applications.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# <center><span style=\"color:red\">Applications</span></center>\n",
    "---\n",
    "## Clustering"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\u001b[1m\u001b[36mINFO: \u001b[39m\u001b[22m\u001b[36mNo packages to install, update or remove\n",
      "\u001b[39m\u001b[1m\u001b[36mINFO: \u001b[39m\u001b[22m\u001b[36mPackage database updated\n",
      "\u001b[39m\u001b[1m\u001b[36mINFO: \u001b[39m\u001b[22m\u001b[36mMETADATA is out-of-date — you may not have the latest version of Clustering\n",
      "\u001b[39m\u001b[1m\u001b[36mINFO: \u001b[39m\u001b[22m\u001b[36mUse `Pkg.update()` to get the latest versions of your packages\n",
      "\u001b[39m"
     ]
    }
   ],
   "source": [
    "Pkg.add(\"Clustering\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\u001b[1m\u001b[36mINFO: \u001b[39m\u001b[22m\u001b[36mRecompiling stale cache file /Users/alage/.julia/lib/v0.6/CodecZlib.ji for module CodecZlib.\n",
      "\u001b[39m\u001b[1m\u001b[36mINFO: \u001b[39m\u001b[22m\u001b[36mRecompiling stale cache file /Users/alage/.julia/lib/v0.6/DataFrames.ji for module DataFrames.\n",
      "\u001b[39m\u001b[1m\u001b[36mINFO: \u001b[39m\u001b[22m\u001b[36mRecompiling stale cache file /Users/alage/.julia/lib/v0.6/RDatasets.ji for module RDatasets.\n",
      "\u001b[39m"
     ]
    }
   ],
   "source": [
    "using Clustering\n",
    "using RDatasets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"data-frame\"><thead><tr><th></th><th>SepalLength</th><th>SepalWidth</th><th>PetalLength</th><th>PetalWidth</th><th>Species</th></tr></thead><tbody><tr><th>1</th><td>5.1</td><td>3.5</td><td>1.4</td><td>0.2</td><td>setosa</td></tr><tr><th>2</th><td>4.9</td><td>3.0</td><td>1.4</td><td>0.2</td><td>setosa</td></tr><tr><th>3</th><td>4.7</td><td>3.2</td><td>1.3</td><td>0.2</td><td>setosa</td></tr><tr><th>4</th><td>4.6</td><td>3.1</td><td>1.5</td><td>0.2</td><td>setosa</td></tr><tr><th>5</th><td>5.0</td><td>3.6</td><td>1.4</td><td>0.2</td><td>setosa</td></tr><tr><th>6</th><td>5.4</td><td>3.9</td><td>1.7</td><td>0.4</td><td>setosa</td></tr></tbody></table>"
      ],
      "text/plain": [
       "6×5 DataFrames.DataFrame\n",
       "│ Row │ SepalLength │ SepalWidth │ PetalLength │ PetalWidth │ Species │\n",
       "├─────┼─────────────┼────────────┼─────────────┼────────────┼─────────┤\n",
       "│ 1   │ 5.1         │ 3.5        │ 1.4         │ 0.2        │ setosa  │\n",
       "│ 2   │ 4.9         │ 3.0        │ 1.4         │ 0.2        │ setosa  │\n",
       "│ 3   │ 4.7         │ 3.2        │ 1.3         │ 0.2        │ setosa  │\n",
       "│ 4   │ 4.6         │ 3.1        │ 1.5         │ 0.2        │ setosa  │\n",
       "│ 5   │ 5.0         │ 3.6        │ 1.4         │ 0.2        │ setosa  │\n",
       "│ 6   │ 5.4         │ 3.9        │ 1.7         │ 0.4        │ setosa  │"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# make a random dataset with 1000 points\n",
    "# each point is a 5-dimensional vector\n",
    "iris = dataset(\"datasets\", \"iris\")\n",
    "head(iris)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Clustering.KmeansResult{Float64}([5.88361 5.006 6.85385; 2.74098 3.428 3.07692; 4.38852 1.462 5.71538; 1.43443 0.246 2.05385], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2  …  3, 3, 1, 3, 3, 3, 1, 3, 3, 1], [0.01998, 0.20038, 0.17398, 0.27598, 0.03558, 0.45838, 0.17238, 0.00438, 0.65198, 0.14158  …  0.157337, 0.441953, 0.731626, 0.112722, 0.272722, 0.355799, 0.822118, 0.399645, 0.691953, 0.7072], [61, 50, 39], [61.0, 50.0, 39.0], 78.85566582597737, 6, true)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "features = permutedims(convert(Array, iris[:,1:4]), [2, 1])   \n",
    "result = kmeans( features, 3 )                                # want to identify 3 clusters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "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-2b494ed4\");\n",
