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ImageProcessing.ipynb
{
"cells": [
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"from skimage.data import astronaut\n",
"import matplotlib.pyplot as plt\n",
"%matplotlib notebook"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"application/javascript": [
"/* Put everything inside the global mpl namespace */\n",
"window.mpl = {};\n",
"\n",
"\n",
"mpl.get_websocket_type = function() {\n",
" if (typeof(WebSocket) !== 'undefined') {\n",
" return WebSocket;\n",
" } else if (typeof(MozWebSocket) !== 'undefined') {\n",
" return MozWebSocket;\n",
" } else {\n",
" alert('Your browser does not have WebSocket support.' +\n",
" 'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
" 'Firefox 4 and 5 are also supported but you ' +\n",
" 'have to enable WebSockets in about:config.');\n",
" };\n",
"}\n",
"\n",
"mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
" this.id = figure_id;\n",
"\n",
" this.ws = websocket;\n",
"\n",
" this.supports_binary = (this.ws.binaryType != undefined);\n",
"\n",
" if (!this.supports_binary) {\n",
" var warnings = document.getElementById(\"mpl-warnings\");\n",
" if (warnings) {\n",
" warnings.style.display = 'block';\n",
" warnings.textContent = (\n",
" \"This browser does not support binary websocket messages. \" +\n",
" \"Performance may be slow.\");\n",
" }\n",
" }\n",
"\n",
" this.imageObj = new Image();\n",
"\n",
" this.context = undefined;\n",
" this.message = undefined;\n",
" this.canvas = undefined;\n",
" this.rubberband_canvas = undefined;\n",
" this.rubberband_context = undefined;\n",
" this.format_dropdown = undefined;\n",
"\n",
" this.image_mode = 'full';\n",
"\n",
" this.root = $('<div/>');\n",
" this._root_extra_style(this.root)\n",
" this.root.attr('style', 'display: inline-block');\n",
"\n",
" $(parent_element).append(this.root);\n",
"\n",
" this._init_header(this);\n",
" this._init_canvas(this);\n",
" this._init_toolbar(this);\n",
"\n",
" var fig = this;\n",
"\n",
" this.waiting = false;\n",
"\n",
" this.ws.onopen = function () {\n",
" fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
" fig.send_message(\"send_image_mode\", {});\n",
" if (mpl.ratio != 1) {\n",
" fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
" }\n",
" fig.send_message(\"refresh\", {});\n",
" }\n",
"\n",
" this.imageObj.onload = function() {\n",
" if (fig.image_mode == 'full') {\n",
" // Full images could contain transparency (where diff images\n",
" // almost always do), so we need to clear the canvas so that\n",
" // there is no ghosting.\n",
" fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
" }\n",
" fig.context.drawImage(fig.imageObj, 0, 0);\n",
" };\n",
"\n",
" this.imageObj.onunload = function() {\n",
" fig.ws.close();\n",
" }\n",
"\n",
" this.ws.onmessage = this._make_on_message_function(this);\n",
"\n",
" this.ondownload = ondownload;\n",
"}\n",
"\n",
"mpl.figure.prototype._init_header = function() {\n",
" var titlebar = $(\n",
" '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
" 'ui-helper-clearfix\"/>');\n",
" var titletext = $(\n",
" '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
" 'text-align: center; padding: 3px;\"/>');\n",
" titlebar.append(titletext)\n",
" this.root.append(titlebar);\n",
" this.header = titletext[0];\n",
"}\n",
"\n",
"\n",
"\n",
"mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
"\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
"\n",
"}\n",
"\n",
"mpl.figure.prototype._init_canvas = function() {\n",
" var fig = this;\n",
"\n",
" var canvas_div = $('<div/>');\n",
"\n",
" canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
"\n",
" function canvas_keyboard_event(event) {\n",
" return fig.key_event(event, event['data']);\n",
" }\n",
"\n",
" canvas_div.keydown('key_press', canvas_keyboard_event);\n",
" canvas_div.keyup('key_release', canvas_keyboard_event);\n",
" this.canvas_div = canvas_div\n",
" this._canvas_extra_style(canvas_div)\n",
" this.root.append(canvas_div);\n",
"\n",
" var canvas = $('<canvas/>');\n",
" canvas.addClass('mpl-canvas');\n",
" canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
"\n",
" this.canvas = canvas[0];\n",
" this.context = canvas[0].getContext(\"2d\");\n",
"\n",
" var backingStore = this.context.backingStorePixelRatio ||\n",
"\tthis.context.webkitBackingStorePixelRatio ||\n",
"\tthis.context.mozBackingStorePixelRatio ||\n",
"\tthis.context.msBackingStorePixelRatio ||\n",
"\tthis.context.oBackingStorePixelRatio ||\n",
"\tthis.context.backingStorePixelRatio || 1;\n",
"\n",
" mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
"\n",
" var rubberband = $('<canvas/>');\n",
" rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
"\n",
" var pass_mouse_events = true;\n",
"\n",
" canvas_div.resizable({\n",
" start: function(event, ui) {\n",
" pass_mouse_events = false;\n",
" },\n",
" resize: function(event, ui) {\n",
" fig.request_resize(ui.size.width, ui.size.height);\n",
" },\n",
" stop: function(event, ui) {\n",
" pass_mouse_events = true;\n",
" fig.request_resize(ui.size.width, ui.size.height);\n",
" },\n",
" });\n",
"\n",
" function mouse_event_fn(event) {\n",
" if (pass_mouse_events)\n",
" return fig.mouse_event(event, event['data']);\n",
" }\n",
"\n",
" rubberband.mousedown('button_press', mouse_event_fn);\n",
" rubberband.mouseup('button_release', mouse_event_fn);\n",
" // Throttle sequential mouse events to 1 every 20ms.\n",
" rubberband.mousemove('motion_notify', mouse_event_fn);\n",
"\n",
" rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
" rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
"\n",
" canvas_div.on(\"wheel\", function (event) {\n",
" event = event.originalEvent;\n",
" event['data'] = 'scroll'\n",
" if (event.deltaY < 0) {\n",
" event.step = 1;\n",
" } else {\n",
" event.step = -1;\n",
" }\n",
" mouse_event_fn(event);\n",
" });\n",
"\n",
" canvas_div.append(canvas);\n",
" canvas_div.append(rubberband);\n",
"\n",
" this.rubberband = rubberband;\n",
" this.rubberband_canvas = rubberband[0];\n",
" this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
" this.rubberband_context.strokeStyle = \"#000000\";\n",
"\n",
" this._resize_canvas = function(width, height) {\n",
" // Keep the size of the canvas, canvas container, and rubber band\n",
" // canvas in synch.\n",
" canvas_div.css('width', width)\n",
" canvas_div.css('height', height)\n",
"\n",
" canvas.attr('width', width * mpl.ratio);\n",
" canvas.attr('height', height * mpl.ratio);\n",
" canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
"\n",
" rubberband.attr('width', width);\n",
" rubberband.attr('height', height);\n",
" }\n",
"\n",
" // Set the figure to an initial 600x600px, this will subsequently be updated\n",
" // upon first draw.\n",
" this._resize_canvas(600, 600);\n",
"\n",
" // Disable right mouse context menu.\n",
" $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
" return false;\n",
" });\n",
"\n",
" function set_focus () {\n",
" canvas.focus();\n",
" canvas_div.focus();\n",
" }\n",
"\n",
" window.setTimeout(set_focus, 100);\n",
"}\n",
"\n",
"mpl.figure.prototype._init_toolbar = function() {\n",
" var fig = this;\n",
"\n",
" var nav_element = $('<div/>')\n",
" nav_element.attr('style', 'width: 100%');\n",
" this.root.append(nav_element);\n",
"\n",
" // Define a callback function for later on.\n",
" function toolbar_event(event) {\n",
" return fig.toolbar_button_onclick(event['data']);\n",
" }\n",
" function toolbar_mouse_event(event) {\n",
" return fig.toolbar_button_onmouseover(event['data']);\n",
" }\n",
"\n",
" for(var toolbar_ind in mpl.toolbar_items) {\n",
" var name = mpl.toolbar_items[toolbar_ind][0];\n",
" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
" var image = mpl.toolbar_items[toolbar_ind][2];\n",
" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
"\n",
" if (!name) {\n",
" // put a spacer in here.\n",
" continue;\n",
" }\n",
" var button = $('<button/>');\n",
" button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
" 'ui-button-icon-only');\n",
" button.attr('role', 'button');\n",
" button.attr('aria-disabled', 'false');\n",
" button.click(method_name, toolbar_event);\n",
" button.mouseover(tooltip, toolbar_mouse_event);\n",
"\n",
" var icon_img = $('<span/>');\n",
" icon_img.addClass('ui-button-icon-primary ui-icon');\n",
" icon_img.addClass(image);\n",
" icon_img.addClass('ui-corner-all');\n",
"\n",
" var tooltip_span = $('<span/>');\n",
" tooltip_span.addClass('ui-button-text');\n",
" tooltip_span.html(tooltip);\n",
"\n",
" button.append(icon_img);\n",
" button.append(tooltip_span);\n",
"\n",
" nav_element.append(button);\n",
" }\n",
"\n",
" var fmt_picker_span = $('<span/>');\n",
"\n",
" var fmt_picker = $('<select/>');\n",
" fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
" fmt_picker_span.append(fmt_picker);\n",
" nav_element.append(fmt_picker_span);\n",
" this.format_dropdown = fmt_picker[0];\n",
"\n",
" for (var ind in mpl.extensions) {\n",
" var fmt = mpl.extensions[ind];\n",
" var option = $(\n",
" '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
" fmt_picker.append(option)\n",
" }\n",
"\n",
" // Add hover states to the ui-buttons\n",
" $( \".ui-button\" ).hover(\n",
" function() { $(this).addClass(\"ui-state-hover\");},\n",
" function() { $(this).removeClass(\"ui-state-hover\");}\n",
" );\n",
"\n",
" var status_bar = $('<span class=\"mpl-message\"/>');\n",
" nav_element.append(status_bar);\n",
" this.message = status_bar[0];\n",
"}\n",
"\n",
"mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
" // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
" // which will in turn request a refresh of the image.\n",
" this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
"}\n",
"\n",
"mpl.figure.prototype.send_message = function(type, properties) {\n",
" properties['type'] = type;\n",
" properties['figure_id'] = this.id;\n",
" this.ws.send(JSON.stringify(properties));\n",
"}\n",
"\n",
"mpl.figure.prototype.send_draw_message = function() {\n",
" if (!this.waiting) {\n",
" this.waiting = true;\n",
" this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
" }\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
" var format_dropdown = fig.format_dropdown;\n",
" var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
" fig.ondownload(fig, format);\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
" var size = msg['size'];\n",
" if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
" fig._resize_canvas(size[0], size[1]);\n",
" fig.send_message(\"refresh\", {});\n",
" };\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
