{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Dimensionality reduction via PCA, t-SNE and deep Boltzmann machines\n",
    "\n",
    "We investigate the potential of DBMs for dimensionality reduction based on single-cell gene expression data. For this purpose, we compare the two-dimensional representations that we get from applying PCA, t-SNE and a combined approach of DBMs and PCA to a single-cell RNA-seq data set.\n",
    "\n",
    "We employ data from Tasic et al. (2016) who investigated gene expression in 1525 single neurons, extracted from the cortices of mice. They reported a set of 104 genes (Figure 3 of Tasic et al.), based on which different subtypes of neurons can be discriminated and a set of 80 neurotransmitter receptor genes (Figure S15 of Tasic et al.), totalling to 184 genes. \n",
    "\n",
    "We here model the expression of these 184 genes using a DBM and use the non-linear transformation, learned by the DBM to retrieve a compact representation of the expression data, which allows for a good separation of the different cell types in two dimensions. \n",
    "\n",
    "\n",
    "## Loading the data\n",
    "Prior to modeling, we normalize the single-cell RNA-Seq data of Tasic et al. for sequencing depth using DESeq (Anders and Huber, 2010) and then log transformed the expression data of the above defined marker and neurotransmitter receptor genes. Afterwards the data is standardized.\n",
    "\n",
    "We attached the preprocessed data as a \".jld\" file and can simply load it here. The gene expression data matrix `mat` contains the samples in the rows. The `subtype` vector contains the corresponding cell subtypes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "using JLD\n",
    "data = JLD.load(\"scrnaseq_neurons.jld\")\n",
    "mat = data[\"mat\"];\n",
    "subtype = data[\"subtype\"];"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## PCA\n",
    "For performing PCA, we simply need to compute the first two principal components from the data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "using Statistics\n",
    "function standardize(x)\n",
    "    (x .- mean(x, dims = 1)) ./ std(x, dims = 1)\n",
    "end\n",
    "\n",
    "using LinearAlgebra\n",
    "function prcomps(mat, standardizeinput = true)\n",
    "    if standardizeinput\n",
    "        mat = standardize(mat)\n",
    "    end\n",
    "    u,s,v = svd(mat)\n",
    "    prcomps = u * Diagonal(s)\n",
    "    return prcomps\n",
    "end\n",
    "\n",
    "pcaout = prcomps(mat);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## t-SNE"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The t-SNE hyperparameters we used are:\n",
    "* 2 as number of dimensions\n",
    "* 50 dimensions as initial dimension reduction via PCA\n",
    "* 1000 iterations\n",
    "* perplexity 20.0.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "using TSne\n",
    "tsneout = tsne(mat, 2, 50, 1000, 20.0; progress = false);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To evaluate the hyperparameters of t-SNE, we can take a range of possible hyperparameters and visualize the dimensionality reduction:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "211.862943 seconds (21.13 M allocations: 2.556 GiB, 0.54% gc time)\n"
     ]
    }
   ],
   "source": [
    "using Distributed\n",
    "addprocs(Sys.CPU_THREADS - nprocs() + 1)\n",
    "@everywhere using TSne\n",
    "@everywhere using DataFrames\n",
    "@eval @everywhere mat = $mat\n",
    "@eval @everywhere subtype = $subtype\n",
    "@everywhere function tsne_mat(pcadim_perplexity)\n",
    "   tsneout = tsne(mat, 2, 50, 1000, 20.0; progress = false)\n",
    "   DataFrame(tSNE1 = tsneout[:, 1], tSNE2 = tsneout[:, 2],\n",
    "         pcadim = pcadim_perplexity[1], perplexity = pcadim_perplexity[2],\n",
    "         Celltype = subtype)\n",
    "end\n",
    "@time tsnedf = vcat(map(tsne_mat, Iterators.product(50:50:200, float.(20:10:50)))...);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
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     "metadata": {},
     "output_type": "display_data"
    },
    {
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       "false"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "using Gadfly\n",
    "using Cairo\n",
    "draw(PNG(20cm, 20cm), plot(tsnedf,\n",
    "      xgroup = \"pcadim\", ygroup = \"perplexity\", x = \"tSNE1\", y = \"tSNE2\", color = \"Celltype\",\n",
    "      Geom.subplot_grid(Geom.point), Theme(highlight_width = 0pt, point_size = 1pt)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# DBM"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Prior to modeling with the DBM, we transform the values of each gene into the interval \\[0,1\\]."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "using BoltzmannMachines\n",
    "intensitydata = intensities(mat);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The following function returns a random permutation of the rows of an expression matrix, which we can then use to split the original data into a training and a test data set.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "using Random\n",
    "\n",
    "function randomsplit(n, prop = 0.5)\n",
    "   breakpoint = round(Int, prop*n)\n",
    "   shuffled = randperm(n)\n",
    "   return shuffled[1:breakpoint], shuffled[(breakpoint + 1):n]\n",
    "end\n",
    "\n",
    "Random.seed!(1)\n",
    "trainidxs, testidxs = randomsplit(size(mat, 1), 0.632)\n",
    "trainingdata = intensitydata[trainidxs,:]\n",
    "testdata = intensitydata[testidxs,:];"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For training the DBM, we use three hidden layers:\n",
    "100 nodes in first hidden layer, 20 in second and 10 in third. \n",
    "\n",
    "We will visualize the activations of the 10 nodes in the last layer with PCA.\n",
    "\n",
    "We evaluated several models and training epochs in a grid search and use the model with the best lower bound of the likelihood on the test data. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "bestresult = (31, 5, 3000)\n",
    "gridsearch = false;"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In case you want to reproduce the hyperparameter selection, i.e. the content of `bestresult`, you have to set `gridsearch = true`. \n",
    "(If set, the search might run for multiple hours in case you donˋt have a computer with multiple cores or a computer cluster.)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "do_grid_search = false\n",
    "using Distributed\n",
    "if gridsearch\n",
    "    addprocs(Sys.CPU_THREADS - nprocs() + 1)\n",
    "\n",
    "    @everywhere using BoltzmannMachines\n",
    "    @everywhere using Random\n",
    "    \n",
    "    # Transfer the data to all processes\n",
    "    @eval @everywhere trainingdata = $trainingdata\n",
    "    @eval @everywhere testdata = $testdata\n",
    "\n",
    "    @everywhere function trainandeval(randomseed, epochspre, epochsdbm)\n",
    "        Random.seed!(randomseed) # set a seed in the current process for reproducibility\n",
    "\n",
    "        dbm = BoltzmannMachines.fitdbm(trainingdata, nhiddens = [100, 20, 10],\n",
    "             epochs = epochsdbm,\n",
    "             learningrate = 0.001, learningratepretraining = 0.001,\n",
    "             epochspretraining = epochspre, batchsizepretraining = 10)\n",
    "\n",
    "        lplb = BoltzmannMachines.logproblowerbound(dbm, testdata)\n",
    "\n",
    "        randomseed, epochspre, epochsdbm, dbm, lplb\n",
    "    end\n",
    "\n",
    "    epochsprelist = [100, 1000, 2000, 3000, 4000]\n",
    "    epochsdbmlist = [5, 10, 20]\n",
    "    randomseeds = collect(1:10:100)\n",
    "\n",
    "    @time trainingresult = vcat(pmap(params -> trainandeval(params[1], params[2], params[3]),\n",
    "          Iterators.product(randomseeds, epochsprelist, epochsdbmlist))...);\n",
    "\n",
    "    bestresult = trainingresult[findmin(map(r -> r[5], trainingresult))[2]]\n",
    "end"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Train the DBM with the best parameters:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "155.951009 seconds (45.42 M allocations: 7.232 GiB, 2.54% gc time)\n"
     ]
    }
   ],
   "source": [
    "Random.seed!(bestresult[1])\n",
    "@time dbm = BoltzmannMachines.fitdbm(trainingdata,\n",
    "      nhiddens = [100, 20, 10], epochs = bestresult[2],\n",
    "      learningrate = 0.001, learningratepretraining = 0.001,\n",
    "      epochspretraining = bestresult[3], batchsizepretraining = 10);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Get the linearized activations of the last layer's hidden nodes for each sample."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "dbmout = logit.(BoltzmannMachines.meanfield(dbm, intensitydata)[end]);\n",
    "pcadbmout = prcomps(dbmout, true);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Comparison"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "using Gadfly\n",
    "using DataFrames\n",
    "\n",
    "plotdata = DataFrame(\n",
    "    DBM_PC1 = pcadbmout[:,1], DBM_PC2 = pcadbmout[:,2],\n",
    "    tSNE1 = tsneout[:,1], tSNE2 = tsneout[:,2],\n",
    "    PC1 = pcaout[:,1], PC2 = pcaout[:,2],\n",
    "    Celltype = subtype);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We evaluate the three approaches on the test data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "plotdata = plotdata[testidxs,:];"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If you would like to examine the plots more closely, you can switch cell types on and off by clicking at the plots' legend."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### PCA plot\n",
    "\n",
    "We visualize the first two principal components of the log transformed and standardized data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
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       "\n",
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       "    // 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",
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       "        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",
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       "                    var fn2 = function (event) {\n",
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       "                            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",
       "    Element.prototype.init_gadfly = function() {\n",
       "        this.mouseenter(Gadfly.plot_mouseover)\n",
       "            .mousemove(Gadfly.plot_mousemove)\n",
       "            .mouseleave(Gadfly.plot_mouseout)\n",
       "            .dblclick(Gadfly.plot_dblclick)\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",
       "        this.mouseenter(function (event) {\n",
       "            init_pan_zoom(this.plotroot());\n",
       "        });\n",
       "        return this;\n",
       "    };\n",
       "});\n",
       "\n",
       "\n",
       "Gadfly.plot_mousemove = function(event, x_px, y_px) {\n",
       "    var root = this.plotroot();\n",
       "    if (root.data(\"crosshair\")) {\n",
       "        px_per_mm = root.data(\"px_per_mm\");\n",
       "        bB = root.select('boundingbox').node.getAttribute('value').split(' ');\n",
       "        uB = root.select('unitbox').node.getAttribute('value').split(' ');\n",
       "        xscale = root.data(\"xscale\");\n",
       "        yscale = root.data(\"yscale\");\n",
       "        xtranslate = root.data(\"tx\");\n",
       "        ytranslate = root.data(\"ty\");\n",
       "\n",
       "        xoff_mm = bB[0].substr(0,bB[0].length-2)/1;\n",
       "        yoff_mm = bB[1].substr(0,bB[1].length-2)/1;\n",
       "        xoff_unit = uB[0]/1;\n",
       "        yoff_unit = uB[1]/1;\n",
       "        mm_per_xunit = bB[2].substr(0,bB[2].length-2) / uB[2];\n",
       "        mm_per_yunit = bB[3].substr(0,bB[3].length-2) / uB[3];\n",
       "         \n",
       "        x_unit = ((x_px / px_per_mm - xtranslate) / xscale - xoff_mm) / mm_per_xunit + xoff_unit;\n",
       "        y_unit = ((y_px / px_per_mm - ytranslate) / yscale - yoff_mm) / mm_per_yunit + yoff_unit;\n",
       "\n",
       "        root.select('.crosshair').select('.primitive').select('text')\n",
       "                .node.innerHTML = x_unit.toPrecision(3)+\",\"+y_unit.toPrecision(3);\n",
       "    };\n",
       "};\n",
       "\n",
       "Gadfly.helpscreen_visible = function(event) {\n",
       "    helpscreen_visible(this.plotroot());\n",
       "};\n",
       "var helpscreen_visible = function(root) {\n",
       "    root.select(\".helpscreen\").animate({opacity: 1.0}, 250);\n",
       "};\n",
       "\n",
       "Gadfly.helpscreen_hidden = function(event) {\n",
       "    helpscreen_hidden(this.plotroot());\n",
       "};\n",
       "var helpscreen_hidden = function(root) {\n",
       "    root.select(\".helpscreen\").animate({opacity: 0.0}, 250);\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",
       "\n",
       "    var keyboard_help = function(event) {\n",
       "        if (event.which == 191) { // ?\n",
       "            helpscreen_visible(root);\n",
       "        }\n",
       "    };\n",
       "    root.data(\"keyboard_help\", keyboard_help);\n",
       "    window.addEventListener(\"keydown\", keyboard_help);\n",
       "\n",
       "    var keyboard_pan_zoom = function(event) {\n",
       "        var bounds = root.plotbounds(),\n",
       "            width = bounds.x1 - bounds.x0;\n",
       "            height = bounds.y1 - bounds.y0;\n",
       "        if (event.which == 187 || event.which == 73) { // plus or i\n",
       "            increase_zoom_by_position(root, 0.1, true);\n",
       "        } else if (event.which == 189 || event.which == 79) { // minus or o\n",
       "            increase_zoom_by_position(root, -0.1, true);\n",
       "        } else if (event.which == 39 || event.which == 76) { // right-arrow or l\n",
       "            set_plot_pan_zoom(root, root.data(\"tx\")-width/10, root.data(\"ty\"),\n",