       "fig.select(\"#img-2b494ed4-10\")\n",
       "   .init_gadfly();\n",
       "fig.select(\"#img-2b494ed4-12\")\n",
       "   .plotroot().data(\"unfocused_ygrid_color\", \"#D0D0E0\")\n",
       ";\n",
       "fig.select(\"#img-2b494ed4-12\")\n",
       "   .plotroot().data(\"focused_ygrid_color\", \"#A0A0A0\")\n",
       ";\n",
       "fig.select(\"#img-2b494ed4-13\")\n",
       "   .plotroot().data(\"unfocused_xgrid_color\", \"#D0D0E0\")\n",
       ";\n",
       "fig.select(\"#img-2b494ed4-13\")\n",
       "   .plotroot().data(\"focused_xgrid_color\", \"#A0A0A0\")\n",
       ";\n",
       "fig.select(\"#img-2b494ed4-324\")\n",
       "   .mouseenter(Gadfly.helpscreen_visible)\n",
       ".mouseleave(Gadfly.helpscreen_hidden)\n",
       ";\n",
       "    });\n",
       "]]> </script>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "Plot(...)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "using Gadfly\n",
    "\n",
    "plot(iris, x = \"PetalLength\", y = \"PetalWidth\", color = result.assignments, Geom.point)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Linear Regression "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\u001b[1m\u001b[36mINFO: \u001b[39m\u001b[22m\u001b[36mPackage GLM is already installed\n",
      "\u001b[39m\u001b[1m\u001b[36mINFO: \u001b[39m\u001b[22m\u001b[36mMETADATA is out-of-date — you may not have the latest version of GLM\n",
      "\u001b[39m\u001b[1m\u001b[36mINFO: \u001b[39m\u001b[22m\u001b[36mUse `Pkg.update()` to get the latest versions of your packages\n",
      "\u001b[39m"
     ]
    }
   ],
   "source": [
    "Pkg.add(\"GLM\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\u001b[1m\u001b[36mINFO: \u001b[39m\u001b[22m\u001b[36mPrecompiling module GLM.\n",
      "\u001b[39m"
     ]
    }
   ],
   "source": [
    "using GLM, RDatasets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"data-frame\"><thead><tr><th></th><th>Carb</th><th>OptDen</th></tr></thead><tbody><tr><th>1</th><td>0.1</td><td>0.086</td></tr><tr><th>2</th><td>0.3</td><td>0.269</td></tr><tr><th>3</th><td>0.5</td><td>0.446</td></tr><tr><th>4</th><td>0.6</td><td>0.538</td></tr><tr><th>5</th><td>0.7</td><td>0.626</td></tr><tr><th>6</th><td>0.9</td><td>0.782</td></tr></tbody></table>"
      ],
      "text/plain": [
       "6×2 DataFrames.DataFrame\n",
       "│ Row │ Carb │ OptDen │\n",
       "├─────┼──────┼────────┤\n",
       "│ 1   │ 0.1  │ 0.086  │\n",
       "│ 2   │ 0.3  │ 0.269  │\n",
       "│ 3   │ 0.5  │ 0.446  │\n",
       "│ 4   │ 0.6  │ 0.538  │\n",
       "│ 5   │ 0.7  │ 0.626  │\n",
       "│ 6   │ 0.9  │ 0.782  │"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "form = dataset(\"datasets\", \"Formaldehyde\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "StatsModels.DataFrameRegressionModel{GLM.LinearModel{GLM.LmResp{Array{Float64,1}},GLM.DensePredChol{Float64,Base.LinAlg.Cholesky{Float64,Array{Float64,2}}}},Array{Float64,2}}\n",
       "\n",
       "Formula: OptDen ~ 1 + Carb\n",
       "\n",
       "Coefficients:\n",
       "               Estimate  Std.Error  t value Pr(>|t|)\n",
       "(Intercept)  0.00508571 0.00783368 0.649211   0.5516\n",
       "Carb           0.876286  0.0135345  64.7444    <1e-6\n"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#getting linear regression to predict OptDen as a function of Carbon\n",
    "lm1 = fit(LinearModel, @formula(OptDen ~ Carb), form)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "6-element Array{Float64,1}:\n",
       " 0.0927143\n",
       " 0.267971 \n",
       " 0.443229 \n",
       " 0.530857 \n",
       " 0.618486 \n",
       " 0.793743 "