" var x0 = msg['x0'] / mpl.ratio;\n",
" var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
" var x1 = msg['x1'] / mpl.ratio;\n",
" var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
" x0 = Math.floor(x0) + 0.5;\n",
" y0 = Math.floor(y0) + 0.5;\n",
" x1 = Math.floor(x1) + 0.5;\n",
" y1 = Math.floor(y1) + 0.5;\n",
" var min_x = Math.min(x0, x1);\n",
" var min_y = Math.min(y0, y1);\n",
" var width = Math.abs(x1 - x0);\n",
" var height = Math.abs(y1 - y0);\n",
"\n",
" fig.rubberband_context.clearRect(\n",
" 0, 0, fig.canvas.width, fig.canvas.height);\n",
"\n",
" fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
" // Updates the figure title.\n",
" fig.header.textContent = msg['label'];\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
" var cursor = msg['cursor'];\n",
" switch(cursor)\n",
" {\n",
" case 0:\n",
" cursor = 'pointer';\n",
" break;\n",
" case 1:\n",
" cursor = 'default';\n",
" break;\n",
" case 2:\n",
" cursor = 'crosshair';\n",
" break;\n",
" case 3:\n",
" cursor = 'move';\n",
" break;\n",
" }\n",
" fig.rubberband_canvas.style.cursor = cursor;\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_message = function(fig, msg) {\n",
" fig.message.textContent = msg['message'];\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
" // Request the server to send over a new figure.\n",
" fig.send_draw_message();\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
" fig.image_mode = msg['mode'];\n",
"}\n",
"\n",
"mpl.figure.prototype.updated_canvas_event = function() {\n",
" // Called whenever the canvas gets updated.\n",
" this.send_message(\"ack\", {});\n",
"}\n",
"\n",
"// A function to construct a web socket function for onmessage handling.\n",
"// Called in the figure constructor.\n",
"mpl.figure.prototype._make_on_message_function = function(fig) {\n",
" return function socket_on_message(evt) {\n",
" if (evt.data instanceof Blob) {\n",
" /* FIXME: We get \"Resource interpreted as Image but\n",
" * transferred with MIME type text/plain:\" errors on\n",
" * Chrome. But how to set the MIME type? It doesn't seem\n",
" * to be part of the websocket stream */\n",
" evt.data.type = \"image/png\";\n",
"\n",
" /* Free the memory for the previous frames */\n",
" if (fig.imageObj.src) {\n",
" (window.URL || window.webkitURL).revokeObjectURL(\n",
" fig.imageObj.src);\n",
" }\n",
"\n",
" fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
" evt.data);\n",
" fig.updated_canvas_event();\n",
" fig.waiting = false;\n",
" return;\n",
" }\n",
" else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
" fig.imageObj.src = evt.data;\n",
" fig.updated_canvas_event();\n",
" fig.waiting = false;\n",
" return;\n",
" }\n",
"\n",
" var msg = JSON.parse(evt.data);\n",
" var msg_type = msg['type'];\n",
"\n",
" // Call the \"handle_{type}\" callback, which takes\n",
" // the figure and JSON message as its only arguments.\n",
" try {\n",
" var callback = fig[\"handle_\" + msg_type];\n",
" } catch (e) {\n",
" console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
" return;\n",
" }\n",
"\n",
" if (callback) {\n",
" try {\n",
" // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
" callback(fig, msg);\n",
" } catch (e) {\n",
" console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
" }\n",
" }\n",
" };\n",
"}\n",
"\n",
"// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
"mpl.findpos = function(e) {\n",
" //this section is from http://www.quirksmode.org/js/events_properties.html\n",
" var targ;\n",
" if (!e)\n",
" e = window.event;\n",
" if (e.target)\n",
" targ = e.target;\n",
" else if (e.srcElement)\n",
" targ = e.srcElement;\n",
" if (targ.nodeType == 3) // defeat Safari bug\n",
" targ = targ.parentNode;\n",
"\n",
" // jQuery normalizes the pageX and pageY\n",
" // pageX,Y are the mouse positions relative to the document\n",
" // offset() returns the position of the element relative to the document\n",
" var x = e.pageX - $(targ).offset().left;\n",
" var y = e.pageY - $(targ).offset().top;\n",
"\n",
" return {\"x\": x, \"y\": y};\n",
"};\n",
"\n",
"/*\n",
" * return a copy of an object with only non-object keys\n",
" * we need this to avoid circular references\n",
" * http://stackoverflow.com/a/24161582/3208463\n",
" */\n",
"function simpleKeys (original) {\n",
" return Object.keys(original).reduce(function (obj, key) {\n",
" if (typeof original[key] !== 'object')\n",
" obj[key] = original[key]\n",
" return obj;\n",
" }, {});\n",
"}\n",
"\n",
"mpl.figure.prototype.mouse_event = function(event, name) {\n",
" var canvas_pos = mpl.findpos(event)\n",
"\n",
" if (name === 'button_press')\n",
" {\n",
" this.canvas.focus();\n",
" this.canvas_div.focus();\n",
" }\n",
"\n",
" var x = canvas_pos.x * mpl.ratio;\n",
" var y = canvas_pos.y * mpl.ratio;\n",
"\n",
" this.send_message(name, {x: x, y: y, button: event.button,\n",
" step: event.step,\n",
" guiEvent: simpleKeys(event)});\n",
"\n",
" /* This prevents the web browser from automatically changing to\n",
" * the text insertion cursor when the button is pressed. We want\n",
" * to control all of the cursor setting manually through the\n",
" * 'cursor' event from matplotlib */\n",
" event.preventDefault();\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" // Handle any extra behaviour associated with a key event\n",
"}\n",
"\n",
"mpl.figure.prototype.key_event = function(event, name) {\n",
"\n",
" // Prevent repeat events\n",
" if (name == 'key_press')\n",
" {\n",
" if (event.which === this._key)\n",
" return;\n",
" else\n",
" this._key = event.which;\n",
" }\n",
" if (name == 'key_release')\n",
" this._key = null;\n",
"\n",
" var value = '';\n",
" if (event.ctrlKey && event.which != 17)\n",
" value += \"ctrl+\";\n",
" if (event.altKey && event.which != 18)\n",
" value += \"alt+\";\n",
" if (event.shiftKey && event.which != 16)\n",
" value += \"shift+\";\n",
"\n",
" value += 'k';\n",
" value += event.which.toString();\n",
"\n",
" this._key_event_extra(event, name);\n",
"\n",
" this.send_message(name, {key: value,\n",
" guiEvent: simpleKeys(event)});\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
" if (name == 'download') {\n",
" this.handle_save(this, null);\n",
" } else {\n",
" this.send_message(\"toolbar_button\", {name: name});\n",
" }\n",
"};\n",
"\n",
"mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
" this.message.textContent = tooltip;\n",
"};\n",
"mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
"\n",
"mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
"\n",
"mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
" // Create a \"websocket\"-like object which calls the given IPython comm\n",
" // object with the appropriate methods. Currently this is a non binary\n",
" // socket, so there is still some room for performance tuning.\n",
" var ws = {};\n",
"\n",
" ws.close = function() {\n",
" comm.close()\n",
" };\n",
" ws.send = function(m) {\n",
" //console.log('sending', m);\n",
" comm.send(m);\n",
" };\n",
" // Register the callback with on_msg.\n",
" comm.on_msg(function(msg) {\n",
" //console.log('receiving', msg['content']['data'], msg);\n",
" // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
" ws.onmessage(msg['content']['data'])\n",
" });\n",
" return ws;\n",
"}\n",
"\n",
"mpl.mpl_figure_comm = function(comm, msg) {\n",
" // This is the function which gets called when the mpl process\n",
" // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
"\n",
" var id = msg.content.data.id;\n",
" // Get hold of the div created by the display call when the Comm\n",
" // socket was opened in Python.\n",
" var element = $(\"#\" + id);\n",
" var ws_proxy = comm_websocket_adapter(comm)\n",
"\n",
" function ondownload(figure, format) {\n",
" window.open(figure.imageObj.src);\n",
" }\n",
"\n",
" var fig = new mpl.figure(id, ws_proxy,\n",
" ondownload,\n",
" element.get(0));\n",
"\n",
" // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
" // web socket which is closed, not our websocket->open comm proxy.\n",
" ws_proxy.onopen();\n",
"\n",
" fig.parent_element = element.get(0);\n",
" fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
" if (!fig.cell_info) {\n",
" console.error(\"Failed to find cell for figure\", id, fig);\n",
" return;\n",
" }\n",
"\n",
" var output_index = fig.cell_info[2]\n",
" var cell = fig.cell_info[0];\n",
"\n",
"};\n",
"\n",
"mpl.figure.prototype.handle_close = function(fig, msg) {\n",
" var width = fig.canvas.width/mpl.ratio\n",
" fig.root.unbind('remove')\n",
"\n",
" // Update the output cell to use the data from the current canvas.\n",
" fig.push_to_output();\n",
" var dataURL = fig.canvas.toDataURL();\n",
" // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
" // the notebook keyboard shortcuts fail.\n",
" IPython.keyboard_manager.enable()\n",
" $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
" fig.close_ws(fig, msg);\n",
"}\n",
"\n",
"mpl.figure.prototype.close_ws = function(fig, msg){\n",
" fig.send_message('closing', msg);\n",
" // fig.ws.close()\n",
"}\n",
"\n",
"mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
" // Turn the data on the canvas into data in the output cell.\n",
" var width = this.canvas.width/mpl.ratio\n",
" var dataURL = this.canvas.toDataURL();\n",
" this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
"}\n",
"\n",
"mpl.figure.prototype.updated_canvas_event = function() {\n",
" // Tell IPython that the notebook contents must change.\n",
" IPython.notebook.set_dirty(true);\n",
" this.send_message(\"ack\", {});\n",
" var fig = this;\n",
" // Wait a second, then push the new image to the DOM so\n",
" // that it is saved nicely (might be nice to debounce this).\n",
" setTimeout(function () { fig.push_to_output() }, 1000);\n",
"}\n",
"\n",
"mpl.figure.prototype._init_toolbar = function() {\n",
" var fig = this;\n",
"\n",
" var nav_element = $('<div/>')\n",
" nav_element.attr('style', 'width: 100%');\n",
" this.root.append(nav_element);\n",
"\n",
" // Define a callback function for later on.\n",
" function toolbar_event(event) {\n",
" return fig.toolbar_button_onclick(event['data']);\n",
" }\n",
" function toolbar_mouse_event(event) {\n",
" return fig.toolbar_button_onmouseover(event['data']);\n",
" }\n",
"\n",
" for(var toolbar_ind in mpl.toolbar_items){\n",
" var name = mpl.toolbar_items[toolbar_ind][0];\n",
" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
" var image = mpl.toolbar_items[toolbar_ind][2];\n",
" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
"\n",
" if (!name) { continue; };\n",
"\n",
" var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
" button.click(method_name, toolbar_event);\n",
