{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Custimizing the Controls\n",
    "\n",
    "Here we'll like how to manipulate the ```timeline_slider``` and the ```toggle``` button.\n",
    "\n",
    "The interactive controls can be make using the ```controls()``` method of the animation class, as in the getting started tutorial, but this method is a wrapper around the ```toggle``` and ```timeline_slider``` methods.\n",
    "\n",
    "First, we need from imports and data to animate."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib notebook\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import animatplot as amp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "x = np.linspace(0, 1, 50)\n",
    "t = np.linspace(0, 1, 20)\n",
    "\n",
    "X, T = np.meshgrid(x, t)\n",
    "Y = np.sin(2*np.pi*(X+T))"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {
    "raw_mimetype": "text/restructuredtext"
   },
   "source": [
    ".. currentmodule:: animatplot\n",
    "\n",
    ".. automethod:: Animation.toggle\n",
    "    :noindex:\n",
    "\n",
    ".. automethod:: Animation.timeline_slider\n",
    "    :noindex:\n",
    "\n",
    ".. automethod:: Animation.controls\n",
    "    :noindex:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Now to make the animation**\n",
    "\n",
    "By specifying the ```axis``` parameter, we can change the position of either the toggle or the timeline_slider.\n",
    "\n",
    "We use ```color``` to change the color of the slider, and ```valfmt``` to change how the time is displayed.\n",
    "\n",
    "Let's create our block, then create the controls at the top of the animation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "window.mpl = {};\n",
       "\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('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",
       "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 = $('<div/>');\n",
       "    this._root_extra_style(this.root)\n",
       "    this.root.attr('style', 'display: inline-block');\n",
       "\n",
       "    $(parent_element).append(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 (mpl.ratio != 1) {\n",
       "                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.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 = $(\n",
       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
       "        'ui-helper-clearfix\"/>');\n",
       "    var titletext = $(\n",
       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
       "        'text-align: center; padding: 3px;\"/>');\n",
       "    titlebar.append(titletext)\n",
       "    this.root.append(titlebar);\n",
       "    this.header = titletext[0];\n",
       "}\n",
       "\n",
       "\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = $('<div/>');\n",
       "\n",
       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
       "\n",
       "    function canvas_keyboard_event(event) {\n",
       "        return fig.key_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
       "    this.canvas_div = canvas_div\n",
       "    this._canvas_extra_style(canvas_div)\n",
       "    this.root.append(canvas_div);\n",
       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
       "\n",
       "    this.canvas = canvas[0];\n",
       "    this.context = canvas[0].getContext(\"2d\");\n",
       "\n",
       "    var backingStore = this.context.backingStorePixelRatio ||\n",
       "\tthis.context.webkitBackingStorePixelRatio ||\n",
       "\tthis.context.mozBackingStorePixelRatio ||\n",
       "\tthis.context.msBackingStorePixelRatio ||\n",
       "\tthis.context.oBackingStorePixelRatio ||\n",
       "\tthis.context.backingStorePixelRatio || 1;\n",
       "\n",
       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
       "\n",
       "    var rubberband = $('<canvas/>');\n",
       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
       "\n",
       "    var pass_mouse_events = true;\n",
       "\n",
       "    canvas_div.resizable({\n",
       "        start: function(event, ui) {\n",
       "            pass_mouse_events = false;\n",
       "        },\n",
       "        resize: function(event, ui) {\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "        stop: function(event, ui) {\n",
       "            pass_mouse_events = true;\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "    });\n",
       "\n",
       "    function mouse_event_fn(event) {\n",
       "        if (pass_mouse_events)\n",
       "            return fig.mouse_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
       "\n",
       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
       "\n",
       "    canvas_div.on(\"wheel\", function (event) {\n",
       "        event = event.originalEvent;\n",
       "        event['data'] = 'scroll'\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        mouse_event_fn(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.append(canvas);\n",
       "    canvas_div.append(rubberband);\n",
       "\n",
       "    this.rubberband = rubberband;\n",
       "    this.rubberband_canvas = rubberband[0];\n",
       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
       "\n",
       "    this._resize_canvas = function(width, height) {\n",
       "        // Keep the size of the canvas, canvas container, and rubber band\n",
       "        // canvas in synch.\n",
       "        canvas_div.css('width', width)\n",
       "        canvas_div.css('height', height)\n",
       "\n",
       "        canvas.attr('width', width * mpl.ratio);\n",
       "        canvas.attr('height', height * mpl.ratio);\n",
       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
       "\n",
       "        rubberband.attr('width', width);\n",
       "        rubberband.attr('height', height);\n",
       "    }\n",
       "\n",
       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
       "    // upon first draw.\n",
       "    this._resize_canvas(600, 600);\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\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 nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\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",
       "            // put a spacer in here.\n",
       "            continue;\n",
       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
       "        button.attr('role', 'button');\n",
       "        button.attr('aria-disabled', 'false');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "\n",
       "        var icon_img = $('<span/>');\n",
       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
       "        icon_img.addClass(image);\n",
       "        icon_img.addClass('ui-corner-all');\n",
       "\n",
       "        var tooltip_span = $('<span/>');\n",
       "        tooltip_span.addClass('ui-button-text');\n",
       "        tooltip_span.html(tooltip);\n",
       "\n",
       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    var fmt_picker_span = $('<span/>');\n",
       "\n",
       "    var fmt_picker = $('<select/>');\n",
       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
       "    fmt_picker_span.append(fmt_picker);\n",
