1  {
   2   "cells": [
   3    {
   4     "cell_type": "markdown",
   5     "metadata": {},
   6     "source": [
   7      "---\n",
   8      "\n",
   9      "_You are currently looking at **version 1.1** of this notebook. To download notebooks and datafiles, as well as get help on Jupyter notebooks in the Coursera platform, visit the [Jupyter Notebook FAQ](https://www.coursera.org/learn/python-machine-learning/resources/bANLa) course resource._\n",
  10      "\n",
  11      "---"
  12     ]
  13    },
  14    {
  15     "cell_type": "markdown",
  16     "metadata": {},
  17     "source": [
  18      "# Applied Machine Learning: Unsupervised Learning"
  19     ]
  20    },
  21    {
  22     "cell_type": "markdown",
  23     "metadata": {},
  24     "source": [
  25      "## Preamble and Datasets"
  26     ]
  27    },
  28    {
  29     "cell_type": "code",
  30     "execution_count": 13,
  31     "metadata": {
  32      "collapsed": true
  33     },
  34     "outputs": [],
  35     "source": [
  36      "%matplotlib notebook\n",
  37      "import numpy as np\n",
  38      "import pandas as pd\n",
  39      "import seaborn as sn\n",
  40      "import matplotlib.pyplot as plt\n",
  41      "from sklearn.datasets import load_breast_cancer\n",
  42      "\n",
  43      "# Breast cancer dataset\n",
  44      "cancer = load_breast_cancer()\n",
  45      "(X_cancer, y_cancer) = load_breast_cancer(return_X_y = True)\n",
  46      "\n",
  47      "# Our sample fruits dataset\n",
  48      "fruits = pd.read_table('readonly/fruit_data_with_colors.txt')\n",
  49      "X_fruits = fruits[['mass','width','height', 'color_score']]\n",
  50      "y_fruits = fruits[['fruit_label']] - 1"
  51     ]
  52    },
  53    {
  54     "cell_type": "markdown",
  55     "metadata": {},
  56     "source": [
  57      "## Dimensionality Reduction and Manifold Learning"
  58     ]
  59    },
  60    {
  61     "cell_type": "markdown",
  62     "metadata": {},
  63     "source": [
  64      "### Principal Components Analysis (PCA)"
  65     ]
  66    },
  67    {
  68     "cell_type": "markdown",
  69     "metadata": {},
  70     "source": [
  71      "#### Using PCA to find the first two principal components of the breast cancer dataset"
  72     ]
  73    },
  74    {
  75     "cell_type": "code",
  76     "execution_count": 14,
  77     "metadata": {
  78      "collapsed": false
  79     },
  80     "outputs": [
  81      {
  82       "name": "stdout",
  83       "output_type": "stream",
  84       "text": [
  85        "(569, 30) (569, 2)\n"
  86       ]
  87      }
  88     ],
  89     "source": [
  90      "from sklearn.preprocessing import StandardScaler\n",
  91      "from sklearn.decomposition import PCA\n",
  92      "from sklearn.datasets import load_breast_cancer\n",
  93      "\n",
  94      "cancer = load_breast_cancer()\n",
  95      "(X_cancer, y_cancer) = load_breast_cancer(return_X_y = True)\n",
  96      "\n",
  97      "# Before applying PCA, each feature should be centered (zero mean) and with unit variance\n",
  98      "X_normalized = StandardScaler().fit(X_cancer).transform(X_cancer)  \n",
  99      "\n",
 100      "pca = PCA(n_components = 2).fit(X_normalized)\n",
 101      "\n",
 102      "X_pca = pca.transform(X_normalized)\n",
 103      "print(X_cancer.shape, X_pca.shape)"
 104     ]
 105    },
 106    {
 107     "cell_type": "markdown",
 108     "metadata": {},
 109     "source": [
 110      "#### Plotting the PCA-transformed version of the breast cancer dataset"
 111     ]
 112    },
 113    {
 114     "cell_type": "code",
 115     "execution_count": 15,
 116     "metadata": {
 117      "collapsed": false
 118     },
 119     "outputs": [
 120      {
 121       "data": {
 122        "application/javascript": [
 123         "/* Put everything inside the global mpl namespace */\n",
 124         "window.mpl = {};\n",
 125         "\n",
 126         "\n",
 127         "mpl.get_websocket_type = function() {\n",
 128         "    if (typeof(WebSocket) !== 'undefined') {\n",
 129         "        return WebSocket;\n",
 130         "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
 131         "        return MozWebSocket;\n",
 132         "    } else {\n",
 133         "        alert('Your browser does not have WebSocket support.' +\n",
 134         "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
 135         "              'Firefox 4 and 5 are also supported but you ' +\n",
 136         "              'have to enable WebSockets in about:config.');\n",
 137         "    };\n",
 138         "}\n",
 139         "\n",
 140         "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
 141         "    this.id = figure_id;\n",
 142         "\n",
 143         "    this.ws = websocket;\n",
 144         "\n",
 145         "    this.supports_binary = (this.ws.binaryType != undefined);\n",
 146         "\n",
 147         "    if (!this.supports_binary) {\n",
 148         "        var warnings = document.getElementById(\"mpl-warnings\");\n",
 149         "        if (warnings) {\n",