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "predict(lm1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"data-frame\"><thead><tr><th></th><th>Data</th><th>Predict</th></tr></thead><tbody><tr><th>1</th><td>0.086</td><td>0.0927143</td></tr><tr><th>2</th><td>0.269</td><td>0.267971</td></tr><tr><th>3</th><td>0.446</td><td>0.443229</td></tr><tr><th>4</th><td>0.538</td><td>0.530857</td></tr><tr><th>5</th><td>0.626</td><td>0.618486</td></tr><tr><th>6</th><td>0.782</td><td>0.793743</td></tr></tbody></table>"
      ],
      "text/plain": [
       "6×2 DataFrames.DataFrame\n",
       "│ Row │ Data  │ Predict   │\n",
       "├─────┼───────┼───────────┤\n",
       "│ 1   │ 0.086 │ 0.0927143 │\n",
       "│ 2   │ 0.269 │ 0.267971  │\n",
       "│ 3   │ 0.446 │ 0.443229  │\n",
       "│ 4   │ 0.538 │ 0.530857  │\n",
       "│ 5   │ 0.626 │ 0.618486  │\n",
       "│ 6   │ 0.782 │ 0.793743  │"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = DataFrame(Data=form[:OptDen], Predict=predict(lm1))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Graph Theory"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\u001b[1m\u001b[36mINFO: \u001b[39m\u001b[22m\u001b[36mInstalling Graphs v0.9.0\n",
      "\u001b[39m\u001b[1m\u001b[36mINFO: \u001b[39m\u001b[22m\u001b[36mPackage database updated\n",
      "\u001b[39m"
     ]
    }
   ],
   "source": [
    "Pkg.add(\"Graphs.jl\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\u001b[1m\u001b[36mINFO: \u001b[39m\u001b[22m\u001b[36mMETADATA is out-of-date — you may not have the latest version of Graphs\n",
      "\u001b[39m\u001b[1m\u001b[36mINFO: \u001b[39m\u001b[22m\u001b[36mUse `Pkg.update()` to get the latest versions of your packages\n",
      "\u001b[39m\u001b[1m\u001b[36mINFO: \u001b[39m\u001b[22m\u001b[36mPrecompiling module Graphs.\n",
      "\u001b[39m\n",
      "WARNING: deprecated syntax \"inner constructor TopologicalSortVisitor(...) around /home/charles/.julia/v0.6/Graphs/src/depth_first_visit.jl:131\".\n",
      "Use \"TopologicalSortVisitor{V}(...) where V\" instead.\n"
     ]
    }
   ],
   "source": [
    "using Graphs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Directed Graph (3 vertices, 0 edges)"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "g = simple_graph(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "edge [1]: 1 -- 2"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "add_edge!(g, 1, 2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "edge [2]: 3 -- 2"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "add_edge!(g, 3, 2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "edge [3]: 3 -- 1"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "add_edge!(g, 3, 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Directed Graph (10 vertices, 29 edges)"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "g2 =  erdos_renyi_graph(10, 0.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Graphs.DijkstraStates{Int64,Float64,DataStructures.MutableBinaryHeap{Graphs.DijkstraHEntry{Int64,Float64},DataStructures.LessThan},Int64}([2, 5, 7, 2, 5, 5, 5, 2, 6, 7], [2, 5, 7, 2, 5, 5, 5, 2, 6, 7], [2.0, 1.0, 2.0, 2.0, 0.0, 1.0, 1.0, 2.0, 2.0, 2.0], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], MutableBinaryHeap(), [4, 1, 7, 5, 0, 2, 3, 6, 9, 8])"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sp2 = dijkstra_shortest_paths(g2,5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "10-element Array{Float64,1}:\n",
       " 2.0\n",
       " 1.0\n",
       " 2.0\n",
       " 2.0\n",
       " 0.0\n",
       " 1.0\n",
       " 1.0\n",
       " 2.0\n",
       " 2.0\n",
       " 2.0"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sp2.dists"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Climate Tools"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\u001b[1m\u001b[36mINFO: \u001b[39m\u001b[22m\u001b[36mCloning cache of ArgCheck from https://github.com/jw3126/ArgCheck.jl.git\n",
      "\u001b[39m\u001b[1m\u001b[36mINFO: \u001b[39m\u001b[22m\u001b[36mCloning cache of AxisArrays from https://github.com/JuliaArrays/AxisArrays.jl.git\n",