       "    nav_element.append(fmt_picker_span);\n",
       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = $(\n",
       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
       "        fmt_picker.append(option)\n",
       "    }\n",
       "\n",
       "    // Add hover states to the ui-buttons\n",
       "    $( \".ui-button\" ).hover(\n",
       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
       "    );\n",
       "\n",
       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\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",
       "\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",
       "\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]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
       "    var x0 = msg['x0'] / mpl.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
       "    var x1 = msg['x1'] / mpl.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.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, 0, fig.canvas.width, fig.canvas.height);\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",
       "    {\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.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",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\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(\"No handler for the '\" + msg_type + \"' message type: \", msg);\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(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\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",
       "    if (e.target)\n",
       "        targ = e.target;\n",
       "    else if (e.srcElement)\n",
       "        targ = e.srcElement;\n",
       "    if (targ.nodeType == 3) // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "\n",
       "    // jQuery normalizes the pageX and pageY\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    // offset() returns the position of the element relative to the document\n",
       "    var x = e.pageX - $(targ).offset().left;\n",
       "    var y = e.pageY - $(targ).offset().top;\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",
       "    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",
       "    {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x * mpl.ratio;\n",
       "    var y = canvas_pos.y * mpl.ratio;\n",
       "\n",
       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
       "                             step: event.step,\n",
       "                             guiEvent: simpleKeys(event)});\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",
       "\n",
       "    // Prevent repeat events\n",
       "    if (name == 'key_press')\n",
       "    {\n",
       "        if (event.which === this._key)\n",
       "            return;\n",
       "        else\n",
       "            this._key = event.which;\n",
       "    }\n",
       "    if (name == 'key_release')\n",
       "        this._key = null;\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which != 17)\n",
       "        value += \"ctrl+\";\n",
       "    if (event.altKey && event.which != 18)\n",
       "        value += \"alt+\";\n",
       "    if (event.shiftKey && event.which != 16)\n",
       "        value += \"shift+\";\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,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
       "    if (name == 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message(\"toolbar_button\", {name: name});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
       "\n",
       "mpl.default_extension = \"png\";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 = $(\"#\" + id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm)\n",
       "\n",
       "    function ondownload(figure, format) {\n",
       "        window.open(figure.imageObj.src);\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy,\n",
       "                           ondownload,\n",
       "                           element.get(0));\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.get(0);\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",
       "\n",
       "    var output_index = fig.cell_info[2]\n",
       "    var cell = fig.cell_info[0];\n",
       "\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
       "    var width = fig.canvas.width/mpl.ratio\n",
       "    fig.root.unbind('remove')\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).html('<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/mpl.ratio\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<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 () { fig.push_to_output() }, 1000);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\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) { continue; };\n",
       "\n",
       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
       "    buttongrp.append(button);\n",
       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
       "    titlebar.prepend(buttongrp);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(el){\n",
       "    var fig = this\n",
       "    el.on(\"remove\", function(){\n",
       "\tfig.close_ws(fig, {});\n",
       "    });\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
       "    // this is important to make the div 'focusable\n",
       "    el.attr('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",
       "    }\n",
       "    else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\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",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which == 13) {\n",
       "        this.canvas_div.blur();\n",
       "        event.shiftKey = false;\n",
       "        // Send a \"J\" for go to next cell\n",
       "        event.which = 74;\n",
       "        event.keyCode = 74;\n",
       "        manager.command_mode();\n",
       "        manager.handle_keydown(event);\n",
       "    }\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "}\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('matplotlib', mpl.mpl_figure_comm);\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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\" width=\"640\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "block = amp.blocks.Line(X, Y)\n",
    "\n",
    "plt.subplots_adjust(top=0.8) # squish the plot to make space for the controls\n",
    "slider_axis = plt.axes([.18, .89, .5, .03]) # the rect of the axis\n",
    "button_axis = plt.axes([.78, .87, .1, .07]) # x, y, width, height\n",
    "\n",
    "anim = amp.Animation([block])\n",
    "\n",
    "anim.toggle(button_axis)\n",
    "anim.timeline_slider(slider_axis, color='red', valfmt='%1.0f')\n",
    "# equivalent to:\n",
    "# anim.controls({'axis':slider_axis, 'color':'red', 'valfmt': '%1.0f'},\n",
    "#               {'axis':button_axis})\n",
    "\n",
    "anim.save_gif('images/controls')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {
    "raw_mimetype": "text/restructuredtext"
   },
   "source": [
    ".. image:: images/controls.gif"
   ]
  }
 ],
 "metadata": {
  "celltoolbar": "Raw Cell Format",
  "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": "3.6.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