 150         "            warnings.style.display = 'block';\n",
 151         "            warnings.textContent = (\n",
 152         "                \"This browser does not support binary websocket messages. \" +\n",
 153         "                    \"Performance may be slow.\");\n",
 154         "        }\n",
 155         "    }\n",
 156         "\n",
 157         "    this.imageObj = new Image();\n",
 158         "\n",
 159         "    this.context = undefined;\n",
 160         "    this.message = undefined;\n",
 161         "    this.canvas = undefined;\n",
 162         "    this.rubberband_canvas = undefined;\n",
 163         "    this.rubberband_context = undefined;\n",
 164         "    this.format_dropdown = undefined;\n",
 165         "\n",
 166         "    this.image_mode = 'full';\n",
 167         "\n",
 168         "    this.root = $('<div/>');\n",
 169         "    this._root_extra_style(this.root)\n",
 170         "    this.root.attr('style', 'display: inline-block');\n",
 171         "\n",
 172         "    $(parent_element).append(this.root);\n",
 173         "\n",
 174         "    this._init_header(this);\n",
 175         "    this._init_canvas(this);\n",
 176         "    this._init_toolbar(this);\n",
 177         "\n",
 178         "    var fig = this;\n",
 179         "\n",
 180         "    this.waiting = false;\n",
 181         "\n",
 182         "    this.ws.onopen =  function () {\n",
 183         "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
 184         "            fig.send_message(\"send_image_mode\", {});\n",
 185         "            if (mpl.ratio != 1) {\n",
 186         "                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
 187         "            }\n",
 188         "            fig.send_message(\"refresh\", {});\n",
 189         "        }\n",
 190         "\n",
 191         "    this.imageObj.onload = function() {\n",
 192         "            if (fig.image_mode == 'full') {\n",
 193         "                // Full images could contain transparency (where diff images\n",
 194         "                // almost always do), so we need to clear the canvas so that\n",
 195         "                // there is no ghosting.\n",
 196         "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
 197         "            }\n",
 198         "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
 199         "        };\n",
 200         "\n",
 201         "    this.imageObj.onunload = function() {\n",
 202         "        this.ws.close();\n",
 203         "    }\n",
 204         "\n",
 205         "    this.ws.onmessage = this._make_on_message_function(this);\n",
 206         "\n",
 207         "    this.ondownload = ondownload;\n",
 208         "}\n",
 209         "\n",
 210         "mpl.figure.prototype._init_header = function() {\n",
 211         "    var titlebar = $(\n",
 212         "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
 213         "        'ui-helper-clearfix\"/>');\n",
 214         "    var titletext = $(\n",
 215         "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
 216         "        'text-align: center; padding: 3px;\"/>');\n",
 217         "    titlebar.append(titletext)\n",
 218         "    this.root.append(titlebar);\n",
 219         "    this.header = titletext[0];\n",
 220         "}\n",
 221         "\n",
 222         "\n",
 223         "\n",
 224         "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
 225         "\n",
 226         "}\n",
 227         "\n",
 228         "\n",
 229         "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
 230         "\n",
 231         "}\n",
 232         "\n",
 233         "mpl.figure.prototype._init_canvas = function() {\n",
 234         "    var fig = this;\n",
 235         "\n",
 236         "    var canvas_div = $('<div/>');\n",
 237         "\n",
 238         "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
 239         "\n",
 240         "    function canvas_keyboard_event(event) {\n",
 241         "        return fig.key_event(event, event['data']);\n",
 242         "    }\n",
 243         "\n",
 244         "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
 245         "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
 246         "    this.canvas_div = canvas_div\n",
 247         "    this._canvas_extra_style(canvas_div)\n",
 248         "    this.root.append(canvas_div);\n",
 249         "\n",
 250         "    var canvas = $('<canvas/>');\n",
 251         "    canvas.addClass('mpl-canvas');\n",
 252         "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
 253         "\n",
 254         "    this.canvas = canvas[0];\n",
 255         "    this.context = canvas[0].getContext(\"2d\");\n",
 256         "\n",
 257         "    var backingStore = this.context.backingStorePixelRatio ||\n",
 258         "\tthis.context.webkitBackingStorePixelRatio ||\n",
 259         "\tthis.context.mozBackingStorePixelRatio ||\n",
 260         "\tthis.context.msBackingStorePixelRatio ||\n",