" button.mouseover(tooltip, toolbar_mouse_event);\n",
" nav_element.append(button);\n",
" }\n",
"\n",
" // Add the status bar.\n",
" var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
" nav_element.append(status_bar);\n",
" this.message = status_bar[0];\n",
"\n",
" // Add the close button to the window.\n",
" var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
" var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
" button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
" button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
" buttongrp.append(button);\n",
" var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
" titlebar.prepend(buttongrp);\n",
"}\n",
"\n",
"mpl.figure.prototype._root_extra_style = function(el){\n",
" var fig = this\n",
" el.on(\"remove\", function(){\n",
"\tfig.close_ws(fig, {});\n",
" });\n",
"}\n",
"\n",
"mpl.figure.prototype._canvas_extra_style = function(el){\n",
" // this is important to make the div 'focusable\n",
" el.attr('tabindex', 0)\n",
" // reach out to IPython and tell the keyboard manager to turn it's self\n",
" // off when our div gets focus\n",
"\n",
" // location in version 3\n",
" if (IPython.notebook.keyboard_manager) {\n",
" IPython.notebook.keyboard_manager.register_events(el);\n",
" }\n",
" else {\n",
" // location in version 2\n",
" IPython.keyboard_manager.register_events(el);\n",
" }\n",
"\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" var manager = IPython.notebook.keyboard_manager;\n",
" if (!manager)\n",
" manager = IPython.keyboard_manager;\n",
"\n",
" // Check for shift+enter\n",
" if (event.shiftKey && event.which == 13) {\n",
" this.canvas_div.blur();\n",
" event.shiftKey = false;\n",
" // Send a \"J\" for go to next cell\n",
" event.which = 74;\n",
" event.keyCode = 74;\n",
" manager.command_mode();\n",
" manager.handle_keydown(event);\n",
" }\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
" fig.ondownload(fig, null);\n",
"}\n",
"\n",
"\n",
"mpl.find_output_cell = function(html_output) {\n",
" // Return the cell and output element which can be found *uniquely* in the notebook.\n",
" // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
" // IPython event is triggered only after the cells have been serialised, which for\n",
" // our purposes (turning an active figure into a static one), is too late.\n",
" var cells = IPython.notebook.get_cells();\n",
" var ncells = cells.length;\n",
" for (var i=0; i<ncells; i++) {\n",
" var cell = cells[i];\n",
" if (cell.cell_type === 'code'){\n",
" for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
" var data = cell.output_area.outputs[j];\n",
" if (data.data) {\n",
" // IPython >= 3 moved mimebundle to data attribute of output\n",
" data = data.data;\n",
" }\n",
" if (data['text/html'] == html_output) {\n",
" return [cell, data, j];\n",
" }\n",
" }\n",
" }\n",
" }\n",
"}\n",
"\n",
"// Register the function which deals with the matplotlib target/channel.\n",
"// The kernel may be null if the page has been refreshed.\n",
"if (IPython.notebook.kernel != null) {\n",
" IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
"}\n"
],
"text/plain": [
"<IPython.core.display.Javascript object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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\" width=\"639.230792677615\">"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f30c332bef0>"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"image_landmark = plt.imread('./imgs/mask_landmarks/2.png')\n",
"plt.imshow(image_landmark)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"from skimage.filters import gaussian"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"application/javascript": [
"/* Put everything inside the global mpl namespace */\n",
"window.mpl = {};\n",
"\n",
"\n",
"mpl.get_websocket_type = function() {\n",
" if (typeof(WebSocket) !== 'undefined') {\n",
" return WebSocket;\n",
" } else if (typeof(MozWebSocket) !== 'undefined') {\n",
" return MozWebSocket;\n",
" } else {\n",
" alert('Your browser does not have WebSocket support.' +\n",
" 'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
" 'Firefox 4 and 5 are also supported but you ' +\n",
" 'have to enable WebSockets in about:config.');\n",
" };\n",
"}\n",
"\n",
"mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
" this.id = figure_id;\n",
"\n",
" this.ws = websocket;\n",
"\n",
" this.supports_binary = (this.ws.binaryType != undefined);\n",
"\n",
" if (!this.supports_binary) {\n",
" var warnings = document.getElementById(\"mpl-warnings\");\n",
" if (warnings) {\n",
" warnings.style.display = 'block';\n",
" warnings.textContent = (\n",
" \"This browser does not support binary websocket messages. \" +\n",
" \"Performance may be slow.\");\n",
" }\n",
" }\n",
"\n",
" this.imageObj = new Image();\n",
"\n",
" this.context = undefined;\n",
" this.message = undefined;\n",
" this.canvas = undefined;\n",
" this.rubberband_canvas = undefined;\n",
" this.rubberband_context = undefined;\n",
" this.format_dropdown = undefined;\n",
"\n",
" this.image_mode = 'full';\n",
"\n",
" this.root = $('<div/>');\n",
" this._root_extra_style(this.root)\n",
" this.root.attr('style', 'display: inline-block');\n",
"\n",
" $(parent_element).append(this.root);\n",
"\n",
" this._init_header(this);\n",
" this._init_canvas(this);\n",
" this._init_toolbar(this);\n",
"\n",
" var fig = this;\n",
"\n",
" this.waiting = false;\n",
"\n",
" this.ws.onopen = function () {\n",
" fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
" fig.send_message(\"send_image_mode\", {});\n",
" if (mpl.ratio != 1) {\n",
" fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
" }\n",
" fig.send_message(\"refresh\", {});\n",
" }\n",
"\n",
" this.imageObj.onload = function() {\n",
" if (fig.image_mode == 'full') {\n",
" // Full images could contain transparency (where diff images\n",
" // almost always do), so we need to clear the canvas so that\n",
" // there is no ghosting.\n",
" fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
" }\n",
" fig.context.drawImage(fig.imageObj, 0, 0);\n",
" };\n",
"\n",
" this.imageObj.onunload = function() {\n",
" fig.ws.close();\n",
" }\n",
"\n",
" this.ws.onmessage = this._make_on_message_function(this);\n",
"\n",
" this.ondownload = ondownload;\n",
"}\n",
"\n",
"mpl.figure.prototype._init_header = function() {\n",
" var titlebar = $(\n",
" '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
" 'ui-helper-clearfix\"/>');\n",
" var titletext = $(\n",
" '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
" 'text-align: center; padding: 3px;\"/>');\n",
" titlebar.append(titletext)\n",
" this.root.append(titlebar);\n",
" this.header = titletext[0];\n",
"}\n",
"\n",
"\n",
"\n",
"mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
"\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
"\n",
"}\n",
"\n",
"mpl.figure.prototype._init_canvas = function() {\n",
" var fig = this;\n",
"\n",
" var canvas_div = $('<div/>');\n",
"\n",
" canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
"\n",
" function canvas_keyboard_event(event) {\n",
" return fig.key_event(event, event['data']);\n",
" }\n",
"\n",
" canvas_div.keydown('key_press', canvas_keyboard_event);\n",
" canvas_div.keyup('key_release', canvas_keyboard_event);\n",
" this.canvas_div = canvas_div\n",
" this._canvas_extra_style(canvas_div)\n",
" this.root.append(canvas_div);\n",
"\n",
" var canvas = $('<canvas/>');\n",
" canvas.addClass('mpl-canvas');\n",
" canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
"\n",
" this.canvas = canvas[0];\n",
" this.context = canvas[0].getContext(\"2d\");\n",
"\n",
" var backingStore = this.context.backingStorePixelRatio ||\n",
"\tthis.context.webkitBackingStorePixelRatio ||\n",
"\tthis.context.mozBackingStorePixelRatio ||\n",
"\tthis.context.msBackingStorePixelRatio ||\n",
"\tthis.context.oBackingStorePixelRatio ||\n",
"\tthis.context.backingStorePixelRatio || 1;\n",
"\n",
" mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
"\n",
" var rubberband = $('<canvas/>');\n",
" rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
"\n",
" var pass_mouse_events = true;\n",
"\n",
" canvas_div.resizable({\n",
" start: function(event, ui) {\n",
" pass_mouse_events = false;\n",
" },\n",
" resize: function(event, ui) {\n",
" fig.request_resize(ui.size.width, ui.size.height);\n",
" },\n",
" stop: function(event, ui) {\n",
" pass_mouse_events = true;\n",
" fig.request_resize(ui.size.width, ui.size.height);\n",
" },\n",
" });\n",
"\n",
" function mouse_event_fn(event) {\n",
" if (pass_mouse_events)\n",
" return fig.mouse_event(event, event['data']);\n",
" }\n",
"\n",
" rubberband.mousedown('button_press', mouse_event_fn);\n",
" rubberband.mouseup('button_release', mouse_event_fn);\n",
" // Throttle sequential mouse events to 1 every 20ms.\n",
" rubberband.mousemove('motion_notify', mouse_event_fn);\n",
"\n",
" rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
" rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
"\n",
" canvas_div.on(\"wheel\", function (event) {\n",
" event = event.originalEvent;\n",
" event['data'] = 'scroll'\n",
" if (event.deltaY < 0) {\n",
" event.step = 1;\n",
" } else {\n",
" event.step = -1;\n",
" }\n",
" mouse_event_fn(event);\n",
" });\n",
"\n",
" canvas_div.append(canvas);\n",
" canvas_div.append(rubberband);\n",
"\n",
" this.rubberband = rubberband;\n",
" this.rubberband_canvas = rubberband[0];\n",
" this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
" this.rubberband_context.strokeStyle = \"#000000\";\n",
"\n",
" this._resize_canvas = function(width, height) {\n",
" // Keep the size of the canvas, canvas container, and rubber band\n",
" // canvas in synch.\n",
" canvas_div.css('width', width)\n",
" canvas_div.css('height', height)\n",
"\n",
" canvas.attr('width', width * mpl.ratio);\n",
" canvas.attr('height', height * mpl.ratio);\n",
" canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
"\n",
" rubberband.attr('width', width);\n",
" rubberband.attr('height', height);\n",
" }\n",
"\n",
" // Set the figure to an initial 600x600px, this will subsequently be updated\n",
" // upon first draw.\n",
" this._resize_canvas(600, 600);\n",
"\n",
" // Disable right mouse context menu.\n",
" $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
" return false;\n",
" });\n",
"\n",
" function set_focus () {\n",
" canvas.focus();\n",
" canvas_div.focus();\n",
" }\n",
"\n",
" window.setTimeout(set_focus, 100);\n",
"}\n",
"\n",
"mpl.figure.prototype._init_toolbar = function() {\n",
" var fig = this;\n",
"\n",
" var nav_element = $('<div/>')\n",
