notebooks/Aula 10 - Image segmentation - Regions.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "SIN-392 - Introdução ao Processamento Digital de Imagens (2023-1)\n",
    "\n",
    "# Aula 10 - Segmentação de imagens III - Regiões\n",
    "\n",
    "Prof. João Fernando Mari ([*joaofmari.github.io*](https://joaofmari.github.io/))\n",
    "\n",
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Importando as bibliotecas "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from scipy import ndimage as ndi\n",
    "from skimage import color, util, feature, morphology, data, filters\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "from mpl_toolkits.axes_grid1 import make_axes_locatable\n",
    "\n",
    "### %matplotlib notebook"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Crescimento de regiões"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Criando uma imagem simples\n",
    "\n",
    "- 5 x 5\n",
    "- 3 bits. 8 níveis de intensidade, [0, 7]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "img = np.array([[7, 0, 5, 6, 5],\n",
    "                [5, 1, 5, 7, 7],\n",
    "                [0, 3, 6, 5, 6],\n",
    "                [2, 1, 7, 7, 6],\n",
    "                [0, 1, 5, 6, 1]])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Criando a imagem de sementes\n",
    "\n",
    "- Deve ser uma imagem de rótulos.\n",
    "- Cada semente deve possuir um único pixel. Caso possua mais do que um pixel, aplicar erosões sucessivas até restar apenas um pixel para cada semente."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "img_seed = np.array([[0, 0, 0, 0, 0],\n",
    "                     [0, 0, 0, 2, 0],\n",
    "                     [0, 0, 0, 0, 0],\n",
    "                     [0, 1, 0, 0, 0],\n",
    "                     [0, 0, 0, 0, 0]])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plotando as imagens"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
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       "\n",
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       "    // Updates the figure title.\n",
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       "};\n",
       "\n",
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       "    var cursor = msg['cursor'];\n",
       "    switch (cursor) {\n",
       "        case 0:\n",
       "            cursor = 'pointer';\n",
       "            break;\n",
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       "            cursor = 'default';\n",
       "            break;\n",
       "        case 2:\n",
       "            cursor = 'crosshair';\n",
       "            break;\n",
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       "            break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_message = function (fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n",
       "    for (var key in msg) {\n",
       "        if (!(key in fig.buttons)) {\n",
       "            continue;\n",
       "        }\n",
       "        fig.buttons[key].disabled = !msg[key];\n",
       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
       "    if (msg['mode'] === 'PAN') {\n",
       "        fig.buttons['Pan'].classList.add('active');\n",
       "        fig.buttons['Zoom'].classList.remove('active');\n",
       "    } else if (msg['mode'] === 'ZOOM') {\n",
       "        fig.buttons['Pan'].classList.remove('active');\n",
       "        fig.buttons['Zoom'].classList.add('active');\n",
       "    } else {\n",
       "        fig.buttons['Pan'].classList.remove('active');\n",
       "        fig.buttons['Zoom'].classList.remove('active');\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function () {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message('ack', {});\n",
       "};\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function (fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = 'image/png';\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src\n",
       "                );\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data\n",
       "            );\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        } else if (\n",
       "            typeof evt.data === 'string' &&\n",
       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
       "        ) {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig['handle_' + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\n",
       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
       "                msg\n",
       "            );\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\n",
       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
       "                    e,\n",
       "                    e.stack,\n",
       "                    msg\n",
       "                );\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "};\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function (e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e) {\n",
       "        e = window.event;\n",
       "    }\n",
       "    if (e.target) {\n",
       "        targ = e.target;\n",
       "    } else if (e.srcElement) {\n",
       "        targ = e.srcElement;\n",
       "    }\n",
       "    if (targ.nodeType === 3) {\n",
       "        // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "    }\n",
       "\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    var boundingRect = targ.getBoundingClientRect();\n",
       "    var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n",
       "    var y = e.pageY - (boundingRect.top + document.body.scrollTop);\n",
       "\n",
       "    return { x: x, y: y };\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys(original) {\n",
       "    return Object.keys(original).reduce(function (obj, key) {\n",
       "        if (typeof original[key] !== 'object') {\n",
       "            obj[key] = original[key];\n",
       "        }\n",
       "        return obj;\n",
       "    }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function (event, name) {\n",
       "    var canvas_pos = mpl.findpos(event);\n",
       "\n",
       "    if (name === 'button_press') {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x * this.ratio;\n",
       "    var y = canvas_pos.y * this.ratio;\n",
       "\n",
       "    this.send_message(name, {\n",
       "        x: x,\n",
       "        y: y,\n",
       "        button: event.button,\n",
       "        step: event.step,\n",
       "        guiEvent: simpleKeys(event),\n",
       "    });\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.key_event = function (event, name) {\n",
       "    // Prevent repeat events\n",
       "    if (name === 'key_press') {\n",
       "        if (event.which === this._key) {\n",
       "            return;\n",
       "        } else {\n",
       "            this._key = event.which;\n",
       "        }\n",
       "    }\n",
       "    if (name === 'key_release') {\n",
       "        this._key = null;\n",
       "    }\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which !== 17) {\n",
       "        value += 'ctrl+';\n",
       "    }\n",
       "    if (event.altKey && event.which !== 18) {\n",
       "        value += 'alt+';\n",
       "    }\n",
       "    if (event.shiftKey && event.which !== 16) {\n",
       "        value += 'shift+';\n",
       "    }\n",
       "\n",
       "    value += 'k';\n",
       "    value += event.which.toString();\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n",
       "    return false;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n",
       "    if (name === 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message('toolbar_button', { name: name });\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "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\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
       "\n",
       "mpl.default_extension = \"png\";/* global mpl */\n",
       "\n",
       "var comm_websocket_adapter = function (comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.close = function () {\n",
       "        comm.close();\n",
       "    };\n",
       "    ws.send = function (m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function (msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
       "        ws.onmessage(msg['content']['data']);\n",
       "    });\n",
       "    return ws;\n",
       "};\n",
       "\n",
       "mpl.mpl_figure_comm = function (comm, msg) {\n",
       "    // This is the function which gets called when the mpl process\n",
       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
       "\n",
       "    var id = msg.content.data.id;\n",
       "    // Get hold of the div created by the display call when the Comm\n",
       "    // socket was opened in Python.\n",
       "    var element = document.getElementById(id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm);\n",
       "\n",
       "    function ondownload(figure, _format) {\n",
       "        window.open(figure.canvas.toDataURL());\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n",
       "\n",
       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
       "    // web socket which is closed, not our websocket->open comm proxy.\n",
       "    ws_proxy.onopen();\n",
       "\n",
       "    fig.parent_element = element;\n",
       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
       "    if (!fig.cell_info) {\n",
       "        console.error('Failed to find cell for figure', id, fig);\n",
       "        return;\n",
       "    }\n",
       "    fig.cell_info[0].output_area.element.one(\n",
       "        'cleared',\n",
       "        { fig: fig },\n",
       "        fig._remove_fig_handler\n",
       "    );\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
       "    var width = fig.canvas.width / fig.ratio;\n",
       "    fig.cell_info[0].output_area.element.off(\n",
       "        'cleared',\n",
       "        fig._remove_fig_handler\n",
       "    );\n",
       "\n",
       "    // Update the output cell to use the data from the current canvas.\n",
       "    fig.push_to_output();\n",
       "    var dataURL = fig.canvas.toDataURL();\n",
       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
       "    // the notebook keyboard shortcuts fail.\n",
       "    IPython.keyboard_manager.enable();\n",
       "    fig.parent_element.innerHTML =\n",
       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
       "    fig.close_ws(fig, msg);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.close_ws = function (fig, msg) {\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var width = this.canvas.width / this.ratio;\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] =\n",
       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function () {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message('ack', {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () {\n",
       "        fig.push_to_output();\n",
       "    }, 1000);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function () {\n",
       "    var fig = this;\n",
       "\n",
       "    var toolbar = document.createElement('div');\n",
       "    toolbar.classList = 'btn-toolbar';\n",
       "    this.root.appendChild(toolbar);\n",
       "\n",
       "    function on_click_closure(name) {\n",
       "        return function (_event) {\n",
       "            return fig.toolbar_button_onclick(name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    function on_mouseover_closure(tooltip) {\n",
       "        return function (event) {\n",
       "            if (!event.currentTarget.disabled) {\n",
       "                return fig.toolbar_button_onmouseover(tooltip);\n",
       "            }\n",
       "        };\n",
       "    }\n",
       "\n",
       "    fig.buttons = {};\n",
       "    var buttonGroup = document.createElement('div');\n",
       "    buttonGroup.classList = 'btn-group';\n",
       "    var button;\n",
       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            /* Instead of a spacer, we start a new button group. */\n",
       "            if (buttonGroup.hasChildNodes()) {\n",
       "                toolbar.appendChild(buttonGroup);\n",
       "            }\n",
       "            buttonGroup = document.createElement('div');\n",
       "            buttonGroup.classList = 'btn-group';\n",
       "            continue;\n",
       "        }\n",
       "\n",
       "        button = fig.buttons[name] = document.createElement('button');\n",
       "        button.classList = 'btn btn-default';\n",
       "        button.href = '#';\n",
       "        button.title = name;\n",
       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
       "        button.addEventListener('click', on_click_closure(method_name));\n",
       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
       "        buttonGroup.appendChild(button);\n",
       "    }\n",
       "\n",
       "    if (buttonGroup.hasChildNodes()) {\n",
       "        toolbar.appendChild(buttonGroup);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = document.createElement('span');\n",
       "    status_bar.classList = 'mpl-message pull-right';\n",
       "    toolbar.appendChild(status_bar);\n",
       "    this.message = status_bar;\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = document.createElement('div');\n",
       "    buttongrp.classList = 'btn-group inline pull-right';\n",
       "    button = document.createElement('button');\n",
       "    button.classList = 'btn btn-mini btn-primary';\n",
       "    button.href = '#';\n",
       "    button.title = 'Stop Interaction';\n",
       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
       "    button.addEventListener('click', function (_evt) {\n",