       "                    root.data(\"xscale\"), root.data(\"yscale\"));\n",
       "        } else if (event.which == 40 || event.which == 74) { // down-arrow or j\n",
       "            set_plot_pan_zoom(root, root.data(\"tx\"), root.data(\"ty\")-height/10,\n",
       "                    root.data(\"xscale\"), root.data(\"yscale\"));\n",
       "        } else if (event.which == 37 || event.which == 72) { // left-arrow or h\n",
       "            set_plot_pan_zoom(root, root.data(\"tx\")+width/10, root.data(\"ty\"),\n",
       "                    root.data(\"xscale\"), root.data(\"yscale\"));\n",
       "        } else if (event.which == 38 || event.which == 75) { // up-arrow or k\n",
       "            set_plot_pan_zoom(root, root.data(\"tx\"), root.data(\"ty\")+height/10,\n",
       "                    root.data(\"xscale\"), root.data(\"yscale\"));\n",
       "        } else if (event.which == 82) { // r\n",
       "            set_plot_pan_zoom(root, 0.0, 0.0, 1.0, 1.0);\n",
       "        } else if (event.which == 191) { // ?\n",
       "            helpscreen_hidden(root);\n",
       "        } else if (event.which == 67) { // c\n",
       "            root.data(\"crosshair\",!root.data(\"crosshair\"));\n",
       "            root.select(\".crosshair\")\n",
       "                .animate({opacity: root.data(\"crosshair\") ? 1.0 : 0.0}, 250);\n",
       "        }\n",
       "    };\n",
       "    root.data(\"keyboard_pan_zoom\", keyboard_pan_zoom);\n",
       "    window.addEventListener(\"keyup\", keyboard_pan_zoom);\n",
       "\n",
       "    var xgridlines = root.select(\".xgridlines\"),\n",
       "        ygridlines = root.select(\".ygridlines\");\n",
       "\n",
       "    if (xgridlines) {\n",
       "        xgridlines.data(\"unfocused_strokedash\",\n",
       "                        xgridlines.attribute(\"stroke-dasharray\").replace(/(\\d)(,|$)/g, \"$1mm$2\"));\n",
       "        var destcolor = root.data(\"focused_xgrid_color\");\n",
       "        xgridlines.attribute(\"stroke-dasharray\", \"none\")\n",
       "                  .selectAll(\"path\")\n",
       "                  .animate({stroke: destcolor}, 250);\n",
       "    }\n",
       "\n",
       "    if (ygridlines) {\n",
       "        ygridlines.data(\"unfocused_strokedash\",\n",
       "                        ygridlines.attribute(\"stroke-dasharray\").replace(/(\\d)(,|$)/g, \"$1mm$2\"));\n",
       "        var destcolor = root.data(\"focused_ygrid_color\");\n",
       "        ygridlines.attribute(\"stroke-dasharray\", \"none\")\n",
       "                  .selectAll(\"path\")\n",
       "                  .animate({stroke: destcolor}, 250);\n",
       "    }\n",
       "\n",
       "    root.select(\".crosshair\")\n",
       "        .animate({opacity: root.data(\"crosshair\") ? 1.0 : 0.0}, 250);\n",
       "    root.select(\".questionmark\").animate({opacity: 1.0}, 250);\n",
       "};\n",
       "\n",
       "// Reset pan and zoom on double click\n",
       "Gadfly.plot_dblclick = function(event) {\n",
       "  set_plot_pan_zoom(this.plotroot(), 0.0, 0.0, 1.0, 1.0);\n",
       "};\n",
       "\n",
       "// Unemphasize grid lines on mouse out.\n",
       "Gadfly.plot_mouseout = function(event) {\n",
       "    var root = this.plotroot();\n",
       "\n",
       "    window.removeEventListener(\"keyup\", root.data(\"keyboard_pan_zoom\"));\n",
       "    root.data(\"keyboard_pan_zoom\", undefined);\n",
       "    window.removeEventListener(\"keydown\", root.data(\"keyboard_help\"));\n",
       "    root.data(\"keyboard_help\", undefined);\n",
       "\n",
       "    var xgridlines = root.select(\".xgridlines\"),\n",
       "        ygridlines = root.select(\".ygridlines\");\n",
       "\n",
       "    if (xgridlines) {\n",
       "        var destcolor = root.data(\"unfocused_xgrid_color\");\n",
       "        xgridlines.attribute(\"stroke-dasharray\", xgridlines.data(\"unfocused_strokedash\"))\n",
       "                  .selectAll(\"path\")\n",
       "                  .animate({stroke: destcolor}, 250);\n",
       "    }\n",
       "\n",
       "    if (ygridlines) {\n",
       "        var 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",
       "\n",
       "    root.select(\".crosshair\").animate({opacity: 0.0}, 250);\n",
       "    root.select(\".questionmark\").animate({opacity: 0.0}, 250);\n",
       "    helpscreen_hidden(root);\n",
       "};\n",
       "\n",
       "\n",
       "var set_geometry_transform = function(root, tx, ty, xscale, yscale) {\n",
       "    var xscalable = root.hasClass(\"xscalable\"),\n",
       "        yscalable = root.hasClass(\"yscalable\");\n",
       "\n",
       "    var old_xscale = root.data(\"xscale\"),\n",
       "        old_yscale = root.data(\"yscale\");\n",
       "\n",
       "    var xscale = xscalable ? xscale : 1.0,\n",
       "        yscale = yscalable ? yscale : 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",
       "    root.selectAll(\".geometry, image\").forEach(function (element, i) {\n",
       "            element.transform(t);\n",
       "        });\n",
       "\n",
       "    var t = new Snap.Matrix().scale(1.0/xscale, 1.0/yscale);\n",
       "    root.selectAll('.marker').forEach(function (element, i) {\n",
       "        element.selectAll('.primitive').forEach(function (element, i) {\n",
       "            element.transform(t);\n",
       "        }) });\n",
       "\n",
       "    bounds = root.plotbounds();\n",
       "    px_per_mm = root.data(\"px_per_mm\");\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",
       "        ylabels = root.select(\".ylabels\");\n",
       "        if (ylabels) {\n",
       "            ylabels.transform(xfixed_t)\n",
       "                   .selectAll(\"g\")\n",
       "                   .forEach(function (element, i) {\n",
       "                       if (element.attribute(\"gadfly:inscale\") == \"true\") {\n",
       "                           unscale_t = new Snap.Matrix();\n",
       "                           unscale_t.scale(1, 1/yscale);\n",
       "                           element.select(\"text\").transform(unscale_t);\n",
       " \n",
       "                           var y = element.attr(\"transform\").globalMatrix.f / px_per_mm;\n",
       "                           element.attr(\"visibility\",\n",
       "                               bounds.y0 <= y && y <= bounds.y1 ? \"visible\" : \"hidden\");\n",
       "                       }\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",
       "        xlabels = root.select(\".xlabels\");\n",
       "        if (xlabels) {\n",
       "            xlabels.transform(yfixed_t)\n",
       "                   .selectAll(\"g\")\n",
       "                   .forEach(function (element, i) {\n",
       "                       if (element.attribute(\"gadfly:inscale\") == \"true\") {\n",
       "                           unscale_t = new Snap.Matrix();\n",
       "                           unscale_t.scale(1/xscale, 1);\n",
       "                           element.select(\"text\").transform(unscale_t);\n",
       "\n",
       "                           var x = element.attr(\"transform\").globalMatrix.e / px_per_mm;\n",
       "                           element.attr(\"visibility\",\n",
       "                               bounds.x0 <= x && x <= bounds.x1 ? \"visible\" : \"hidden\");\n",
       "                           }\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",
       "            if (element.attribute(\"gadfly:inscale\") == null) { return; }\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",
       "            if (element.attribute(\"gadfly:inscale\") == null) { return; }\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(\"g\").forEach(mark_inscale_gridlines);\n",
       "        root.select(\".\" + axis + \"labels\").selectAll(\"g\").forEach(mark_inscale_labels);\n",
       "    }\n",
       "};\n",
       "\n",
       "\n",
       "var set_plot_pan_zoom = function(root, tx, ty, xscale, yscale) {\n",
       "    var old_xscale = root.data(\"xscale\"),\n",
       "        old_yscale = root.data(\"yscale\");\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, xscale, and yscale\n",
       "    var x_min = -width * xscale - (xscale * width - width),\n",
       "        x_max = width * xscale,\n",
       "        y_min = -height * yscale - (yscale * height - height),\n",
       "        y_max = height * yscale;\n",
       "\n",
       "    var x0 = bounds.x0 - xscale * bounds.x0,\n",
       "        y0 = bounds.y0 - yscale * 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 changes, we may need to alter which set of\n",
       "    // ticks are being displayed\n",
       "    if (xscale != old_xscale) {\n",
       "        update_tickscale(root, xscale, \"x\");\n",
       "    }\n",
       "    if (yscale != old_yscale) {\n",
       "        update_tickscale(root, yscale, \"y\");\n",
       "    }\n",
       "\n",
       "    set_geometry_transform(root, tx, ty, xscale, yscale);\n",
       "\n",
       "    root.data(\"xscale\", xscale);\n",
       "    root.data(\"yscale\", yscale);\n",
       "    root.data(\"tx\", tx);\n",
       "    root.data(\"ty\", ty);\n",
       "};\n",
       "\n",
       "\n",
       "var scale_centered_translation = function(root, xscale, yscale) {\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 xscale0 = root.data(\"xscale\"),\n",
       "        yscale0 = root.data(\"yscale\");\n",
       "\n",
       "    // how off from center the current view is\n",
       "    var xoff = tx0 - (bounds.x0 * (1 - xscale0) + (width * (1 - xscale0)) / 2),\n",
       "        yoff = ty0 - (bounds.y0 * (1 - yscale0) + (height * (1 - yscale0)) / 2);\n",
       "\n",
       "    // rescale offsets\n",
       "    xoff = xoff * xscale / xscale0;\n",
       "    yoff = yoff * yscale / yscale0;\n",
       "\n",
       "    // adjust for the panel position being scaled\n",
       "    var x_edge_adjust = bounds.x0 * (1 - xscale),\n",
       "        y_edge_adjust = bounds.y0 * (1 - yscale);\n",
       "\n",
       "    return {\n",
       "        x: xoff + x_edge_adjust + (width - width * xscale) / 2,\n",
       "        y: yoff + y_edge_adjust + (height - height * yscale) / 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",
       "    root.data(\"crosshair\",false);\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 > g, .ylabels > g\")\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(\"xscale\") === undefined) root.data(\"xscale\", 1.0);\n",
       "    if (root.data(\"yscale\") === undefined) root.data(\"yscale\", 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",
       "            if (element.attribute(\"gadfly:scale\")==null) { return; }\n",
       "            xtickscales[element.attribute(\"gadfly:scale\")] = true;\n",
       "        };\n",
       "        var add_y_tick_scales = function (element, i) {\n",
       "            if (element.attribute(\"gadfly:scale\")==null) { return; }\n",
       "            ytickscales[element.attribute(\"gadfly:scale\")] = true;\n",
       "        };\n",
       "\n",
       "        if (xgridlines) xgridlines.selectAll(\"g\").forEach(add_x_tick_scales);\n",
       "        if (ygridlines) ygridlines.selectAll(\"g\").forEach(add_y_tick_scales);\n",
       "        if (xlabels) xlabels.selectAll(\"g\").forEach(add_x_tick_scales);\n",
       "        if (ylabels) ylabels.selectAll(\"g\").forEach(add_y_tick_scales);\n",
       "\n",
       "        root.data(\"xtickscales\", xtickscales);\n",
       "        root.data(\"ytickscales\", ytickscales);\n",
       "        root.data(\"xtickscale\", 1.0);\n",
       "        root.data(\"ytickscale\", 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(\"g\")\n",
       "               .forEach(function (element, i) {\n",
       "                   element.data(\"x\", element.asPX(\"x\"));\n",
       "               });\n",
       "    }\n",
       "\n",
       "    if (ylabels) {\n",
       "        ylabels.selectAll(\"g\")\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",
       "        if (element.attribute(\"gadfly:scale\") == null) { return; }\n",
       "        element.attribute(\"gadfly:inscale\", element.attribute(\"gadfly:scale\") == 1.0);\n",
       "    };\n",
       "\n",
       "    if (xgridlines) xgridlines.selectAll(\"g\").forEach(mark_inscale);\n",
       "    if (ygridlines) ygridlines.selectAll(\"g\").forEach(mark_inscale);\n",
       "    if (xlabels) xlabels.selectAll(\"g\").forEach(mark_inscale);\n",
       "    if (ylabels) ylabels.selectAll(\"g\").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(\"g\")\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(\"g\")\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",
       "// drag actions, i.e. zooming and panning\n",
       "var pan_action = {\n",
       "    start: function(root, x, y, event) {\n",
       "        root.data(\"dx\", 0);\n",
       "        root.data(\"dy\", 0);\n",
       "        root.data(\"tx0\", root.data(\"tx\"));\n",
       "        root.data(\"ty0\", root.data(\"ty\"));\n",
       "    },\n",
       "    update: function(root, dx, dy, x, y, event) {\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(\"xscale\"), root.data(\"yscale\"));\n",
       "    },\n",
       "    end: function(root, event) {\n",
       "\n",
       "    },\n",
       "    cancel: function(root) {\n",
       "        set_plot_pan_zoom(root, root.data(\"tx0\"), root.data(\"ty0\"),\n",
       "                root.data(\"xscale\"), root.data(\"yscale\"));\n",
       "    }\n",
       "};\n",
       "\n",
       "var zoom_box;\n",
       "var zoom_action = {\n",
       "    start: function(root, x, y, event) {\n",
       "        var bounds = root.plotbounds();\n",
       "        var width = bounds.x1 - bounds.x0,\n",
       "            height = bounds.y1 - bounds.y0;\n",
       "        var xscalable = root.hasClass(\"xscalable\"),\n",
       "            yscalable = root.hasClass(\"yscalable\");\n",