" nav_element.attr('style', 'width: 100%');\n",
" this.root.append(nav_element);\n",
"\n",
" // Define a callback function for later on.\n",
" function toolbar_event(event) {\n",
" return fig.toolbar_button_onclick(event['data']);\n",
" }\n",
" function toolbar_mouse_event(event) {\n",
" return fig.toolbar_button_onmouseover(event['data']);\n",
" }\n",
"\n",
" for(var toolbar_ind in mpl.toolbar_items) {\n",
" var name = mpl.toolbar_items[toolbar_ind][0];\n",
" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
" var image = mpl.toolbar_items[toolbar_ind][2];\n",
" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
"\n",
" if (!name) {\n",
" // put a spacer in here.\n",
" continue;\n",
" }\n",
" var button = $('<button/>');\n",
" button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
" 'ui-button-icon-only');\n",
" button.attr('role', 'button');\n",
" button.attr('aria-disabled', 'false');\n",
" button.click(method_name, toolbar_event);\n",
" button.mouseover(tooltip, toolbar_mouse_event);\n",
"\n",
" var icon_img = $('<span/>');\n",
" icon_img.addClass('ui-button-icon-primary ui-icon');\n",
" icon_img.addClass(image);\n",
" icon_img.addClass('ui-corner-all');\n",
"\n",
" var tooltip_span = $('<span/>');\n",
" tooltip_span.addClass('ui-button-text');\n",
" tooltip_span.html(tooltip);\n",
"\n",
" button.append(icon_img);\n",
" button.append(tooltip_span);\n",
"\n",
" nav_element.append(button);\n",
" }\n",
"\n",
" var fmt_picker_span = $('<span/>');\n",
"\n",
" var fmt_picker = $('<select/>');\n",
" fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
" fmt_picker_span.append(fmt_picker);\n",
" nav_element.append(fmt_picker_span);\n",
" this.format_dropdown = fmt_picker[0];\n",
"\n",
" for (var ind in mpl.extensions) {\n",
" var fmt = mpl.extensions[ind];\n",
" var option = $(\n",
" '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
" fmt_picker.append(option)\n",
" }\n",
"\n",
" // Add hover states to the ui-buttons\n",
" $( \".ui-button\" ).hover(\n",
" function() { $(this).addClass(\"ui-state-hover\");},\n",
" function() { $(this).removeClass(\"ui-state-hover\");}\n",
" );\n",
"\n",
" var status_bar = $('<span class=\"mpl-message\"/>');\n",
" nav_element.append(status_bar);\n",
" this.message = status_bar[0];\n",
"}\n",
"\n",
"mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
" // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
" // which will in turn request a refresh of the image.\n",
" this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
"}\n",
"\n",
"mpl.figure.prototype.send_message = function(type, properties) {\n",
" properties['type'] = type;\n",
" properties['figure_id'] = this.id;\n",
" this.ws.send(JSON.stringify(properties));\n",
"}\n",
"\n",
"mpl.figure.prototype.send_draw_message = function() {\n",
" if (!this.waiting) {\n",
" this.waiting = true;\n",
" this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
" }\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
" var format_dropdown = fig.format_dropdown;\n",
" var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
" fig.ondownload(fig, format);\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
" var size = msg['size'];\n",
" if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
" fig._resize_canvas(size[0], size[1]);\n",
" fig.send_message(\"refresh\", {});\n",
" };\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
" var x0 = msg['x0'] / mpl.ratio;\n",
" var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
" var x1 = msg['x1'] / mpl.ratio;\n",
" var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
" x0 = Math.floor(x0) + 0.5;\n",
" y0 = Math.floor(y0) + 0.5;\n",
" x1 = Math.floor(x1) + 0.5;\n",
" y1 = Math.floor(y1) + 0.5;\n",
" var min_x = Math.min(x0, x1);\n",
" var min_y = Math.min(y0, y1);\n",
" var width = Math.abs(x1 - x0);\n",
" var height = Math.abs(y1 - y0);\n",
"\n",
" fig.rubberband_context.clearRect(\n",
" 0, 0, fig.canvas.width, fig.canvas.height);\n",
"\n",
" fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
" // Updates the figure title.\n",
" fig.header.textContent = msg['label'];\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
" var cursor = msg['cursor'];\n",
" switch(cursor)\n",
" {\n",
" case 0:\n",
" cursor = 'pointer';\n",
" break;\n",
" case 1:\n",
" cursor = 'default';\n",
" break;\n",
" case 2:\n",
" cursor = 'crosshair';\n",
" break;\n",
" case 3:\n",
" cursor = 'move';\n",
" break;\n",
" }\n",
" fig.rubberband_canvas.style.cursor = cursor;\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_message = function(fig, msg) {\n",
" fig.message.textContent = msg['message'];\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
" // Request the server to send over a new figure.\n",
" fig.send_draw_message();\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
" fig.image_mode = msg['mode'];\n",
"}\n",
"\n",
"mpl.figure.prototype.updated_canvas_event = function() {\n",
" // Called whenever the canvas gets updated.\n",
" this.send_message(\"ack\", {});\n",
"}\n",
"\n",
"// A function to construct a web socket function for onmessage handling.\n",
"// Called in the figure constructor.\n",
"mpl.figure.prototype._make_on_message_function = function(fig) {\n",
" return function socket_on_message(evt) {\n",
" if (evt.data instanceof Blob) {\n",
" /* FIXME: We get \"Resource interpreted as Image but\n",
" * transferred with MIME type text/plain:\" errors on\n",
" * Chrome. But how to set the MIME type? It doesn't seem\n",
" * to be part of the websocket stream */\n",
" evt.data.type = \"image/png\";\n",
"\n",
" /* Free the memory for the previous frames */\n",
" if (fig.imageObj.src) {\n",
" (window.URL || window.webkitURL).revokeObjectURL(\n",
" fig.imageObj.src);\n",
" }\n",
"\n",
" fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
" evt.data);\n",
" fig.updated_canvas_event();\n",
" fig.waiting = false;\n",
" return;\n",
" }\n",
" else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
" fig.imageObj.src = evt.data;\n",
" fig.updated_canvas_event();\n",
" fig.waiting = false;\n",
" return;\n",
" }\n",
"\n",
" var msg = JSON.parse(evt.data);\n",
" var msg_type = msg['type'];\n",
"\n",
" // Call the \"handle_{type}\" callback, which takes\n",
" // the figure and JSON message as its only arguments.\n",
" try {\n",
" var callback = fig[\"handle_\" + msg_type];\n",
" } catch (e) {\n",
" console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
" return;\n",
" }\n",
"\n",
" if (callback) {\n",
" try {\n",
" // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
" callback(fig, msg);\n",
" } catch (e) {\n",
" console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
" }\n",
" }\n",
" };\n",
"}\n",
"\n",
"// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
"mpl.findpos = function(e) {\n",
" //this section is from http://www.quirksmode.org/js/events_properties.html\n",
" var targ;\n",
" if (!e)\n",
" e = window.event;\n",
" if (e.target)\n",
" targ = e.target;\n",
" else if (e.srcElement)\n",
" targ = e.srcElement;\n",
" if (targ.nodeType == 3) // defeat Safari bug\n",
" targ = targ.parentNode;\n",
"\n",
" // jQuery normalizes the pageX and pageY\n",
" // pageX,Y are the mouse positions relative to the document\n",
" // offset() returns the position of the element relative to the document\n",
" var x = e.pageX - $(targ).offset().left;\n",
" var y = e.pageY - $(targ).offset().top;\n",
"\n",
" return {\"x\": x, \"y\": y};\n",
"};\n",
"\n",
"/*\n",
" * return a copy of an object with only non-object keys\n",
" * we need this to avoid circular references\n",
" * http://stackoverflow.com/a/24161582/3208463\n",
" */\n",
"function simpleKeys (original) {\n",
" return Object.keys(original).reduce(function (obj, key) {\n",
" if (typeof original[key] !== 'object')\n",
" obj[key] = original[key]\n",
" return obj;\n",
" }, {});\n",
"}\n",
"\n",
"mpl.figure.prototype.mouse_event = function(event, name) {\n",
" var canvas_pos = mpl.findpos(event)\n",
"\n",
" if (name === 'button_press')\n",
" {\n",
" this.canvas.focus();\n",
" this.canvas_div.focus();\n",
" }\n",
"\n",
" var x = canvas_pos.x * mpl.ratio;\n",
" var y = canvas_pos.y * mpl.ratio;\n",
"\n",
" this.send_message(name, {x: x, y: y, button: event.button,\n",
" step: event.step,\n",
" guiEvent: simpleKeys(event)});\n",
"\n",
" /* This prevents the web browser from automatically changing to\n",
" * the text insertion cursor when the button is pressed. We want\n",
" * to control all of the cursor setting manually through the\n",
" * 'cursor' event from matplotlib */\n",
" event.preventDefault();\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" // Handle any extra behaviour associated with a key event\n",
"}\n",
"\n",
"mpl.figure.prototype.key_event = function(event, name) {\n",
"\n",
" // Prevent repeat events\n",
" if (name == 'key_press')\n",
" {\n",
" if (event.which === this._key)\n",
" return;\n",
" else\n",
" this._key = event.which;\n",
" }\n",
" if (name == 'key_release')\n",
" this._key = null;\n",
"\n",
" var value = '';\n",
" if (event.ctrlKey && event.which != 17)\n",
" value += \"ctrl+\";\n",
" if (event.altKey && event.which != 18)\n",
" value += \"alt+\";\n",
" if (event.shiftKey && event.which != 16)\n",
" value += \"shift+\";\n",
"\n",
" value += 'k';\n",
" value += event.which.toString();\n",
"\n",
" this._key_event_extra(event, name);\n",
"\n",
" this.send_message(name, {key: value,\n",
" guiEvent: simpleKeys(event)});\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
" if (name == 'download') {\n",
" this.handle_save(this, null);\n",
" } else {\n",
" this.send_message(\"toolbar_button\", {name: name});\n",
" }\n",
"};\n",
"\n",
"mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
" this.message.textContent = tooltip;\n",
"};\n",
"mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
"\n",
"mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
"\n",
"mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
" // Create a \"websocket\"-like object which calls the given IPython comm\n",
" // object with the appropriate methods. Currently this is a non binary\n",
" // socket, so there is still some room for performance tuning.\n",
" var ws = {};\n",
"\n",
" ws.close = function() {\n",
" comm.close()\n",
" };\n",
" ws.send = function(m) {\n",
" //console.log('sending', m);\n",
" comm.send(m);\n",
" };\n",
" // Register the callback with on_msg.\n",
" comm.on_msg(function(msg) {\n",
" //console.log('receiving', msg['content']['data'], msg);\n",
" // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
" ws.onmessage(msg['content']['data'])\n",
" });\n",
" return ws;\n",
"}\n",