       "        fig.handle_close(fig, {});\n",
       "    });\n",
       "    button.addEventListener(\n",
       "        'mouseover',\n",
       "        on_mouseover_closure('Stop Interaction')\n",
       "    );\n",
       "    buttongrp.appendChild(button);\n",
       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
       "    var fig = event.data.fig;\n",
       "    fig.close_ws(fig, {});\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function (el) {\n",
       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
       "    // this is important to make the div 'focusable\n",
       "    el.setAttribute('tabindex', 0);\n",
       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
       "    // off when our div gets focus\n",
       "\n",
       "    // location in version 3\n",
       "    if (IPython.notebook.keyboard_manager) {\n",
       "        IPython.notebook.keyboard_manager.register_events(el);\n",
       "    } else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function (event, _name) {\n",
       "    var manager = IPython.notebook.keyboard_manager;\n",
       "    if (!manager) {\n",
       "        manager = IPython.keyboard_manager;\n",
       "    }\n",
       "\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which === 13) {\n",
       "        this.canvas_div.blur();\n",
       "        // select the cell after this one\n",
       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
       "        IPython.notebook.select(index + 1);\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "};\n",
       "\n",
       "mpl.find_output_cell = function (html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i = 0; i < ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code') {\n",
       "            for (var j = 0; j < cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] === html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "};\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel !== null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target(\n",
       "        'matplotlib',\n",
       "        mpl.mpl_figure_comm\n",
       "    );\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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\" width=\"1238.45\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "plt.subplot(1,2,1)\n",
    "plt.imshow(img, cmap='gray')\n",
    "## plt.colorbar()\n",
    "plt.subplot(1,2,2)\n",
    "plt.imshow(img_seed)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Exemplo com uma imagem REAL \n",
    "\n",
    "* ***DESCOMENTE para utilizar***"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# # Imagem \"REAL\"\n",
    "# # -------------\n",
    "# img = data.coffee()\n",
    "# img = color.rgb2gray(img)\n",
    "\n",
    "# img = util.img_as_ubyte(filters.gaussian(img, sigma=4))\n",
    "\n",
    "# # Informações sobre as imagens\n",
    "# print(img.shape, img.dtype, img.min(), img.max())\n",
    "\n",
    "# # Constrói a imagem de sementes\n",
    "# # -----------------------------\n",
    "# img_seed = np.zeros(img.shape, dtype=img.dtype)\n",
    "# img_seed[266, 276] = 1 # xicara\n",
    "# img_seed[155, 350] = 2 #  café\n",
    "# img_seed[77, 526] = 3 # mesa\n",
    "\n",
    "# # Plota as imagens\n",
    "# # ----------------\n",
    "# plt.figure()\n",
    "# plt.subplot(1,2,1)\n",
    "# plt.imshow(img, cmap='gray')\n",
    "# ## plt.colorbar()\n",
    "# plt.subplot(1,2,2)\n",
    "# plt.imshow(morphology.dilation(img_seed, morphology.disk(5)))\n",
    "# plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Implementaçao simples do algoritmo de crescimento de regiões"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Número de sementes\n",
      "2\n",
      "\n",
      "Lista com os valores dos pixels sob as sementes:\n",
      "[1, 7]\n",
      "\n",
      "Imagens contendo as diferenças absolutas entre a imagem f e os pixel sob as sementes\n"
     ]
    },
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "/* global mpl */\n",
       "window.mpl = {};\n",
       "\n",
       "mpl.get_websocket_type = function () {\n",
       "    if (typeof WebSocket !== 'undefined') {\n",
       "        return WebSocket;\n",
       "    } else if (typeof MozWebSocket !== 'undefined') {\n",
       "        return MozWebSocket;\n",
       "    } else {\n",
       "        alert(\n",
       "            'Your browser does not have WebSocket support. ' +\n",
       "                'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
       "                'Firefox 4 and 5 are also supported but you ' +\n",
       "                'have to enable WebSockets in about:config.'\n",
       "        );\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n",
       "    this.id = figure_id;\n",
       "\n",
       "    this.ws = websocket;\n",
       "\n",
       "    this.supports_binary = this.ws.binaryType !== undefined;\n",
       "\n",
       "    if (!this.supports_binary) {\n",
       "        var warnings = document.getElementById('mpl-warnings');\n",
       "        if (warnings) {\n",
       "            warnings.style.display = 'block';\n",
       "            warnings.textContent =\n",
       "                'This browser does not support binary websocket messages. ' +\n",
       "                'Performance may be slow.';\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.imageObj = new Image();\n",
       "\n",
       "    this.context = undefined;\n",
       "    this.message = undefined;\n",
       "    this.canvas = undefined;\n",
       "    this.rubberband_canvas = undefined;\n",
       "    this.rubberband_context = undefined;\n",
       "    this.format_dropdown = undefined;\n",
       "\n",
       "    this.image_mode = 'full';\n",
       "\n",
       "    this.root = document.createElement('div');\n",
       "    this.root.setAttribute('style', 'display: inline-block');\n",
       "    this._root_extra_style(this.root);\n",
       "\n",
       "    parent_element.appendChild(this.root);\n",
       "\n",
       "    this._init_header(this);\n",
       "    this._init_canvas(this);\n",
       "    this._init_toolbar(this);\n",
       "\n",
       "    var fig = this;\n",
       "\n",
       "    this.waiting = false;\n",
       "\n",
       "    this.ws.onopen = function () {\n",
       "        fig.send_message('supports_binary', { value: fig.supports_binary });\n",
       "        fig.send_message('send_image_mode', {});\n",
       "        if (fig.ratio !== 1) {\n",
       "            fig.send_message('set_dpi_ratio', { dpi_ratio: fig.ratio });\n",
       "        }\n",
       "        fig.send_message('refresh', {});\n",
       "    };\n",
       "\n",
       "    this.imageObj.onload = function () {\n",
       "        if (fig.image_mode === 'full') {\n",
       "            // Full images could contain transparency (where diff images\n",
       "            // almost always do), so we need to clear the canvas so that\n",
       "            // there is no ghosting.\n",
       "            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
       "        }\n",
       "        fig.context.drawImage(fig.imageObj, 0, 0);\n",
       "    };\n",
       "\n",
       "    this.imageObj.onunload = function () {\n",
       "        fig.ws.close();\n",
       "    };\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._init_header = function () {\n",
       "    var titlebar = document.createElement('div');\n",
       "    titlebar.classList =\n",
       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
       "    var titletext = document.createElement('div');\n",
       "    titletext.classList = 'ui-dialog-title';\n",
       "    titletext.setAttribute(\n",
       "        'style',\n",
       "        'width: 100%; text-align: center; padding: 3px;'\n",
       "    );\n",
       "    titlebar.appendChild(titletext);\n",
       "    this.root.appendChild(titlebar);\n",
       "    this.header = titletext;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function () {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
       "    canvas_div.setAttribute(\n",
       "        'style',\n",
       "        'border: 1px solid #ddd;' +\n",
       "            'box-sizing: content-box;' +\n",
       "            'clear: both;' +\n",
       "            'min-height: 1px;' +\n",
       "            'min-width: 1px;' +\n",
       "            'outline: 0;' +\n",
       "            'overflow: hidden;' +\n",
       "            'position: relative;' +\n",
       "            'resize: both;'\n",
       "    );\n",
       "\n",
       "    function on_keyboard_event_closure(name) {\n",
       "        return function (event) {\n",
       "            return fig.key_event(event, name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    canvas_div.addEventListener(\n",
       "        'keydown',\n",
       "        on_keyboard_event_closure('key_press')\n",
       "    );\n",
       "    canvas_div.addEventListener(\n",
       "        'keyup',\n",
       "        on_keyboard_event_closure('key_release')\n",
       "    );\n",
       "\n",
       "    this._canvas_extra_style(canvas_div);\n",
       "    this.root.appendChild(canvas_div);\n",
       "\n",
       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
       "    canvas.classList.add('mpl-canvas');\n",
       "    canvas.setAttribute('style', 'box-sizing: content-box;');\n",
       "\n",
       "    this.context = canvas.getContext('2d');\n",
       "\n",
       "    var backingStore =\n",
       "        this.context.backingStorePixelRatio ||\n",
       "        this.context.webkitBackingStorePixelRatio ||\n",
       "        this.context.mozBackingStorePixelRatio ||\n",
       "        this.context.msBackingStorePixelRatio ||\n",
       "        this.context.oBackingStorePixelRatio ||\n",
       "        this.context.backingStorePixelRatio ||\n",
       "        1;\n",
       "\n",
       "    this.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
       "    if (this.ratio !== 1) {\n",
       "        fig.send_message('set_dpi_ratio', { dpi_ratio: this.ratio });\n",
       "    }\n",
       "\n",
       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
       "        'canvas'\n",
       "    ));\n",
       "    rubberband_canvas.setAttribute(\n",
       "        'style',\n",
       "        'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n",
       "    );\n",
       "\n",
       "    var resizeObserver = new ResizeObserver(function (entries) {\n",
       "        var nentries = entries.length;\n",
       "        for (var i = 0; i < nentries; i++) {\n",
       "            var entry = entries[i];\n",
       "            var width, height;\n",
       "            if (entry.contentBoxSize) {\n",
       "                if (entry.contentBoxSize instanceof Array) {\n",
       "                    // Chrome 84 implements new version of spec.\n",
       "                    width = entry.contentBoxSize[0].inlineSize;\n",
       "                    height = entry.contentBoxSize[0].blockSize;\n",
       "                } else {\n",
       "                    // Firefox implements old version of spec.\n",
       "                    width = entry.contentBoxSize.inlineSize;\n",
       "                    height = entry.contentBoxSize.blockSize;\n",
       "                }\n",
       "            } else {\n",
       "                // Chrome <84 implements even older version of spec.\n",
       "                width = entry.contentRect.width;\n",
       "                height = entry.contentRect.height;\n",
       "            }\n",
       "\n",
       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
       "            // the canvas container.\n",
       "            if (entry.devicePixelContentBoxSize) {\n",
       "                // Chrome 84 implements new version of spec.\n",
       "                canvas.setAttribute(\n",
       "                    'width',\n",
       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
       "                );\n",
       "                canvas.setAttribute(\n",
       "                    'height',\n",
       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
       "                );\n",
       "            } else {\n",
       "                canvas.setAttribute('width', width * fig.ratio);\n",
       "                canvas.setAttribute('height', height * fig.ratio);\n",
       "            }\n",
       "            canvas.setAttribute(\n",
       "                'style',\n",
       "                'width: ' + width + 'px; height: ' + height + 'px;'\n",
       "            );\n",
       "\n",
       "            rubberband_canvas.setAttribute('width', width);\n",
       "            rubberband_canvas.setAttribute('height', height);\n",
       "\n",
       "            // And update the size in Python. We ignore the initial 0/0 size\n",
       "            // that occurs as the element is placed into the DOM, which should\n",
       "            // otherwise not happen due to the minimum size styling.\n",
       "            if (width != 0 && height != 0) {\n",
       "                fig.request_resize(width, height);\n",
       "            }\n",
       "        }\n",
       "    });\n",
       "    resizeObserver.observe(canvas_div);\n",
       "\n",
       "    function on_mouse_event_closure(name) {\n",
       "        return function (event) {\n",
       "            return fig.mouse_event(event, name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mousedown',\n",
       "        on_mouse_event_closure('button_press')\n",
       "    );\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mouseup',\n",
       "        on_mouse_event_closure('button_release')\n",
       "    );\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mousemove',\n",