 261         "\tthis.context.oBackingStorePixelRatio ||\n",
 262         "\tthis.context.backingStorePixelRatio || 1;\n",
 263         "\n",
 264         "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
 265         "\n",
 266         "    var rubberband = $('<canvas/>');\n",
 267         "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
 268         "\n",
 269         "    var pass_mouse_events = true;\n",
 270         "\n",
 271         "    canvas_div.resizable({\n",
 272         "        start: function(event, ui) {\n",
 273         "            pass_mouse_events = false;\n",
 274         "        },\n",
 275         "        resize: function(event, ui) {\n",
 276         "            fig.request_resize(ui.size.width, ui.size.height);\n",
 277         "        },\n",
 278         "        stop: function(event, ui) {\n",
 279         "            pass_mouse_events = true;\n",
 280         "            fig.request_resize(ui.size.width, ui.size.height);\n",
 281         "        },\n",
 282         "    });\n",
 283         "\n",
 284         "    function mouse_event_fn(event) {\n",
 285         "        if (pass_mouse_events)\n",
 286         "            return fig.mouse_event(event, event['data']);\n",
 287         "    }\n",
 288         "\n",
 289         "    rubberband.mousedown('button_press', mouse_event_fn);\n",
 290         "    rubberband.mouseup('button_release', mouse_event_fn);\n",
 291         "    // Throttle sequential mouse events to 1 every 20ms.\n",
 292         "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
 293         "\n",
 294         "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
 295         "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
 296         "\n",
 297         "    canvas_div.on(\"wheel\", function (event) {\n",
 298         "        event = event.originalEvent;\n",
 299         "        event['data'] = 'scroll'\n",
 300         "        if (event.deltaY < 0) {\n",
 301         "            event.step = 1;\n",
 302         "        } else {\n",
 303         "            event.step = -1;\n",
 304         "        }\n",
 305         "        mouse_event_fn(event);\n",
 306         "    });\n",
 307         "\n",
 308         "    canvas_div.append(canvas);\n",
 309         "    canvas_div.append(rubberband);\n",
 310         "\n",
 311         "    this.rubberband = rubberband;\n",
 312         "    this.rubberband_canvas = rubberband[0];\n",
 313         "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
 314         "    this.rubberband_context.strokeStyle = \"#000000\";\n",
 315         "\n",
 316         "    this._resize_canvas = function(width, height) {\n",
 317         "        // Keep the size of the canvas, canvas container, and rubber band\n",
 318         "        // canvas in synch.\n",
 319         "        canvas_div.css('width', width)\n",
 320         "        canvas_div.css('height', height)\n",
 321         "\n",
 322         "        canvas.attr('width', width * mpl.ratio);\n",
 323         "        canvas.attr('height', height * mpl.ratio);\n",
 324         "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
 325         "\n",
 326         "        rubberband.attr('width', width);\n",
 327         "        rubberband.attr('height', height);\n",
 328         "    }\n",
 329         "\n",
 330         "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
 331         "    // upon first draw.\n",
 332         "    this._resize_canvas(600, 600);\n",
 333         "\n",
 334         "    // Disable right mouse context menu.\n",
 335         "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
 336         "        return false;\n",
 337         "    });\n",
 338         "\n",
 339         "    function set_focus () {\n",
 340         "        canvas.focus();\n",
 341         "        canvas_div.focus();\n",
 342         "    }\n",
 343         "\n",
 344         "    window.setTimeout(set_focus, 100);\n",
 345         "}\n",
 346         "\n",
 347         "mpl.figure.prototype._init_toolbar = function() {\n",
 348         "    var fig = this;\n",
 349         "\n",
 350         "    var nav_element = $('<div/>')\n",
 351         "    nav_element.attr('style', 'width: 100%');\n",
 352         "    this.root.append(nav_element);\n",
 353         "\n",
 354         "    // Define a callback function for later on.\n",
 355         "    function toolbar_event(event) {\n",
 356         "        return fig.toolbar_button_onclick(event['data']);\n",
 357         "    }\n",
 358         "    function toolbar_mouse_event(event) {\n",
 359         "        return fig.toolbar_button_onmouseover(event['data']);\n",
 360         "    }\n",
 361         "\n",
 362         "    for(var toolbar_ind in mpl.toolbar_items) {\n",
 363         "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
 364         "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
 365         "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
 366         "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