"\n",
"mpl.mpl_figure_comm = function(comm, msg) {\n",
" // This is the function which gets called when the mpl process\n",
" // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
"\n",
" var id = msg.content.data.id;\n",
" // Get hold of the div created by the display call when the Comm\n",
" // socket was opened in Python.\n",
" var element = $(\"#\" + id);\n",
" var ws_proxy = comm_websocket_adapter(comm)\n",
"\n",
" function ondownload(figure, format) {\n",
" window.open(figure.imageObj.src);\n",
" }\n",
"\n",
" var fig = new mpl.figure(id, ws_proxy,\n",
" ondownload,\n",
" element.get(0));\n",
"\n",
" // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
" // web socket which is closed, not our websocket->open comm proxy.\n",
" ws_proxy.onopen();\n",
"\n",
" fig.parent_element = element.get(0);\n",
" fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
" if (!fig.cell_info) {\n",
" console.error(\"Failed to find cell for figure\", id, fig);\n",
" return;\n",
" }\n",
"\n",
" var output_index = fig.cell_info[2]\n",
" var cell = fig.cell_info[0];\n",
"\n",
"};\n",
"\n",
"mpl.figure.prototype.handle_close = function(fig, msg) {\n",
" var width = fig.canvas.width/mpl.ratio\n",
" fig.root.unbind('remove')\n",
"\n",
" // Update the output cell to use the data from the current canvas.\n",
" fig.push_to_output();\n",
" var dataURL = fig.canvas.toDataURL();\n",
" // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
" // the notebook keyboard shortcuts fail.\n",
" IPython.keyboard_manager.enable()\n",
" $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
" fig.close_ws(fig, msg);\n",
"}\n",
"\n",
"mpl.figure.prototype.close_ws = function(fig, msg){\n",
" fig.send_message('closing', msg);\n",
" // fig.ws.close()\n",
"}\n",
"\n",
"mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
" // Turn the data on the canvas into data in the output cell.\n",
" var width = this.canvas.width/mpl.ratio\n",
" var dataURL = this.canvas.toDataURL();\n",
" this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
"}\n",
"\n",
"mpl.figure.prototype.updated_canvas_event = function() {\n",
" // Tell IPython that the notebook contents must change.\n",
" IPython.notebook.set_dirty(true);\n",
" this.send_message(\"ack\", {});\n",
" var fig = this;\n",
" // Wait a second, then push the new image to the DOM so\n",
" // that it is saved nicely (might be nice to debounce this).\n",
" setTimeout(function () { fig.push_to_output() }, 1000);\n",
"}\n",
"\n",
"mpl.figure.prototype._init_toolbar = function() {\n",
" var fig = this;\n",
"\n",
" var nav_element = $('<div/>')\n",
" nav_element.attr('style', 'width: 100%');\n",
" this.root.append(nav_element);\n",
"\n",
" // Define a callback function for later on.\n",
" function toolbar_event(event) {\n",
" return fig.toolbar_button_onclick(event['data']);\n",
" }\n",
" function toolbar_mouse_event(event) {\n",
" return fig.toolbar_button_onmouseover(event['data']);\n",
" }\n",
"\n",
" for(var toolbar_ind in mpl.toolbar_items){\n",
" var name = mpl.toolbar_items[toolbar_ind][0];\n",
" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
" var image = mpl.toolbar_items[toolbar_ind][2];\n",
" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
"\n",
" if (!name) { continue; };\n",
"\n",
" var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
" button.click(method_name, toolbar_event);\n",
" button.mouseover(tooltip, toolbar_mouse_event);\n",
" nav_element.append(button);\n",
" }\n",
"\n",
" // Add the status bar.\n",
" var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
" nav_element.append(status_bar);\n",
" this.message = status_bar[0];\n",
"\n",
" // Add the close button to the window.\n",
" var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
" var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
" button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
" button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
" buttongrp.append(button);\n",
" var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
" titlebar.prepend(buttongrp);\n",
"}\n",
"\n",
"mpl.figure.prototype._root_extra_style = function(el){\n",
" var fig = this\n",
" el.on(\"remove\", function(){\n",
"\tfig.close_ws(fig, {});\n",
" });\n",
"}\n",
"\n",
"mpl.figure.prototype._canvas_extra_style = function(el){\n",
" // this is important to make the div 'focusable\n",
" el.attr('tabindex', 0)\n",
" // reach out to IPython and tell the keyboard manager to turn it's self\n",
" // off when our div gets focus\n",
"\n",
" // location in version 3\n",
" if (IPython.notebook.keyboard_manager) {\n",
" IPython.notebook.keyboard_manager.register_events(el);\n",
" }\n",
" else {\n",
" // location in version 2\n",
" IPython.keyboard_manager.register_events(el);\n",
" }\n",
"\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" var manager = IPython.notebook.keyboard_manager;\n",
" if (!manager)\n",
" manager = IPython.keyboard_manager;\n",
"\n",
" // Check for shift+enter\n",
" if (event.shiftKey && event.which == 13) {\n",
" this.canvas_div.blur();\n",
" event.shiftKey = false;\n",
" // Send a \"J\" for go to next cell\n",
" event.which = 74;\n",
" event.keyCode = 74;\n",
" manager.command_mode();\n",
" manager.handle_keydown(event);\n",
" }\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
" fig.ondownload(fig, null);\n",
"}\n",
"\n",
"\n",
"mpl.find_output_cell = function(html_output) {\n",
" // Return the cell and output element which can be found *uniquely* in the notebook.\n",
" // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
" // IPython event is triggered only after the cells have been serialised, which for\n",
" // our purposes (turning an active figure into a static one), is too late.\n",
" var cells = IPython.notebook.get_cells();\n",
" var ncells = cells.length;\n",
" for (var i=0; i<ncells; i++) {\n",
" var cell = cells[i];\n",
" if (cell.cell_type === 'code'){\n",
" for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
" var data = cell.output_area.outputs[j];\n",
" if (data.data) {\n",
" // IPython >= 3 moved mimebundle to data attribute of output\n",
" data = data.data;\n",
" }\n",
" if (data['text/html'] == html_output) {\n",
" return [cell, data, j];\n",
" }\n",
" }\n",
" }\n",
" }\n",
"}\n",
"\n",
"// Register the function which deals with the matplotlib target/channel.\n",
"// The kernel may be null if the page has been refreshed.\n",
"if (IPython.notebook.kernel != null) {\n",
" IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
"}\n"
],
"text/plain": [
"<IPython.core.display.Javascript object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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\" width=\"639.230792677615\">"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f30c32aba90>"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"blur_image = gaussian(image_landmark, multichannel=True, sigma=1)\n",
"plt.imshow(blur_image)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"from skimage.color import rgb2gray"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"application/javascript": [
"/* Put everything inside the global mpl namespace */\n",
"window.mpl = {};\n",
"\n",
"\n",
"mpl.get_websocket_type = function() {\n",
" if (typeof(WebSocket) !== 'undefined') {\n",
" return WebSocket;\n",
" } else if (typeof(MozWebSocket) !== 'undefined') {\n",
" return MozWebSocket;\n",
" } else {\n",
" alert('Your browser does not have WebSocket support.' +\n",
" 'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
" 'Firefox 4 and 5 are also supported but you ' +\n",
" 'have to enable WebSockets in about:config.');\n",
" };\n",
"}\n",
"\n",
"mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
" this.id = figure_id;\n",
"\n",
" this.ws = websocket;\n",
"\n",
" this.supports_binary = (this.ws.binaryType != undefined);\n",
"\n",
" if (!this.supports_binary) {\n",
" var warnings = document.getElementById(\"mpl-warnings\");\n",
" if (warnings) {\n",
" warnings.style.display = 'block';\n",
" warnings.textContent = (\n",
" \"This browser does not support binary websocket messages. \" +\n",
" \"Performance may be slow.\");\n",
" }\n",
" }\n",
"\n",
" this.imageObj = new Image();\n",
"\n",
" this.context = undefined;\n",
" this.message = undefined;\n",
" this.canvas = undefined;\n",
" this.rubberband_canvas = undefined;\n",
" this.rubberband_context = undefined;\n",
" this.format_dropdown = undefined;\n",
"\n",
" this.image_mode = 'full';\n",
"\n",
" this.root = $('<div/>');\n",
" this._root_extra_style(this.root)\n",
" this.root.attr('style', 'display: inline-block');\n",
"\n",
" $(parent_element).append(this.root);\n",
"\n",
" this._init_header(this);\n",
" this._init_canvas(this);\n",
" this._init_toolbar(this);\n",
"\n",
" var fig = this;\n",
"\n",
" this.waiting = false;\n",
"\n",
" this.ws.onopen = function () {\n",
" fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
" fig.send_message(\"send_image_mode\", {});\n",
" if (mpl.ratio != 1) {\n",
" fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
" }\n",
" fig.send_message(\"refresh\", {});\n",
" }\n",
"\n",
" this.imageObj.onload = function() {\n",
" if (fig.image_mode == 'full') {\n",
" // Full images could contain transparency (where diff images\n",
" // almost always do), so we need to clear the canvas so that\n",
" // there is no ghosting.\n",
" fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
" }\n",
" fig.context.drawImage(fig.imageObj, 0, 0);\n",
" };\n",
"\n",
" this.imageObj.onunload = function() {\n",
" fig.ws.close();\n",
" }\n",
"\n",
" this.ws.onmessage = this._make_on_message_function(this);\n",
"\n",
" this.ondownload = ondownload;\n",
"}\n",
"\n",
"mpl.figure.prototype._init_header = function() {\n",
" var titlebar = $(\n",
" '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
" 'ui-helper-clearfix\"/>');\n",
" var titletext = $(\n",
" '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
" 'text-align: center; padding: 3px;\"/>');\n",
" titlebar.append(titletext)\n",
" this.root.append(titlebar);\n",
" this.header = titletext[0];\n",
"}\n",
"\n",
"\n",
"\n",
"mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
"\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
"\n",
"}\n",
"\n",
"mpl.figure.prototype._init_canvas = function() {\n",
" var fig = this;\n",
"\n",
" var canvas_div = $('<div/>');\n",
"\n",
" canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
"\n",
" function canvas_keyboard_event(event) {\n",
" return fig.key_event(event, event['data']);\n",
" }\n",
"\n",
" canvas_div.keydown('key_press', canvas_keyboard_event);\n",