       "        on_mouse_event_closure('motion_notify')\n",
       "    );\n",
       "\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mouseenter',\n",
       "        on_mouse_event_closure('figure_enter')\n",
       "    );\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mouseleave',\n",
       "        on_mouse_event_closure('figure_leave')\n",
       "    );\n",
       "\n",
       "    canvas_div.addEventListener('wheel', function (event) {\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        on_mouse_event_closure('scroll')(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.appendChild(canvas);\n",
       "    canvas_div.appendChild(rubberband_canvas);\n",
       "\n",
       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
       "    this.rubberband_context.strokeStyle = '#000000';\n",
       "\n",
       "    this._resize_canvas = function (width, height, forward) {\n",
       "        if (forward) {\n",
       "            canvas_div.style.width = width + 'px';\n",
       "            canvas_div.style.height = height + 'px';\n",
       "        }\n",
       "    };\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n",
       "        event.preventDefault();\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus() {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function () {\n",
       "    var fig = this;\n",
       "\n",
       "    var toolbar = document.createElement('div');\n",
       "    toolbar.classList = 'mpl-toolbar';\n",
       "    this.root.appendChild(toolbar);\n",
       "\n",
       "    function on_click_closure(name) {\n",
       "        return function (_event) {\n",
       "            return fig.toolbar_button_onclick(name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    function on_mouseover_closure(tooltip) {\n",
       "        return function (event) {\n",
       "            if (!event.currentTarget.disabled) {\n",
       "                return fig.toolbar_button_onmouseover(tooltip);\n",
       "            }\n",
       "        };\n",
       "    }\n",
       "\n",
       "    fig.buttons = {};\n",
       "    var buttonGroup = document.createElement('div');\n",
       "    buttonGroup.classList = 'mpl-button-group';\n",
       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            /* Instead of a spacer, we start a new button group. */\n",
       "            if (buttonGroup.hasChildNodes()) {\n",
       "                toolbar.appendChild(buttonGroup);\n",
       "            }\n",
       "            buttonGroup = document.createElement('div');\n",
       "            buttonGroup.classList = 'mpl-button-group';\n",
       "            continue;\n",
       "        }\n",
       "\n",
       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
       "        button.classList = 'mpl-widget';\n",
       "        button.setAttribute('role', 'button');\n",
       "        button.setAttribute('aria-disabled', 'false');\n",
       "        button.addEventListener('click', on_click_closure(method_name));\n",
       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
       "\n",
       "        var icon_img = document.createElement('img');\n",
       "        icon_img.src = '_images/' + image + '.png';\n",
       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
       "        icon_img.alt = tooltip;\n",
       "        button.appendChild(icon_img);\n",
       "\n",
       "        buttonGroup.appendChild(button);\n",
       "    }\n",
       "\n",
       "    if (buttonGroup.hasChildNodes()) {\n",
       "        toolbar.appendChild(buttonGroup);\n",
       "    }\n",
       "\n",
       "    var fmt_picker = document.createElement('select');\n",
       "    fmt_picker.classList = 'mpl-widget';\n",
       "    toolbar.appendChild(fmt_picker);\n",
       "    this.format_dropdown = fmt_picker;\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = document.createElement('option');\n",
       "        option.selected = fmt === mpl.default_extension;\n",
       "        option.innerHTML = fmt;\n",
       "        fmt_picker.appendChild(option);\n",
       "    }\n",
       "\n",
       "    var status_bar = document.createElement('span');\n",
       "    status_bar.classList = 'mpl-message';\n",
       "    toolbar.appendChild(status_bar);\n",
       "    this.message = status_bar;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', { width: x_pixels, height: y_pixels });\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.send_message = function (type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function () {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function (fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1], msg['forward']);\n",
       "        fig.send_message('refresh', {});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
       "    var x0 = msg['x0'] / fig.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
       "    var x1 = msg['x1'] / fig.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0,\n",
       "        0,\n",
       "        fig.canvas.width / fig.ratio,\n",
       "        fig.canvas.height / fig.ratio\n",
       "    );\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch (cursor) {\n",
       "        case 0:\n",
       "            cursor = 'pointer';\n",
       "            break;\n",
       "        case 1:\n",
       "            cursor = 'default';\n",
       "            break;\n",
       "        case 2:\n",
       "            cursor = 'crosshair';\n",
       "            break;\n",
       "        case 3:\n",
       "            cursor = 'move';\n",
       "            break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_message = function (fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n",
       "    for (var key in msg) {\n",
       "        if (!(key in fig.buttons)) {\n",
       "            continue;\n",
       "        }\n",
       "        fig.buttons[key].disabled = !msg[key];\n",
       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
       "    if (msg['mode'] === 'PAN') {\n",
       "        fig.buttons['Pan'].classList.add('active');\n",
       "        fig.buttons['Zoom'].classList.remove('active');\n",
       "    } else if (msg['mode'] === 'ZOOM') {\n",
       "        fig.buttons['Pan'].classList.remove('active');\n",
       "        fig.buttons['Zoom'].classList.add('active');\n",
       "    } else {\n",
       "        fig.buttons['Pan'].classList.remove('active');\n",
       "        fig.buttons['Zoom'].classList.remove('active');\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function () {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message('ack', {});\n",
       "};\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function (fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = 'image/png';\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src\n",
       "                );\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data\n",
       "            );\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        } else if (\n",
       "            typeof evt.data === 'string' &&\n",
       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
       "        ) {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig['handle_' + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\n",
       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
       "                msg\n",
       "            );\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\n",
       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
       "                    e,\n",
       "                    e.stack,\n",
       "                    msg\n",
       "                );\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "};\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function (e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e) {\n",
       "        e = window.event;\n",
       "    }\n",
       "    if (e.target) {\n",
       "        targ = e.target;\n",
       "    } else if (e.srcElement) {\n",
       "        targ = e.srcElement;\n",
       "    }\n",
       "    if (targ.nodeType === 3) {\n",
       "        // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "    }\n",
       "\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    var boundingRect = targ.getBoundingClientRect();\n",
       "    var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n",
       "    var y = e.pageY - (boundingRect.top + document.body.scrollTop);\n",
       "\n",
       "    return { x: x, y: y };\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys(original) {\n",
       "    return Object.keys(original).reduce(function (obj, key) {\n",
       "        if (typeof original[key] !== 'object') {\n",
       "            obj[key] = original[key];\n",
       "        }\n",
       "        return obj;\n",
       "    }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function (event, name) {\n",
       "    var canvas_pos = mpl.findpos(event);\n",
       "\n",
       "    if (name === 'button_press') {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x * this.ratio;\n",
       "    var y = canvas_pos.y * this.ratio;\n",
       "\n",
       "    this.send_message(name, {\n",
       "        x: x,\n",
       "        y: y,\n",
       "        button: event.button,\n",
       "        step: event.step,\n",
       "        guiEvent: simpleKeys(event),\n",
       "    });\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.key_event = function (event, name) {\n",
       "    // Prevent repeat events\n",
       "    if (name === 'key_press') {\n",
       "        if (event.which === this._key) {\n",
       "            return;\n",
       "        } else {\n",
       "            this._key = event.which;\n",
       "        }\n",
       "    }\n",
       "    if (name === 'key_release') {\n",
       "        this._key = null;\n",
       "    }\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which !== 17) {\n",
       "        value += 'ctrl+';\n",
       "    }\n",
       "    if (event.altKey && event.which !== 18) {\n",
       "        value += 'alt+';\n",
       "    }\n",
       "    if (event.shiftKey && event.which !== 16) {\n",
       "        value += 'shift+';\n",
       "    }\n",
       "\n",
       "    value += 'k';\n",
       "    value += event.which.toString();\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n",
       "    return false;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n",
       "    if (name === 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message('toolbar_button', { name: name });\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "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\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
       "\n",
       "mpl.default_extension = \"png\";/* global mpl */\n",
       "\n",
       "var comm_websocket_adapter = function (comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.close = function () {\n",
       "        comm.close();\n",
       "    };\n",
       "    ws.send = function (m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function (msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
       "        ws.onmessage(msg['content']['data']);\n",
       "    });\n",
       "    return ws;\n",
       "};\n",
       "\n",
       "mpl.mpl_figure_comm = function (comm, msg) {\n",
       "    // This is the function which gets called when the mpl process\n",
       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
       "\n",
       "    var id = msg.content.data.id;\n",
       "    // Get hold of the div created by the display call when the Comm\n",
       "    // socket was opened in Python.\n",
       "    var element = document.getElementById(id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm);\n",
       "\n",
       "    function ondownload(figure, _format) {\n",
       "        window.open(figure.canvas.toDataURL());\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n",
       "\n",
       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
       "    // web socket which is closed, not our websocket->open comm proxy.\n",
       "    ws_proxy.onopen();\n",
       "\n",
       "    fig.parent_element = element;\n",
       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
       "    if (!fig.cell_info) {\n",
       "        console.error('Failed to find cell for figure', id, fig);\n",
       "        return;\n",
       "    }\n",
       "    fig.cell_info[0].output_area.element.one(\n",
       "        'cleared',\n",
       "        { fig: fig },\n",
       "        fig._remove_fig_handler\n",
       "    );\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
       "    var width = fig.canvas.width / fig.ratio;\n",
       "    fig.cell_info[0].output_area.element.off(\n",
       "        'cleared',\n",
       "        fig._remove_fig_handler\n",
       "    );\n",
       "\n",
       "    // Update the output cell to use the data from the current canvas.\n",
       "    fig.push_to_output();\n",
       "    var dataURL = fig.canvas.toDataURL();\n",
       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
       "    // the notebook keyboard shortcuts fail.\n",
       "    IPython.keyboard_manager.enable();\n",
       "    fig.parent_element.innerHTML =\n",
       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
       "    fig.close_ws(fig, msg);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.close_ws = function (fig, msg) {\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var width = this.canvas.width / this.ratio;\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] =\n",
       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function () {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message('ack', {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () {\n",