 367         "\n",
 368         "        if (!name) {\n",
 369         "            // put a spacer in here.\n",
 370         "            continue;\n",
 371         "        }\n",
 372         "        var button = $('<button/>');\n",
 373         "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
 374         "                        'ui-button-icon-only');\n",
 375         "        button.attr('role', 'button');\n",
 376         "        button.attr('aria-disabled', 'false');\n",
 377         "        button.click(method_name, toolbar_event);\n",
 378         "        button.mouseover(tooltip, toolbar_mouse_event);\n",
 379         "\n",
 380         "        var icon_img = $('<span/>');\n",
 381         "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
 382         "        icon_img.addClass(image);\n",
 383         "        icon_img.addClass('ui-corner-all');\n",
 384         "\n",
 385         "        var tooltip_span = $('<span/>');\n",
 386         "        tooltip_span.addClass('ui-button-text');\n",
 387         "        tooltip_span.html(tooltip);\n",
 388         "\n",
 389         "        button.append(icon_img);\n",
 390         "        button.append(tooltip_span);\n",
 391         "\n",
 392         "        nav_element.append(button);\n",
 393         "    }\n",
 394         "\n",
 395         "    var fmt_picker_span = $('<span/>');\n",
 396         "\n",
 397         "    var fmt_picker = $('<select/>');\n",
 398         "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
 399         "    fmt_picker_span.append(fmt_picker);\n",
 400         "    nav_element.append(fmt_picker_span);\n",
 401         "    this.format_dropdown = fmt_picker[0];\n",
 402         "\n",
 403         "    for (var ind in mpl.extensions) {\n",
 404         "        var fmt = mpl.extensions[ind];\n",
 405         "        var option = $(\n",
 406         "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
 407         "        fmt_picker.append(option)\n",
 408         "    }\n",
 409         "\n",
 410         "    // Add hover states to the ui-buttons\n",
 411         "    $( \".ui-button\" ).hover(\n",
 412         "        function() { $(this).addClass(\"ui-state-hover\");},\n",
 413         "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
 414         "    );\n",
 415         "\n",
 416         "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
 417         "    nav_element.append(status_bar);\n",
 418         "    this.message = status_bar[0];\n",
 419         "}\n",
 420         "\n",
 421         "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
 422         "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
 423         "    // which will in turn request a refresh of the image.\n",
 424         "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
 425         "}\n",
 426         "\n",
 427         "mpl.figure.prototype.send_message = function(type, properties) {\n",
 428         "    properties['type'] = type;\n",
 429         "    properties['figure_id'] = this.id;\n",
 430         "    this.ws.send(JSON.stringify(properties));\n",
 431         "}\n",
 432         "\n",
 433         "mpl.figure.prototype.send_draw_message = function() {\n",
 434         "    if (!this.waiting) {\n",
 435         "        this.waiting = true;\n",
 436         "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
 437         "    }\n",
 438         "}\n",
 439         "\n",
 440         "\n",
 441         "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
 442         "    var format_dropdown = fig.format_dropdown;\n",
 443         "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
 444         "    fig.ondownload(fig, format);\n",
 445         "}\n",
 446         "\n",
 447         "\n",
 448         "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
 449         "    var size = msg['size'];\n",
 450         "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
 451         "        fig._resize_canvas(size[0], size[1]);\n",
 452         "        fig.send_message(\"refresh\", {});\n",
 453         "    };\n",
 454         "}\n",
 455         "\n",
 456         "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
 457         "    var x0 = msg['x0'] / mpl.ratio;\n",
 458         "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
 459         "    var x1 = msg['x1'] / mpl.ratio;\n",
 460         "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
 461         "    x0 = Math.floor(x0) + 0.5;\n",
 462         "    y0 = Math.floor(y0) + 0.5;\n",
 463         "    x1 = Math.floor(x1) + 0.5;\n",
 464         "    y1 = Math.floor(y1) + 0.5;\n",
 465         "    var min_x = Math.min(x0, x1);\n",
 466         "    var min_y = Math.min(y0, y1);\n",
 467         "    var width = Math.abs(x1 - x0);\n",
 468         "    var height = Math.abs(y1 - y0);\n",
 469         "\n",
 470         "    fig.rubberband_context.clearRect(\n",
 471         "        0, 0, fig.canvas.width, fig.canvas.height);\n",
 472         "\n",