" canvas_div.keyup('key_release', canvas_keyboard_event);\n",
" this.canvas_div = canvas_div\n",
" this._canvas_extra_style(canvas_div)\n",
" this.root.append(canvas_div);\n",
"\n",
" var canvas = $('<canvas/>');\n",
" canvas.addClass('mpl-canvas');\n",
" canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
"\n",
" this.canvas = canvas[0];\n",
" this.context = canvas[0].getContext(\"2d\");\n",
"\n",
" var backingStore = this.context.backingStorePixelRatio ||\n",
"\tthis.context.webkitBackingStorePixelRatio ||\n",
"\tthis.context.mozBackingStorePixelRatio ||\n",
"\tthis.context.msBackingStorePixelRatio ||\n",
"\tthis.context.oBackingStorePixelRatio ||\n",
"\tthis.context.backingStorePixelRatio || 1;\n",
"\n",
" mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
"\n",
" var rubberband = $('<canvas/>');\n",
" rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
"\n",
" var pass_mouse_events = true;\n",
"\n",
" canvas_div.resizable({\n",
" start: function(event, ui) {\n",
" pass_mouse_events = false;\n",
" },\n",
" resize: function(event, ui) {\n",
" fig.request_resize(ui.size.width, ui.size.height);\n",
" },\n",
" stop: function(event, ui) {\n",
" pass_mouse_events = true;\n",
" fig.request_resize(ui.size.width, ui.size.height);\n",
" },\n",
" });\n",
"\n",
" function mouse_event_fn(event) {\n",
" if (pass_mouse_events)\n",
" return fig.mouse_event(event, event['data']);\n",
" }\n",
"\n",
" rubberband.mousedown('button_press', mouse_event_fn);\n",
" rubberband.mouseup('button_release', mouse_event_fn);\n",
" // Throttle sequential mouse events to 1 every 20ms.\n",
" rubberband.mousemove('motion_notify', mouse_event_fn);\n",
"\n",
" rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
" rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
"\n",
" canvas_div.on(\"wheel\", function (event) {\n",
" event = event.originalEvent;\n",
" event['data'] = 'scroll'\n",
" if (event.deltaY < 0) {\n",
" event.step = 1;\n",
" } else {\n",
" event.step = -1;\n",
" }\n",
" mouse_event_fn(event);\n",
" });\n",
"\n",
" canvas_div.append(canvas);\n",
" canvas_div.append(rubberband);\n",
"\n",
" this.rubberband = rubberband;\n",
" this.rubberband_canvas = rubberband[0];\n",
" this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
" this.rubberband_context.strokeStyle = \"#000000\";\n",
"\n",
" this._resize_canvas = function(width, height) {\n",
" // Keep the size of the canvas, canvas container, and rubber band\n",
" // canvas in synch.\n",
" canvas_div.css('width', width)\n",
" canvas_div.css('height', height)\n",
"\n",
" canvas.attr('width', width * mpl.ratio);\n",
" canvas.attr('height', height * mpl.ratio);\n",
" canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
"\n",
" rubberband.attr('width', width);\n",
" rubberband.attr('height', height);\n",
" }\n",
"\n",
" // Set the figure to an initial 600x600px, this will subsequently be updated\n",
" // upon first draw.\n",
" this._resize_canvas(600, 600);\n",
"\n",
" // Disable right mouse context menu.\n",
" $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
" return false;\n",
" });\n",
"\n",
" function set_focus () {\n",
" canvas.focus();\n",
" canvas_div.focus();\n",
" }\n",
"\n",
" window.setTimeout(set_focus, 100);\n",
"}\n",
"\n",
"mpl.figure.prototype._init_toolbar = function() {\n",
" var fig = this;\n",
"\n",
" var nav_element = $('<div/>')\n",
" nav_element.attr('style', 'width: 100%');\n",
" this.root.append(nav_element);\n",
"\n",
" // Define a callback function for later on.\n",
" function toolbar_event(event) {\n",
" return fig.toolbar_button_onclick(event['data']);\n",
" }\n",
" function toolbar_mouse_event(event) {\n",
" return fig.toolbar_button_onmouseover(event['data']);\n",
" }\n",
"\n",
" for(var toolbar_ind in mpl.toolbar_items) {\n",
" var name = mpl.toolbar_items[toolbar_ind][0];\n",
" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
" var image = mpl.toolbar_items[toolbar_ind][2];\n",
" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
"\n",
" if (!name) {\n",
" // put a spacer in here.\n",
" continue;\n",
" }\n",
" var button = $('<button/>');\n",
" button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
" 'ui-button-icon-only');\n",
" button.attr('role', 'button');\n",
" button.attr('aria-disabled', 'false');\n",
" button.click(method_name, toolbar_event);\n",
" button.mouseover(tooltip, toolbar_mouse_event);\n",
"\n",
" var icon_img = $('<span/>');\n",
" icon_img.addClass('ui-button-icon-primary ui-icon');\n",
" icon_img.addClass(image);\n",
" icon_img.addClass('ui-corner-all');\n",
"\n",
" var tooltip_span = $('<span/>');\n",
" tooltip_span.addClass('ui-button-text');\n",
" tooltip_span.html(tooltip);\n",
"\n",
" button.append(icon_img);\n",
" button.append(tooltip_span);\n",
"\n",
" nav_element.append(button);\n",
" }\n",
"\n",
" var fmt_picker_span = $('<span/>');\n",
"\n",
" var fmt_picker = $('<select/>');\n",
" fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
" fmt_picker_span.append(fmt_picker);\n",
" nav_element.append(fmt_picker_span);\n",
" this.format_dropdown = fmt_picker[0];\n",
"\n",
" for (var ind in mpl.extensions) {\n",
" var fmt = mpl.extensions[ind];\n",
" var option = $(\n",
" '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
" fmt_picker.append(option)\n",
" }\n",
"\n",
" // Add hover states to the ui-buttons\n",
" $( \".ui-button\" ).hover(\n",
" function() { $(this).addClass(\"ui-state-hover\");},\n",
" function() { $(this).removeClass(\"ui-state-hover\");}\n",
" );\n",
"\n",
" var status_bar = $('<span class=\"mpl-message\"/>');\n",
" nav_element.append(status_bar);\n",
" this.message = status_bar[0];\n",
"}\n",
"\n",
"mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
" // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
" // which will in turn request a refresh of the image.\n",
" this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
"}\n",
"\n",
"mpl.figure.prototype.send_message = function(type, properties) {\n",
" properties['type'] = type;\n",
" properties['figure_id'] = this.id;\n",
" this.ws.send(JSON.stringify(properties));\n",
"}\n",
"\n",
"mpl.figure.prototype.send_draw_message = function() {\n",
" if (!this.waiting) {\n",
" this.waiting = true;\n",
" this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
" }\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
" var format_dropdown = fig.format_dropdown;\n",
" var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
" fig.ondownload(fig, format);\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
" var size = msg['size'];\n",
" if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
" fig._resize_canvas(size[0], size[1]);\n",
" fig.send_message(\"refresh\", {});\n",
" };\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
" var x0 = msg['x0'] / mpl.ratio;\n",
" var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
" var x1 = msg['x1'] / mpl.ratio;\n",
" var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
" x0 = Math.floor(x0) + 0.5;\n",
" y0 = Math.floor(y0) + 0.5;\n",
" x1 = Math.floor(x1) + 0.5;\n",
" y1 = Math.floor(y1) + 0.5;\n",
" var min_x = Math.min(x0, x1);\n",
" var min_y = Math.min(y0, y1);\n",
" var width = Math.abs(x1 - x0);\n",
" var height = Math.abs(y1 - y0);\n",
"\n",
" fig.rubberband_context.clearRect(\n",
" 0, 0, fig.canvas.width, fig.canvas.height);\n",
"\n",
" fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
" // Updates the figure title.\n",
" fig.header.textContent = msg['label'];\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
" var cursor = msg['cursor'];\n",
" switch(cursor)\n",
" {\n",
" case 0:\n",
" cursor = 'pointer';\n",
" break;\n",
" case 1:\n",
" cursor = 'default';\n",
" break;\n",
" case 2:\n",
" cursor = 'crosshair';\n",
" break;\n",
" case 3:\n",
" cursor = 'move';\n",
" break;\n",
" }\n",
" fig.rubberband_canvas.style.cursor = cursor;\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_message = function(fig, msg) {\n",
" fig.message.textContent = msg['message'];\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
" // Request the server to send over a new figure.\n",
" fig.send_draw_message();\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
" fig.image_mode = msg['mode'];\n",
"}\n",
"\n",
"mpl.figure.prototype.updated_canvas_event = function() {\n",
" // Called whenever the canvas gets updated.\n",
" this.send_message(\"ack\", {});\n",
"}\n",
"\n",
"// A function to construct a web socket function for onmessage handling.\n",
"// Called in the figure constructor.\n",
"mpl.figure.prototype._make_on_message_function = function(fig) {\n",
" return function socket_on_message(evt) {\n",
" if (evt.data instanceof Blob) {\n",
" /* FIXME: We get \"Resource interpreted as Image but\n",
" * transferred with MIME type text/plain:\" errors on\n",
" * Chrome. But how to set the MIME type? It doesn't seem\n",
" * to be part of the websocket stream */\n",
" evt.data.type = \"image/png\";\n",
"\n",
" /* Free the memory for the previous frames */\n",
" if (fig.imageObj.src) {\n",
" (window.URL || window.webkitURL).revokeObjectURL(\n",
" fig.imageObj.src);\n",
" }\n",
"\n",
" fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
" evt.data);\n",
" fig.updated_canvas_event();\n",
" fig.waiting = false;\n",
" return;\n",
" }\n",
" else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
" fig.imageObj.src = evt.data;\n",
" fig.updated_canvas_event();\n",
" fig.waiting = false;\n",
" return;\n",
" }\n",
"\n",
" var msg = JSON.parse(evt.data);\n",
" var msg_type = msg['type'];\n",
"\n",
" // Call the \"handle_{type}\" callback, which takes\n",
" // the figure and JSON message as its only arguments.\n",
" try {\n",
" var callback = fig[\"handle_\" + msg_type];\n",
" } catch (e) {\n",
" console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
" return;\n",
" }\n",
"\n",
" if (callback) {\n",
" try {\n",
" // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
" callback(fig, msg);\n",
" } catch (e) {\n",
" console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
" }\n",
" }\n",
" };\n",
"}\n",
"\n",
"// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
"mpl.findpos = function(e) {\n",
" //this section is from http://www.quirksmode.org/js/events_properties.html\n",
" var targ;\n",
" if (!e)\n",
" e = window.event;\n",
" if (e.target)\n",
" targ = e.target;\n",
" else if (e.srcElement)\n",
" targ = e.srcElement;\n",
" if (targ.nodeType == 3) // defeat Safari bug\n",
" targ = targ.parentNode;\n",
"\n",
" // jQuery normalizes the pageX and pageY\n",
" // pageX,Y are the mouse positions relative to the document\n",