      "\u001b[39m\u001b[1m\u001b[36mINFO: \u001b[39m\u001b[22m\u001b[36mCloning cache of ClimateTools from https://github.com/Balinus/ClimateTools.jl.git\n",
      "\u001b[39m\u001b[1m\u001b[36mINFO: \u001b[39m\u001b[22m\u001b[36mCloning cache of Formatting from https://github.com/JuliaIO/Formatting.jl.git\n",
      "\u001b[39m\u001b[1m\u001b[36mINFO: \u001b[39m\u001b[22m\u001b[36mCloning cache of GeoInterface from https://github.com/JuliaGeo/GeoInterface.jl.git\n",
      "\u001b[39m\u001b[1m\u001b[36mINFO: \u001b[39m\u001b[22m\u001b[36mCloning cache of IntervalSets from https://github.com/JuliaMath/IntervalSets.jl.git\n",
      "\u001b[39m\u001b[1m\u001b[36mINFO: \u001b[39m\u001b[22m\u001b[36mCloning cache of LaTeXStrings from https://github.com/stevengj/LaTeXStrings.jl.git\n",
      "\u001b[39m\u001b[1m\u001b[36mINFO: \u001b[39m\u001b[22m\u001b[36mCloning cache of NCDatasets from https://github.com/Alexander-Barth/NCDatasets.jl.git\n",
      "\u001b[39m\u001b[1m\u001b[36mINFO: \u001b[39m\u001b[22m\u001b[36mCloning cache of NetCDF from https://github.com/JuliaGeo/NetCDF.jl.git\n",
      "\u001b[39m\u001b[1m\u001b[36mINFO: \u001b[39m\u001b[22m\u001b[36mCloning cache of Polynomials from https://github.com/JuliaMath/Polynomials.jl.git\n",
      "\u001b[39m\u001b[1m\u001b[36mINFO: \u001b[39m\u001b[22m\u001b[36mCloning cache of ProgressMeter from https://github.com/timholy/ProgressMeter.jl.git\n",
      "\u001b[39m\u001b[1m\u001b[36mINFO: \u001b[39m\u001b[22m\u001b[36mCloning cache of PyCall from https://github.com/JuliaPy/PyCall.jl.git\n",
      "\u001b[39m\u001b[1m\u001b[36mINFO: \u001b[39m\u001b[22m\u001b[36mCloning cache of PyPlot from https://github.com/JuliaPy/PyPlot.jl.git\n",
      "\u001b[39m\u001b[1m\u001b[36mINFO: \u001b[39m\u001b[22m\u001b[36mCloning cache of RangeArrays from https://github.com/JuliaArrays/RangeArrays.jl.git\n",
      "\u001b[39m\u001b[1m\u001b[36mINFO: \u001b[39m\u001b[22m\u001b[36mCloning cache of RecipesBase from https://github.com/JuliaPlots/RecipesBase.jl.git\n",
      "\u001b[39m\u001b[1m\u001b[36mINFO: \u001b[39m\u001b[22m\u001b[36mCloning cache of Shapefile from https://github.com/JuliaGeo/Shapefile.jl.git\n",
      "\u001b[39m\u001b[1m\u001b[36mINFO: \u001b[39m\u001b[22m\u001b[36mInstalling ArgCheck v0.6.0\n",
      "\u001b[39m\u001b[1m\u001b[36mINFO: \u001b[39m\u001b[22m\u001b[36mInstalling AxisArrays v0.2.1\n",
      "\u001b[39m\u001b[1m\u001b[36mINFO: \u001b[39m\u001b[22m\u001b[36mInstalling ClimateTools v0.8.0\n",
      "\u001b[39m\u001b[1m\u001b[36mINFO: \u001b[39m\u001b[22m\u001b[36mInstalling Formatting v0.3.2\n",
      "\u001b[39m\u001b[1m\u001b[36mINFO: \u001b[39m\u001b[22m\u001b[36mInstalling GeoInterface v0.3.1\n",
      "\u001b[39m\u001b[1m\u001b[36mINFO: \u001b[39m\u001b[22m\u001b[36mInstalling IntervalSets v0.2.0\n",
      "\u001b[39m\u001b[1m\u001b[36mINFO: \u001b[39m\u001b[22m\u001b[36mInstalling LaTeXStrings v1.0.0\n",
      "\u001b[39m\u001b[1m\u001b[36mINFO: \u001b[39m\u001b[22m\u001b[36mInstalling NCDatasets v0.2.0\n",
      "\u001b[39m\u001b[1m\u001b[36mINFO: \u001b[39m\u001b[22m\u001b[36mInstalling NetCDF v0.6.1\n",
      "\u001b[39m\u001b[1m\u001b[36mINFO: \u001b[39m\u001b[22m\u001b[36mInstalling Polynomials v0.4.0\n",
      "\u001b[39m\u001b[1m\u001b[36mINFO: \u001b[39m\u001b[22m\u001b[36mInstalling ProgressMeter v0.5.6\n",
      "\u001b[39m\u001b[1m\u001b[36mINFO: \u001b[39m\u001b[22m\u001b[36mInstalling PyCall v1.17.1\n",
      "\u001b[39m\u001b[1m\u001b[36mINFO: \u001b[39m\u001b[22m\u001b[36mInstalling PyPlot v2.6.0\n",
      "\u001b[39m\u001b[1m\u001b[36mINFO: \u001b[39m\u001b[22m\u001b[36mInstalling RangeArrays v0.2.0\n",
      "\u001b[39m\u001b[1m\u001b[36mINFO: \u001b[39m\u001b[22m\u001b[36mInstalling RecipesBase v0.3.1\n",
      "\u001b[39m\u001b[1m\u001b[36mINFO: \u001b[39m\u001b[22m\u001b[36mInstalling Shapefile v0.3.0\n",
      "\u001b[39m\u001b[1m\u001b[36mINFO: \u001b[39m\u001b[22m\u001b[36mBuilding Conda\n",