       "        fig.push_to_output();\n",
       "    }, 1000);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function () {\n",
       "    var fig = this;\n",
       "\n",
       "    var toolbar = document.createElement('div');\n",
       "    toolbar.classList = 'btn-toolbar';\n",
       "    this.root.appendChild(toolbar);\n",
       "\n",
       "    function on_click_closure(name) {\n",
       "        return function (_event) {\n",
       "            return fig.toolbar_button_onclick(name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    function on_mouseover_closure(tooltip) {\n",
       "        return function (event) {\n",
       "            if (!event.currentTarget.disabled) {\n",
       "                return fig.toolbar_button_onmouseover(tooltip);\n",
       "            }\n",
       "        };\n",
       "    }\n",
       "\n",
       "    fig.buttons = {};\n",
       "    var buttonGroup = document.createElement('div');\n",
       "    buttonGroup.classList = 'btn-group';\n",
       "    var button;\n",
       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            /* Instead of a spacer, we start a new button group. */\n",
       "            if (buttonGroup.hasChildNodes()) {\n",
       "                toolbar.appendChild(buttonGroup);\n",
       "            }\n",
       "            buttonGroup = document.createElement('div');\n",
       "            buttonGroup.classList = 'btn-group';\n",
       "            continue;\n",
       "        }\n",
       "\n",
       "        button = fig.buttons[name] = document.createElement('button');\n",
       "        button.classList = 'btn btn-default';\n",
       "        button.href = '#';\n",
       "        button.title = name;\n",
       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
       "        button.addEventListener('click', on_click_closure(method_name));\n",
       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
       "        buttonGroup.appendChild(button);\n",
       "    }\n",
       "\n",
       "    if (buttonGroup.hasChildNodes()) {\n",
       "        toolbar.appendChild(buttonGroup);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = document.createElement('span');\n",
       "    status_bar.classList = 'mpl-message pull-right';\n",
       "    toolbar.appendChild(status_bar);\n",
       "    this.message = status_bar;\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = document.createElement('div');\n",
       "    buttongrp.classList = 'btn-group inline pull-right';\n",
       "    button = document.createElement('button');\n",
       "    button.classList = 'btn btn-mini btn-primary';\n",
       "    button.href = '#';\n",
       "    button.title = 'Stop Interaction';\n",
       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
       "    button.addEventListener('click', function (_evt) {\n",
       "        fig.handle_close(fig, {});\n",
       "    });\n",
       "    button.addEventListener(\n",
       "        'mouseover',\n",
       "        on_mouseover_closure('Stop Interaction')\n",
       "    );\n",
       "    buttongrp.appendChild(button);\n",
       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
       "    var fig = event.data.fig;\n",
       "    fig.close_ws(fig, {});\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function (el) {\n",
       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
       "    // this is important to make the div 'focusable\n",
       "    el.setAttribute('tabindex', 0);\n",
       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
       "    // off when our div gets focus\n",
       "\n",
       "    // location in version 3\n",
       "    if (IPython.notebook.keyboard_manager) {\n",
       "        IPython.notebook.keyboard_manager.register_events(el);\n",
       "    } else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function (event, _name) {\n",
       "    var manager = IPython.notebook.keyboard_manager;\n",
       "    if (!manager) {\n",
       "        manager = IPython.keyboard_manager;\n",
       "    }\n",
       "\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which === 13) {\n",
       "        this.canvas_div.blur();\n",
       "        // select the cell after this one\n",
       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
       "        IPython.notebook.select(index + 1);\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "};\n",
       "\n",
       "mpl.find_output_cell = function (html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i = 0; i < ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code') {\n",
       "            for (var j = 0; j < cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] === html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "};\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel !== null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target(\n",
       "        'matplotlib',\n",
       "        mpl.mpl_figure_comm\n",
       "    );\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "/* global mpl */\n",
       "window.mpl = {};\n",
       "\n",
       "mpl.get_websocket_type = function () {\n",
       "    if (typeof WebSocket !== 'undefined') {\n",
       "        return WebSocket;\n",
       "    } else if (typeof MozWebSocket !== 'undefined') {\n",
       "        return MozWebSocket;\n",
       "    } else {\n",
       "        alert(\n",
       "            'Your browser does not have WebSocket support. ' +\n",
       "                'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
       "                'Firefox 4 and 5 are also supported but you ' +\n",
       "                'have to enable WebSockets in about:config.'\n",
       "        );\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n",
       "    this.id = figure_id;\n",
       "\n",
       "    this.ws = websocket;\n",
       "\n",
       "    this.supports_binary = this.ws.binaryType !== undefined;\n",
       "\n",
       "    if (!this.supports_binary) {\n",
       "        var warnings = document.getElementById('mpl-warnings');\n",
       "        if (warnings) {\n",
       "            warnings.style.display = 'block';\n",
       "            warnings.textContent =\n",
       "                'This browser does not support binary websocket messages. ' +\n",
       "                'Performance may be slow.';\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.imageObj = new Image();\n",
       "\n",
       "    this.context = undefined;\n",
       "    this.message = undefined;\n",
       "    this.canvas = undefined;\n",
       "    this.rubberband_canvas = undefined;\n",
       "    this.rubberband_context = undefined;\n",
       "    this.format_dropdown = undefined;\n",
       "\n",
       "    this.image_mode = 'full';\n",
       "\n",
       "    this.root = document.createElement('div');\n",
       "    this.root.setAttribute('style', 'display: inline-block');\n",
       "    this._root_extra_style(this.root);\n",
       "\n",
       "    parent_element.appendChild(this.root);\n",
       "\n",
       "    this._init_header(this);\n",
       "    this._init_canvas(this);\n",
       "    this._init_toolbar(this);\n",
       "\n",
       "    var fig = this;\n",
       "\n",
       "    this.waiting = false;\n",
       "\n",
       "    this.ws.onopen = function () {\n",
       "        fig.send_message('supports_binary', { value: fig.supports_binary });\n",
       "        fig.send_message('send_image_mode', {});\n",
       "        if (fig.ratio !== 1) {\n",
       "            fig.send_message('set_dpi_ratio', { dpi_ratio: fig.ratio });\n",
       "        }\n",
       "        fig.send_message('refresh', {});\n",
       "    };\n",
       "\n",
       "    this.imageObj.onload = function () {\n",
       "        if (fig.image_mode === 'full') {\n",
       "            // Full images could contain transparency (where diff images\n",
       "            // almost always do), so we need to clear the canvas so that\n",
       "            // there is no ghosting.\n",
       "            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
       "        }\n",
       "        fig.context.drawImage(fig.imageObj, 0, 0);\n",
       "    };\n",
       "\n",
       "    this.imageObj.onunload = function () {\n",
       "        fig.ws.close();\n",
       "    };\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._init_header = function () {\n",
       "    var titlebar = document.createElement('div');\n",
       "    titlebar.classList =\n",
       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
       "    var titletext = document.createElement('div');\n",
       "    titletext.classList = 'ui-dialog-title';\n",
       "    titletext.setAttribute(\n",
       "        'style',\n",
       "        'width: 100%; text-align: center; padding: 3px;'\n",
       "    );\n",
       "    titlebar.appendChild(titletext);\n",
       "    this.root.appendChild(titlebar);\n",
       "    this.header = titletext;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function () {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
       "    canvas_div.setAttribute(\n",
       "        'style',\n",
       "        'border: 1px solid #ddd;' +\n",
       "            'box-sizing: content-box;' +\n",
       "            'clear: both;' +\n",
       "            'min-height: 1px;' +\n",
       "            'min-width: 1px;' +\n",
       "            'outline: 0;' +\n",
       "            'overflow: hidden;' +\n",
       "            'position: relative;' +\n",
       "            'resize: both;'\n",
       "    );\n",
       "\n",
       "    function on_keyboard_event_closure(name) {\n",
       "        return function (event) {\n",
       "            return fig.key_event(event, name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    canvas_div.addEventListener(\n",
       "        'keydown',\n",
       "        on_keyboard_event_closure('key_press')\n",
       "    );\n",
       "    canvas_div.addEventListener(\n",
       "        'keyup',\n",
       "        on_keyboard_event_closure('key_release')\n",
       "    );\n",
       "\n",
       "    this._canvas_extra_style(canvas_div);\n",
       "    this.root.appendChild(canvas_div);\n",
       "\n",
       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
       "    canvas.classList.add('mpl-canvas');\n",
       "    canvas.setAttribute('style', 'box-sizing: content-box;');\n",
       "\n",
       "    this.context = canvas.getContext('2d');\n",
       "\n",
       "    var backingStore =\n",
       "        this.context.backingStorePixelRatio ||\n",
       "        this.context.webkitBackingStorePixelRatio ||\n",
       "        this.context.mozBackingStorePixelRatio ||\n",
       "        this.context.msBackingStorePixelRatio ||\n",
       "        this.context.oBackingStorePixelRatio ||\n",
       "        this.context.backingStorePixelRatio ||\n",
       "        1;\n",
       "\n",
       "    this.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
       "    if (this.ratio !== 1) {\n",
       "        fig.send_message('set_dpi_ratio', { dpi_ratio: this.ratio });\n",
       "    }\n",
       "\n",
       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
       "        'canvas'\n",
       "    ));\n",
       "    rubberband_canvas.setAttribute(\n",
       "        'style',\n",
       "        'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n",
       "    );\n",
       "\n",
       "    var resizeObserver = new ResizeObserver(function (entries) {\n",
       "        var nentries = entries.length;\n",
       "        for (var i = 0; i < nentries; i++) {\n",
       "            var entry = entries[i];\n",
       "            var width, height;\n",
       "            if (entry.contentBoxSize) {\n",
       "                if (entry.contentBoxSize instanceof Array) {\n",
       "                    // Chrome 84 implements new version of spec.\n",
       "                    width = entry.contentBoxSize[0].inlineSize;\n",
       "                    height = entry.contentBoxSize[0].blockSize;\n",
       "                } else {\n",
       "                    // Firefox implements old version of spec.\n",
       "                    width = entry.contentBoxSize.inlineSize;\n",
       "                    height = entry.contentBoxSize.blockSize;\n",
       "                }\n",
       "            } else {\n",
       "                // Chrome <84 implements even older version of spec.\n",
       "                width = entry.contentRect.width;\n",
       "                height = entry.contentRect.height;\n",
       "            }\n",
       "\n",
       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
       "            // the canvas container.\n",
       "            if (entry.devicePixelContentBoxSize) {\n",
       "                // Chrome 84 implements new version of spec.\n",
       "                canvas.setAttribute(\n",
       "                    'width',\n",
       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
       "                );\n",
       "                canvas.setAttribute(\n",
       "                    'height',\n",
       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
       "                );\n",
       "            } else {\n",
       "                canvas.setAttribute('width', width * fig.ratio);\n",
       "                canvas.setAttribute('height', height * fig.ratio);\n",
       "            }\n",
       "            canvas.setAttribute(\n",
       "                'style',\n",
       "                'width: ' + width + 'px; height: ' + height + 'px;'\n",
       "            );\n",
       "\n",
       "            rubberband_canvas.setAttribute('width', width);\n",