" // offset() returns the position of the element relative to the document\n",
" var x = e.pageX - $(targ).offset().left;\n",
" var y = e.pageY - $(targ).offset().top;\n",
"\n",
" return {\"x\": x, \"y\": y};\n",
"};\n",
"\n",
"/*\n",
" * return a copy of an object with only non-object keys\n",
" * we need this to avoid circular references\n",
" * http://stackoverflow.com/a/24161582/3208463\n",
" */\n",
"function simpleKeys (original) {\n",
" return Object.keys(original).reduce(function (obj, key) {\n",
" if (typeof original[key] !== 'object')\n",
" obj[key] = original[key]\n",
" return obj;\n",
" }, {});\n",
"}\n",
"\n",
"mpl.figure.prototype.mouse_event = function(event, name) {\n",
" var canvas_pos = mpl.findpos(event)\n",
"\n",
" if (name === 'button_press')\n",
" {\n",
" this.canvas.focus();\n",
" this.canvas_div.focus();\n",
" }\n",
"\n",
" var x = canvas_pos.x * mpl.ratio;\n",
" var y = canvas_pos.y * mpl.ratio;\n",
"\n",
" this.send_message(name, {x: x, y: y, button: event.button,\n",
" step: event.step,\n",
" guiEvent: simpleKeys(event)});\n",
"\n",
" /* This prevents the web browser from automatically changing to\n",
" * the text insertion cursor when the button is pressed. We want\n",
" * to control all of the cursor setting manually through the\n",
" * 'cursor' event from matplotlib */\n",
" event.preventDefault();\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" // Handle any extra behaviour associated with a key event\n",
"}\n",
"\n",
"mpl.figure.prototype.key_event = function(event, name) {\n",
"\n",
" // Prevent repeat events\n",
" if (name == 'key_press')\n",
" {\n",
" if (event.which === this._key)\n",
" return;\n",
" else\n",
" this._key = event.which;\n",
" }\n",
" if (name == 'key_release')\n",
" this._key = null;\n",
"\n",
" var value = '';\n",
" if (event.ctrlKey && event.which != 17)\n",
" value += \"ctrl+\";\n",
" if (event.altKey && event.which != 18)\n",
" value += \"alt+\";\n",
" if (event.shiftKey && event.which != 16)\n",
" value += \"shift+\";\n",
"\n",
" value += 'k';\n",
" value += event.which.toString();\n",
"\n",
" this._key_event_extra(event, name);\n",
"\n",
" this.send_message(name, {key: value,\n",
" guiEvent: simpleKeys(event)});\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
" if (name == 'download') {\n",
" this.handle_save(this, null);\n",
" } else {\n",
" this.send_message(\"toolbar_button\", {name: name});\n",
" }\n",
"};\n",
"\n",
"mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
" this.message.textContent = tooltip;\n",
"};\n",
"mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
"\n",
"mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
"\n",
"mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
" // Create a \"websocket\"-like object which calls the given IPython comm\n",
" // object with the appropriate methods. Currently this is a non binary\n",
" // socket, so there is still some room for performance tuning.\n",
" var ws = {};\n",
"\n",
" ws.close = function() {\n",
" comm.close()\n",
" };\n",
" ws.send = function(m) {\n",
" //console.log('sending', m);\n",
" comm.send(m);\n",
" };\n",
" // Register the callback with on_msg.\n",
" comm.on_msg(function(msg) {\n",
" //console.log('receiving', msg['content']['data'], msg);\n",
" // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
" ws.onmessage(msg['content']['data'])\n",
" });\n",
" return ws;\n",
"}\n",
"\n",
"mpl.mpl_figure_comm = function(comm, msg) {\n",
" // This is the function which gets called when the mpl process\n",
" // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
"\n",
" var id = msg.content.data.id;\n",
" // Get hold of the div created by the display call when the Comm\n",
" // socket was opened in Python.\n",
" var element = $(\"#\" + id);\n",
" var ws_proxy = comm_websocket_adapter(comm)\n",
"\n",
" function ondownload(figure, format) {\n",
" window.open(figure.imageObj.src);\n",
" }\n",
"\n",
" var fig = new mpl.figure(id, ws_proxy,\n",
" ondownload,\n",
" element.get(0));\n",
"\n",
" // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
" // web socket which is closed, not our websocket->open comm proxy.\n",
" ws_proxy.onopen();\n",
"\n",
" fig.parent_element = element.get(0);\n",
" fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
" if (!fig.cell_info) {\n",
" console.error(\"Failed to find cell for figure\", id, fig);\n",
" return;\n",
" }\n",
"\n",
" var output_index = fig.cell_info[2]\n",
" var cell = fig.cell_info[0];\n",
"\n",
"};\n",
"\n",
"mpl.figure.prototype.handle_close = function(fig, msg) {\n",
" var width = fig.canvas.width/mpl.ratio\n",
" fig.root.unbind('remove')\n",
"\n",
" // Update the output cell to use the data from the current canvas.\n",
" fig.push_to_output();\n",
" var dataURL = fig.canvas.toDataURL();\n",
" // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
" // the notebook keyboard shortcuts fail.\n",
" IPython.keyboard_manager.enable()\n",
" $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
" fig.close_ws(fig, msg);\n",
"}\n",
"\n",
"mpl.figure.prototype.close_ws = function(fig, msg){\n",
" fig.send_message('closing', msg);\n",
" // fig.ws.close()\n",
"}\n",
"\n",
"mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
" // Turn the data on the canvas into data in the output cell.\n",
" var width = this.canvas.width/mpl.ratio\n",
" var dataURL = this.canvas.toDataURL();\n",
" this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
"}\n",
"\n",
"mpl.figure.prototype.updated_canvas_event = function() {\n",
" // Tell IPython that the notebook contents must change.\n",
" IPython.notebook.set_dirty(true);\n",
" this.send_message(\"ack\", {});\n",
" var fig = this;\n",
" // Wait a second, then push the new image to the DOM so\n",
" // that it is saved nicely (might be nice to debounce this).\n",
" setTimeout(function () { fig.push_to_output() }, 1000);\n",
"}\n",
"\n",
"mpl.figure.prototype._init_toolbar = function() {\n",
" var fig = this;\n",
"\n",
" var nav_element = $('<div/>')\n",
" nav_element.attr('style', 'width: 100%');\n",
" this.root.append(nav_element);\n",
"\n",
" // Define a callback function for later on.\n",
" function toolbar_event(event) {\n",
" return fig.toolbar_button_onclick(event['data']);\n",
" }\n",
" function toolbar_mouse_event(event) {\n",
" return fig.toolbar_button_onmouseover(event['data']);\n",
" }\n",
"\n",
" for(var toolbar_ind in mpl.toolbar_items){\n",
" var name = mpl.toolbar_items[toolbar_ind][0];\n",
" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
" var image = mpl.toolbar_items[toolbar_ind][2];\n",
" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
"\n",
" if (!name) { continue; };\n",
"\n",
" var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
" button.click(method_name, toolbar_event);\n",
" button.mouseover(tooltip, toolbar_mouse_event);\n",
" nav_element.append(button);\n",
" }\n",
"\n",
" // Add the status bar.\n",
" var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
" nav_element.append(status_bar);\n",
" this.message = status_bar[0];\n",
"\n",
" // Add the close button to the window.\n",
" var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
" var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
" button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
" button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
" buttongrp.append(button);\n",
" var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
" titlebar.prepend(buttongrp);\n",
"}\n",
"\n",
"mpl.figure.prototype._root_extra_style = function(el){\n",
" var fig = this\n",
" el.on(\"remove\", function(){\n",
"\tfig.close_ws(fig, {});\n",
" });\n",
"}\n",
"\n",
"mpl.figure.prototype._canvas_extra_style = function(el){\n",
" // this is important to make the div 'focusable\n",
" el.attr('tabindex', 0)\n",
" // reach out to IPython and tell the keyboard manager to turn it's self\n",
" // off when our div gets focus\n",
"\n",
" // location in version 3\n",
" if (IPython.notebook.keyboard_manager) {\n",
" IPython.notebook.keyboard_manager.register_events(el);\n",
" }\n",
" else {\n",
" // location in version 2\n",
" IPython.keyboard_manager.register_events(el);\n",
" }\n",
"\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" var manager = IPython.notebook.keyboard_manager;\n",
" if (!manager)\n",
" manager = IPython.keyboard_manager;\n",
"\n",
" // Check for shift+enter\n",
" if (event.shiftKey && event.which == 13) {\n",
" this.canvas_div.blur();\n",
" event.shiftKey = false;\n",
" // Send a \"J\" for go to next cell\n",
" event.which = 74;\n",
" event.keyCode = 74;\n",
" manager.command_mode();\n",
" manager.handle_keydown(event);\n",
" }\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
" fig.ondownload(fig, null);\n",
"}\n",
"\n",
"\n",
"mpl.find_output_cell = function(html_output) {\n",
" // Return the cell and output element which can be found *uniquely* in the notebook.\n",
" // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
" // IPython event is triggered only after the cells have been serialised, which for\n",
" // our purposes (turning an active figure into a static one), is too late.\n",
" var cells = IPython.notebook.get_cells();\n",
" var ncells = cells.length;\n",
" for (var i=0; i<ncells; i++) {\n",
" var cell = cells[i];\n",
" if (cell.cell_type === 'code'){\n",
" for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
" var data = cell.output_area.outputs[j];\n",
" if (data.data) {\n",
" // IPython >= 3 moved mimebundle to data attribute of output\n",
" data = data.data;\n",
" }\n",
" if (data['text/html'] == html_output) {\n",
" return [cell, data, j];\n",
" }\n",
" }\n",
" }\n",
" }\n",
"}\n",
"\n",
"// Register the function which deals with the matplotlib target/channel.\n",
"// The kernel may be null if the page has been refreshed.\n",
"if (IPython.notebook.kernel != null) {\n",
" IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
"}\n"
],
"text/plain": [
"<IPython.core.display.Javascript object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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\" width=\"639.230792677615\">"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f30c3224940>"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"gray_image = rgb2gray(blur_image)\n",
"plt.imshow(gray_image, cmap=plt.cm.gray)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"from skimage.feature import canny"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"application/javascript": [
"/* Put everything inside the global mpl namespace */\n",
"window.mpl = {};\n",
"\n",
"\n",
"mpl.get_websocket_type = function() {\n",