 473         "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
 474         "}\n",
 475         "\n",
 476         "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
 477         "    // Updates the figure title.\n",
 478         "    fig.header.textContent = msg['label'];\n",
 479         "}\n",
 480         "\n",
 481         "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
 482         "    var cursor = msg['cursor'];\n",
 483         "    switch(cursor)\n",
 484         "    {\n",
 485         "    case 0:\n",
 486         "        cursor = 'pointer';\n",
 487         "        break;\n",
 488         "    case 1:\n",
 489         "        cursor = 'default';\n",
 490         "        break;\n",
 491         "    case 2:\n",
 492         "        cursor = 'crosshair';\n",
 493         "        break;\n",
 494         "    case 3:\n",
 495         "        cursor = 'move';\n",
 496         "        break;\n",
 497         "    }\n",
 498         "    fig.rubberband_canvas.style.cursor = cursor;\n",
 499         "}\n",
 500         "\n",
 501         "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
 502         "    fig.message.textContent = msg['message'];\n",
 503         "}\n",
 504         "\n",
 505         "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
 506         "    // Request the server to send over a new figure.\n",
 507         "    fig.send_draw_message();\n",
 508         "}\n",
 509         "\n",
 510         "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
 511         "    fig.image_mode = msg['mode'];\n",
 512         "}\n",
 513         "\n",
 514         "mpl.figure.prototype.updated_canvas_event = function() {\n",
 515         "    // Called whenever the canvas gets updated.\n",
 516         "    this.send_message(\"ack\", {});\n",
 517         "}\n",
 518         "\n",
 519         "// A function to construct a web socket function for onmessage handling.\n",
 520         "// Called in the figure constructor.\n",
 521         "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
 522         "    return function socket_on_message(evt) {\n",
 523         "        if (evt.data instanceof Blob) {\n",
 524         "            /* FIXME: We get \"Resource interpreted as Image but\n",
 525         "             * transferred with MIME type text/plain:\" errors on\n",
 526         "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
 527         "             * to be part of the websocket stream */\n",
 528         "            evt.data.type = \"image/png\";\n",
 529         "\n",
 530         "            /* Free the memory for the previous frames */\n",
 531         "            if (fig.imageObj.src) {\n",
 532         "                (window.URL || window.webkitURL).revokeObjectURL(\n",
 533         "                    fig.imageObj.src);\n",
 534         "            }\n",
 535         "\n",
 536         "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
 537         "                evt.data);\n",
 538         "            fig.updated_canvas_event();\n",
 539         "            fig.waiting = false;\n",
 540         "            return;\n",
 541         "        }\n",
 542         "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
 543         "            fig.imageObj.src = evt.data;\n",
 544         "            fig.updated_canvas_event();\n",
 545         "            fig.waiting = false;\n",
 546         "            return;\n",
 547         "        }\n",
 548         "\n",
 549         "        var msg = JSON.parse(evt.data);\n",
 550         "        var msg_type = msg['type'];\n",
 551         "\n",
 552         "        // Call the  \"handle_{type}\" callback, which takes\n",
 553         "        // the figure and JSON message as its only arguments.\n",
 554         "        try {\n",
 555         "            var callback = fig[\"handle_\" + msg_type];\n",
 556         "        } catch (e) {\n",
 557         "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
 558         "            return;\n",
 559         "        }\n",
 560         "\n",
 561         "        if (callback) {\n",
 562         "            try {\n",
 563         "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
 564         "                callback(fig, msg);\n",
 565         "            } catch (e) {\n",
 566         "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
 567         "            }\n",
 568         "        }\n",
 569         "    };\n",
 570         "}\n",
 571         "\n",
 572         "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
 573         "mpl.findpos = function(e) {\n",
 574         "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
 575         "    var targ;\n",
 576         "    if (!e)\n",
 577         "        e = window.event;\n",
 578         "    if (e.target)\n",
 579         "        targ = e.target;\n",
 580         "    else if (e.srcElement)\n",
 581         "        targ = e.srcElement;\n",
 582         "    if (targ.nodeType == 3) // defeat Safari bug\n",
 583         "        targ = targ.parentNode;\n",