       "        var px_per_mm = root.data(\"px_per_mm\");\n",
       "        x = xscalable ? x / px_per_mm : bounds.x0;\n",
       "        y = yscalable ? y / px_per_mm : bounds.y0;\n",
       "        var w = xscalable ? 0 : width;\n",
       "        var h = yscalable ? 0 : height;\n",
       "        zoom_box = root.rect(x, y, w, h).attr({\n",
       "            \"fill\": \"#000\",\n",
       "            \"opacity\": 0.25\n",
       "        });\n",
       "    },\n",
       "    update: function(root, dx, dy, x, y, event) {\n",
       "        var xscalable = root.hasClass(\"xscalable\"),\n",
       "            yscalable = root.hasClass(\"yscalable\");\n",
       "        var px_per_mm = root.data(\"px_per_mm\");\n",
       "        var bounds = root.plotbounds();\n",
       "        if (yscalable) {\n",
       "            y /= px_per_mm;\n",
       "            y = Math.max(bounds.y0, y);\n",
       "            y = Math.min(bounds.y1, y);\n",
       "        } else {\n",
       "            y = bounds.y1;\n",
       "        }\n",
       "        if (xscalable) {\n",
       "            x /= px_per_mm;\n",
       "            x = Math.max(bounds.x0, x);\n",
       "            x = Math.min(bounds.x1, x);\n",
       "        } else {\n",
       "            x = bounds.x1;\n",
       "        }\n",
       "\n",
       "        dx = x - zoom_box.attr(\"x\");\n",
       "        dy = y - zoom_box.attr(\"y\");\n",
       "        var xoffset = 0,\n",
       "            yoffset = 0;\n",
       "        if (dx < 0) {\n",
       "            xoffset = dx;\n",
       "            dx = -1 * dx;\n",
       "        }\n",
       "        if (dy < 0) {\n",
       "            yoffset = dy;\n",
       "            dy = -1 * dy;\n",
       "        }\n",
       "        if (isNaN(dy)) {\n",
       "            dy = 0.0;\n",
       "        }\n",
       "        if (isNaN(dx)) {\n",
       "            dx = 0.0;\n",
       "        }\n",
       "        zoom_box.transform(\"T\" + xoffset + \",\" + yoffset);\n",
       "        zoom_box.attr(\"width\", dx);\n",
       "        zoom_box.attr(\"height\", dy);\n",
       "    },\n",
       "    end: function(root, event) {\n",
       "        var xscalable = root.hasClass(\"xscalable\"),\n",
       "            yscalable = root.hasClass(\"yscalable\");\n",
       "        var zoom_bounds = zoom_box.getBBox();\n",
       "        if (zoom_bounds.width * zoom_bounds.height <= 0) {\n",
       "            return;\n",
       "        }\n",
       "        var plot_bounds = root.plotbounds();\n",
       "        var xzoom_factor = 1.0,\n",
       "            yzoom_factor = 1.0;\n",
       "        if (xscalable) {\n",
       "            xzoom_factor = (plot_bounds.x1 - plot_bounds.x0) / zoom_bounds.width;\n",
       "        }\n",
       "        if (yscalable) {\n",
       "            yzoom_factor = (plot_bounds.y1 - plot_bounds.y0) / zoom_bounds.height;\n",
       "        }\n",
       "        var tx = (root.data(\"tx\") - zoom_bounds.x) * xzoom_factor + plot_bounds.x0,\n",
       "            ty = (root.data(\"ty\") - zoom_bounds.y) * yzoom_factor + plot_bounds.y0;\n",
       "        set_plot_pan_zoom(root, tx, ty,\n",
       "                root.data(\"xscale\") * xzoom_factor, root.data(\"yscale\") * yzoom_factor);\n",
       "        zoom_box.remove();\n",
       "    },\n",
       "    cancel: function(root) {\n",
       "        zoom_box.remove();\n",
       "    }\n",
       "};\n",
       "\n",
       "\n",
       "Gadfly.guide_background_drag_onstart = function(x, y, event) {\n",
       "    var root = this.plotroot();\n",
       "    var scalable = root.hasClass(\"xscalable\") || root.hasClass(\"yscalable\");\n",
       "    var zoomable = !event.altKey && !event.ctrlKey && event.shiftKey && scalable;\n",
       "    var panable = !event.altKey && !event.ctrlKey && !event.shiftKey && scalable;\n",
       "    var drag_action = zoomable ? zoom_action :\n",
       "                      panable  ? pan_action :\n",
       "                                 undefined;\n",
       "    root.data(\"drag_action\", drag_action);\n",
       "    if (drag_action) {\n",
       "        var cancel_drag_action = function(event) {\n",
       "            if (event.which == 27) { // esc key\n",
       "                drag_action.cancel(root);\n",
       "                root.data(\"drag_action\", undefined);\n",
       "            }\n",
       "        };\n",
       "        window.addEventListener(\"keyup\", cancel_drag_action);\n",
       "        root.data(\"cancel_drag_action\", cancel_drag_action);\n",
       "        drag_action.start(root, x, y, event);\n",
       "    }\n",
       "};\n",
       "\n",
       "\n",
       "Gadfly.guide_background_drag_onmove = function(dx, dy, x, y, event) {\n",
       "    var root = this.plotroot();\n",
       "    var drag_action = root.data(\"drag_action\");\n",
       "    if (drag_action) {\n",
       "        drag_action.update(root, dx, dy, x, y, event);\n",
       "    }\n",
       "};\n",
       "\n",
       "\n",
       "Gadfly.guide_background_drag_onend = function(event) {\n",
       "    var root = this.plotroot();\n",
       "    window.removeEventListener(\"keyup\", root.data(\"cancel_drag_action\"));\n",
       "    root.data(\"cancel_drag_action\", undefined);\n",
       "    var drag_action = root.data(\"drag_action\");\n",
       "    if (drag_action) {\n",
       "        drag_action.end(root, event);\n",
       "    }\n",
       "    root.data(\"drag_action\", undefined);\n",
       "};\n",
       "\n",
       "\n",
       "Gadfly.guide_background_scroll = function(event) {\n",
       "    if (event.shiftKey) {\n",
       "        increase_zoom_by_position(this.plotroot(), 0.001 * event.wheelDelta);\n",
       "        event.preventDefault();\n",
       "    }\n",
       "};\n",
       "\n",
       "// Map slider position x to scale y using the function y = a*exp(b*x)+c.\n",
       "// The constants a, b, and c are solved using the constraint that the function\n",
       "// should go through the points (0; min_scale), (0.5; 1), and (1; max_scale).\n",
       "var scale_from_slider_position = function(position, min_scale, max_scale) {\n",
       "    if (min_scale==max_scale) { return 1; }\n",
       "    var a = (1 - 2 * min_scale + min_scale * min_scale) / (min_scale + max_scale - 2),\n",
       "        b = 2 * Math.log((max_scale - 1) / (1 - min_scale)),\n",
       "        c = (min_scale * max_scale - 1) / (min_scale + max_scale - 2);\n",
       "    return a * Math.exp(b * position) + c;\n",
       "}\n",
       "\n",
       "// inverse of scale_from_slider_position\n",
       "var slider_position_from_scale = function(scale, min_scale, max_scale) {\n",
       "    if (min_scale==max_scale) { return min_scale; }\n",
       "    var a = (1 - 2 * min_scale + min_scale * min_scale) / (min_scale + max_scale - 2),\n",
       "        b = 2 * Math.log((max_scale - 1) / (1 - min_scale)),\n",
       "        c = (min_scale * max_scale - 1) / (min_scale + max_scale - 2);\n",
       "    return 1 / b * Math.log((scale - c) / a);\n",
       "}\n",
       "\n",
       "var increase_zoom_by_position = function(root, delta_position, animate) {\n",
       "    var old_xscale = root.data(\"xscale\"),\n",
       "        old_yscale = root.data(\"yscale\"),\n",
       "        min_scale = root.data(\"min_scale\"),\n",
       "        max_scale = root.data(\"max_scale\");\n",
       "    var xposition = slider_position_from_scale(old_xscale, min_scale, max_scale),\n",
       "        yposition = slider_position_from_scale(old_yscale, min_scale, max_scale);\n",
       "    xposition += (root.hasClass(\"xscalable\") ? delta_position : 0.0);\n",
       "    yposition += (root.hasClass(\"yscalable\") ? delta_position : 0.0);\n",
       "    old_xscale = scale_from_slider_position(xposition, min_scale, max_scale);\n",
       "    old_yscale = scale_from_slider_position(yposition, min_scale, max_scale);\n",
       "    var new_xscale = Math.max(min_scale, Math.min(old_xscale, max_scale)),\n",
       "        new_yscale = Math.max(min_scale, Math.min(old_yscale, max_scale));\n",
       "    if (animate) {\n",
       "        Snap.animate(\n",
       "            [old_xscale, old_yscale],\n",
       "            [new_xscale, new_yscale],\n",
       "            function (new_scale) {\n",
       "                update_plot_scale(root, new_scale[0], new_scale[1]);\n",
       "            },\n",
       "            200);\n",
       "    } else {\n",
       "        update_plot_scale(root, new_xscale, new_yscale);\n",
       "    }\n",
       "}\n",
       "\n",
       "\n",
       "var update_plot_scale = function(root, new_xscale, new_yscale) {\n",
       "    var trans = scale_centered_translation(root, new_xscale, new_yscale);\n",
       "    set_plot_pan_zoom(root, trans.x, trans.y, new_xscale, new_yscale);\n",
       "};\n",
       "\n",
       "\n",
       "var toggle_color_class = function(root, color_class, ison) {\n",
       "    var escaped_color_class = color_class.replace(/([^0-9a-zA-z])/g,\"\\\\$1\");\n",
       "    var guides = root.selectAll(\".guide.\" + escaped_color_class + \",.guide .\" + escaped_color_class);\n",
       "    var geoms = root.selectAll(\".geometry.\" + escaped_color_class + \",.geometry .\" + escaped_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 g\")\n",
       "            .forEach(function (element) {\n",
       "                var other_color_class = element.data(\"color_class\");\n",
       "                if (typeof other_color_class !== 'undefined' && 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(\"#img-21b2dca7\");\n",
       "fig.select(\"#img-21b2dca7-4\")\n",
       "   .drag(function() {}, function() {}, function() {});\n",
       "fig.select(\"#img-21b2dca7-6\")\n",
       "   .data(\"color_class\", \"color_L4\")\n",
       ".click(Gadfly.colorkey_swatch_click)\n",
       ";\n",
       "fig.select(\"#img-21b2dca7-7\")\n",
       "   .data(\"color_class\", \"color_L6a\")\n",
       ".click(Gadfly.colorkey_swatch_click)\n",
       ";\n",
       "fig.select(\"#img-21b2dca7-8\")\n",
       "   .data(\"color_class\", \"color_Sst\")\n",
       ".click(Gadfly.colorkey_swatch_click)\n",
       ";\n",
       "fig.select(\"#img-21b2dca7-9\")\n",
       "   .data(\"color_class\", \"color_Ndnf\")\n",
       ".click(Gadfly.colorkey_swatch_click)\n",
       ";\n",
       "fig.select(\"#img-21b2dca7-10\")\n",
       "   .data(\"color_class\", \"color_L6b\")\n",
       ".click(Gadfly.colorkey_swatch_click)\n",
       ";\n",
       "fig.select(\"#img-21b2dca7-11\")\n",
       "   .data(\"color_class\", \"color_L5a\")\n",
       ".click(Gadfly.colorkey_swatch_click)\n",
       ";\n",
       "fig.select(\"#img-21b2dca7-12\")\n",
       "   .data(\"color_class\", \"color_Vip\")\n",
       ".click(Gadfly.colorkey_swatch_click)\n",
       ";\n",
       "fig.select(\"#img-21b2dca7-13\")\n",
       "   .data(\"color_class\", \"color_Pvalb\")\n",
       ".click(Gadfly.colorkey_swatch_click)\n",
       ";\n",
       "fig.select(\"#img-21b2dca7-14\")\n",
       "   .data(\"color_class\", \"color_L5b\")\n",
       ".click(Gadfly.colorkey_swatch_click)\n",
       ";\n",
       "fig.select(\"#img-21b2dca7-15\")\n",
       "   .data(\"color_class\", \"color_L5\")\n",
       ".click(Gadfly.colorkey_swatch_click)\n",
       ";\n",
       "fig.select(\"#img-21b2dca7-16\")\n",
       "   .data(\"color_class\", \"color_L2\")\n",
       ".click(Gadfly.colorkey_swatch_click)\n",
       ";\n",
       "fig.select(\"#img-21b2dca7-17\")\n",
       "   .data(\"color_class\", \"color_Igtp\")\n",
       ".click(Gadfly.colorkey_swatch_click)\n",
       ";\n",
       "fig.select(\"#img-21b2dca7-18\")\n",
       "   .data(\"color_class\", \"color_Smad3\")\n",
       ".click(Gadfly.colorkey_swatch_click)\n",
       ";\n",
       "fig.select(\"#img-21b2dca7-19\")\n",
       "   .data(\"color_class\", \"color_Sncg\")\n",
       ".click(Gadfly.colorkey_swatch_click)\n",
       ";\n",
       "fig.select(\"#img-21b2dca7-21\")\n",
       "   .data(\"color_class\", \"color_L4\")\n",
       ".click(Gadfly.colorkey_swatch_click)\n",
       ";\n",
       "fig.select(\"#img-21b2dca7-22\")\n",
       "   .data(\"color_class\", \"color_L6a\")\n",
       ".click(Gadfly.colorkey_swatch_click)\n",
       ";\n",
       "fig.select(\"#img-21b2dca7-23\")\n",
       "   .data(\"color_class\", \"color_Sst\")\n",
       ".click(Gadfly.colorkey_swatch_click)\n",
       ";\n",
       "fig.select(\"#img-21b2dca7-24\")\n",
       "   .data(\"color_class\", \"color_Ndnf\")\n",
       ".click(Gadfly.colorkey_swatch_click)\n",
       ";\n",
       "fig.select(\"#img-21b2dca7-25\")\n",
       "   .data(\"color_class\", \"color_L6b\")\n",
       ".click(Gadfly.colorkey_swatch_click)\n",
       ";\n",
       "fig.select(\"#img-21b2dca7-26\")\n",
       "   .data(\"color_class\", \"color_L5a\")\n",
       ".click(Gadfly.colorkey_swatch_click)\n",
       ";\n",
       "fig.select(\"#img-21b2dca7-27\")\n",
       "   .data(\"color_class\", \"color_Vip\")\n",
       ".click(Gadfly.colorkey_swatch_click)\n",
       ";\n",
       "fig.select(\"#img-21b2dca7-28\")\n",
       "   .data(\"color_class\", \"color_Pvalb\")\n",
       ".click(Gadfly.colorkey_swatch_click)\n",
       ";\n",
       "fig.select(\"#img-21b2dca7-29\")\n",
       "   .data(\"color_class\", \"color_L5b\")\n",
       ".click(Gadfly.colorkey_swatch_click)\n",
       ";\n",
       "fig.select(\"#img-21b2dca7-30\")\n",
       "   .data(\"color_class\", \"color_L5\")\n",
       ".click(Gadfly.colorkey_swatch_click)\n",
       ";\n",
       "fig.select(\"#img-21b2dca7-31\")\n",
       "   .data(\"color_class\", \"color_L2\")\n",
       ".click(Gadfly.colorkey_swatch_click)\n",
       ";\n",
       "fig.select(\"#img-21b2dca7-32\")\n",
       "   .data(\"color_class\", \"color_Igtp\")\n",
       ".click(Gadfly.colorkey_swatch_click)\n",
       ";\n",
       "fig.select(\"#img-21b2dca7-33\")\n",