       "            rubberband_canvas.setAttribute('height', height);\n",
       "\n",
       "            // And update the size in Python. We ignore the initial 0/0 size\n",
       "            // that occurs as the element is placed into the DOM, which should\n",
       "            // otherwise not happen due to the minimum size styling.\n",
       "            if (width != 0 && height != 0) {\n",
       "                fig.request_resize(width, height);\n",
       "            }\n",
       "        }\n",
       "    });\n",
       "    resizeObserver.observe(canvas_div);\n",
       "\n",
       "    function on_mouse_event_closure(name) {\n",
       "        return function (event) {\n",
       "            return fig.mouse_event(event, name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mousedown',\n",
       "        on_mouse_event_closure('button_press')\n",
       "    );\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mouseup',\n",
       "        on_mouse_event_closure('button_release')\n",
       "    );\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mousemove',\n",
       "        on_mouse_event_closure('motion_notify')\n",
       "    );\n",
       "\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mouseenter',\n",
       "        on_mouse_event_closure('figure_enter')\n",
       "    );\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mouseleave',\n",
       "        on_mouse_event_closure('figure_leave')\n",
       "    );\n",
       "\n",
       "    canvas_div.addEventListener('wheel', function (event) {\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        on_mouse_event_closure('scroll')(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.appendChild(canvas);\n",
       "    canvas_div.appendChild(rubberband_canvas);\n",
       "\n",
       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
       "    this.rubberband_context.strokeStyle = '#000000';\n",
       "\n",
       "    this._resize_canvas = function (width, height, forward) {\n",
       "        if (forward) {\n",
       "            canvas_div.style.width = width + 'px';\n",
       "            canvas_div.style.height = height + 'px';\n",
       "        }\n",
       "    };\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n",
       "        event.preventDefault();\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus() {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function () {\n",
       "    var fig = this;\n",
       "\n",
       "    var toolbar = document.createElement('div');\n",
       "    toolbar.classList = 'mpl-toolbar';\n",
       "    this.root.appendChild(toolbar);\n",
       "\n",
       "    function on_click_closure(name) {\n",
       "        return function (_event) {\n",
       "            return fig.toolbar_button_onclick(name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    function on_mouseover_closure(tooltip) {\n",
       "        return function (event) {\n",
       "            if (!event.currentTarget.disabled) {\n",
       "                return fig.toolbar_button_onmouseover(tooltip);\n",
       "            }\n",
       "        };\n",
       "    }\n",
       "\n",
       "    fig.buttons = {};\n",
       "    var buttonGroup = document.createElement('div');\n",
       "    buttonGroup.classList = 'mpl-button-group';\n",
       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            /* Instead of a spacer, we start a new button group. */\n",
       "            if (buttonGroup.hasChildNodes()) {\n",
       "                toolbar.appendChild(buttonGroup);\n",
       "            }\n",
       "            buttonGroup = document.createElement('div');\n",
       "            buttonGroup.classList = 'mpl-button-group';\n",
       "            continue;\n",
       "        }\n",
       "\n",
       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
       "        button.classList = 'mpl-widget';\n",
       "        button.setAttribute('role', 'button');\n",
       "        button.setAttribute('aria-disabled', 'false');\n",
       "        button.addEventListener('click', on_click_closure(method_name));\n",
       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
       "\n",
       "        var icon_img = document.createElement('img');\n",
       "        icon_img.src = '_images/' + image + '.png';\n",
       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
       "        icon_img.alt = tooltip;\n",
       "        button.appendChild(icon_img);\n",
       "\n",
       "        buttonGroup.appendChild(button);\n",
       "    }\n",
       "\n",
       "    if (buttonGroup.hasChildNodes()) {\n",
       "        toolbar.appendChild(buttonGroup);\n",
       "    }\n",
       "\n",
       "    var fmt_picker = document.createElement('select');\n",
       "    fmt_picker.classList = 'mpl-widget';\n",
       "    toolbar.appendChild(fmt_picker);\n",
       "    this.format_dropdown = fmt_picker;\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = document.createElement('option');\n",
       "        option.selected = fmt === mpl.default_extension;\n",
       "        option.innerHTML = fmt;\n",
       "        fmt_picker.appendChild(option);\n",
       "    }\n",
       "\n",
       "    var status_bar = document.createElement('span');\n",
       "    status_bar.classList = 'mpl-message';\n",
       "    toolbar.appendChild(status_bar);\n",
       "    this.message = status_bar;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', { width: x_pixels, height: y_pixels });\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.send_message = function (type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function () {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function (fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1], msg['forward']);\n",
       "        fig.send_message('refresh', {});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
       "    var x0 = msg['x0'] / fig.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
       "    var x1 = msg['x1'] / fig.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0,\n",
       "        0,\n",
       "        fig.canvas.width / fig.ratio,\n",
       "        fig.canvas.height / fig.ratio\n",
       "    );\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch (cursor) {\n",
       "        case 0:\n",
       "            cursor = 'pointer';\n",
       "            break;\n",
       "        case 1:\n",
       "            cursor = 'default';\n",
       "            break;\n",
       "        case 2:\n",
       "            cursor = 'crosshair';\n",
       "            break;\n",
       "        case 3:\n",
       "            cursor = 'move';\n",
       "            break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_message = function (fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n",
       "    for (var key in msg) {\n",
       "        if (!(key in fig.buttons)) {\n",
       "            continue;\n",
       "        }\n",
       "        fig.buttons[key].disabled = !msg[key];\n",
       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
       "    if (msg['mode'] === 'PAN') {\n",
       "        fig.buttons['Pan'].classList.add('active');\n",
       "        fig.buttons['Zoom'].classList.remove('active');\n",
       "    } else if (msg['mode'] === 'ZOOM') {\n",
       "        fig.buttons['Pan'].classList.remove('active');\n",
       "        fig.buttons['Zoom'].classList.add('active');\n",
       "    } else {\n",
       "        fig.buttons['Pan'].classList.remove('active');\n",
       "        fig.buttons['Zoom'].classList.remove('active');\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function () {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message('ack', {});\n",
       "};\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function (fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = 'image/png';\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src\n",
       "                );\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data\n",
       "            );\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        } else if (\n",
       "            typeof evt.data === 'string' &&\n",
       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
       "        ) {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig['handle_' + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\n",
       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
       "                msg\n",
       "            );\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\n",
       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
       "                    e,\n",
       "                    e.stack,\n",
       "                    msg\n",
       "                );\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "};\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function (e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e) {\n",
       "        e = window.event;\n",
       "    }\n",
       "    if (e.target) {\n",
       "        targ = e.target;\n",
       "    } else if (e.srcElement) {\n",
       "        targ = e.srcElement;\n",
       "    }\n",
       "    if (targ.nodeType === 3) {\n",
       "        // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "    }\n",
       "\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    var boundingRect = targ.getBoundingClientRect();\n",
       "    var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n",
       "    var y = e.pageY - (boundingRect.top + document.body.scrollTop);\n",
       "\n",
       "    return { x: x, y: y };\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys(original) {\n",
       "    return Object.keys(original).reduce(function (obj, key) {\n",
       "        if (typeof original[key] !== 'object') {\n",
       "            obj[key] = original[key];\n",
       "        }\n",
       "        return obj;\n",
       "    }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function (event, name) {\n",
       "    var canvas_pos = mpl.findpos(event);\n",
       "\n",
       "    if (name === 'button_press') {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x * this.ratio;\n",
       "    var y = canvas_pos.y * this.ratio;\n",
       "\n",
       "    this.send_message(name, {\n",
       "        x: x,\n",
       "        y: y,\n",
       "        button: event.button,\n",
       "        step: event.step,\n",
       "        guiEvent: simpleKeys(event),\n",
       "    });\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.key_event = function (event, name) {\n",
       "    // Prevent repeat events\n",
       "    if (name === 'key_press') {\n",
       "        if (event.which === this._key) {\n",
       "            return;\n",
       "        } else {\n",
       "            this._key = event.which;\n",
       "        }\n",
       "    }\n",
       "    if (name === 'key_release') {\n",
       "        this._key = null;\n",
       "    }\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which !== 17) {\n",
       "        value += 'ctrl+';\n",
       "    }\n",
       "    if (event.altKey && event.which !== 18) {\n",
       "        value += 'alt+';\n",
       "    }\n",
       "    if (event.shiftKey && event.which !== 16) {\n",
       "        value += 'shift+';\n",
       "    }\n",
       "\n",
       "    value += 'k';\n",
       "    value += event.which.toString();\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n",
       "    return false;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n",
       "    if (name === 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message('toolbar_button', { name: name });\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "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\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
       "\n",
       "mpl.default_extension = \"png\";/* global mpl */\n",
       "\n",
       "var comm_websocket_adapter = function (comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.close = function () {\n",
       "        comm.close();\n",
       "    };\n",
       "    ws.send = function (m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function (msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
       "        ws.onmessage(msg['content']['data']);\n",
       "    });\n",
       "    return ws;\n",
       "};\n",
       "\n",
       "mpl.mpl_figure_comm = function (comm, msg) {\n",
       "    // This is the function which gets called when the mpl process\n",
       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
       "\n",
       "    var id = msg.content.data.id;\n",
       "    // Get hold of the div created by the display call when the Comm\n",
       "    // socket was opened in Python.\n",
       "    var element = document.getElementById(id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm);\n",
       "\n",
       "    function ondownload(figure, _format) {\n",
       "        window.open(figure.canvas.toDataURL());\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n",
       "\n",
       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
       "    // web socket which is closed, not our websocket->open comm proxy.\n",
       "    ws_proxy.onopen();\n",
       "\n",
       "    fig.parent_element = element;\n",
       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
       "    if (!fig.cell_info) {\n",
       "        console.error('Failed to find cell for figure', id, fig);\n",
       "        return;\n",
       "    }\n",
       "    fig.cell_info[0].output_area.element.one(\n",
       "        'cleared',\n",
       "        { fig: fig },\n",
       "        fig._remove_fig_handler\n",
       "    );\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
       "    var width = fig.canvas.width / fig.ratio;\n",