      "\u001b[39m\u001b[1m\u001b[36mINFO: \u001b[39m\u001b[22m\u001b[36mBuilding PyCall\n",
      "\u001b[39m\u001b[1m\u001b[36mInfo: \u001b[39m\u001b[22m\u001b[36mPyCall is using python (Python 2.7.15) at /home/charles/.julia/v0.6/Conda/deps/usr/bin/python, libpython = /home/charles/.julia/v0.6/Conda/deps/usr/lib/libpython2.7\n",
      "\u001b[39m\u001b[1m\u001b[36mInfo: \u001b[39m\u001b[22m\u001b[36m/home/charles/.julia/v0.6/PyCall/deps/deps.jl has been updated\n",
      "\u001b[39m\u001b[1m\u001b[36mInfo: \u001b[39m\u001b[22m\u001b[36m/home/charles/.julia/v0.6/PyCall/deps/PYTHON has been updated\n",
      "\u001b[39m\u001b[1m\u001b[36mINFO: \u001b[39m\u001b[22m\u001b[36mBuilding NCDatasets\n",
      "\u001b[39m\u001b[1m\u001b[36mINFO: \u001b[39m\u001b[22m\u001b[36mBuilding NetCDF\n",
      "\u001b[39m\u001b[1m\u001b[36mINFO: \u001b[39m\u001b[22m\u001b[36mPackage database updated\n",
      "\u001b[39m\u001b[1m\u001b[36mINFO: \u001b[39m\u001b[22m\u001b[36mMETADATA is out-of-date — you may not have the latest version of ClimateTools\n",
      "\u001b[39m\u001b[1m\u001b[36mINFO: \u001b[39m\u001b[22m\u001b[36mUse `Pkg.update()` to get the latest versions of your packages\n",
      "\u001b[39m"
     ]
    }
   ],
   "source": [
    "Pkg.add(\"ClimateTools\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\u001b[1m\u001b[36mINFO: \u001b[39m\u001b[22m\u001b[36mPrecompiling module NetCDF.\n",
      "\u001b[39m\u001b[1m\u001b[36mINFO: \u001b[39m\u001b[22m\u001b[36mPrecompiling module NCDatasets.\n",
      "\u001b[39m\u001b[1m\u001b[36mINFO: \u001b[39m\u001b[22m\u001b[36mPrecompiling module Shapefile.\n",
      "\u001b[39m\u001b[1m\u001b[36mINFO: \u001b[39m\u001b[22m\u001b[36mPrecompiling module AxisArrays.\n",
      "\u001b[39m\u001b[1m\u001b[36mINFO: \u001b[39m\u001b[22m\u001b[36mPrecompiling module ArgCheck.\n",
      "\u001b[39m\u001b[1m\u001b[36mINFO: \u001b[39m\u001b[22m\u001b[36mPrecompiling module PyCall.\n",
      "\u001b[39m\u001b[1m\u001b[36mINFO: \u001b[39m\u001b[22m\u001b[36mPrecompiling module PyPlot.\n",
      "\u001b[39m\u001b[1m\u001b[36mInfo: \u001b[39m\u001b[22m\u001b[36mInstalling matplotlib via Anaconda's /home/charles/.julia/v0.6/Conda/deps/usr/bin/conda...\n",
      "\u001b[39m"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Solving environment: ...working... done\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "pyparsing-2.2.0      |   94 KB | ########## | 100% \n",
      "backports.functools_ |    9 KB | ########## | 100% \n",
      "matplotlib-2.2.2     |  6.5 MB | ########## | 100% \n",
      "cycler-0.10.0        |   13 KB | ########## | 100% \n",
      "mkl_random-1.0.1     |  361 KB | ########## | 100% \n",
      "numpy-base-1.14.5    |  4.1 MB | ########## | 100% \n",
      "mkl-2018.0.3         | 198.7 MB | ########## | 100% \n",
      "numpy-1.14.5         |   35 KB | ########## | 100% \n",
      "kiwisolver-1.0.1     |   85 KB | ########## | 100% \n",
      "intel-openmp-2018.0. |  705 KB | ########## | 100% \n",
      "pytz-2018.5          |  231 KB | ########## | 100% \n",
      "mkl_fft-1.0.2        |  138 KB | ########## | 100% \n",
      "blas-1.0             |    6 KB | ########## | 100% \n",
      "libgfortran-ng-7.2.0 |  1.2 MB | ########## | 100% \n",
      "subprocess32-3.5.2   |   40 KB | ########## | 100% \n",
      "twisted-17.5.0       |  4.4 MB | ########## | 100% "
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "## Package Plan ##\n",
      "\n",
      "  environment location: /home/charles/.julia/v0.6/Conda/deps/usr\n",
      "\n",
      "  added / updated specs: \n",
      "    - matplotlib\n",
      "\n",
      "\n",
      "The following packages will be downloaded:\n",
      "\n",
      "    package                    |            build\n",
      "    ---------------------------|-----------------\n",