       "   .data(\"color_class\", \"color_Smad3\")\n",
       ".click(Gadfly.colorkey_swatch_click)\n",
       ";\n",
       "fig.select(\"#img-21b2dca7-34\")\n",
       "   .data(\"color_class\", \"color_Sncg\")\n",
       ".click(Gadfly.colorkey_swatch_click)\n",
       ";\n",
       "fig.select(\"#img-21b2dca7-38\")\n",
       "   .init_gadfly();\n",
       "fig.select(\"#img-21b2dca7-41\")\n",
       "   .plotroot().data(\"unfocused_ygrid_color\", \"#D0D0E0\")\n",
       ";\n",
       "fig.select(\"#img-21b2dca7-41\")\n",
       "   .plotroot().data(\"focused_ygrid_color\", \"#A0A0A0\")\n",
       ";\n",
       "fig.select(\"#img-21b2dca7-154\")\n",
       "   .plotroot().data(\"unfocused_xgrid_color\", \"#D0D0E0\")\n",
       ";\n",
       "fig.select(\"#img-21b2dca7-154\")\n",
       "   .plotroot().data(\"focused_xgrid_color\", \"#A0A0A0\")\n",
       ";\n",
       "fig.select(\"#img-21b2dca7-1967\")\n",
       "   .mouseenter(Gadfly.helpscreen_visible)\n",
       ".mouseleave(Gadfly.helpscreen_hidden)\n",
       ";\n",
       "    });\n",
       "]]> </script>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "Plot(...)"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plot(plotdata, x=:PC1, y=:PC2, color=:Celltype, \n",
    "    Theme(highlight_width = 0pt, point_size = 1.5pt))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### t-SNE plot\n",
    "\n",
    "The t-SNE prepresentation of the log transformed and standardized data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "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",
       "<defs>\n",
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       "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",
       "    Element.prototype.init_gadfly = function() {\n",
       "        this.mouseenter(Gadfly.plot_mouseover)\n",
       "            .mousemove(Gadfly.plot_mousemove)\n",
       "            .mouseleave(Gadfly.plot_mouseout)\n",
       "            .dblclick(Gadfly.plot_dblclick)\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",
       "        this.mouseenter(function (event) {\n",
       "            init_pan_zoom(this.plotroot());\n",
       "        });\n",
       "        return this;\n",
       "    };\n",
       "});\n",
       "\n",
       "\n",
       "Gadfly.plot_mousemove = function(event, x_px, y_px) {\n",
       "    var root = this.plotroot();\n",
       "    if (root.data(\"crosshair\")) {\n",
       "        px_per_mm = root.data(\"px_per_mm\");\n",
       "        bB = root.select('boundingbox').node.getAttribute('value').split(' ');\n",
       "        uB = root.select('unitbox').node.getAttribute('value').split(' ');\n",
       "        xscale = root.data(\"xscale\");\n",
       "        yscale = root.data(\"yscale\");\n",
       "        xtranslate = root.data(\"tx\");\n",
       "        ytranslate = root.data(\"ty\");\n",
       "\n",
       "        xoff_mm = bB[0].substr(0,bB[0].length-2)/1;\n",
       "        yoff_mm = bB[1].substr(0,bB[1].length-2)/1;\n",
       "        xoff_unit = uB[0]/1;\n",
       "        yoff_unit = uB[1]/1;\n",
       "        mm_per_xunit = bB[2].substr(0,bB[2].length-2) / uB[2];\n",
       "        mm_per_yunit = bB[3].substr(0,bB[3].length-2) / uB[3];\n",
       "         \n",
       "        x_unit = ((x_px / px_per_mm - xtranslate) / xscale - xoff_mm) / mm_per_xunit + xoff_unit;\n",
       "        y_unit = ((y_px / px_per_mm - ytranslate) / yscale - yoff_mm) / mm_per_yunit + yoff_unit;\n",
       "\n",
       "        root.select('.crosshair').select('.primitive').select('text')\n",
       "                .node.innerHTML = x_unit.toPrecision(3)+\",\"+y_unit.toPrecision(3);\n",
       "    };\n",
       "};\n",
       "\n",
       "Gadfly.helpscreen_visible = function(event) {\n",
       "    helpscreen_visible(this.plotroot());\n",
       "};\n",
       "var helpscreen_visible = function(root) {\n",
       "    root.select(\".helpscreen\").animate({opacity: 1.0}, 250);\n",
       "};\n",
       "\n",
       "Gadfly.helpscreen_hidden = function(event) {\n",
       "    helpscreen_hidden(this.plotroot());\n",
       "};\n",
       "var helpscreen_hidden = function(root) {\n",
       "    root.select(\".helpscreen\").animate({opacity: 0.0}, 250);\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",
       "\n",
       "    var keyboard_help = function(event) {\n",
       "        if (event.which == 191) { // ?\n",
       "            helpscreen_visible(root);\n",
       "        }\n",
       "    };\n",
       "    root.data(\"keyboard_help\", keyboard_help);\n",
       "    window.addEventListener(\"keydown\", keyboard_help);\n",
       "\n",
       "    var keyboard_pan_zoom = function(event) {\n",
       "        var bounds = root.plotbounds(),\n",
       "            width = bounds.x1 - bounds.x0;\n",
       "            height = bounds.y1 - bounds.y0;\n",
       "        if (event.which == 187 || event.which == 73) { // plus or i\n",
       "            increase_zoom_by_position(root, 0.1, true);\n",
       "        } else if (event.which == 189 || event.which == 79) { // minus or o\n",
       "            increase_zoom_by_position(root, -0.1, true);\n",
       "        } else if (event.which == 39 || event.which == 76) { // right-arrow or l\n",
       "            set_plot_pan_zoom(root, root.data(\"tx\")-width/10, root.data(\"ty\"),\n",
       "                    root.data(\"xscale\"), root.data(\"yscale\"));\n",
       "        } else if (event.which == 40 || event.which == 74) { // down-arrow or j\n",
       "            set_plot_pan_zoom(root, root.data(\"tx\"), root.data(\"ty\")-height/10,\n",
       "                    root.data(\"xscale\"), root.data(\"yscale\"));\n",
       "        } else if (event.which == 37 || event.which == 72) { // left-arrow or h\n",
       "            set_plot_pan_zoom(root, root.data(\"tx\")+width/10, root.data(\"ty\"),\n",
       "                    root.data(\"xscale\"), root.data(\"yscale\"));\n",
       "        } else if (event.which == 38 || event.which == 75) { // up-arrow or k\n",
       "            set_plot_pan_zoom(root, root.data(\"tx\"), root.data(\"ty\")+height/10,\n",
       "                    root.data(\"xscale\"), root.data(\"yscale\"));\n",
       "        } else if (event.which == 82) { // r\n",
       "            set_plot_pan_zoom(root, 0.0, 0.0, 1.0, 1.0);\n",
       "        } else if (event.which == 191) { // ?\n",
       "            helpscreen_hidden(root);\n",
       "        } else if (event.which == 67) { // c\n",
       "            root.data(\"crosshair\",!root.data(\"crosshair\"));\n",
       "            root.select(\".crosshair\")\n",
       "                .animate({opacity: root.data(\"crosshair\") ? 1.0 : 0.0}, 250);\n",
       "        }\n",
       "    };\n",
       "    root.data(\"keyboard_pan_zoom\", keyboard_pan_zoom);\n",
       "    window.addEventListener(\"keyup\", keyboard_pan_zoom);\n",
       "\n",
       "    var xgridlines = root.select(\".xgridlines\"),\n",
       "        ygridlines = root.select(\".ygridlines\");\n",
       "\n",
       "    if (xgridlines) {\n",
       "        xgridlines.data(\"unfocused_strokedash\",\n",
       "                        xgridlines.attribute(\"stroke-dasharray\").replace(/(\\d)(,|$)/g, \"$1mm$2\"));\n",
       "        var destcolor = root.data(\"focused_xgrid_color\");\n",
       "        xgridlines.attribute(\"stroke-dasharray\", \"none\")\n",
       "                  .selectAll(\"path\")\n",
       "                  .animate({stroke: destcolor}, 250);\n",
       "    }\n",
       "\n",
       "    if (ygridlines) {\n",
       "        ygridlines.data(\"unfocused_strokedash\",\n",
       "                        ygridlines.attribute(\"stroke-dasharray\").replace(/(\\d)(,|$)/g, \"$1mm$2\"));\n",
       "        var destcolor = root.data(\"focused_ygrid_color\");\n",
       "        ygridlines.attribute(\"stroke-dasharray\", \"none\")\n",
       "                  .selectAll(\"path\")\n",
       "                  .animate({stroke: destcolor}, 250);\n",
       "    }\n",
       "\n",
       "    root.select(\".crosshair\")\n",
       "        .animate({opacity: root.data(\"crosshair\") ? 1.0 : 0.0}, 250);\n",
       "    root.select(\".questionmark\").animate({opacity: 1.0}, 250);\n",
       "};\n",
       "\n",
       "// Reset pan and zoom on double click\n",
       "Gadfly.plot_dblclick = function(event) {\n",
       "  set_plot_pan_zoom(this.plotroot(), 0.0, 0.0, 1.0, 1.0);\n",
       "};\n",
       "\n",
       "// Unemphasize grid lines on mouse out.\n",
       "Gadfly.plot_mouseout = function(event) {\n",
       "    var root = this.plotroot();\n",
       "\n",
       "    window.removeEventListener(\"keyup\", root.data(\"keyboard_pan_zoom\"));\n",
       "    root.data(\"keyboard_pan_zoom\", undefined);\n",
       "    window.removeEventListener(\"keydown\", root.data(\"keyboard_help\"));\n",
       "    root.data(\"keyboard_help\", undefined);\n",
       "\n",
       "    var xgridlines = root.select(\".xgridlines\"),\n",
       "        ygridlines = root.select(\".ygridlines\");\n",
       "\n",
       "    if (xgridlines) {\n",
       "        var destcolor = root.data(\"unfocused_xgrid_color\");\n",
       "        xgridlines.attribute(\"stroke-dasharray\", xgridlines.data(\"unfocused_strokedash\"))\n",
       "                  .selectAll(\"path\")\n",
       "                  .animate({stroke: destcolor}, 250);\n",
       "    }\n",
       "\n",
       "    if (ygridlines) {\n",
       "        var 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",
       "\n",
       "    root.select(\".crosshair\").animate({opacity: 0.0}, 250);\n",
       "    root.select(\".questionmark\").animate({opacity: 0.0}, 250);\n",
       "    helpscreen_hidden(root);\n",
       "};\n",
       "\n",
       "\n",
       "var set_geometry_transform = function(root, tx, ty, xscale, yscale) {\n",
       "    var xscalable = root.hasClass(\"xscalable\"),\n",
       "        yscalable = root.hasClass(\"yscalable\");\n",
       "\n",
       "    var old_xscale = root.data(\"xscale\"),\n",
       "        old_yscale = root.data(\"yscale\");\n",
       "\n",
       "    var xscale = xscalable ? xscale : 1.0,\n",
       "        yscale = yscalable ? yscale : 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",
       "    root.selectAll(\".geometry, image\").forEach(function (element, i) {\n",
       "            element.transform(t);\n",
       "        });\n",
       "\n",
       "    var t = new Snap.Matrix().scale(1.0/xscale, 1.0/yscale);\n",
       "    root.selectAll('.marker').forEach(function (element, i) {\n",
       "        element.selectAll('.primitive').forEach(function (element, i) {\n",
       "            element.transform(t);\n",
       "        }) });\n",
       "\n",
       "    bounds = root.plotbounds();\n",
       "    px_per_mm = root.data(\"px_per_mm\");\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",
       "        ylabels = root.select(\".ylabels\");\n",
       "        if (ylabels) {\n",
       "            ylabels.transform(xfixed_t)\n",
       "                   .selectAll(\"g\")\n",
       "                   .forEach(function (element, i) {\n",
       "                       if (element.attribute(\"gadfly:inscale\") == \"true\") {\n",
       "                           unscale_t = new Snap.Matrix();\n",
       "                           unscale_t.scale(1, 1/yscale);\n",
       "                           element.select(\"text\").transform(unscale_t);\n",
       " \n",
       "                           var y = element.attr(\"transform\").globalMatrix.f / px_per_mm;\n",
       "                           element.attr(\"visibility\",\n",
       "                               bounds.y0 <= y && y <= bounds.y1 ? \"visible\" : \"hidden\");\n",
       "                       }\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",
       "        xlabels = root.select(\".xlabels\");\n",
       "        if (xlabels) {\n",
       "            xlabels.transform(yfixed_t)\n",
       "                   .selectAll(\"g\")\n",
       "                   .forEach(function (element, i) {\n",
       "                       if (element.attribute(\"gadfly:inscale\") == \"true\") {\n",
       "                           unscale_t = new Snap.Matrix();\n",
       "                           unscale_t.scale(1/xscale, 1);\n",
       "                           element.select(\"text\").transform(unscale_t);\n",
       "\n",
       "                           var x = element.attr(\"transform\").globalMatrix.e / px_per_mm;\n",
       "                           element.attr(\"visibility\",\n",
       "                               bounds.x0 <= x && x <= bounds.x1 ? \"visible\" : \"hidden\");\n",
       "                           }\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",
       "            if (element.attribute(\"gadfly:inscale\") == null) { return; }\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",
       "            if (element.attribute(\"gadfly:inscale\") == null) { return; }\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(\"g\").forEach(mark_inscale_gridlines);\n",
       "        root.select(\".\" + axis + \"labels\").selectAll(\"g\").forEach(mark_inscale_labels);\n",
       "    }\n",
       "};\n",
       "\n",
       "\n",
       "var set_plot_pan_zoom = function(root, tx, ty, xscale, yscale) {\n",
       "    var old_xscale = root.data(\"xscale\"),\n",
       "        old_yscale = root.data(\"yscale\");\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, xscale, and yscale\n",
       "    var x_min = -width * xscale - (xscale * width - width),\n",
       "        x_max = width * xscale,\n",
       "        y_min = -height * yscale - (yscale * height - height),\n",
       "        y_max = height * yscale;\n",
       "\n",
       "    var x0 = bounds.x0 - xscale * bounds.x0,\n",
       "        y0 = bounds.y0 - yscale * 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 changes, we may need to alter which set of\n",
