day52-types-of-gradient-descent/stochastic-gradient-descent-animation.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "7c0df182",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.datasets import make_regression\n",
    "from sklearn.linear_model import LinearRegression\n",
    "\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "id": "2235c02c",
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib notebook\n",
    "from matplotlib.animation import FuncAnimation\n",
    "import matplotlib.animation as animation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "edc72b23",
   "metadata": {},
   "outputs": [],
   "source": [
    "X,y = make_regression(n_samples=100, n_features=1, n_informative=1, n_targets=1,noise=20,random_state=13)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "33d5d8b8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x17cb6f3d100>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(X,y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "1f13c65e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[27.82809103]\n",
      "-2.29474455867698\n"
     ]
    }
   ],
   "source": [
    "lr = LinearRegression()\n",
    "lr.fit(X,y)\n",
    "print(lr.coef_)\n",
    "print(lr.intercept_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "91b5f060",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total time taken 0.004927158355712891\n"
     ]
    }
   ],
   "source": [
    "import time\n",
    "\n",
    "b = 150\n",
    "m = -127.82\n",
    "all_b = []\n",
    "all_m = []\n",
    "all_cost = []\n",
    "all_lr = []\n",
    "\n",
    "\n",
    "epochs = 1\n",
    "\n",
    "start = time.time()\n",
    "\n",
    "t0,t1 = 5,50\n",
    "def learning_rate(t):\n",
    "    return t0/(t + t1)\n",
    "\n",
    "for i in range(epochs):\n",
    "    for j in range(X.shape[0]):\n",
    "        \n",
    "        lr = learning_rate(i * X.shape[0] + j)\n",
    "        \n",
    "        idx = np.random.randint(X.shape[0], size=1)\n",
    "        \n",
    "        slope_b = -2 * (y[idx] - (m * X[idx]) -  b)\n",
    "        slope_m = -2 * (y[idx] - (m * X[idx]) -  b) * X[idx]\n",
    "        cost = (y[idx] - m * X[idx] -b) ** 2\n",
    "        \n",
    "        \n",
    "        b = b - (lr * slope_b)\n",
    "        m = m - (lr * slope_m)\n",
    "        all_b.append(b)\n",
    "        all_m.append(m)\n",
    "        all_cost.append(cost)\n",
    "        all_lr.append(lr)\n",
    "print(\"Total time taken\",time.time() - start)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "id": "4901c77a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "100"
      ]
     },
     "execution_count": 136,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(all_cost)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "id": "6cc039a3",
   "metadata": {},
   "outputs": [
    {
     "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",
       "\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",
       "    // Apply a ponyfill if ResizeObserver is not implemented by browser.\n",
       "    if (this.ResizeObserver === undefined) {\n",
       "        if (window.ResizeObserver !== undefined) {\n",
       "            this.ResizeObserver = window.ResizeObserver;\n",
       "        } else {\n",
       "            var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n",
       "            this.ResizeObserver = obs.ResizeObserver;\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.resizeObserverInstance = new this.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 (fig.ws.readyState == 1 && width != 0 && height != 0) {\n",
       "                fig.request_resize(width, height);\n",
       "            }\n",
       "        }\n",
       "    });\n",
       "    this.resizeObserverInstance.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",
       "\n",
       "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n",
       "// prettier-ignore\n",
       "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\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.on(\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",
       "    fig.resizeObserverInstance.unobserve(fig.canvas_div);\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",
       "    if (event.target !== this) {\n",
       "        // Ignore bubbled events from children.\n",
       "        return;\n",
       "    }\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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       "<img 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\" width=\"1686.9333333333334\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(9,5))\n",
    "#fig.set_tight_layout(True)\n",
    "\n",
    "x_i = np.arange(-3, 3, 0.1)\n",
    "y_i = x_i*(-27) -150\n",
    "ax.scatter(X, y)\n",
    "line, = ax.plot(x_i, x_i*50 - 4, 'r-', linewidth=2)\n",
    "\n",
    "def update(i):\n",
    "    label = 'epoch {0}'.format(i + 1)\n",
    "    line.set_ydata(x_i*all_m[i] + all_b[i])\n",
    "    ax.set_xlabel(label)\n",
    "    # return line, ax\n",
    "\n",
    "anim = FuncAnimation(fig, update, frames=100, interval=5)\n",
    "\n",
    "f = r\"stochastic_animation_line_plot.gif\" \n",
    "writergif = animation.PillowWriter(fps=2) \n",
    "anim.save(f, writer=writergif)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "2ef29c35",
   "metadata": {},
   "outputs": [],
   "source": [
    "m_arr = np.linspace(-150, 150, 10)\n",
    "b_arr = np.linspace(-150, 150, 10)\n",
    "mGrid, bGrid = np.meshgrid(m_arr,b_arr)\n",
    "\n",
    "final = np.vstack((mGrid.ravel().reshape(1,100),bGrid.ravel().reshape(1,100))).T\n",
    "\n",
    "z_arr = []\n",
    "\n",
    "for i in range(final.shape[0]):\n",
    "    z_arr.append(np.sum((y - final[i,0]*X.reshape(100) - final[i,1])**2))\n",
    "\n",
    "z_arr = np.array(z_arr).reshape(10,10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1332e840",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "49e396ab",
   "metadata": {},
   "outputs": [
    {
     "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",
       "\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",
       "    // Apply a ponyfill if ResizeObserver is not implemented by browser.\n",
       "    if (this.ResizeObserver === undefined) {\n",
       "        if (window.ResizeObserver !== undefined) {\n",
       "            this.ResizeObserver = window.ResizeObserver;\n",
       "        } else {\n",
       "            var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n",