       "    fig.cell_info[0].output_area.element.off(\n",
       "        'cleared',\n",
       "        fig._remove_fig_handler\n",
       "    );\n",
       "\n",
       "    // Update the output cell to use the data from the current canvas.\n",
       "    fig.push_to_output();\n",
       "    var dataURL = fig.canvas.toDataURL();\n",
       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
       "    // the notebook keyboard shortcuts fail.\n",
       "    IPython.keyboard_manager.enable();\n",
       "    fig.parent_element.innerHTML =\n",
       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
       "    fig.close_ws(fig, msg);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.close_ws = function (fig, msg) {\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var width = this.canvas.width / this.ratio;\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] =\n",
       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function () {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message('ack', {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () {\n",
       "        fig.push_to_output();\n",
       "    }, 1000);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function () {\n",
       "    var fig = this;\n",
       "\n",
       "    var toolbar = document.createElement('div');\n",
       "    toolbar.classList = 'btn-toolbar';\n",
       "    this.root.appendChild(toolbar);\n",
       "\n",
       "    function on_click_closure(name) {\n",
       "        return function (_event) {\n",
       "            return fig.toolbar_button_onclick(name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    function on_mouseover_closure(tooltip) {\n",
       "        return function (event) {\n",
       "            if (!event.currentTarget.disabled) {\n",
       "                return fig.toolbar_button_onmouseover(tooltip);\n",
       "            }\n",
       "        };\n",
       "    }\n",
       "\n",
       "    fig.buttons = {};\n",
       "    var buttonGroup = document.createElement('div');\n",
       "    buttonGroup.classList = 'btn-group';\n",
       "    var button;\n",
       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            /* Instead of a spacer, we start a new button group. */\n",
       "            if (buttonGroup.hasChildNodes()) {\n",
       "                toolbar.appendChild(buttonGroup);\n",
       "            }\n",
       "            buttonGroup = document.createElement('div');\n",
       "            buttonGroup.classList = 'btn-group';\n",
       "            continue;\n",
       "        }\n",
       "\n",
       "        button = fig.buttons[name] = document.createElement('button');\n",
       "        button.classList = 'btn btn-default';\n",
       "        button.href = '#';\n",
       "        button.title = name;\n",
       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
       "        button.addEventListener('click', on_click_closure(method_name));\n",
       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
       "        buttonGroup.appendChild(button);\n",
       "    }\n",
       "\n",
       "    if (buttonGroup.hasChildNodes()) {\n",
       "        toolbar.appendChild(buttonGroup);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = document.createElement('span');\n",
       "    status_bar.classList = 'mpl-message pull-right';\n",
       "    toolbar.appendChild(status_bar);\n",
       "    this.message = status_bar;\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = document.createElement('div');\n",
       "    buttongrp.classList = 'btn-group inline pull-right';\n",
       "    button = document.createElement('button');\n",
       "    button.classList = 'btn btn-mini btn-primary';\n",
       "    button.href = '#';\n",
       "    button.title = 'Stop Interaction';\n",
       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
       "    button.addEventListener('click', function (_evt) {\n",
       "        fig.handle_close(fig, {});\n",
       "    });\n",
       "    button.addEventListener(\n",
       "        'mouseover',\n",
       "        on_mouseover_closure('Stop Interaction')\n",
       "    );\n",
       "    buttongrp.appendChild(button);\n",
       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
       "    var fig = event.data.fig;\n",
       "    fig.close_ws(fig, {});\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function (el) {\n",
       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
       "    // this is important to make the div 'focusable\n",
       "    el.setAttribute('tabindex', 0);\n",
       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
       "    // off when our div gets focus\n",
       "\n",
       "    // location in version 3\n",
       "    if (IPython.notebook.keyboard_manager) {\n",
       "        IPython.notebook.keyboard_manager.register_events(el);\n",
       "    } else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function (event, _name) {\n",
       "    var manager = IPython.notebook.keyboard_manager;\n",
       "    if (!manager) {\n",
       "        manager = IPython.keyboard_manager;\n",
       "    }\n",
       "\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which === 13) {\n",
       "        this.canvas_div.blur();\n",
       "        // select the cell after this one\n",
       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
       "        IPython.notebook.select(index + 1);\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "};\n",
       "\n",
       "mpl.find_output_cell = function (html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i = 0; i < ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code') {\n",
       "            for (var j = 0; j < cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] === html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "};\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel !== null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target(\n",
       "        'matplotlib',\n",
       "        mpl.mpl_figure_comm\n",
       "    );\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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\" width=\"1238.45\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Etapa de crescimento das regiões:\n",
      "\n",
      ">> Semente 0\n",
      "\n",
      ">> Semente 1\n"
     ]
    },
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "/* global mpl */\n",
       "window.mpl = {};\n",
       "\n",
       "mpl.get_websocket_type = function () {\n",
       "    if (typeof WebSocket !== 'undefined') {\n",
       "        return WebSocket;\n",
       "    } else if (typeof MozWebSocket !== 'undefined') {\n",
       "        return MozWebSocket;\n",
       "    } else {\n",
       "        alert(\n",
       "            'Your browser does not have WebSocket support. ' +\n",
       "                'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
       "                'Firefox 4 and 5 are also supported but you ' +\n",
       "                'have to enable WebSockets in about:config.'\n",
       "        );\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n",
       "    this.id = figure_id;\n",
       "\n",
       "    this.ws = websocket;\n",
       "\n",
       "    this.supports_binary = this.ws.binaryType !== undefined;\n",
       "\n",
       "    if (!this.supports_binary) {\n",
       "        var warnings = document.getElementById('mpl-warnings');\n",
       "        if (warnings) {\n",
       "            warnings.style.display = 'block';\n",
       "            warnings.textContent =\n",
       "                'This browser does not support binary websocket messages. ' +\n",
       "                'Performance may be slow.';\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.imageObj = new Image();\n",
       "\n",
       "    this.context = undefined;\n",
       "    this.message = undefined;\n",
       "    this.canvas = undefined;\n",
       "    this.rubberband_canvas = undefined;\n",
       "    this.rubberband_context = undefined;\n",
       "    this.format_dropdown = undefined;\n",
       "\n",
       "    this.image_mode = 'full';\n",
       "\n",
       "    this.root = document.createElement('div');\n",
       "    this.root.setAttribute('style', 'display: inline-block');\n",
       "    this._root_extra_style(this.root);\n",
       "\n",
       "    parent_element.appendChild(this.root);\n",
       "\n",
       "    this._init_header(this);\n",
       "    this._init_canvas(this);\n",
       "    this._init_toolbar(this);\n",
       "\n",
       "    var fig = this;\n",
       "\n",
       "    this.waiting = false;\n",
       "\n",
       "    this.ws.onopen = function () {\n",
       "        fig.send_message('supports_binary', { value: fig.supports_binary });\n",
       "        fig.send_message('send_image_mode', {});\n",
       "        if (fig.ratio !== 1) {\n",
       "            fig.send_message('set_dpi_ratio', { dpi_ratio: fig.ratio });\n",
       "        }\n",
       "        fig.send_message('refresh', {});\n",
       "    };\n",
       "\n",
       "    this.imageObj.onload = function () {\n",
       "        if (fig.image_mode === 'full') {\n",
       "            // Full images could contain transparency (where diff images\n",
       "            // almost always do), so we need to clear the canvas so that\n",
       "            // there is no ghosting.\n",
       "            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
       "        }\n",
       "        fig.context.drawImage(fig.imageObj, 0, 0);\n",
       "    };\n",
       "\n",
       "    this.imageObj.onunload = function () {\n",
       "        fig.ws.close();\n",
       "    };\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._init_header = function () {\n",
       "    var titlebar = document.createElement('div');\n",
       "    titlebar.classList =\n",
       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
       "    var titletext = document.createElement('div');\n",
       "    titletext.classList = 'ui-dialog-title';\n",
       "    titletext.setAttribute(\n",
       "        'style',\n",
       "        'width: 100%; text-align: center; padding: 3px;'\n",
       "    );\n",
       "    titlebar.appendChild(titletext);\n",
       "    this.root.appendChild(titlebar);\n",
       "    this.header = titletext;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function () {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
       "    canvas_div.setAttribute(\n",
       "        'style',\n",
       "        'border: 1px solid #ddd;' +\n",
       "            'box-sizing: content-box;' +\n",
       "            'clear: both;' +\n",
       "            'min-height: 1px;' +\n",
       "            'min-width: 1px;' +\n",
       "            'outline: 0;' +\n",
       "            'overflow: hidden;' +\n",
       "            'position: relative;' +\n",
       "            'resize: both;'\n",
       "    );\n",
       "\n",
       "    function on_keyboard_event_closure(name) {\n",
       "        return function (event) {\n",
       "            return fig.key_event(event, name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    canvas_div.addEventListener(\n",
       "        'keydown',\n",
       "        on_keyboard_event_closure('key_press')\n",
       "    );\n",
       "    canvas_div.addEventListener(\n",
       "        'keyup',\n",
       "        on_keyboard_event_closure('key_release')\n",
       "    );\n",
       "\n",
       "    this._canvas_extra_style(canvas_div);\n",
       "    this.root.appendChild(canvas_div);\n",
       "\n",
       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
       "    canvas.classList.add('mpl-canvas');\n",
       "    canvas.setAttribute('style', 'box-sizing: content-box;');\n",
       "\n",
       "    this.context = canvas.getContext('2d');\n",
       "\n",
       "    var backingStore =\n",
       "        this.context.backingStorePixelRatio ||\n",
       "        this.context.webkitBackingStorePixelRatio ||\n",
       "        this.context.mozBackingStorePixelRatio ||\n",
       "        this.context.msBackingStorePixelRatio ||\n",
       "        this.context.oBackingStorePixelRatio ||\n",
       "        this.context.backingStorePixelRatio ||\n",
       "        1;\n",
       "\n",
       "    this.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
       "    if (this.ratio !== 1) {\n",
       "        fig.send_message('set_dpi_ratio', { dpi_ratio: this.ratio });\n",
       "    }\n",
       "\n",
       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
       "        'canvas'\n",
       "    ));\n",
       "    rubberband_canvas.setAttribute(\n",
       "        'style',\n",
       "        'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n",
       "    );\n",
       "\n",
       "    var resizeObserver = new ResizeObserver(function (entries) {\n",
       "        var nentries = entries.length;\n",
       "        for (var i = 0; i < nentries; i++) {\n",
       "            var entry = entries[i];\n",
       "            var width, height;\n",
       "            if (entry.contentBoxSize) {\n",
       "                if (entry.contentBoxSize instanceof Array) {\n",
       "                    // Chrome 84 implements new version of spec.\n",
       "                    width = entry.contentBoxSize[0].inlineSize;\n",
       "                    height = entry.contentBoxSize[0].blockSize;\n",
       "                } else {\n",
       "                    // Firefox implements old version of spec.\n",
       "                    width = entry.contentBoxSize.inlineSize;\n",
       "                    height = entry.contentBoxSize.blockSize;\n",
       "                }\n",