       "    // ticks are being displayed\n",
       "    if (xscale != old_xscale) {\n",
       "        update_tickscale(root, xscale, \"x\");\n",
       "    }\n",
       "    if (yscale != old_yscale) {\n",
       "        update_tickscale(root, yscale, \"y\");\n",
       "    }\n",
       "\n",
       "    set_geometry_transform(root, tx, ty, xscale, yscale);\n",
       "\n",
       "    root.data(\"xscale\", xscale);\n",
       "    root.data(\"yscale\", yscale);\n",
       "    root.data(\"tx\", tx);\n",
       "    root.data(\"ty\", ty);\n",
       "};\n",
       "\n",
       "\n",
       "var scale_centered_translation = function(root, xscale, yscale) {\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 xscale0 = root.data(\"xscale\"),\n",
       "        yscale0 = root.data(\"yscale\");\n",
       "\n",
       "    // how off from center the current view is\n",
       "    var xoff = tx0 - (bounds.x0 * (1 - xscale0) + (width * (1 - xscale0)) / 2),\n",
       "        yoff = ty0 - (bounds.y0 * (1 - yscale0) + (height * (1 - yscale0)) / 2);\n",
       "\n",
       "    // rescale offsets\n",
       "    xoff = xoff * xscale / xscale0;\n",
       "    yoff = yoff * yscale / yscale0;\n",
       "\n",
       "    // adjust for the panel position being scaled\n",
       "    var x_edge_adjust = bounds.x0 * (1 - xscale),\n",
       "        y_edge_adjust = bounds.y0 * (1 - yscale);\n",
       "\n",
       "    return {\n",
       "        x: xoff + x_edge_adjust + (width - width * xscale) / 2,\n",
       "        y: yoff + y_edge_adjust + (height - height * yscale) / 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",
       "    root.data(\"crosshair\",false);\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 > g, .ylabels > g\")\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(\"xscale\") === undefined) root.data(\"xscale\", 1.0);\n",
       "    if (root.data(\"yscale\") === undefined) root.data(\"yscale\", 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",
       "            if (element.attribute(\"gadfly:scale\")==null) { return; }\n",
       "            xtickscales[element.attribute(\"gadfly:scale\")] = true;\n",
       "        };\n",
       "        var add_y_tick_scales = function (element, i) {\n",
       "            if (element.attribute(\"gadfly:scale\")==null) { return; }\n",
       "            ytickscales[element.attribute(\"gadfly:scale\")] = true;\n",
       "        };\n",
       "\n",
       "        if (xgridlines) xgridlines.selectAll(\"g\").forEach(add_x_tick_scales);\n",
       "        if (ygridlines) ygridlines.selectAll(\"g\").forEach(add_y_tick_scales);\n",
       "        if (xlabels) xlabels.selectAll(\"g\").forEach(add_x_tick_scales);\n",
       "        if (ylabels) ylabels.selectAll(\"g\").forEach(add_y_tick_scales);\n",
       "\n",
       "        root.data(\"xtickscales\", xtickscales);\n",
       "        root.data(\"ytickscales\", ytickscales);\n",
       "        root.data(\"xtickscale\", 1.0);\n",
       "        root.data(\"ytickscale\", 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(\"g\")\n",
       "               .forEach(function (element, i) {\n",
       "                   element.data(\"x\", element.asPX(\"x\"));\n",
       "               });\n",
       "    }\n",
       "\n",
       "    if (ylabels) {\n",
       "        ylabels.selectAll(\"g\")\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",
       "        if (element.attribute(\"gadfly:scale\") == null) { return; }\n",
       "        element.attribute(\"gadfly:inscale\", element.attribute(\"gadfly:scale\") == 1.0);\n",
       "    };\n",
       "\n",
       "    if (xgridlines) xgridlines.selectAll(\"g\").forEach(mark_inscale);\n",
       "    if (ygridlines) ygridlines.selectAll(\"g\").forEach(mark_inscale);\n",
       "    if (xlabels) xlabels.selectAll(\"g\").forEach(mark_inscale);\n",
       "    if (ylabels) ylabels.selectAll(\"g\").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(\"g\")\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(\"g\")\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",
       "// drag actions, i.e. zooming and panning\n",
       "var pan_action = {\n",
       "    start: function(root, x, y, event) {\n",
       "        root.data(\"dx\", 0);\n",
       "        root.data(\"dy\", 0);\n",
       "        root.data(\"tx0\", root.data(\"tx\"));\n",
       "        root.data(\"ty0\", root.data(\"ty\"));\n",
       "    },\n",
       "    update: function(root, dx, dy, x, y, event) {\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(\"xscale\"), root.data(\"yscale\"));\n",
       "    },\n",
       "    end: function(root, event) {\n",
       "\n",
       "    },\n",
       "    cancel: function(root) {\n",
       "        set_plot_pan_zoom(root, root.data(\"tx0\"), root.data(\"ty0\"),\n",
       "                root.data(\"xscale\"), root.data(\"yscale\"));\n",
       "    }\n",
       "};\n",
       "\n",
       "var zoom_box;\n",
       "var zoom_action = {\n",
       "    start: function(root, x, y, event) {\n",
       "        var bounds = root.plotbounds();\n",
       "        var width = bounds.x1 - bounds.x0,\n",
       "            height = bounds.y1 - bounds.y0;\n",
       "        var xscalable = root.hasClass(\"xscalable\"),\n",
       "            yscalable = root.hasClass(\"yscalable\");\n",
       "        var px_per_mm = root.data(\"px_per_mm\");\n",
       "        x = xscalable ? x / px_per_mm : bounds.x0;\n",
       "        y = yscalable ? y / px_per_mm : bounds.y0;\n",
       "        var w = xscalable ? 0 : width;\n",
       "        var h = yscalable ? 0 : height;\n",
       "        zoom_box = root.rect(x, y, w, h).attr({\n",
       "            \"fill\": \"#000\",\n",
       "            \"opacity\": 0.25\n",
       "        });\n",
       "    },\n",
       "    update: function(root, dx, dy, x, y, event) {\n",
       "        var xscalable = root.hasClass(\"xscalable\"),\n",
       "            yscalable = root.hasClass(\"yscalable\");\n",
       "        var px_per_mm = root.data(\"px_per_mm\");\n",
       "        var bounds = root.plotbounds();\n",
       "        if (yscalable) {\n",
       "            y /= px_per_mm;\n",
       "            y = Math.max(bounds.y0, y);\n",
       "            y = Math.min(bounds.y1, y);\n",
       "        } else {\n",
       "            y = bounds.y1;\n",
       "        }\n",
       "        if (xscalable) {\n",
       "            x /= px_per_mm;\n",
       "            x = Math.max(bounds.x0, x);\n",
       "            x = Math.min(bounds.x1, x);\n",
       "        } else {\n",
       "            x = bounds.x1;\n",
       "        }\n",
       "\n",
       "        dx = x - zoom_box.attr(\"x\");\n",
       "        dy = y - zoom_box.attr(\"y\");\n",
       "        var xoffset = 0,\n",
       "            yoffset = 0;\n",
       "        if (dx < 0) {\n",
       "            xoffset = dx;\n",
       "            dx = -1 * dx;\n",
       "        }\n",
       "        if (dy < 0) {\n",
       "            yoffset = dy;\n",
       "            dy = -1 * dy;\n",
       "        }\n",
       "        if (isNaN(dy)) {\n",
       "            dy = 0.0;\n",
       "        }\n",
       "        if (isNaN(dx)) {\n",
       "            dx = 0.0;\n",
       "        }\n",
       "        zoom_box.transform(\"T\" + xoffset + \",\" + yoffset);\n",
       "        zoom_box.attr(\"width\", dx);\n",
       "        zoom_box.attr(\"height\", dy);\n",
       "    },\n",
       "    end: function(root, event) {\n",
       "        var xscalable = root.hasClass(\"xscalable\"),\n",
       "            yscalable = root.hasClass(\"yscalable\");\n",
       "        var zoom_bounds = zoom_box.getBBox();\n",
       "        if (zoom_bounds.width * zoom_bounds.height <= 0) {\n",
       "            return;\n",
       "        }\n",
       "        var plot_bounds = root.plotbounds();\n",
       "        var xzoom_factor = 1.0,\n",
       "            yzoom_factor = 1.0;\n",
       "        if (xscalable) {\n",
       "            xzoom_factor = (plot_bounds.x1 - plot_bounds.x0) / zoom_bounds.width;\n",
       "        }\n",
       "        if (yscalable) {\n",
       "            yzoom_factor = (plot_bounds.y1 - plot_bounds.y0) / zoom_bounds.height;\n",
       "        }\n",
       "        var tx = (root.data(\"tx\") - zoom_bounds.x) * xzoom_factor + plot_bounds.x0,\n",
       "            ty = (root.data(\"ty\") - zoom_bounds.y) * yzoom_factor + plot_bounds.y0;\n",
       "        set_plot_pan_zoom(root, tx, ty,\n",
       "                root.data(\"xscale\") * xzoom_factor, root.data(\"yscale\") * yzoom_factor);\n",
       "        zoom_box.remove();\n",
       "    },\n",
       "    cancel: function(root) {\n",
       "        zoom_box.remove();\n",
       "    }\n",
       "};\n",
       "\n",
       "\n",
       "Gadfly.guide_background_drag_onstart = function(x, y, event) {\n",
       "    var root = this.plotroot();\n",
       "    var scalable = root.hasClass(\"xscalable\") || root.hasClass(\"yscalable\");\n",
       "    var zoomable = !event.altKey && !event.ctrlKey && event.shiftKey && scalable;\n",
       "    var panable = !event.altKey && !event.ctrlKey && !event.shiftKey && scalable;\n",
       "    var drag_action = zoomable ? zoom_action :\n",
       "                      panable  ? pan_action :\n",
       "                                 undefined;\n",
       "    root.data(\"drag_action\", drag_action);\n",
       "    if (drag_action) {\n",
       "        var cancel_drag_action = function(event) {\n",
       "            if (event.which == 27) { // esc key\n",
       "                drag_action.cancel(root);\n",
       "                root.data(\"drag_action\", undefined);\n",
       "            }\n",
       "        };\n",
       "        window.addEventListener(\"keyup\", cancel_drag_action);\n",
       "        root.data(\"cancel_drag_action\", cancel_drag_action);\n",
       "        drag_action.start(root, x, y, event);\n",
       "    }\n",
       "};\n",
       "\n",
       "\n",
       "Gadfly.guide_background_drag_onmove = function(dx, dy, x, y, event) {\n",
       "    var root = this.plotroot();\n",
       "    var drag_action = root.data(\"drag_action\");\n",
       "    if (drag_action) {\n",
       "        drag_action.update(root, dx, dy, x, y, event);\n",
       "    }\n",
       "};\n",
       "\n",
       "\n",
       "Gadfly.guide_background_drag_onend = function(event) {\n",
       "    var root = this.plotroot();\n",
       "    window.removeEventListener(\"keyup\", root.data(\"cancel_drag_action\"));\n",
       "    root.data(\"cancel_drag_action\", undefined);\n",
       "    var drag_action = root.data(\"drag_action\");\n",
       "    if (drag_action) {\n",
       "        drag_action.end(root, event);\n",
       "    }\n",
       "    root.data(\"drag_action\", undefined);\n",
       "};\n",
       "\n",
       "\n",
       "Gadfly.guide_background_scroll = function(event) {\n",
       "    if (event.shiftKey) {\n",
       "        increase_zoom_by_position(this.plotroot(), 0.001 * event.wheelDelta);\n",
       "        event.preventDefault();\n",
       "    }\n",
       "};\n",
       "\n",
       "// Map slider position x to scale y using the function y = a*exp(b*x)+c.\n",
       "// The constants a, b, and c are solved using the constraint that the function\n",
       "// should go through the points (0; min_scale), (0.5; 1), and (1; max_scale).\n",
       "var scale_from_slider_position = function(position, min_scale, max_scale) {\n",
       "    if (min_scale==max_scale) { return 1; }\n",
       "    var a = (1 - 2 * min_scale + min_scale * min_scale) / (min_scale + max_scale - 2),\n",
       "        b = 2 * Math.log((max_scale - 1) / (1 - min_scale)),\n",
       "        c = (min_scale * max_scale - 1) / (min_scale + max_scale - 2);\n",
       "    return a * Math.exp(b * position) + c;\n",
       "}\n",
       "\n",
       "// inverse of scale_from_slider_position\n",
       "var slider_position_from_scale = function(scale, min_scale, max_scale) {\n",
       "    if (min_scale==max_scale) { return min_scale; }\n",
       "    var a = (1 - 2 * min_scale + min_scale * min_scale) / (min_scale + max_scale - 2),\n",
       "        b = 2 * Math.log((max_scale - 1) / (1 - min_scale)),\n",
       "        c = (min_scale * max_scale - 1) / (min_scale + max_scale - 2);\n",
       "    return 1 / b * Math.log((scale - c) / a);\n",
       "}\n",
       "\n",
       "var increase_zoom_by_position = function(root, delta_position, animate) {\n",
       "    var old_xscale = root.data(\"xscale\"),\n",
       "        old_yscale = root.data(\"yscale\"),\n",
       "        min_scale = root.data(\"min_scale\"),\n",
       "        max_scale = root.data(\"max_scale\");\n",
       "    var xposition = slider_position_from_scale(old_xscale, min_scale, max_scale),\n",
       "        yposition = slider_position_from_scale(old_yscale, min_scale, max_scale);\n",
       "    xposition += (root.hasClass(\"xscalable\") ? delta_position : 0.0);\n",
       "    yposition += (root.hasClass(\"yscalable\") ? delta_position : 0.0);\n",
       "    old_xscale = scale_from_slider_position(xposition, min_scale, max_scale);\n",
       "    old_yscale = scale_from_slider_position(yposition, min_scale, max_scale);\n",
       "    var new_xscale = Math.max(min_scale, Math.min(old_xscale, max_scale)),\n",
       "        new_yscale = Math.max(min_scale, Math.min(old_yscale, max_scale));\n",
       "    if (animate) {\n",
       "        Snap.animate(\n",
       "            [old_xscale, old_yscale],\n",
       "            [new_xscale, new_yscale],\n",
       "            function (new_scale) {\n",
       "                update_plot_scale(root, new_scale[0], new_scale[1]);\n",
       "            },\n",
       "            200);\n",
       "    } else {\n",
       "        update_plot_scale(root, new_xscale, new_yscale);\n",
       "    }\n",
       "}\n",
       "\n",
       "\n",