 584         "\n",
 585         "    // jQuery normalizes the pageX and pageY\n",
 586         "    // pageX,Y are the mouse positions relative to the document\n",
 587         "    // offset() returns the position of the element relative to the document\n",
 588         "    var x = e.pageX - $(targ).offset().left;\n",
 589         "    var y = e.pageY - $(targ).offset().top;\n",
 590         "\n",
 591         "    return {\"x\": x, \"y\": y};\n",
 592         "};\n",
 593         "\n",
 594         "/*\n",
 595         " * return a copy of an object with only non-object keys\n",
 596         " * we need this to avoid circular references\n",
 597         " * http://stackoverflow.com/a/24161582/3208463\n",
 598         " */\n",
 599         "function simpleKeys (original) {\n",
 600         "  return Object.keys(original).reduce(function (obj, key) {\n",
 601         "    if (typeof original[key] !== 'object')\n",
 602         "        obj[key] = original[key]\n",
 603         "    return obj;\n",
 604         "  }, {});\n",
 605         "}\n",
 606         "\n",
 607         "mpl.figure.prototype.mouse_event = function(event, name) {\n",
 608         "    var canvas_pos = mpl.findpos(event)\n",
 609         "\n",
 610         "    if (name === 'button_press')\n",
 611         "    {\n",
 612         "        this.canvas.focus();\n",
 613         "        this.canvas_div.focus();\n",
 614         "    }\n",
 615         "\n",
 616         "    var x = canvas_pos.x * mpl.ratio;\n",
 617         "    var y = canvas_pos.y * mpl.ratio;\n",
 618         "\n",
 619         "    this.send_message(name, {x: x, y: y, button: event.button,\n",
 620         "                             step: event.step,\n",
 621         "                             guiEvent: simpleKeys(event)});\n",
 622         "\n",
 623         "    /* This prevents the web browser from automatically changing to\n",
 624         "     * the text insertion cursor when the button is pressed.  We want\n",
 625         "     * to control all of the cursor setting manually through the\n",
 626         "     * 'cursor' event from matplotlib */\n",
 627         "    event.preventDefault();\n",
 628         "    return false;\n",
 629         "}\n",
 630         "\n",
 631         "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
 632         "    // Handle any extra behaviour associated with a key event\n",
 633         "}\n",
 634         "\n",
 635         "mpl.figure.prototype.key_event = function(event, name) {\n",
 636         "\n",
 637         "    // Prevent repeat events\n",
 638         "    if (name == 'key_press')\n",
 639         "    {\n",
 640         "        if (event.which === this._key)\n",
 641         "            return;\n",
 642         "        else\n",
 643         "            this._key = event.which;\n",
 644         "    }\n",
 645         "    if (name == 'key_release')\n",
 646         "        this._key = null;\n",
 647         "\n",
 648         "    var value = '';\n",
 649         "    if (event.ctrlKey && event.which != 17)\n",
 650         "        value += \"ctrl+\";\n",
 651         "    if (event.altKey && event.which != 18)\n",
 652         "        value += \"alt+\";\n",
 653         "    if (event.shiftKey && event.which != 16)\n",
 654         "        value += \"shift+\";\n",
 655         "\n",
 656         "    value += 'k';\n",
 657         "    value += event.which.toString();\n",
 658         "\n",
 659         "    this._key_event_extra(event, name);\n",
 660         "\n",
 661         "    this.send_message(name, {key: value,\n",
 662         "                             guiEvent: simpleKeys(event)});\n",
 663         "    return false;\n",
 664         "}\n",
 665         "\n",
 666         "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
 667         "    if (name == 'download') {\n",
 668         "        this.handle_save(this, null);\n",
 669         "    } else {\n",
 670         "        this.send_message(\"toolbar_button\", {name: name});\n",
 671         "    }\n",
 672         "};\n",
 673         "\n",
 674         "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
 675         "    this.message.textContent = tooltip;\n",
 676         "};\n",
 677         "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
 678         "\n",
 679         "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
 680         "\n",
 681         "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
 682         "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
 683         "    // object with the appropriate methods. Currently this is a non binary\n",
 684         "    // socket, so there is still some room for performance tuning.\n",
 685         "    var ws = {};\n",
 686         "\n",
 687         "    ws.close = function() {\n",
 688         "        comm.close()\n",
 689         "    };\n",
 690         "    ws.send = function(m) {\n",
 691         "        //console.log('sending', m);\n",
 692         "        comm.send(m);\n",
