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@kjordahl
Last active April 17, 2020 02:05
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Script to plot data pulled from [the COVID Tracking Project](https://covidtracking.com/)"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"from matplotlib.ticker import ScalarFormatter\n",
"%matplotlib notebook"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"df = pd.read_json('https://covidtracking.com/api/states/daily')\n",
"df['date'] = df['date'].apply(lambda s: pd.to_datetime(s, format='%Y%m%d'))"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"positive = df.pivot(index='date', columns='state', values='positive')\n",
"N = 10 # number of states to plot\n",
"states = positive.max().sort_values(ascending=False).index[:N]"
]
},
{
"cell_type": "code",
"execution_count": 4,
"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 overriden (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": [
"ax = positive[states].plot(logy=True, title='Cumulative cases')\n",
"formatter = ScalarFormatter()\n",
"formatter.set_scientific(False)\n",
"ax.yaxis.set_major_formatter(formatter)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"death = df.pivot(index='date', columns='state', values='death')"
]
},
{
"cell_type": "code",
"execution_count": 6,
"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 overriden (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": [
"ax = death[states].plot(logy=True, title='Cumulative deaths')\n",
"formatter = ScalarFormatter()\n",
"formatter.set_scientific(False)\n",
"ax.yaxis.set_major_formatter(formatter)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"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 overriden (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": [
"rate = positive.diff()\n",
"rate[rate==0] = np.nan\n",
"ax = rate[states].plot(logy=True, title='cases per day by state')\n",
"formatter = ScalarFormatter()\n",
"formatter.set_scientific(False)\n",
"ax.yaxis.set_major_formatter(formatter)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7a19a07aa9b0>"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"rate.sum(axis=1).plot(title='US cases per day')"
]
},
{
"cell_type": "code",
"execution_count": 12,
"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 overriden (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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This is great! A few things that might help distinguish lines better:

  • direct labels on the lines
  • fewer states
  • dotted and dashed lines for repeats

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