      "    pyparsing-2.2.0            |           py27_1          94 KB\n",
      "    backports.functools_lru_cache-1.5|           py27_1           9 KB\n",
      "    matplotlib-2.2.2           |   py27hb69df0a_2         6.5 MB\n",
      "    cycler-0.10.0              |           py27_0          13 KB\n",
      "    mkl_random-1.0.1           |   py27h4414c95_1         361 KB\n",
      "    numpy-base-1.14.5          |   py27hdbf6ddf_4         4.1 MB\n",
      "    mkl-2018.0.3               |                1       198.7 MB\n",
      "    numpy-1.14.5               |   py27h1b885b7_4          35 KB\n",
      "    kiwisolver-1.0.1           |   py27hf484d3e_0          85 KB\n",
      "    intel-openmp-2018.0.3      |                0         705 KB\n",
      "    pytz-2018.5                |           py27_0         231 KB\n",
      "    mkl_fft-1.0.2              |   py27h651fb7a_0         138 KB\n",
      "    blas-1.0                   |              mkl           6 KB\n",
      "    libgfortran-ng-7.2.0       |       hdf63c60_3         1.2 MB\n",
      "    subprocess32-3.5.2         |   py27h14c3975_0          40 KB\n",
      "    twisted-17.5.0             |           py27_0         4.4 MB\n",
      "    ------------------------------------------------------------\n",
      "                                           Total:       216.6 MB\n",
      "\n",
      "The following NEW packages will be INSTALLED:\n",
      "\n",
      "    backports.functools_lru_cache: 1.5-py27_1           \n",
      "    blas:                          1.0-mkl              \n",
      "    cycler:                        0.10.0-py27_0        \n",
      "    intel-openmp:                  2018.0.3-0           \n",
      "    kiwisolver:                    1.0.1-py27hf484d3e_0 \n",
      "    libgfortran-ng:                7.2.0-hdf63c60_3     \n",
      "    matplotlib:                    2.2.2-py27hb69df0a_2 \n",
      "    mkl:                           2018.0.3-1           \n",
      "    mkl_fft:                       1.0.2-py27h651fb7a_0 \n",
      "    mkl_random:                    1.0.1-py27h4414c95_1 \n",
      "    numpy:                         1.14.5-py27h1b885b7_4\n",
      "    numpy-base:                    1.14.5-py27hdbf6ddf_4\n",
      "    pyparsing:                     2.2.0-py27_1         \n",
      "    pytz:                          2018.5-py27_0        \n",
      "    subprocess32:                  3.5.2-py27h14c3975_0 \n",
      "\n",
      "The following packages will be DOWNGRADED:\n",
      "\n",
      "    twisted:                       18.4.0-py27h14c3975_0 --> 17.5.0-py27_0\n",
      "\n",
      "\n",
      "Downloading and Extracting Packages\n",
      "Preparing transaction: ...working... "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "done\n",
      "Verifying transaction: ...working... done\n",
      "Executing transaction: ...working... done\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\u001b[1m\u001b[36mINFO: \u001b[39m\u001b[22m\u001b[36mPrecompiling module ProgressMeter.\n",
      "\u001b[39m\u001b[1m\u001b[36mINFO: \u001b[39m\u001b[22m\u001b[36mPrecompiling module Polynomials.\n",
      "\u001b[39m\u001b[1m\u001b[36mInfo: \u001b[39m\u001b[22m\u001b[36mInstalling mpl_toolkits.basemap via Anaconda's /home/charles/.julia/v0.6/Conda/deps/usr/bin/conda...\n",
      "\u001b[39m"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Solving environment: ...working... done\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "numpy-1.13.3         |  3.9 MB | ########## | 100% \n",
      "geos-3.5.0           | 16.9 MB | ########## | 100% \n",
      "basemap-1.0.7        | 119.0 MB | #########9 | 100% "
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "## Package Plan ##\n",
      "\n",
      "  environment location: /home/charles/.julia/v0.6/Conda/deps/usr\n",
      "\n",
      "  added / updated specs: \n",
      "    - basemap\n",