       "var update_plot_scale = function(root, new_xscale, new_yscale) {\n",
       "    var trans = scale_centered_translation(root, new_xscale, new_yscale);\n",
       "    set_plot_pan_zoom(root, trans.x, trans.y, new_xscale, new_yscale);\n",
       "};\n",
       "\n",
       "\n",
       "var toggle_color_class = function(root, color_class, ison) {\n",
       "    var escaped_color_class = color_class.replace(/([^0-9a-zA-z])/g,\"\\\\$1\");\n",
       "    var guides = root.selectAll(\".guide.\" + escaped_color_class + \",.guide .\" + escaped_color_class);\n",
       "    var geoms = root.selectAll(\".geometry.\" + escaped_color_class + \",.geometry .\" + escaped_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 g\")\n",
       "            .forEach(function (element) {\n",
       "                var other_color_class = element.data(\"color_class\");\n",
       "                if (typeof other_color_class !== 'undefined' && 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(\"#img-9dfa3e64\");\n",
       "fig.select(\"#img-9dfa3e64-4\")\n",
       "   .drag(function() {}, function() {}, function() {});\n",
       "fig.select(\"#img-9dfa3e64-6\")\n",
       "   .data(\"color_class\", \"color_L4\")\n",
       ".click(Gadfly.colorkey_swatch_click)\n",
       ";\n",
       "fig.select(\"#img-9dfa3e64-7\")\n",
       "   .data(\"color_class\", \"color_L6a\")\n",
       ".click(Gadfly.colorkey_swatch_click)\n",
       ";\n",
       "fig.select(\"#img-9dfa3e64-8\")\n",
       "   .data(\"color_class\", \"color_Sst\")\n",
       ".click(Gadfly.colorkey_swatch_click)\n",
       ";\n",
       "fig.select(\"#img-9dfa3e64-9\")\n",
       "   .data(\"color_class\", \"color_Ndnf\")\n",
       ".click(Gadfly.colorkey_swatch_click)\n",
       ";\n",
       "fig.select(\"#img-9dfa3e64-10\")\n",
       "   .data(\"color_class\", \"color_L6b\")\n",
       ".click(Gadfly.colorkey_swatch_click)\n",
       ";\n",
       "fig.select(\"#img-9dfa3e64-11\")\n",
       "   .data(\"color_class\", \"color_L5a\")\n",
       ".click(Gadfly.colorkey_swatch_click)\n",
       ";\n",
       "fig.select(\"#img-9dfa3e64-12\")\n",
       "   .data(\"color_class\", \"color_Vip\")\n",
       ".click(Gadfly.colorkey_swatch_click)\n",
       ";\n",
       "fig.select(\"#img-9dfa3e64-13\")\n",
       "   .data(\"color_class\", \"color_Pvalb\")\n",
       ".click(Gadfly.colorkey_swatch_click)\n",
       ";\n",
       "fig.select(\"#img-9dfa3e64-14\")\n",
       "   .data(\"color_class\", \"color_L5b\")\n",
       ".click(Gadfly.colorkey_swatch_click)\n",
       ";\n",
       "fig.select(\"#img-9dfa3e64-15\")\n",
       "   .data(\"color_class\", \"color_L5\")\n",
       ".click(Gadfly.colorkey_swatch_click)\n",
       ";\n",
       "fig.select(\"#img-9dfa3e64-16\")\n",
       "   .data(\"color_class\", \"color_L2\")\n",
       ".click(Gadfly.colorkey_swatch_click)\n",
       ";\n",
       "fig.select(\"#img-9dfa3e64-17\")\n",
       "   .data(\"color_class\", \"color_Igtp\")\n",
       ".click(Gadfly.colorkey_swatch_click)\n",
       ";\n",
       "fig.select(\"#img-9dfa3e64-18\")\n",
       "   .data(\"color_class\", \"color_Smad3\")\n",
       ".click(Gadfly.colorkey_swatch_click)\n",
       ";\n",
       "fig.select(\"#img-9dfa3e64-19\")\n",
       "   .data(\"color_class\", \"color_Sncg\")\n",
       ".click(Gadfly.colorkey_swatch_click)\n",
       ";\n",
       "fig.select(\"#img-9dfa3e64-21\")\n",
       "   .data(\"color_class\", \"color_L4\")\n",
       ".click(Gadfly.colorkey_swatch_click)\n",
       ";\n",
       "fig.select(\"#img-9dfa3e64-22\")\n",
       "   .data(\"color_class\", \"color_L6a\")\n",
       ".click(Gadfly.colorkey_swatch_click)\n",
       ";\n",
       "fig.select(\"#img-9dfa3e64-23\")\n",
       "   .data(\"color_class\", \"color_Sst\")\n",
       ".click(Gadfly.colorkey_swatch_click)\n",
       ";\n",
       "fig.select(\"#img-9dfa3e64-24\")\n",
       "   .data(\"color_class\", \"color_Ndnf\")\n",
       ".click(Gadfly.colorkey_swatch_click)\n",
       ";\n",
       "fig.select(\"#img-9dfa3e64-25\")\n",
       "   .data(\"color_class\", \"color_L6b\")\n",
       ".click(Gadfly.colorkey_swatch_click)\n",
       ";\n",
       "fig.select(\"#img-9dfa3e64-26\")\n",
       "   .data(\"color_class\", \"color_L5a\")\n",
       ".click(Gadfly.colorkey_swatch_click)\n",
       ";\n",
       "fig.select(\"#img-9dfa3e64-27\")\n",
       "   .data(\"color_class\", \"color_Vip\")\n",
       ".click(Gadfly.colorkey_swatch_click)\n",
       ";\n",
       "fig.select(\"#img-9dfa3e64-28\")\n",
       "   .data(\"color_class\", \"color_Pvalb\")\n",
       ".click(Gadfly.colorkey_swatch_click)\n",
       ";\n",
       "fig.select(\"#img-9dfa3e64-29\")\n",
       "   .data(\"color_class\", \"color_L5b\")\n",
       ".click(Gadfly.colorkey_swatch_click)\n",
       ";\n",
       "fig.select(\"#img-9dfa3e64-30\")\n",
       "   .data(\"color_class\", \"color_L5\")\n",
       ".click(Gadfly.colorkey_swatch_click)\n",
       ";\n",
       "fig.select(\"#img-9dfa3e64-31\")\n",
       "   .data(\"color_class\", \"color_L2\")\n",
       ".click(Gadfly.colorkey_swatch_click)\n",
       ";\n",
       "fig.select(\"#img-9dfa3e64-32\")\n",
       "   .data(\"color_class\", \"color_Igtp\")\n",
       ".click(Gadfly.colorkey_swatch_click)\n",
       ";\n",
       "fig.select(\"#img-9dfa3e64-33\")\n",
       "   .data(\"color_class\", \"color_Smad3\")\n",
       ".click(Gadfly.colorkey_swatch_click)\n",
       ";\n",
       "fig.select(\"#img-9dfa3e64-34\")\n",
       "   .data(\"color_class\", \"color_Sncg\")\n",
       ".click(Gadfly.colorkey_swatch_click)\n",
       ";\n",
       "fig.select(\"#img-9dfa3e64-38\")\n",
       "   .init_gadfly();\n",
       "fig.select(\"#img-9dfa3e64-41\")\n",
       "   .plotroot().data(\"unfocused_ygrid_color\", \"#D0D0E0\")\n",
       ";\n",
       "fig.select(\"#img-9dfa3e64-41\")\n",
       "   .plotroot().data(\"focused_ygrid_color\", \"#A0A0A0\")\n",
       ";\n",
       "fig.select(\"#img-9dfa3e64-154\")\n",
       "   .plotroot().data(\"unfocused_xgrid_color\", \"#D0D0E0\")\n",
       ";\n",
       "fig.select(\"#img-9dfa3e64-154\")\n",
       "   .plotroot().data(\"focused_xgrid_color\", \"#A0A0A0\")\n",
       ";\n",
       "fig.select(\"#img-9dfa3e64-1967\")\n",
       "   .mouseenter(Gadfly.helpscreen_visible)\n",
       ".mouseleave(Gadfly.helpscreen_hidden)\n",
       ";\n",
       "    });\n",
       "]]> </script>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "Plot(...)"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plot(plotdata, x = :tSNE1, y = :tSNE2, color=:Celltype, \n",
    "    Theme(highlight_width = 0pt, point_size = 1.5pt))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### DBM/PCA plot\n",
    "\n",
    "We visualize the first two principal components, computed from the activations in the 10 hidden nodes in the terminal hidden layer of the trained DBM:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "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",
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       "     font-size=\"3.88\"\n",
       ">\n",
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       "    <g transform=\"translate(70.08,88.39)\">\n",
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       "        <text text-anchor=\"middle\" dy=\"0.6em\">DBM_PC1</text>\n",
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       "  <g class=\"guide xlabels\" font-size=\"2.82\" font-family=\"'PT Sans Caption','Helvetica Neue','Helvetica',sans-serif\" fill=\"#6C606B\" id=\"img-82b97460-3\">\n",
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       "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",
       "    Element.prototype.init_gadfly = function() {\n",
       "        this.mouseenter(Gadfly.plot_mouseover)\n",
       "            .mousemove(Gadfly.plot_mousemove)\n",
       "            .mouseleave(Gadfly.plot_mouseout)\n",
       "            .dblclick(Gadfly.plot_dblclick)\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",
       "        this.mouseenter(function (event) {\n",
       "            init_pan_zoom(this.plotroot());\n",
       "        });\n",
       "        return this;\n",
       "    };\n",
       "});\n",
       "\n",
       "\n",
       "Gadfly.plot_mousemove = function(event, x_px, y_px) {\n",
       "    var root = this.plotroot();\n",
       "    if (root.data(\"crosshair\")) {\n",
       "        px_per_mm = root.data(\"px_per_mm\");\n",
       "        bB = root.select('boundingbox').node.getAttribute('value').split(' ');\n",
       "        uB = root.select('unitbox').node.getAttribute('value').split(' ');\n",
       "        xscale = root.data(\"xscale\");\n",
       "        yscale = root.data(\"yscale\");\n",
       "        xtranslate = root.data(\"tx\");\n",
       "        ytranslate = root.data(\"ty\");\n",
       "\n",
       "        xoff_mm = bB[0].substr(0,bB[0].length-2)/1;\n",
       "        yoff_mm = bB[1].substr(0,bB[1].length-2)/1;\n",
       "        xoff_unit = uB[0]/1;\n",
       "        yoff_unit = uB[1]/1;\n",
       "        mm_per_xunit = bB[2].substr(0,bB[2].length-2) / uB[2];\n",
       "        mm_per_yunit = bB[3].substr(0,bB[3].length-2) / uB[3];\n",
       "         \n",
       "        x_unit = ((x_px / px_per_mm - xtranslate) / xscale - xoff_mm) / mm_per_xunit + xoff_unit;\n",
       "        y_unit = ((y_px / px_per_mm - ytranslate) / yscale - yoff_mm) / mm_per_yunit + yoff_unit;\n",
       "\n",
       "        root.select('.crosshair').select('.primitive').select('text')\n",
       "                .node.innerHTML = x_unit.toPrecision(3)+\",\"+y_unit.toPrecision(3);\n",
       "    };\n",
       "};\n",
       "\n",
       "Gadfly.helpscreen_visible = function(event) {\n",
       "    helpscreen_visible(this.plotroot());\n",
       "};\n",
       "var helpscreen_visible = function(root) {\n",
       "    root.select(\".helpscreen\").animate({opacity: 1.0}, 250);\n",
       "};\n",
       "\n",
       "Gadfly.helpscreen_hidden = function(event) {\n",
       "    helpscreen_hidden(this.plotroot());\n",
       "};\n",
       "var helpscreen_hidden = function(root) {\n",
       "    root.select(\".helpscreen\").animate({opacity: 0.0}, 250);\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",
       "\n",
       "    var keyboard_help = function(event) {\n",
       "        if (event.which == 191) { // ?\n",
       "            helpscreen_visible(root);\n",
       "        }\n",
       "    };\n",
       "    root.data(\"keyboard_help\", keyboard_help);\n",
       "    window.addEventListener(\"keydown\", keyboard_help);\n",
       "\n",
       "    var keyboard_pan_zoom = function(event) {\n",
       "        var bounds = root.plotbounds(),\n",
       "            width = bounds.x1 - bounds.x0;\n",
       "            height = bounds.y1 - bounds.y0;\n",
       "        if (event.which == 187 || event.which == 73) { // plus or i\n",
       "            increase_zoom_by_position(root, 0.1, true);\n",
       "        } else if (event.which == 189 || event.which == 79) { // minus or o\n",
       "            increase_zoom_by_position(root, -0.1, true);\n",
       "        } else if (event.which == 39 || event.which == 76) { // right-arrow or l\n",
       "            set_plot_pan_zoom(root, root.data(\"tx\")-width/10, root.data(\"ty\"),\n",
       "                    root.data(\"xscale\"), root.data(\"yscale\"));\n",
       "        } else if (event.which == 40 || event.which == 74) { // down-arrow or j\n",
       "            set_plot_pan_zoom(root, root.data(\"tx\"), root.data(\"ty\")-height/10,\n",
       "                    root.data(\"xscale\"), root.data(\"yscale\"));\n",
       "        } else if (event.which == 37 || event.which == 72) { // left-arrow or h\n",
       "            set_plot_pan_zoom(root, root.data(\"tx\")+width/10, root.data(\"ty\"),\n",
       "                    root.data(\"xscale\"), root.data(\"yscale\"));\n",
       "        } else if (event.which == 38 || event.which == 75) { // up-arrow or k\n",
       "            set_plot_pan_zoom(root, root.data(\"tx\"), root.data(\"ty\")+height/10,\n",
       "                    root.data(\"xscale\"), root.data(\"yscale\"));\n",
       "        } else if (event.which == 82) { // r\n",
       "            set_plot_pan_zoom(root, 0.0, 0.0, 1.0, 1.0);\n",
       "        } else if (event.which == 191) { // ?\n",
       "            helpscreen_hidden(root);\n",
       "        } else if (event.which == 67) { // c\n",
       "            root.data(\"crosshair\",!root.data(\"crosshair\"));\n",
       "            root.select(\".crosshair\")\n",
       "                .animate({opacity: root.data(\"crosshair\") ? 1.0 : 0.0}, 250);\n",
       "        }\n",
       "    };\n",
       "    root.data(\"keyboard_pan_zoom\", keyboard_pan_zoom);\n",
       "    window.addEventListener(\"keyup\", keyboard_pan_zoom);\n",
       "\n",
       "    var xgridlines = root.select(\".xgridlines\"),\n",
       "        ygridlines = root.select(\".ygridlines\");\n",
       "\n",
       "    if (xgridlines) {\n",
       "        xgridlines.data(\"unfocused_strokedash\",\n",
       "                        xgridlines.attribute(\"stroke-dasharray\").replace(/(\\d)(,|$)/g, \"$1mm$2\"));\n",
       "        var destcolor = root.data(\"focused_xgrid_color\");\n",
       "        xgridlines.attribute(\"stroke-dasharray\", \"none\")\n",
       "                  .selectAll(\"path\")\n",
       "                  .animate({stroke: destcolor}, 250);\n",
       "    }\n",
       "\n",
       "    if (ygridlines) {\n",
       "        ygridlines.data(\"unfocused_strokedash\",\n",
       "                        ygridlines.attribute(\"stroke-dasharray\").replace(/(\\d)(,|$)/g, \"$1mm$2\"));\n",
       "        var destcolor = root.data(\"focused_ygrid_color\");\n",
       "        ygridlines.attribute(\"stroke-dasharray\", \"none\")\n",
       "                  .selectAll(\"path\")\n",
       "                  .animate({stroke: destcolor}, 250);\n",
       "    }\n",
       "\n",