       "            } else {\n",
       "                // Chrome <84 implements even older version of spec.\n",
       "                width = entry.contentRect.width;\n",
       "                height = entry.contentRect.height;\n",
       "            }\n",
       "\n",
       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
       "            // the canvas container.\n",
       "            if (entry.devicePixelContentBoxSize) {\n",
       "                // Chrome 84 implements new version of spec.\n",
       "                canvas.setAttribute(\n",
       "                    'width',\n",
       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
       "                );\n",
       "                canvas.setAttribute(\n",
       "                    'height',\n",
       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
       "                );\n",
       "            } else {\n",
       "                canvas.setAttribute('width', width * fig.ratio);\n",
       "                canvas.setAttribute('height', height * fig.ratio);\n",
       "            }\n",
       "            canvas.setAttribute(\n",
       "                'style',\n",
       "                'width: ' + width + 'px; height: ' + height + 'px;'\n",
       "            );\n",
       "\n",
       "            rubberband_canvas.setAttribute('width', width);\n",
       "            rubberband_canvas.setAttribute('height', height);\n",
       "\n",
       "            // And update the size in Python. We ignore the initial 0/0 size\n",
       "            // that occurs as the element is placed into the DOM, which should\n",
       "            // otherwise not happen due to the minimum size styling.\n",
       "            if (width != 0 && height != 0) {\n",
       "                fig.request_resize(width, height);\n",
       "            }\n",
       "        }\n",
       "    });\n",
       "    resizeObserver.observe(canvas_div);\n",
       "\n",
       "    function on_mouse_event_closure(name) {\n",
       "        return function (event) {\n",
       "            return fig.mouse_event(event, name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mousedown',\n",
       "        on_mouse_event_closure('button_press')\n",
       "    );\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mouseup',\n",
       "        on_mouse_event_closure('button_release')\n",
       "    );\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mousemove',\n",
       "        on_mouse_event_closure('motion_notify')\n",
       "    );\n",
       "\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mouseenter',\n",
       "        on_mouse_event_closure('figure_enter')\n",
       "    );\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mouseleave',\n",
       "        on_mouse_event_closure('figure_leave')\n",
       "    );\n",
       "\n",
       "    canvas_div.addEventListener('wheel', function (event) {\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        on_mouse_event_closure('scroll')(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.appendChild(canvas);\n",
       "    canvas_div.appendChild(rubberband_canvas);\n",
       "\n",
       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
       "    this.rubberband_context.strokeStyle = '#000000';\n",
       "\n",
       "    this._resize_canvas = function (width, height, forward) {\n",
       "        if (forward) {\n",
       "            canvas_div.style.width = width + 'px';\n",
       "            canvas_div.style.height = height + 'px';\n",
       "        }\n",
       "    };\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n",
       "        event.preventDefault();\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus() {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function () {\n",
       "    var fig = this;\n",
       "\n",
       "    var toolbar = document.createElement('div');\n",
       "    toolbar.classList = 'mpl-toolbar';\n",
       "    this.root.appendChild(toolbar);\n",
       "\n",
       "    function on_click_closure(name) {\n",
       "        return function (_event) {\n",
       "            return fig.toolbar_button_onclick(name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    function on_mouseover_closure(tooltip) {\n",
       "        return function (event) {\n",
       "            if (!event.currentTarget.disabled) {\n",
       "                return fig.toolbar_button_onmouseover(tooltip);\n",
       "            }\n",
       "        };\n",
       "    }\n",
       "\n",
       "    fig.buttons = {};\n",
       "    var buttonGroup = document.createElement('div');\n",
       "    buttonGroup.classList = 'mpl-button-group';\n",
       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            /* Instead of a spacer, we start a new button group. */\n",
       "            if (buttonGroup.hasChildNodes()) {\n",
       "                toolbar.appendChild(buttonGroup);\n",
       "            }\n",
       "            buttonGroup = document.createElement('div');\n",
       "            buttonGroup.classList = 'mpl-button-group';\n",
       "            continue;\n",
       "        }\n",
       "\n",
       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
       "        button.classList = 'mpl-widget';\n",
       "        button.setAttribute('role', 'button');\n",
       "        button.setAttribute('aria-disabled', 'false');\n",
       "        button.addEventListener('click', on_click_closure(method_name));\n",
       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
       "\n",
       "        var icon_img = document.createElement('img');\n",
       "        icon_img.src = '_images/' + image + '.png';\n",
       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
       "        icon_img.alt = tooltip;\n",
       "        button.appendChild(icon_img);\n",
       "\n",
       "        buttonGroup.appendChild(button);\n",
       "    }\n",
       "\n",
       "    if (buttonGroup.hasChildNodes()) {\n",
       "        toolbar.appendChild(buttonGroup);\n",
       "    }\n",
       "\n",
       "    var fmt_picker = document.createElement('select');\n",
       "    fmt_picker.classList = 'mpl-widget';\n",
       "    toolbar.appendChild(fmt_picker);\n",
       "    this.format_dropdown = fmt_picker;\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = document.createElement('option');\n",
       "        option.selected = fmt === mpl.default_extension;\n",
       "        option.innerHTML = fmt;\n",
       "        fmt_picker.appendChild(option);\n",
       "    }\n",
       "\n",
       "    var status_bar = document.createElement('span');\n",
       "    status_bar.classList = 'mpl-message';\n",
       "    toolbar.appendChild(status_bar);\n",
       "    this.message = status_bar;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', { width: x_pixels, height: y_pixels });\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.send_message = function (type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function () {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function (fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1], msg['forward']);\n",
       "        fig.send_message('refresh', {});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
       "    var x0 = msg['x0'] / fig.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
       "    var x1 = msg['x1'] / fig.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0,\n",
       "        0,\n",
       "        fig.canvas.width / fig.ratio,\n",
       "        fig.canvas.height / fig.ratio\n",
       "    );\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch (cursor) {\n",
       "        case 0:\n",
       "            cursor = 'pointer';\n",
       "            break;\n",
       "        case 1:\n",
       "            cursor = 'default';\n",
       "            break;\n",
       "        case 2:\n",
       "            cursor = 'crosshair';\n",
       "            break;\n",
       "        case 3:\n",
       "            cursor = 'move';\n",
       "            break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_message = function (fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n",
       "    for (var key in msg) {\n",
       "        if (!(key in fig.buttons)) {\n",
       "            continue;\n",
       "        }\n",
       "        fig.buttons[key].disabled = !msg[key];\n",
       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
       "    if (msg['mode'] === 'PAN') {\n",
       "        fig.buttons['Pan'].classList.add('active');\n",
       "        fig.buttons['Zoom'].classList.remove('active');\n",
       "    } else if (msg['mode'] === 'ZOOM') {\n",
       "        fig.buttons['Pan'].classList.remove('active');\n",
       "        fig.buttons['Zoom'].classList.add('active');\n",
       "    } else {\n",
       "        fig.buttons['Pan'].classList.remove('active');\n",
       "        fig.buttons['Zoom'].classList.remove('active');\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function () {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message('ack', {});\n",
       "};\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function (fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = 'image/png';\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src\n",
       "                );\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data\n",
       "            );\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        } else if (\n",
       "            typeof evt.data === 'string' &&\n",
       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
       "        ) {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig['handle_' + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\n",
       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
       "                msg\n",
       "            );\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\n",
       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
       "                    e,\n",
       "                    e.stack,\n",
       "                    msg\n",
       "                );\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "};\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function (e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e) {\n",
       "        e = window.event;\n",
       "    }\n",
       "    if (e.target) {\n",
       "        targ = e.target;\n",
       "    } else if (e.srcElement) {\n",
       "        targ = e.srcElement;\n",
       "    }\n",
       "    if (targ.nodeType === 3) {\n",
       "        // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "    }\n",
       "\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    var boundingRect = targ.getBoundingClientRect();\n",
       "    var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n",
       "    var y = e.pageY - (boundingRect.top + document.body.scrollTop);\n",
       "\n",
       "    return { x: x, y: y };\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys(original) {\n",
       "    return Object.keys(original).reduce(function (obj, key) {\n",
       "        if (typeof original[key] !== 'object') {\n",
       "            obj[key] = original[key];\n",
       "        }\n",
       "        return obj;\n",
       "    }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function (event, name) {\n",
       "    var canvas_pos = mpl.findpos(event);\n",
       "\n",
       "    if (name === 'button_press') {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x * this.ratio;\n",
       "    var y = canvas_pos.y * this.ratio;\n",
       "\n",
       "    this.send_message(name, {\n",
       "        x: x,\n",
       "        y: y,\n",
       "        button: event.button,\n",
       "        step: event.step,\n",
       "        guiEvent: simpleKeys(event),\n",
       "    });\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.key_event = function (event, name) {\n",
       "    // Prevent repeat events\n",
       "    if (name === 'key_press') {\n",
       "        if (event.which === this._key) {\n",
       "            return;\n",
       "        } else {\n",
       "            this._key = event.which;\n",
       "        }\n",
       "    }\n",
       "    if (name === 'key_release') {\n",
       "        this._key = null;\n",
       "    }\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which !== 17) {\n",
       "        value += 'ctrl+';\n",
       "    }\n",
       "    if (event.altKey && event.which !== 18) {\n",
       "        value += 'alt+';\n",
       "    }\n",
       "    if (event.shiftKey && event.which !== 16) {\n",
       "        value += 'shift+';\n",
       "    }\n",
       "\n",
       "    value += 'k';\n",
       "    value += event.which.toString();\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n",
       "    return false;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n",
       "    if (name === 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message('toolbar_button', { name: name });\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "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\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
       "\n",
       "mpl.default_extension = \"png\";/* global mpl */\n",
       "\n",
       "var comm_websocket_adapter = function (comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.close = function () {\n",
       "        comm.close();\n",
       "    };\n",
       "    ws.send = function (m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function (msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
       "        ws.onmessage(msg['content']['data']);\n",
       "    });\n",
       "    return ws;\n",
       "};\n",
       "\n",
