{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import datetime\n",
    "import random\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "d = np.genfromtxt('weatherdata_subset.dat', usecols=(0), dtype='str')\n",
    "t = np.genfromtxt('weatherdata_subset.dat', usecols=(1), dtype='str')\n",
    "T = np.genfromtxt('weatherdata_subset.dat', usecols=(2), dtype='float')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(6090,)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([26.33 , 26.268, 26.307, ..., 25.379, 25.417, 25.377])"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "dt_ = [date+'T'+time for (date, time) in np.vstack([d,t]).T]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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'2020-04-06T08:30:01', '2020-04-06T08:31:01', '2020-04-06T08:32:01', '2020-04-06T08:33:01', '2020-04-06T08:34:01', '2020-04-06T08:35:01', '2020-04-06T08:36:02', '2020-04-06T08:37:01', '2020-04-06T08:38:01', '2020-04-06T08:39:01', '2020-04-06T08:40:01', '2020-04-06T08:41:01', '2020-04-06T08:42:01', '2020-04-06T08:43:01', '2020-04-06T08:44:02', '2020-04-06T08:45:01', '2020-04-06T08:46:01', '2020-04-06T08:47:01', '2020-04-06T08:48:01', '2020-04-06T08:49:01', '2020-04-06T08:50:01', '2020-04-06T08:51:01', '2020-04-06T08:52:02', '2020-04-06T08:53:01', '2020-04-06T08:54:01', '2020-04-06T08:55:01', '2020-04-06T08:56:01']\n"
     ]
    }
   ],
   "source": [
    "print(dt_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "dt = np.array(dt_).astype('datetime64')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "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"
    },
    {
     "data": {
      "text/html": [
       "<img src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAoAAAAHgCAYAAAA10dzkAAAEvklEQVR4nO3BAQ0AAADCoPdPbQ43oAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAD4Mwu4AAehrHaUAAAAASUVORK5CYII=\" width=\"640\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/lib64/python3.6/site-packages/pandas/plotting/_converter.py:129: FutureWarning: Using an implicitly registered datetime converter for a matplotlib plotting method. The converter was registered by pandas on import. Future versions of pandas will require you to explicitly register matplotlib converters.\n",
      "\n",
      "To register the converters:\n",
      "\t>>> from pandas.plotting import register_matplotlib_converters\n",
      "\t>>> register_matplotlib_converters()\n",
      "  warnings.warn(msg, FutureWarning)\n"
     ]
    }
   ],
   "source": [
    "%matplotlib notebook\n",
    "plt.figure()\n",
    "plt.plot(dt,T)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "# mask = lambda h,step: (dt>np.datetime64('2020-04-04T00:0{}:00'.format(h))) & (dt<np.datetime64('2020-04-04T00:0{}:00'.format(h+step))) \n",
    "mask3 = (dt>np.datetime64('2020-04-05T09:55:00')) & (dt<np.datetime64('2020-04-05T12:55:00')) \n",
    "mask0 = (dt>np.datetime64('2020-04-05T09:55:00')) & (dt<np.datetime64('2020-04-05T10:35:00')) \n",
    "maskshort = (dt>np.datetime64('2020-04-05T09:55:00')) & (dt<np.datetime64('2020-04-05T11:00:00')) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "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"
    },
    {
     "data": {
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\" width=\"640\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 24 hour plot\n",
    "%matplotlib notebook\n",
    "plt.figure('24-hr')\n",
    "plt.plot(dt[mask3],T[mask3])\n",
    "plt.plot(dt[maskshort],T[maskshort], 'o')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.15999171814985683, 0.044567120969211955, 0.052590119512994665)"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.std(T[mask3]), np.std(np.diff(T[maskshort])), np.std(np.diff(T[mask3]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.46296296296296297"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 0.5 deg in 3 hrs\n",
    "20 * 500 * 0.5 / (3*60*60)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.5555555555555556"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "20 * 100 / 60 / 60"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "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": "3.6.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}