      "\n",
      "\n",
      "The following packages will be downloaded:\n",
      "\n",
      "    package                    |            build\n",
      "    ---------------------------|-----------------\n",
      "    numpy-1.13.3               |   py27hdbf6ddf_4         3.9 MB\n",
      "    geos-3.5.0                 |                0        16.9 MB\n",
      "    basemap-1.0.7              |      np113py27_0       119.0 MB\n",
      "    ------------------------------------------------------------\n",
      "                                           Total:       139.7 MB\n",
      "\n",
      "The following NEW packages will be INSTALLED:\n",
      "\n",
      "    basemap: 1.0.7-np113py27_0    \n",
      "    geos:    3.5.0-0              \n",
      "\n",
      "The following packages will be DOWNGRADED:\n",
      "\n",
      "    numpy:   1.14.5-py27h1b885b7_4 --> 1.13.3-py27hdbf6ddf_4\n",
      "\n",
      "\n",
      "Downloading and Extracting Packages\n",
      "Preparing transaction: ...working... "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "basemap-1.0.7        | 119.0 MB | ########## | 100% \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "done\n",
      "Verifying transaction: ...working... done\n",
      "Executing transaction: ...working... done\n"
     ]
    },
    {
     "ename": "LoadError",
     "evalue": "LoadError: InitError: \u001b[91mPyError (PyImport_ImportModule\n\nThe Python package mpl_toolkits.basemap could not be found by pyimport. Usually this means\nthat you did not install mpl_toolkits.basemap in the Python version being used by PyCall.\n\nPyCall is currently configured to use the Python version at:\n\npython\n\nand you should use whatever mechanism you usually use (apt-get, pip, conda,\netcetera) to install the Python package containing the mpl_toolkits.basemap module.\n\nOne alternative is to re-configure PyCall to use a different Python\nversion on your system: set ENV[\"PYTHON\"] to the path/name of the python\nexecutable you want to use, run Pkg.build(\"PyCall\"), and re-launch Julia.\n\nAnother alternative is to configure PyCall to use a Julia-specific Python\ndistribution via the Conda.jl package (which installs a private Anaconda\nPython distribution), which has the advantage that packages can be installed\nand kept up-to-date via Julia.  As explained in the PyCall documentation,\nset ENV[\"PYTHON\"]=\"\", run Pkg.build(\"PyCall\"), and re-launch Julia. Then,\nTo install the mpl_toolkits.basemap module, you can use `pyimport_conda(\"mpl_toolkits.basemap\", PKG)`,\nwhere PKG is the Anaconda package the contains the module mpl_toolkits.basemap,\nor alternatively you can use the Conda package directly (via\n`using Conda` followed by `Conda.add` etcetera).\n\n) <type 'exceptions.ImportError'>\nImportError('No module named mpl_toolkits.basemap',)\n\u001b[39m\nduring initialization of module ClimateTools\nwhile loading /home/charles/.julia/v0.6/ClimateTools/src/ClimateTools.jl, in expression starting on line 136",
     "output_type": "error",
     "traceback": [
      "LoadError: InitError: \u001b[91mPyError (PyImport_ImportModule\n\nThe Python package mpl_toolkits.basemap could not be found by pyimport. Usually this means\nthat you did not install mpl_toolkits.basemap in the Python version being used by PyCall.\n\nPyCall is currently configured to use the Python version at:\n\npython\n\nand you should use whatever mechanism you usually use (apt-get, pip, conda,\netcetera) to install the Python package containing the mpl_toolkits.basemap module.\n\nOne alternative is to re-configure PyCall to use a different Python\nversion on your system: set ENV[\"PYTHON\"] to the path/name of the python\nexecutable you want to use, run Pkg.build(\"PyCall\"), and re-launch Julia.