       "    root.select(\".crosshair\")\n",
       "        .animate({opacity: root.data(\"crosshair\") ? 1.0 : 0.0}, 250);\n",
       "    root.select(\".questionmark\").animate({opacity: 1.0}, 250);\n",
       "};\n",
       "\n",
       "// Reset pan and zoom on double click\n",
       "Gadfly.plot_dblclick = function(event) {\n",
       "  set_plot_pan_zoom(this.plotroot(), 0.0, 0.0, 1.0, 1.0);\n",
       "};\n",
       "\n",
       "// Unemphasize grid lines on mouse out.\n",
       "Gadfly.plot_mouseout = function(event) {\n",
       "    var root = this.plotroot();\n",
       "\n",
       "    window.removeEventListener(\"keyup\", root.data(\"keyboard_pan_zoom\"));\n",
       "    root.data(\"keyboard_pan_zoom\", undefined);\n",
       "    window.removeEventListener(\"keydown\", root.data(\"keyboard_help\"));\n",
       "    root.data(\"keyboard_help\", undefined);\n",
       "\n",
       "    var xgridlines = root.select(\".xgridlines\"),\n",
       "        ygridlines = root.select(\".ygridlines\");\n",
       "\n",
       "    if (xgridlines) {\n",
       "        var destcolor = root.data(\"unfocused_xgrid_color\");\n",
       "        xgridlines.attribute(\"stroke-dasharray\", xgridlines.data(\"unfocused_strokedash\"))\n",
       "                  .selectAll(\"path\")\n",
       "                  .animate({stroke: destcolor}, 250);\n",
       "    }\n",
       "\n",
       "    if (ygridlines) {\n",
       "        var 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",
       "\n",
       "    root.select(\".crosshair\").animate({opacity: 0.0}, 250);\n",
       "    root.select(\".questionmark\").animate({opacity: 0.0}, 250);\n",
       "    helpscreen_hidden(root);\n",
       "};\n",
       "\n",
       "\n",
       "var set_geometry_transform = function(root, tx, ty, xscale, yscale) {\n",
       "    var xscalable = root.hasClass(\"xscalable\"),\n",
       "        yscalable = root.hasClass(\"yscalable\");\n",
       "\n",
       "    var old_xscale = root.data(\"xscale\"),\n",
       "        old_yscale = root.data(\"yscale\");\n",
       "\n",
       "    var xscale = xscalable ? xscale : 1.0,\n",
       "        yscale = yscalable ? yscale : 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",
       "    root.selectAll(\".geometry, image\").forEach(function (element, i) {\n",
       "            element.transform(t);\n",
       "        });\n",
       "\n",
       "    var t = new Snap.Matrix().scale(1.0/xscale, 1.0/yscale);\n",
       "    root.selectAll('.marker').forEach(function (element, i) {\n",
       "        element.selectAll('.primitive').forEach(function (element, i) {\n",
       "            element.transform(t);\n",
       "        }) });\n",
       "\n",
       "    bounds = root.plotbounds();\n",
       "    px_per_mm = root.data(\"px_per_mm\");\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",
       "        ylabels = root.select(\".ylabels\");\n",
       "        if (ylabels) {\n",
       "            ylabels.transform(xfixed_t)\n",
       "                   .selectAll(\"g\")\n",
       "                   .forEach(function (element, i) {\n",
       "                       if (element.attribute(\"gadfly:inscale\") == \"true\") {\n",
       "                           unscale_t = new Snap.Matrix();\n",
       "                           unscale_t.scale(1, 1/yscale);\n",
       "                           element.select(\"text\").transform(unscale_t);\n",
       " \n",
       "                           var y = element.attr(\"transform\").globalMatrix.f / px_per_mm;\n",
       "                           element.attr(\"visibility\",\n",
       "                               bounds.y0 <= y && y <= bounds.y1 ? \"visible\" : \"hidden\");\n",
       "                       }\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",
       "        xlabels = root.select(\".xlabels\");\n",
       "        if (xlabels) {\n",
       "            xlabels.transform(yfixed_t)\n",
       "                   .selectAll(\"g\")\n",
       "                   .forEach(function (element, i) {\n",
       "                       if (element.attribute(\"gadfly:inscale\") == \"true\") {\n",
       "                           unscale_t = new Snap.Matrix();\n",
       "                           unscale_t.scale(1/xscale, 1);\n",
       "                           element.select(\"text\").transform(unscale_t);\n",
       "\n",
       "                           var x = element.attr(\"transform\").globalMatrix.e / px_per_mm;\n",
       "                           element.attr(\"visibility\",\n",
       "                               bounds.x0 <= x && x <= bounds.x1 ? \"visible\" : \"hidden\");\n",
       "                           }\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",
       "            if (element.attribute(\"gadfly:inscale\") == null) { return; }\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",
       "            if (element.attribute(\"gadfly:inscale\") == null) { return; }\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(\"g\").forEach(mark_inscale_gridlines);\n",
       "        root.select(\".\" + axis + \"labels\").selectAll(\"g\").forEach(mark_inscale_labels);\n",
       "    }\n",
       "};\n",
       "\n",
       "\n",
       "var set_plot_pan_zoom = function(root, tx, ty, xscale, yscale) {\n",
       "    var old_xscale = root.data(\"xscale\"),\n",
       "        old_yscale = root.data(\"yscale\");\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, xscale, and yscale\n",
       "    var x_min = -width * xscale - (xscale * width - width),\n",
       "        x_max = width * xscale,\n",
       "        y_min = -height * yscale - (yscale * height - height),\n",
       "        y_max = height * yscale;\n",
       "\n",
       "    var x0 = bounds.x0 - xscale * bounds.x0,\n",
       "        y0 = bounds.y0 - yscale * 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 changes, we may need to alter which set of\n",
       "    // ticks are being displayed\n",
       "    if (xscale != old_xscale) {\n",
       "        update_tickscale(root, xscale, \"x\");\n",
       "    }\n",
       "    if (yscale != old_yscale) {\n",
       "        update_tickscale(root, yscale, \"y\");\n",
       "    }\n",
       "\n",
       "    set_geometry_transform(root, tx, ty, xscale, yscale);\n",
       "\n",
       "    root.data(\"xscale\", xscale);\n",
       "    root.data(\"yscale\", yscale);\n",
       "    root.data(\"tx\", tx);\n",
       "    root.data(\"ty\", ty);\n",
       "};\n",
       "\n",
       "\n",
       "var scale_centered_translation = function(root, xscale, yscale) {\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 xscale0 = root.data(\"xscale\"),\n",
       "        yscale0 = root.data(\"yscale\");\n",
       "\n",
       "    // how off from center the current view is\n",
       "    var xoff = tx0 - (bounds.x0 * (1 - xscale0) + (width * (1 - xscale0)) / 2),\n",
       "        yoff = ty0 - (bounds.y0 * (1 - yscale0) + (height * (1 - yscale0)) / 2);\n",
       "\n",
       "    // rescale offsets\n",
       "    xoff = xoff * xscale / xscale0;\n",
       "    yoff = yoff * yscale / yscale0;\n",
       "\n",
       "    // adjust for the panel position being scaled\n",
       "    var x_edge_adjust = bounds.x0 * (1 - xscale),\n",
       "        y_edge_adjust = bounds.y0 * (1 - yscale);\n",
       "\n",
       "    return {\n",
       "        x: xoff + x_edge_adjust + (width - width * xscale) / 2,\n",
       "        y: yoff + y_edge_adjust + (height - height * yscale) / 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",
       "    root.data(\"crosshair\",false);\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 > g, .ylabels > g\")\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(\"xscale\") === undefined) root.data(\"xscale\", 1.0);\n",
       "    if (root.data(\"yscale\") === undefined) root.data(\"yscale\", 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",
       "            if (element.attribute(\"gadfly:scale\")==null) { return; }\n",
       "            xtickscales[element.attribute(\"gadfly:scale\")] = true;\n",
       "        };\n",
       "        var add_y_tick_scales = function (element, i) {\n",
       "            if (element.attribute(\"gadfly:scale\")==null) { return; }\n",
       "            ytickscales[element.attribute(\"gadfly:scale\")] = true;\n",
       "        };\n",
       "\n",
       "        if (xgridlines) xgridlines.selectAll(\"g\").forEach(add_x_tick_scales);\n",
       "        if (ygridlines) ygridlines.selectAll(\"g\").forEach(add_y_tick_scales);\n",
       "        if (xlabels) xlabels.selectAll(\"g\").forEach(add_x_tick_scales);\n",
       "        if (ylabels) ylabels.selectAll(\"g\").forEach(add_y_tick_scales);\n",
       "\n",
       "        root.data(\"xtickscales\", xtickscales);\n",
       "        root.data(\"ytickscales\", ytickscales);\n",
       "        root.data(\"xtickscale\", 1.0);\n",
       "        root.data(\"ytickscale\", 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(\"g\")\n",
       "               .forEach(function (element, i) {\n",
       "                   element.data(\"x\", element.asPX(\"x\"));\n",
       "               });\n",
       "    }\n",
       "\n",
       "    if (ylabels) {\n",
       "        ylabels.selectAll(\"g\")\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",
       "        if (element.attribute(\"gadfly:scale\") == null) { return; }\n",
       "        element.attribute(\"gadfly:inscale\", element.attribute(\"gadfly:scale\") == 1.0);\n",
       "    };\n",
       "\n",
       "    if (xgridlines) xgridlines.selectAll(\"g\").forEach(mark_inscale);\n",
       "    if (ygridlines) ygridlines.selectAll(\"g\").forEach(mark_inscale);\n",
       "    if (xlabels) xlabels.selectAll(\"g\").forEach(mark_inscale);\n",
       "    if (ylabels) ylabels.selectAll(\"g\").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(\"g\")\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(\"g\")\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",
       "// drag actions, i.e. zooming and panning\n",
       "var pan_action = {\n",
       "    start: function(root, x, y, event) {\n",
       "        root.data(\"dx\", 0);\n",
       "        root.data(\"dy\", 0);\n",
       "        root.data(\"tx0\", root.data(\"tx\"));\n",
       "        root.data(\"ty0\", root.data(\"ty\"));\n",
       "    },\n",
       "    update: function(root, dx, dy, x, y, event) {\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(\"xscale\"), root.data(\"yscale\"));\n",
       "    },\n",
       "    end: function(root, event) {\n",
       "\n",
       "    },\n",
       "    cancel: function(root) {\n",
       "        set_plot_pan_zoom(root, root.data(\"tx0\"), root.data(\"ty0\"),\n",
       "                root.data(\"xscale\"), root.data(\"yscale\"));\n",
       "    }\n",
       "};\n",
       "\n",
       "var zoom_box;\n",
       "var zoom_action = {\n",
       "    start: function(root, x, y, event) {\n",
       "        var bounds = root.plotbounds();\n",
       "        var width = bounds.x1 - bounds.x0,\n",
       "            height = bounds.y1 - bounds.y0;\n",
       "        var xscalable = root.hasClass(\"xscalable\"),\n",
       "            yscalable = root.hasClass(\"yscalable\");\n",
       "        var px_per_mm = root.data(\"px_per_mm\");\n",
       "        x = xscalable ? x / px_per_mm : bounds.x0;\n",
       "        y = yscalable ? y / px_per_mm : bounds.y0;\n",
       "        var w = xscalable ? 0 : width;\n",
       "        var h = yscalable ? 0 : height;\n",
       "        zoom_box = root.rect(x, y, w, h).attr({\n",
       "            \"fill\": \"#000\",\n",
       "            \"opacity\": 0.25\n",
       "        });\n",
       "    },\n",
       "    update: function(root, dx, dy, x, y, event) {\n",
       "        var xscalable = root.hasClass(\"xscalable\"),\n",
       "            yscalable = root.hasClass(\"yscalable\");\n",
       "        var px_per_mm = root.data(\"px_per_mm\");\n",
       "        var bounds = root.plotbounds();\n",
       "        if (yscalable) {\n",
       "            y /= px_per_mm;\n",
       "            y = Math.max(bounds.y0, y);\n",
       "            y = Math.min(bounds.y1, y);\n",
       "        } else {\n",
       "            y = bounds.y1;\n",
       "        }\n",
       "        if (xscalable) {\n",
       "            x /= px_per_mm;\n",
       "            x = Math.max(bounds.x0, x);\n",
       "            x = Math.min(bounds.x1, x);\n",
       "        } else {\n",
       "            x = bounds.x1;\n",
       "        }\n",
       "\n",
       "        dx = x - zoom_box.attr(\"x\");\n",
       "        dy = y - zoom_box.attr(\"y\");\n",
       "        var xoffset = 0,\n",
       "            yoffset = 0;\n",
       "        if (dx < 0) {\n",
       "            xoffset = dx;\n",
       "            dx = -1 * dx;\n",
       "        }\n",
       "        if (dy < 0) {\n",
       "            yoffset = dy;\n",
       "            dy = -1 * dy;\n",
       "        }\n",
       "        if (isNaN(dy)) {\n",
       "            dy = 0.0;\n",
       "        }\n",
       "        if (isNaN(dx)) {\n",
       "            dx = 0.0;\n",
       "        }\n",
       "        zoom_box.transform(\"T\" + xoffset + \",\" + yoffset);\n",
       "        zoom_box.attr(\"width\", dx);\n",
       "        zoom_box.attr(\"height\", dy);\n",
       "    },\n",
       "    end: function(root, event) {\n",
       "        var xscalable = root.hasClass(\"xscalable\"),\n",
       "            yscalable = root.hasClass(\"yscalable\");\n",
       "        var zoom_bounds = zoom_box.getBBox();\n",
       "        if (zoom_bounds.width * zoom_bounds.height <= 0) {\n",
       "            return;\n",
       "        }\n",
       "        var plot_bounds = root.plotbounds();\n",
       "        var xzoom_factor = 1.0,\n",
       "            yzoom_factor = 1.0;\n",
       "        if (xscalable) {\n",