 693         "    };\n",
 694         "    // Register the callback with on_msg.\n",
 695         "    comm.on_msg(function(msg) {\n",
 696         "        //console.log('receiving', msg['content']['data'], msg);\n",
 697         "        // Pass the mpl event to the overriden (by mpl) onmessage function.\n",
 698         "        ws.onmessage(msg['content']['data'])\n",
 699         "    });\n",
 700         "    return ws;\n",
 701         "}\n",
 702         "\n",
 703         "mpl.mpl_figure_comm = function(comm, msg) {\n",
 704         "    // This is the function which gets called when the mpl process\n",
 705         "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
 706         "\n",
 707         "    var id = msg.content.data.id;\n",
 708         "    // Get hold of the div created by the display call when the Comm\n",
 709         "    // socket was opened in Python.\n",
 710         "    var element = $(\"#\" + id);\n",
 711         "    var ws_proxy = comm_websocket_adapter(comm)\n",
 712         "\n",
 713         "    function ondownload(figure, format) {\n",
 714         "        window.open(figure.imageObj.src);\n",
 715         "    }\n",
 716         "\n",
 717         "    var fig = new mpl.figure(id, ws_proxy,\n",
 718         "                           ondownload,\n",
 719         "                           element.get(0));\n",
 720         "\n",
 721         "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
 722         "    // web socket which is closed, not our websocket->open comm proxy.\n",
 723         "    ws_proxy.onopen();\n",
 724         "\n",
 725         "    fig.parent_element = element.get(0);\n",
 726         "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
 727         "    if (!fig.cell_info) {\n",
 728         "        console.error(\"Failed to find cell for figure\", id, fig);\n",
 729         "        return;\n",
 730         "    }\n",
 731         "\n",
 732         "    var output_index = fig.cell_info[2]\n",
 733         "    var cell = fig.cell_info[0];\n",
 734         "\n",
 735         "};\n",
 736         "\n",
 737         "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
 738         "    var width = fig.canvas.width/mpl.ratio\n",
 739         "    fig.root.unbind('remove')\n",
 740         "\n",
 741         "    // Update the output cell to use the data from the current canvas.\n",
 742         "    fig.push_to_output();\n",
 743         "    var dataURL = fig.canvas.toDataURL();\n",
 744         "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
 745         "    // the notebook keyboard shortcuts fail.\n",
 746         "    IPython.keyboard_manager.enable()\n",
 747         "    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
 748         "    fig.close_ws(fig, msg);\n",
 749         "}\n",
 750         "\n",
 751         "mpl.figure.prototype.close_ws = function(fig, msg){\n",
 752         "    fig.send_message('closing', msg);\n",
 753         "    // fig.ws.close()\n",
 754         "}\n",
 755         "\n",
 756         "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
 757         "    // Turn the data on the canvas into data in the output cell.\n",
 758         "    var width = this.canvas.width/mpl.ratio\n",
 759         "    var dataURL = this.canvas.toDataURL();\n",
 760         "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
 761         "}\n",
 762         "\n",
 763         "mpl.figure.prototype.updated_canvas_event = function() {\n",
 764         "    // Tell IPython that the notebook contents must change.\n",
 765         "    IPython.notebook.set_dirty(true);\n",
 766         "    this.send_message(\"ack\", {});\n",
 767         "    var fig = this;\n",
 768         "    // Wait a second, then push the new image to the DOM so\n",
 769         "    // that it is saved nicely (might be nice to debounce this).\n",
 770         "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
 771         "}\n",
 772         "\n",
 773         "mpl.figure.prototype._init_toolbar = function() {\n",
 774         "    var fig = this;\n",
 775         "\n",
 776         "    var nav_element = $('<div/>')\n",
 777         "    nav_element.attr('style', 'width: 100%');\n",
 778         "    this.root.append(nav_element);\n",
 779         "\n",
 780         "    // Define a callback function for later on.\n",
 781         "    function toolbar_event(event) {\n",
 782         "        return fig.toolbar_button_onclick(event['data']);\n",
 783         "    }\n",
 784         "    function toolbar_mouse_event(event) {\n",
 785         "        return fig.toolbar_button_onmouseover(event['data']);\n",
 786         "    }\n",
 787         "\n",
 788         "    for(var toolbar_ind in mpl.toolbar_items){\n",
 789         "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
 790         "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
 791         "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
 792         "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