\n\nAnother alternative is to configure PyCall to use a Julia-specific Python\ndistribution via the Conda.jl package (which installs a private Anaconda\nPython distribution), which has the advantage that packages can be installed\nand kept up-to-date via Julia.  As explained in the PyCall documentation,\nset ENV[\"PYTHON\"]=\"\", run Pkg.build(\"PyCall\"), and re-launch Julia. Then,\nTo install the mpl_toolkits.basemap module, you can use `pyimport_conda(\"mpl_toolkits.basemap\", PKG)`,\nwhere PKG is the Anaconda package the contains the module mpl_toolkits.basemap,\nor alternatively you can use the Conda package directly (via\n`using Conda` followed by `Conda.add` etcetera).\n\n) <type 'exceptions.ImportError'>\nImportError('No module named mpl_toolkits.basemap',)\n\u001b[39m\nduring initialization of module ClimateTools\nwhile loading /home/charles/.julia/v0.6/ClimateTools/src/ClimateTools.jl, in expression starting on line 136",
      "",
      "Stacktrace:",
      " [1] \u001b[1mpyimport\u001b[22m\u001b[22m\u001b[1m(\u001b[22m\u001b[22m::String\u001b[1m)\u001b[22m\u001b[22m at \u001b[1m/home/charles/.julia/v0.6/PyCall/src/PyCall.jl:473\u001b[22m\u001b[22m",
      " [2] \u001b[1mpyimport_conda\u001b[22m\u001b[22m\u001b[1m(\u001b[22m\u001b[22m::String, ::String, ::String\u001b[1m)\u001b[22m\u001b[22m at \u001b[1m/home/charles/.julia/v0.6/PyCall/src/PyCall.jl:662\u001b[22m\u001b[22m",
      " [3] \u001b[1m__init__\u001b[22m\u001b[22m\u001b[1m(\u001b[22m\u001b[22m\u001b[1m)\u001b[22m\u001b[22m at \u001b[1m/home/charles/.julia/v0.6/ClimateTools/src/ClimateTools.jl:46\u001b[22m\u001b[22m",
      " [4] \u001b[1minclude_from_node1\u001b[22m\u001b[22m\u001b[1m(\u001b[22m\u001b[22m::String\u001b[1m)\u001b[22m\u001b[22m at \u001b[1m./loading.jl:576\u001b[22m\u001b[22m",
      " [5] \u001b[1meval\u001b[22m\u001b[22m\u001b[1m(\u001b[22m\u001b[22m::Module, ::Any\u001b[1m)\u001b[22m\u001b[22m at \u001b[1m./boot.jl:235\u001b[22m\u001b[22m",
      " [6] \u001b[1m_require\u001b[22m\u001b[22m\u001b[1m(\u001b[22m\u001b[22m::Symbol\u001b[1m)\u001b[22m\u001b[22m at \u001b[1m./loading.jl:490\u001b[22m\u001b[22m",
      " [7] \u001b[1mrequire\u001b[22m\u001b[22m\u001b[1m(\u001b[22m\u001b[22m::Symbol\u001b[1m)\u001b[22m\u001b[22m at \u001b[1m./loading.jl:405\u001b[22m\u001b[22m",
      " [8] \u001b[1minclude_string\u001b[22m\u001b[22m\u001b[1m(\u001b[22m\u001b[22m::String, ::String\u001b[1m)\u001b[22m\u001b[22m at \u001b[1m./loading.jl:522\u001b[22m\u001b[22m"
     ]
    }
   ],
   "source": [
    "using ClimateTools"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Reading a NetCDF file\n",
    "C = load(\"data/sresa1b_ncar_ccsm3-example.nc\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Mapping the ClimGrid type\n",
    "mapclimgrid(C::ClimGrid; region = \"World\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# zooming into a region\n",
    "mapclimgrid(model, region = \"Quebec\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Indices\n",
    "\n",
    "More than 20 climate indices are available in the package, such as the annual number of tropical nights, annual maximum and minimum, etc. You can calculate such indices simply with:\n",
    "annualmax\n",
    "annualmean\n",
    "annualmin\n",
    "annualsum\n",
    "approx_surfacepressure\n",
    "customthresover\n",
    "customthresunder\n",
    "daysabove10\n",
    "diurnaltemperature\n",
    "icingdays\n",
    "frostdays\n",
    "prcp1\n",
    "summerdays\n",
    "tropicalnights\n",
    "vaporpressure\n",
    "wbgt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "maxval = annualmax(C::ClimGrid)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "minval = annualmin(C::ClimGrid)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "plot(maxval, label=\"Maximum value\")\n",
    "plot(minval, label=\"Minimum value\",titlefig = \"Differences in annual minimal and maximal values\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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