       "            this.ResizeObserver = obs.ResizeObserver;\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.resizeObserverInstance = new this.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 (fig.ws.readyState == 1 && width != 0 && height != 0) {\n",
       "                fig.request_resize(width, height);\n",
       "            }\n",
       "        }\n",
       "    });\n",
       "    this.resizeObserverInstance.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",
       "\n",
       "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n",
       "// prettier-ignore\n",
       "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\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.on(\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",
       "    fig.resizeObserverInstance.unobserve(fig.canvas_div);\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",
       "    if (event.target !== this) {\n",
       "        // Ignore bubbled events from children.\n",
       "        return;\n",
       "    }\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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       "<img 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\" width=\"900\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib notebook\n",
    "from matplotlib.animation import FuncAnimation\n",
    "import matplotlib.animation as animation\n",
    "\n",
    "# intercept graph\n",
    "num_epochs = list(range(0,30))\n",
    "fig = plt.figure(figsize=(9,5)) \n",
    "axis = plt.axes(xlim =(-150, 150), ylim =(-150, 150)) \n",
    "\n",
    "axis.contourf(m_arr, b_arr, z_arr)\n",
    "\n",
    "line, = axis.plot([], [], lw = 2,color='white') \n",
    "  \n",
    "xdata, ydata = [], [] \n",
    "  \n",
    "# animation function \n",
    "def animate(i): \n",
    "    label = 'epoch {0}'.format(i + 1)\n",
    "    xdata.append(all_m[i]) \n",
    "    ydata.append(all_b[i]) \n",
    "    line.set_data(xdata, ydata) \n",
    "    axis.set_xlabel(label)\n",
    "      \n",
    "    return line, \n",
    "  \n",
    "# calling the animation function     \n",
    "anim = animation.FuncAnimation(fig, animate, frames = 100,repeat=False, interval = 100)\n",
    "\n",
    "#f = r\"stochastic_animation_contour_plot.gif\" \n",
    "#writergif = animation.PillowWriter(fps=2) \n",
    "#anim.save(f, writer=writergif)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "787b10d3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[-2.25419509]])"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_b[-1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "4ef49825",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[30.33626711]])"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_m[-1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "id": "6884c85e",
   "metadata": {},
   "outputs": [
    {
     "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",
       "\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",
       "    // Apply a ponyfill if ResizeObserver is not implemented by browser.\n",
       "    if (this.ResizeObserver === undefined) {\n",
       "        if (window.ResizeObserver !== undefined) {\n",
       "            this.ResizeObserver = window.ResizeObserver;\n",
       "        } else {\n",
       "            var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n",
       "            this.ResizeObserver = obs.ResizeObserver;\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.resizeObserverInstance = new this.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 (fig.ws.readyState == 1 && width != 0 && height != 0) {\n",
       "                fig.request_resize(width, height);\n",
       "            }\n",
       "        }\n",
       "    });\n",
       "    this.resizeObserverInstance.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",
       "\n",
       "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n",
       "// prettier-ignore\n",
       "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\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.on(\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",
       "    fig.resizeObserverInstance.unobserve(fig.canvas_div);\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",
       "    if (event.target !== this) {\n",
       "        // Ignore bubbled events from children.\n",
       "        return;\n",
       "    }\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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       "<img 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\" width=\"1686.9333333333334\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "num_epochs = list(range(0,100))\n",
    "fig = plt.figure(figsize=(9,5)) \n",
    "axis = plt.axes(xlim =(0, 31), ylim =(0, 175000)) \n",
    "  \n",
    "line, = axis.plot([], [], lw = 2) \n",
    "  \n",
    "xdata, ydata = [], [] \n",
    "  \n",
    "# animation function \n",
    "def animate(i): \n",
    "    label = 'epoch {0}'.format(i + 1)\n",
    "    xdata.append(num_epochs[i]) \n",
    "    ydata.append(all_cost[i]) \n",
    "    line.set_data(xdata, ydata) \n",
    "    axis.set_xlabel(label)\n",
    "      \n",
    "    return line, \n",
    "  \n",
    "# calling the animation function     \n",
    "anim = animation.FuncAnimation(fig, animate, frames = 100,repeat=False, interval = 150)\n",
    "\n",
    "f = r\"stochastic_animation_cost_plot.gif\" \n",
    "writergif = animation.PillowWriter(fps=2) \n",
    "anim.save(f, writer=writergif)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2ed7349c",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "\n",
    "fig,ax=plt.subplots(1,1)\n",
    "plt.figure(figsize=(18,4))\n",
    "cp = ax.contourf(m_arr, b_arr, z_arr)\n",
    "ax.plot(np.array(all_m).ravel(),np.array(all_b).ravel(),color='white')\n",
    "fig.colorbar(cp) # Add a colorbar to a plot\n",
    "ax.set_title('Filled Contours Plot')\n",
    "ax.set_xlabel('m')\n",
    "ax.set_ylabel('b')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "438e4213",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.1"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_lr[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "ebc6f808",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.03355704697986577"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_lr[-1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a5d5d219",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}