       "            xzoom_factor = (plot_bounds.x1 - plot_bounds.x0) / zoom_bounds.width;\n",
       "        }\n",
       "        if (yscalable) {\n",
       "            yzoom_factor = (plot_bounds.y1 - plot_bounds.y0) / zoom_bounds.height;\n",
       "        }\n",
       "        var tx = (root.data(\"tx\") - zoom_bounds.x) * xzoom_factor + plot_bounds.x0,\n",
       "            ty = (root.data(\"ty\") - zoom_bounds.y) * yzoom_factor + plot_bounds.y0;\n",
       "        set_plot_pan_zoom(root, tx, ty,\n",
       "                root.data(\"xscale\") * xzoom_factor, root.data(\"yscale\") * yzoom_factor);\n",
       "        zoom_box.remove();\n",
       "    },\n",
       "    cancel: function(root) {\n",
       "        zoom_box.remove();\n",
       "    }\n",
       "};\n",
       "\n",
       "\n",
       "Gadfly.guide_background_drag_onstart = function(x, y, event) {\n",
       "    var root = this.plotroot();\n",
       "    var scalable = root.hasClass(\"xscalable\") || root.hasClass(\"yscalable\");\n",
       "    var zoomable = !event.altKey && !event.ctrlKey && event.shiftKey && scalable;\n",
       "    var panable = !event.altKey && !event.ctrlKey && !event.shiftKey && scalable;\n",
       "    var drag_action = zoomable ? zoom_action :\n",
       "                      panable  ? pan_action :\n",
       "                                 undefined;\n",
       "    root.data(\"drag_action\", drag_action);\n",
       "    if (drag_action) {\n",
       "        var cancel_drag_action = function(event) {\n",
       "            if (event.which == 27) { // esc key\n",
       "                drag_action.cancel(root);\n",
       "                root.data(\"drag_action\", undefined);\n",
       "            }\n",
       "        };\n",
       "        window.addEventListener(\"keyup\", cancel_drag_action);\n",
       "        root.data(\"cancel_drag_action\", cancel_drag_action);\n",
       "        drag_action.start(root, x, y, event);\n",
       "    }\n",
       "};\n",
       "\n",
       "\n",
       "Gadfly.guide_background_drag_onmove = function(dx, dy, x, y, event) {\n",
       "    var root = this.plotroot();\n",
       "    var drag_action = root.data(\"drag_action\");\n",
       "    if (drag_action) {\n",
       "        drag_action.update(root, dx, dy, x, y, event);\n",
       "    }\n",
       "};\n",
       "\n",
       "\n",
       "Gadfly.guide_background_drag_onend = function(event) {\n",
       "    var root = this.plotroot();\n",
       "    window.removeEventListener(\"keyup\", root.data(\"cancel_drag_action\"));\n",
       "    root.data(\"cancel_drag_action\", undefined);\n",
       "    var drag_action = root.data(\"drag_action\");\n",
       "    if (drag_action) {\n",
       "        drag_action.end(root, event);\n",
       "    }\n",
       "    root.data(\"drag_action\", undefined);\n",
       "};\n",
       "\n",
       "\n",
       "Gadfly.guide_background_scroll = function(event) {\n",
       "    if (event.shiftKey) {\n",
       "        increase_zoom_by_position(this.plotroot(), 0.001 * event.wheelDelta);\n",
       "        event.preventDefault();\n",
       "    }\n",
       "};\n",
       "\n",
       "// Map slider position x to scale y using the function y = a*exp(b*x)+c.\n",
       "// The constants a, b, and c are solved using the constraint that the function\n",
       "// should go through the points (0; min_scale), (0.5; 1), and (1; max_scale).\n",
       "var scale_from_slider_position = function(position, min_scale, max_scale) {\n",
       "    if (min_scale==max_scale) { return 1; }\n",
       "    var a = (1 - 2 * min_scale + min_scale * min_scale) / (min_scale + max_scale - 2),\n",
       "        b = 2 * Math.log((max_scale - 1) / (1 - min_scale)),\n",
       "        c = (min_scale * max_scale - 1) / (min_scale + max_scale - 2);\n",
       "    return a * Math.exp(b * position) + c;\n",
       "}\n",
       "\n",
       "// inverse of scale_from_slider_position\n",
       "var slider_position_from_scale = function(scale, min_scale, max_scale) {\n",
       "    if (min_scale==max_scale) { return min_scale; }\n",
       "    var a = (1 - 2 * min_scale + min_scale * min_scale) / (min_scale + max_scale - 2),\n",
       "        b = 2 * Math.log((max_scale - 1) / (1 - min_scale)),\n",
       "        c = (min_scale * max_scale - 1) / (min_scale + max_scale - 2);\n",
       "    return 1 / b * Math.log((scale - c) / a);\n",
       "}\n",
       "\n",
       "var increase_zoom_by_position = function(root, delta_position, animate) {\n",
       "    var old_xscale = root.data(\"xscale\"),\n",
       "        old_yscale = root.data(\"yscale\"),\n",
       "        min_scale = root.data(\"min_scale\"),\n",
       "        max_scale = root.data(\"max_scale\");\n",
       "    var xposition = slider_position_from_scale(old_xscale, min_scale, max_scale),\n",
       "        yposition = slider_position_from_scale(old_yscale, min_scale, max_scale);\n",
       "    xposition += (root.hasClass(\"xscalable\") ? delta_position : 0.0);\n",
       "    yposition += (root.hasClass(\"yscalable\") ? delta_position : 0.0);\n",
       "    old_xscale = scale_from_slider_position(xposition, min_scale, max_scale);\n",
       "    old_yscale = scale_from_slider_position(yposition, min_scale, max_scale);\n",
       "    var new_xscale = Math.max(min_scale, Math.min(old_xscale, max_scale)),\n",
       "        new_yscale = Math.max(min_scale, Math.min(old_yscale, max_scale));\n",
       "    if (animate) {\n",
       "        Snap.animate(\n",
       "            [old_xscale, old_yscale],\n",
       "            [new_xscale, new_yscale],\n",
       "            function (new_scale) {\n",
       "                update_plot_scale(root, new_scale[0], new_scale[1]);\n",
       "            },\n",
       "            200);\n",
       "    } else {\n",
       "        update_plot_scale(root, new_xscale, new_yscale);\n",
       "    }\n",
       "}\n",
       "\n",
       "\n",
       "var update_plot_scale = function(root, new_xscale, new_yscale) {\n",
       "    var trans = scale_centered_translation(root, new_xscale, new_yscale);\n",
       "    set_plot_pan_zoom(root, trans.x, trans.y, new_xscale, new_yscale);\n",
       "};\n",
       "\n",
       "\n",
       "var toggle_color_class = function(root, color_class, ison) {\n",
       "    var escaped_color_class = color_class.replace(/([^0-9a-zA-z])/g,\"\\\\$1\");\n",
       "    var guides = root.selectAll(\".guide.\" + escaped_color_class + \",.guide .\" + escaped_color_class);\n",
       "    var geoms = root.selectAll(\".geometry.\" + escaped_color_class + \",.geometry .\" + escaped_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 g\")\n",
       "            .forEach(function (element) {\n",
       "                var other_color_class = element.data(\"color_class\");\n",
       "                if (typeof other_color_class !== 'undefined' && 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(\"#img-64c5731c\");\n",
       "fig.select(\"#img-64c5731c-4\")\n",
       "   .drag(function() {}, function() {}, function() {});\n",
       "fig.select(\"#img-64c5731c-6\")\n",
       "   .data(\"color_class\", \"color_L4\")\n",
       ".click(Gadfly.colorkey_swatch_click)\n",
       ";\n",
       "fig.select(\"#img-64c5731c-7\")\n",
       "   .data(\"color_class\", \"color_L6a\")\n",
       ".click(Gadfly.colorkey_swatch_click)\n",
       ";\n",
       "fig.select(\"#img-64c5731c-8\")\n",
       "   .data(\"color_class\", \"color_Sst\")\n",
       ".click(Gadfly.colorkey_swatch_click)\n",
       ";\n",
       "fig.select(\"#img-64c5731c-9\")\n",
       "   .data(\"color_class\", \"color_Ndnf\")\n",
       ".click(Gadfly.colorkey_swatch_click)\n",
       ";\n",
       "fig.select(\"#img-64c5731c-10\")\n",
       "   .data(\"color_class\", \"color_L6b\")\n",
       ".click(Gadfly.colorkey_swatch_click)\n",
       ";\n",
       "fig.select(\"#img-64c5731c-11\")\n",
       "   .data(\"color_class\", \"color_L5a\")\n",
       ".click(Gadfly.colorkey_swatch_click)\n",
       ";\n",
       "fig.select(\"#img-64c5731c-12\")\n",
       "   .data(\"color_class\", \"color_Vip\")\n",
       ".click(Gadfly.colorkey_swatch_click)\n",
       ";\n",
       "fig.select(\"#img-64c5731c-13\")\n",
       "   .data(\"color_class\", \"color_Pvalb\")\n",
       ".click(Gadfly.colorkey_swatch_click)\n",
       ";\n",
       "fig.select(\"#img-64c5731c-14\")\n",
       "   .data(\"color_class\", \"color_L5b\")\n",
       ".click(Gadfly.colorkey_swatch_click)\n",
       ";\n",
       "fig.select(\"#img-64c5731c-15\")\n",
       "   .data(\"color_class\", \"color_L5\")\n",
       ".click(Gadfly.colorkey_swatch_click)\n",
       ";\n",
       "fig.select(\"#img-64c5731c-16\")\n",
       "   .data(\"color_class\", \"color_L2\")\n",
       ".click(Gadfly.colorkey_swatch_click)\n",
       ";\n",
       "fig.select(\"#img-64c5731c-17\")\n",
       "   .data(\"color_class\", \"color_Igtp\")\n",
       ".click(Gadfly.colorkey_swatch_click)\n",
       ";\n",
       "fig.select(\"#img-64c5731c-18\")\n",
       "   .data(\"color_class\", \"color_Smad3\")\n",
       ".click(Gadfly.colorkey_swatch_click)\n",
       ";\n",
       "fig.select(\"#img-64c5731c-19\")\n",
       "   .data(\"color_class\", \"color_Sncg\")\n",
       ".click(Gadfly.colorkey_swatch_click)\n",
       ";\n",
       "fig.select(\"#img-64c5731c-21\")\n",
       "   .data(\"color_class\", \"color_L4\")\n",
       ".click(Gadfly.colorkey_swatch_click)\n",
       ";\n",
       "fig.select(\"#img-64c5731c-22\")\n",
       "   .data(\"color_class\", \"color_L6a\")\n",
       ".click(Gadfly.colorkey_swatch_click)\n",
       ";\n",
       "fig.select(\"#img-64c5731c-23\")\n",
       "   .data(\"color_class\", \"color_Sst\")\n",
       ".click(Gadfly.colorkey_swatch_click)\n",
       ";\n",
       "fig.select(\"#img-64c5731c-24\")\n",
       "   .data(\"color_class\", \"color_Ndnf\")\n",
       ".click(Gadfly.colorkey_swatch_click)\n",
       ";\n",
       "fig.select(\"#img-64c5731c-25\")\n",
       "   .data(\"color_class\", \"color_L6b\")\n",
       ".click(Gadfly.colorkey_swatch_click)\n",
       ";\n",
       "fig.select(\"#img-64c5731c-26\")\n",
       "   .data(\"color_class\", \"color_L5a\")\n",
       ".click(Gadfly.colorkey_swatch_click)\n",
       ";\n",
       "fig.select(\"#img-64c5731c-27\")\n",
       "   .data(\"color_class\", \"color_Vip\")\n",
       ".click(Gadfly.colorkey_swatch_click)\n",
       ";\n",
       "fig.select(\"#img-64c5731c-28\")\n",
       "   .data(\"color_class\", \"color_Pvalb\")\n",
       ".click(Gadfly.colorkey_swatch_click)\n",
       ";\n",
       "fig.select(\"#img-64c5731c-29\")\n",
       "   .data(\"color_class\", \"color_L5b\")\n",
       ".click(Gadfly.colorkey_swatch_click)\n",
       ";\n",
       "fig.select(\"#img-64c5731c-30\")\n",
       "   .data(\"color_class\", \"color_L5\")\n",
       ".click(Gadfly.colorkey_swatch_click)\n",
       ";\n",
       "fig.select(\"#img-64c5731c-31\")\n",
       "   .data(\"color_class\", \"color_L2\")\n",
       ".click(Gadfly.colorkey_swatch_click)\n",
       ";\n",
       "fig.select(\"#img-64c5731c-32\")\n",
       "   .data(\"color_class\", \"color_Igtp\")\n",
       ".click(Gadfly.colorkey_swatch_click)\n",
       ";\n",
       "fig.select(\"#img-64c5731c-33\")\n",
       "   .data(\"color_class\", \"color_Smad3\")\n",
       ".click(Gadfly.colorkey_swatch_click)\n",
       ";\n",
       "fig.select(\"#img-64c5731c-34\")\n",
       "   .data(\"color_class\", \"color_Sncg\")\n",
       ".click(Gadfly.colorkey_swatch_click)\n",
       ";\n",
       "fig.select(\"#img-64c5731c-38\")\n",
       "   .init_gadfly();\n",
       "fig.select(\"#img-64c5731c-41\")\n",
       "   .plotroot().data(\"unfocused_ygrid_color\", \"#D0D0E0\")\n",
       ";\n",
       "fig.select(\"#img-64c5731c-41\")\n",
       "   .plotroot().data(\"focused_ygrid_color\", \"#A0A0A0\")\n",
       ";\n",
       "fig.select(\"#img-64c5731c-196\")\n",
       "   .plotroot().data(\"unfocused_xgrid_color\", \"#D0D0E0\")\n",
       ";\n",
       "fig.select(\"#img-64c5731c-196\")\n",
       "   .plotroot().data(\"focused_xgrid_color\", \"#A0A0A0\")\n",
       ";\n",
       "fig.select(\"#img-64c5731c-2005\")\n",
       "   .mouseenter(Gadfly.helpscreen_visible)\n",
       ".mouseleave(Gadfly.helpscreen_hidden)\n",
       ";\n",
       "    });\n",
       "]]> </script>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "Plot(...)"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plot(plotdata, x=:DBM_PC1, y=:DBM_PC2, color=:Celltype, \n",
    "    Theme(highlight_width = 0pt, point_size = 1.5pt))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Conclusion\n",
    "\n",
    "As one can observe from the three visualizations, the transformations learned by the DBM allow for a discrimination of different cell types. The separation of different cell types is much better as compared with the results from the PCA and the distinct subgroups in the DBM/PCA approach are also clearer than that of the t-SNE.\n",
    "\n",
    "Please note that representations derived from t-SNE and PCA were computed based on all training examples while the representations derived from the DBM were computed from only 63.2% of the data, which further indicates the potential of the DBM for retrieving good representations from genomics data."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Literature\n",
    "\n",
    "Tasic, B., V. Menon, T. N. Nguyen, T. K. Kim, T. Jarsky, Z. Yao, B. Levi, L. T. Gray, S. A. Sorensen, T. Dolbeare, et al. (2016). *Adult mouse cortical cell taxonomy revealed by single cell transcriptomics*. Nature neuroscience 19(2), 335.\n",
    "\n",
    "Anders, S., & Huber, W. (2010). *Differential expression analysis for sequence count data*. Genome biology, 11(10), R106.\n",
    "\n",
    "L.J.P. van der Maaten and G.E. Hinton. *Visualizing High-Dimensional Data Using t-SNE*. Journal of Machine Learning Research 9(Nov):2579-2605, 2008."
   ]
  }
 ],
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