       "mpl.mpl_figure_comm = function (comm, msg) {\n",
       "    // This is the function which gets called when the mpl process\n",
       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
       "\n",
       "    var id = msg.content.data.id;\n",
       "    // Get hold of the div created by the display call when the Comm\n",
       "    // socket was opened in Python.\n",
       "    var element = document.getElementById(id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm);\n",
       "\n",
       "    function ondownload(figure, _format) {\n",
       "        window.open(figure.canvas.toDataURL());\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n",
       "\n",
       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
       "    // web socket which is closed, not our websocket->open comm proxy.\n",
       "    ws_proxy.onopen();\n",
       "\n",
       "    fig.parent_element = element;\n",
       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
       "    if (!fig.cell_info) {\n",
       "        console.error('Failed to find cell for figure', id, fig);\n",
       "        return;\n",
       "    }\n",
       "    fig.cell_info[0].output_area.element.one(\n",
       "        'cleared',\n",
       "        { fig: fig },\n",
       "        fig._remove_fig_handler\n",
       "    );\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
       "    var width = fig.canvas.width / fig.ratio;\n",
       "    fig.cell_info[0].output_area.element.off(\n",
       "        'cleared',\n",
       "        fig._remove_fig_handler\n",
       "    );\n",
       "\n",
       "    // Update the output cell to use the data from the current canvas.\n",
       "    fig.push_to_output();\n",
       "    var dataURL = fig.canvas.toDataURL();\n",
       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
       "    // the notebook keyboard shortcuts fail.\n",
       "    IPython.keyboard_manager.enable();\n",
       "    fig.parent_element.innerHTML =\n",
       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
       "    fig.close_ws(fig, msg);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.close_ws = function (fig, msg) {\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var width = this.canvas.width / this.ratio;\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] =\n",
       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function () {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message('ack', {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () {\n",
       "        fig.push_to_output();\n",
       "    }, 1000);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function () {\n",
       "    var fig = this;\n",
       "\n",
       "    var toolbar = document.createElement('div');\n",
       "    toolbar.classList = 'btn-toolbar';\n",
       "    this.root.appendChild(toolbar);\n",
       "\n",
       "    function on_click_closure(name) {\n",
       "        return function (_event) {\n",
       "            return fig.toolbar_button_onclick(name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    function on_mouseover_closure(tooltip) {\n",
       "        return function (event) {\n",
       "            if (!event.currentTarget.disabled) {\n",
       "                return fig.toolbar_button_onmouseover(tooltip);\n",
       "            }\n",
       "        };\n",
       "    }\n",
       "\n",
       "    fig.buttons = {};\n",
       "    var buttonGroup = document.createElement('div');\n",
       "    buttonGroup.classList = 'btn-group';\n",
       "    var button;\n",
       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            /* Instead of a spacer, we start a new button group. */\n",
       "            if (buttonGroup.hasChildNodes()) {\n",
       "                toolbar.appendChild(buttonGroup);\n",
       "            }\n",
       "            buttonGroup = document.createElement('div');\n",
       "            buttonGroup.classList = 'btn-group';\n",
       "            continue;\n",
       "        }\n",
       "\n",
       "        button = fig.buttons[name] = document.createElement('button');\n",
       "        button.classList = 'btn btn-default';\n",
       "        button.href = '#';\n",
       "        button.title = name;\n",
       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
       "        button.addEventListener('click', on_click_closure(method_name));\n",
       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
       "        buttonGroup.appendChild(button);\n",
       "    }\n",
       "\n",
       "    if (buttonGroup.hasChildNodes()) {\n",
       "        toolbar.appendChild(buttonGroup);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = document.createElement('span');\n",
       "    status_bar.classList = 'mpl-message pull-right';\n",
       "    toolbar.appendChild(status_bar);\n",
       "    this.message = status_bar;\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = document.createElement('div');\n",
       "    buttongrp.classList = 'btn-group inline pull-right';\n",
       "    button = document.createElement('button');\n",
       "    button.classList = 'btn btn-mini btn-primary';\n",
       "    button.href = '#';\n",
       "    button.title = 'Stop Interaction';\n",
       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
       "    button.addEventListener('click', function (_evt) {\n",
       "        fig.handle_close(fig, {});\n",
       "    });\n",
       "    button.addEventListener(\n",
       "        'mouseover',\n",
       "        on_mouseover_closure('Stop Interaction')\n",
       "    );\n",
       "    buttongrp.appendChild(button);\n",
       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
       "    var fig = event.data.fig;\n",
       "    fig.close_ws(fig, {});\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function (el) {\n",
       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
       "    // this is important to make the div 'focusable\n",
       "    el.setAttribute('tabindex', 0);\n",
       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
       "    // off when our div gets focus\n",
       "\n",
       "    // location in version 3\n",
       "    if (IPython.notebook.keyboard_manager) {\n",
       "        IPython.notebook.keyboard_manager.register_events(el);\n",
       "    } else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function (event, _name) {\n",
       "    var manager = IPython.notebook.keyboard_manager;\n",
       "    if (!manager) {\n",
       "        manager = IPython.keyboard_manager;\n",
       "    }\n",
       "\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which === 13) {\n",
       "        this.canvas_div.blur();\n",
       "        // select the cell after this one\n",
       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
       "        IPython.notebook.select(index + 1);\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "};\n",
       "\n",
       "mpl.find_output_cell = function (html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i = 0; i < ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code') {\n",
       "            for (var j = 0; j < cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] === html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "};\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel !== null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target(\n",
       "        'matplotlib',\n",
       "        mpl.mpl_figure_comm\n",
       "    );\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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\" width=\"288.3\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# ***** SELECIONE O VALOR DE T *****\n",
    "# *** Obs.: Alterar quando usar imagens reais ***\n",
    "# Critério Q: os pixels cujas diferenças absolutas em relação aos pixels sob as sementes devem ser menores do que T.\n",
    "T = 3 # Sugestões: 3, 5 e 8. Imagem real: 100, 110, 120\n",
    "\n",
    "does_print = False\n",
    "\n",
    "# Obtendo o número de sementes\n",
    "num_seeds = img_seed.max()\n",
    "# TEST\n",
    "print('\\nNúmero de sementes')\n",
    "print(num_seeds)\n",
    "\n",
    "# Lista contendo os valores dos pixels sob as sementes.\n",
    "seed_values = []\n",
    "\n",
    "for i in range(num_seeds):\n",
    "    seed_value = img[img_seed==(i+1)]\n",
    "    ## print(seed_value)\n",
    "    seed_values.append(seed_value[0])\n",
    "# TEST\n",
    "print('\\nLista com os valores dos pixels sob as sementes:')\n",
    "print(seed_values)\n",
    "\n",
    "# Lista das diferenças absolutas entre f e os valores dos pixels sobre as sementes\n",
    "img_dif_list = []\n",
    "for seed in seed_values:\n",
    "    img_dif_temp = np.abs(img - seed)\n",
    "    \n",
    "    img_dif_list.append(img_dif_temp)  \n",
    "    \n",
    "print('\\nImagens contendo as diferenças absolutas entre a imagem f e os pixel sob as sementes')\n",
    "for i, (seed, img_dif) in enumerate(zip(seed_values, img_dif_list)):\n",
    "    if does_print:\n",
    "        print('Semente: %d. Valor do pixel: %d' % (i, seed))\n",
    "        print(img_dif)\n",
    "        \n",
    "\n",
    "    plt.figure()\n",
    "    plt.imshow(img_dif, cmap='gray')\n",
    "    plt.title('Semente %d' % (i+1))\n",
    "\n",
    "# print('\\nPixels que estão de acordo com o critério Q')\n",
    "# for i, (seed, img_q) in enumerate(zip(seed_values, img_q_list)):\n",
    "#     print('Semente: %d. Valor do pixel: %d' % (i, seed))\n",
    "#     print(img_q)\n",
    "    \n",
    "# Inicializa a imagem de saída com zeros.\n",
    "img_out = np.zeros(img.shape)\n",
    "    \n",
    "print('\\nEtapa de crescimento das regiões:')\n",
    "# Manter apenas os pixels em img_q que são 8-conectados a semente\n",
    "# (Dilatações condicionais sucessivas)\n",
    "for i, (seed, img_dif) in enumerate(zip(seed_values, img_dif_list)):\n",
    "    print('\\n>> Semente ' + str(i))\n",
    "    \n",
    "    # Pixels que estão de acordo com o critério Q\n",
    "    img_q = img_dif < T\n",
    "    \n",
    "    # Remove os pixels que já foram atribuidos a outras sementes.\n",
    "    # Resolve ambiguidades. O primeiro leva tudo!\n",
    "    img_q[img_out.astype(bool)] = 0\n",
    "\n",
    "    # Imagem inicial contendo apenas uma semente para o crescimento de regiões\n",
    "    img_dil = img_seed == (i + 1)\n",
    "    \n",
    "    # Número de pixels na imagem. Critério de parada.\n",
    "    num_px = img_dil.sum()\n",
    "    \n",
    "    dil_count = 0\n",
    "    \n",
    "    while True:\n",
    "        # Dilatação com elemento estruturante 3x3 (8-conectado)\n",
    "        img_dil = morphology.dilation(img_dil, np.ones([3,3]))\n",
    "        \n",
    "        # Apenas pixels em img_q\n",
    "        img_dil = np.logical_and(img_dil, img_q)\n",
    "        \n",
    "        dil_count = dil_count + 1\n",
    "        \n",
    "        if does_print:\n",
    "            print('\\nDilatação ' + str(dil_count))\n",
    "            print(img_dil)\n",
    "        \n",
    "        if num_px == img_dil.sum():\n",
    "            # O número de pixels não aumentou\n",
    "            break\n",
    "        else:\n",
    "            num_px = img_dil.sum()\n",
    "    \n",
    "    img_out[img_dil==True] = (i + 1)\n",
    "    \n",
    "    if does_print:\n",
    "        print('\\nimg_out')\n",
    "        print(img_out)\n",
    "    \n",
    "if does_print:\n",
    "    print('\\nImagem de saída')\n",
    "    print('---------------')\n",
    "    print(img_out)\n",
    "\n",
    "plt.figure()\n",
    "plt.imshow(img_out)\n",
    "plt.show()"
   ]
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   "source": [
    "## Bibliografia\n",
    "---\n",
    "\n",
    "* GONZALEZ, R.C.; WOODS, R.E.; Processamento Digital de Imagens. 3ª edição. Editora Pearson, 2009.\n",
    "* MARQUES FILHO, O.; VIEIRA NETO, H. Processamento digital de imagens. Brasport, 1999.\n",
    "    * Disponível para download no site do autor (Exclusivo para uso pessoal)\n",
    "    * http://dainf.ct.utfpr.edu.br/~hvieir/pub.html  \n",
    "* J. E. R. Queiroz, H. M. Gomes. Introdução ao Processamento Digital de Imagens. RITA. v. 13, 2006.\n",
    "    * http://www.dsc.ufcg.edu.br/~hmg/disciplinas/graduacao/vc-2016.2/Rita-Tutorial-PDI.pdf  \n",
    "* Universidade de Waterloo. Image Repository.\n",
    "    * http://links.uwaterloo.ca/Repository.html\n",
    "* The USC-SIPI Image Database.    \n",
    "    * http://sipi.usc.edu/database/database.php\n",
    "* Gaël Varoquaux Emmanuelle Gouillart; Olav Vahtras; Pierre de Buyl (editores). Scipy Lecture Notes. Release 2020.1\n",
    "    * Disponível em: http://scipy-lectures.org/\n",
    "* scikit-image. Documentação.\n",
    "    * https://scikit-image.org/docs/dev/index.html\n",
    "* scikit-image. Documentação. Módulo 'filters'.\n",
    "    * https://scikit-image.org/docs/dev/api/skimage.filters.html\n",
    "* scikit-image. Documentação. Módulo 'feature'.\n",
    "    * https://scikit-image.org/docs/dev/api/skimage.feature.html\n",
    "* scikit-image.Documentação. Módulo 'segmentation'.\n",
    "    * https://scikit-image.org/docs/dev/api/skimage.segmentation.html\n",
    "* scikit-image. Comparing edge-based and region-based segmentation.\n",
    "    * https://scikit-image.org/docs/dev/auto_examples/applications/plot_coins_segmentation.html\n",
    "* scikit-image. Label image regions.\n",
    "    * https://scikit-image.org/docs/dev/auto_examples/segmentation/plot_label.html\n",
    "* NumPy. Documentação.\n",
    "    * https://numpy.org/doc/stable/\n",
    "* NumPy. Convolução\n",
    "    * https://docs.scipy.org/doc/scipy/reference/generated/scipy.ndimage.convolve.html"
   ]
  }
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