 793         "\n",
 794         "        if (!name) { continue; };\n",
 795         "\n",
 796         "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
 797         "        button.click(method_name, toolbar_event);\n",
 798         "        button.mouseover(tooltip, toolbar_mouse_event);\n",
 799         "        nav_element.append(button);\n",
 800         "    }\n",
 801         "\n",
 802         "    // Add the status bar.\n",
 803         "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
 804         "    nav_element.append(status_bar);\n",
 805         "    this.message = status_bar[0];\n",
 806         "\n",
 807         "    // Add the close button to the window.\n",
 808         "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
 809         "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
 810         "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
 811         "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
 812         "    buttongrp.append(button);\n",
 813         "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
 814         "    titlebar.prepend(buttongrp);\n",
 815         "}\n",
 816         "\n",
 817         "mpl.figure.prototype._root_extra_style = function(el){\n",
 818         "    var fig = this\n",
 819         "    el.on(\"remove\", function(){\n",
 820         "\tfig.close_ws(fig, {});\n",
 821         "    });\n",
 822         "}\n",
 823         "\n",
 824         "mpl.figure.prototype._canvas_extra_style = function(el){\n",
 825         "    // this is important to make the div 'focusable\n",
 826         "    el.attr('tabindex', 0)\n",
 827         "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
 828         "    // off when our div gets focus\n",
 829         "\n",
 830         "    // location in version 3\n",
 831         "    if (IPython.notebook.keyboard_manager) {\n",
 832         "        IPython.notebook.keyboard_manager.register_events(el);\n",
 833         "    }\n",
 834         "    else {\n",
 835         "        // location in version 2\n",
 836         "        IPython.keyboard_manager.register_events(el);\n",
 837         "    }\n",
 838         "\n",
 839         "}\n",
 840         "\n",
 841         "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
 842         "    var manager = IPython.notebook.keyboard_manager;\n",
 843         "    if (!manager)\n",
 844         "        manager = IPython.keyboard_manager;\n",
 845         "\n",
 846         "    // Check for shift+enter\n",
 847         "    if (event.shiftKey && event.which == 13) {\n",
 848         "        this.canvas_div.blur();\n",
 849         "        // select the cell after this one\n",
 850         "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
 851         "        IPython.notebook.select(index + 1);\n",
 852         "    }\n",
 853         "}\n",
 854         "\n",
 855         "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
 856         "    fig.ondownload(fig, null);\n",
 857         "}\n",
 858         "\n",
 859         "\n",
 860         "mpl.find_output_cell = function(html_output) {\n",
 861         "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
 862         "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
 863         "    // IPython event is triggered only after the cells have been serialised, which for\n",
 864         "    // our purposes (turning an active figure into a static one), is too late.\n",
 865         "    var cells = IPython.notebook.get_cells();\n",
 866         "    var ncells = cells.length;\n",
 867         "    for (var i=0; i<ncells; i++) {\n",
 868         "        var cell = cells[i];\n",
 869         "        if (cell.cell_type === 'code'){\n",
 870         "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
 871         "                var data = cell.output_area.outputs[j];\n",
 872         "                if (data.data) {\n",
 873         "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
 874         "                    data = data.data;\n",
 875         "                }\n",
 876         "                if (data['text/html'] == html_output) {\n",
 877         "                    return [cell, data, j];\n",
 878         "                }\n",
 879         "            }\n",
 880         "        }\n",
 881         "    }\n",
 882         "}\n",
 883         "\n",
 884         "// Register the function which deals with the matplotlib target/channel.\n",
 885         "// The kernel may be null if the page has been refreshed.\n",
 886         "if (IPython.notebook.kernel != null) {\n",
 887         "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
 888         "}\n"
 889        ],
 890        "text/plain": [
 891         "<IPython.core.display.Javascript object>"
 892        ]
 893       },
 894       "metadata": {},
 895       "output_type": "display_data"
 896      },
 897      {
 898       "data": {
 899        "text/html": [
 900         "<img src=\"data:image/png;base64,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