" if (typeof(WebSocket) !== 'undefined') {\n",
" return WebSocket;\n",
" } else if (typeof(MozWebSocket) !== 'undefined') {\n",
" return MozWebSocket;\n",
" } else {\n",
" alert('Your browser does not have WebSocket support.' +\n",
" 'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
" 'Firefox 4 and 5 are also supported but you ' +\n",
" 'have to enable WebSockets in about:config.');\n",
" };\n",
"}\n",
"\n",
"mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
" this.id = figure_id;\n",
"\n",
" this.ws = websocket;\n",
"\n",
" this.supports_binary = (this.ws.binaryType != undefined);\n",
"\n",
" if (!this.supports_binary) {\n",
" var warnings = document.getElementById(\"mpl-warnings\");\n",
" if (warnings) {\n",
" warnings.style.display = 'block';\n",
" warnings.textContent = (\n",
" \"This browser does not support binary websocket messages. \" +\n",
" \"Performance may be slow.\");\n",
" }\n",
" }\n",
"\n",
" this.imageObj = new Image();\n",
"\n",
" this.context = undefined;\n",
" this.message = undefined;\n",
" this.canvas = undefined;\n",
" this.rubberband_canvas = undefined;\n",
" this.rubberband_context = undefined;\n",
" this.format_dropdown = undefined;\n",
"\n",
" this.image_mode = 'full';\n",
"\n",
" this.root = $('<div/>');\n",
" this._root_extra_style(this.root)\n",
" this.root.attr('style', 'display: inline-block');\n",
"\n",
" $(parent_element).append(this.root);\n",
"\n",
" this._init_header(this);\n",
" this._init_canvas(this);\n",
" this._init_toolbar(this);\n",
"\n",
" var fig = this;\n",
"\n",
" this.waiting = false;\n",
"\n",
" this.ws.onopen = function () {\n",
" fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
" fig.send_message(\"send_image_mode\", {});\n",
" if (mpl.ratio != 1) {\n",
" fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
" }\n",
" fig.send_message(\"refresh\", {});\n",
" }\n",
"\n",
" this.imageObj.onload = function() {\n",
" if (fig.image_mode == 'full') {\n",
" // Full images could contain transparency (where diff images\n",
" // almost always do), so we need to clear the canvas so that\n",
" // there is no ghosting.\n",
" fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
" }\n",
" fig.context.drawImage(fig.imageObj, 0, 0);\n",
" };\n",
"\n",
" this.imageObj.onunload = function() {\n",
" fig.ws.close();\n",
" }\n",
"\n",
" this.ws.onmessage = this._make_on_message_function(this);\n",
"\n",
" this.ondownload = ondownload;\n",
"}\n",
"\n",
"mpl.figure.prototype._init_header = function() {\n",
" var titlebar = $(\n",
" '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
" 'ui-helper-clearfix\"/>');\n",
" var titletext = $(\n",
" '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
" 'text-align: center; padding: 3px;\"/>');\n",
" titlebar.append(titletext)\n",
" this.root.append(titlebar);\n",
" this.header = titletext[0];\n",
"}\n",
"\n",
"\n",
"\n",
"mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
"\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
"\n",
"}\n",
"\n",
"mpl.figure.prototype._init_canvas = function() {\n",
" var fig = this;\n",
"\n",
" var canvas_div = $('<div/>');\n",
"\n",
" canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
"\n",
" function canvas_keyboard_event(event) {\n",
" return fig.key_event(event, event['data']);\n",
" }\n",
"\n",
" canvas_div.keydown('key_press', canvas_keyboard_event);\n",
" canvas_div.keyup('key_release', canvas_keyboard_event);\n",
" this.canvas_div = canvas_div\n",
" this._canvas_extra_style(canvas_div)\n",
" this.root.append(canvas_div);\n",
"\n",
" var canvas = $('<canvas/>');\n",
" canvas.addClass('mpl-canvas');\n",
" canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
"\n",
" this.canvas = canvas[0];\n",
" this.context = canvas[0].getContext(\"2d\");\n",
"\n",
" var backingStore = this.context.backingStorePixelRatio ||\n",
"\tthis.context.webkitBackingStorePixelRatio ||\n",
"\tthis.context.mozBackingStorePixelRatio ||\n",
"\tthis.context.msBackingStorePixelRatio ||\n",
"\tthis.context.oBackingStorePixelRatio ||\n",
"\tthis.context.backingStorePixelRatio || 1;\n",
"\n",
" mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
"\n",
" var rubberband = $('<canvas/>');\n",
" rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
"\n",
" var pass_mouse_events = true;\n",
"\n",
" canvas_div.resizable({\n",
" start: function(event, ui) {\n",
" pass_mouse_events = false;\n",
" },\n",
" resize: function(event, ui) {\n",
" fig.request_resize(ui.size.width, ui.size.height);\n",
" },\n",
" stop: function(event, ui) {\n",
" pass_mouse_events = true;\n",
" fig.request_resize(ui.size.width, ui.size.height);\n",
" },\n",
" });\n",
"\n",
" function mouse_event_fn(event) {\n",
" if (pass_mouse_events)\n",
" return fig.mouse_event(event, event['data']);\n",
" }\n",
"\n",
" rubberband.mousedown('button_press', mouse_event_fn);\n",
" rubberband.mouseup('button_release', mouse_event_fn);\n",
" // Throttle sequential mouse events to 1 every 20ms.\n",
" rubberband.mousemove('motion_notify', mouse_event_fn);\n",
"\n",
" rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
" rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
"\n",
" canvas_div.on(\"wheel\", function (event) {\n",
" event = event.originalEvent;\n",
" event['data'] = 'scroll'\n",
" if (event.deltaY < 0) {\n",
" event.step = 1;\n",
" } else {\n",
" event.step = -1;\n",
" }\n",
" mouse_event_fn(event);\n",
" });\n",
"\n",
" canvas_div.append(canvas);\n",
" canvas_div.append(rubberband);\n",
"\n",
" this.rubberband = rubberband;\n",
" this.rubberband_canvas = rubberband[0];\n",
" this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
" this.rubberband_context.strokeStyle = \"#000000\";\n",
"\n",
" this._resize_canvas = function(width, height) {\n",
" // Keep the size of the canvas, canvas container, and rubber band\n",
" // canvas in synch.\n",
" canvas_div.css('width', width)\n",
" canvas_div.css('height', height)\n",
"\n",
" canvas.attr('width', width * mpl.ratio);\n",
" canvas.attr('height', height * mpl.ratio);\n",
" canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
"\n",
" rubberband.attr('width', width);\n",
" rubberband.attr('height', height);\n",
" }\n",
"\n",
" // Set the figure to an initial 600x600px, this will subsequently be updated\n",
" // upon first draw.\n",
" this._resize_canvas(600, 600);\n",
"\n",
" // Disable right mouse context menu.\n",
" $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
" return false;\n",
" });\n",
"\n",
" function set_focus () {\n",
" canvas.focus();\n",
" canvas_div.focus();\n",
" }\n",
"\n",
" window.setTimeout(set_focus, 100);\n",
"}\n",
"\n",
"mpl.figure.prototype._init_toolbar = function() {\n",
" var fig = this;\n",
"\n",
" var nav_element = $('<div/>')\n",
" nav_element.attr('style', 'width: 100%');\n",
" this.root.append(nav_element);\n",
"\n",
" // Define a callback function for later on.\n",
" function toolbar_event(event) {\n",
" return fig.toolbar_button_onclick(event['data']);\n",
" }\n",
" function toolbar_mouse_event(event) {\n",
" return fig.toolbar_button_onmouseover(event['data']);\n",
" }\n",
"\n",
" for(var toolbar_ind in mpl.toolbar_items) {\n",
" var name = mpl.toolbar_items[toolbar_ind][0];\n",
" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
" var image = mpl.toolbar_items[toolbar_ind][2];\n",
" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
"\n",
" if (!name) {\n",
" // put a spacer in here.\n",
" continue;\n",
" }\n",
" var button = $('<button/>');\n",
" button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
" 'ui-button-icon-only');\n",
" button.attr('role', 'button');\n",
" button.attr('aria-disabled', 'false');\n",
" button.click(method_name, toolbar_event);\n",
" button.mouseover(tooltip, toolbar_mouse_event);\n",
"\n",
" var icon_img = $('<span/>');\n",
" icon_img.addClass('ui-button-icon-primary ui-icon');\n",
" icon_img.addClass(image);\n",
" icon_img.addClass('ui-corner-all');\n",
"\n",
" var tooltip_span = $('<span/>');\n",
" tooltip_span.addClass('ui-button-text');\n",
" tooltip_span.html(tooltip);\n",
"\n",
" button.append(icon_img);\n",
" button.append(tooltip_span);\n",
"\n",
" nav_element.append(button);\n",
" }\n",
"\n",
" var fmt_picker_span = $('<span/>');\n",
"\n",
" var fmt_picker = $('<select/>');\n",
" fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
" fmt_picker_span.append(fmt_picker);\n",
" nav_element.append(fmt_picker_span);\n",
" this.format_dropdown = fmt_picker[0];\n",
"\n",
" for (var ind in mpl.extensions) {\n",
" var fmt = mpl.extensions[ind];\n",
" var option = $(\n",
" '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
" fmt_picker.append(option)\n",
" }\n",
"\n",
" // Add hover states to the ui-buttons\n",
" $( \".ui-button\" ).hover(\n",
" function() { $(this).addClass(\"ui-state-hover\");},\n",
" function() { $(this).removeClass(\"ui-state-hover\");}\n",
" );\n",
"\n",
" var status_bar = $('<span class=\"mpl-message\"/>');\n",
" nav_element.append(status_bar);\n",
" this.message = status_bar[0];\n",
"}\n",
"\n",
"mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
" // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
" // which will in turn request a refresh of the image.\n",
" this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
"}\n",
"\n",
"mpl.figure.prototype.send_message = function(type, properties) {\n",
" properties['type'] = type;\n",
" properties['figure_id'] = this.id;\n",
" this.ws.send(JSON.stringify(properties));\n",
"}\n",
"\n",
"mpl.figure.prototype.send_draw_message = function() {\n",
" if (!this.waiting) {\n",
" this.waiting = true;\n",
" this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
" }\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
" var format_dropdown = fig.format_dropdown;\n",
" var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
" fig.ondownload(fig, format);\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
" var size = msg['size'];\n",
" if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
" fig._resize_canvas(size[0], size[1]);\n",
" fig.send_message(\"refresh\", {});\n",
" };\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
" var x0 = msg['x0'] / mpl.ratio;\n",
" var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
" var x1 = msg['x1'] / mpl.ratio;\n",
" var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
" x0 = Math.floor(x0) + 0.5;\n",
" y0 = Math.floor(y0) + 0.5;\n",
" x1 = Math.floor(x1) + 0.5;\n",
" y1 = Math.floor(y1) + 0.5;\n",
" var min_x = Math.min(x0, x1);\n",
" var min_y = Math.min(y0, y1);\n",
" var width = Math.abs(x1 - x0);\n",
" var height = Math.abs(y1 - y0);\n",
"\n",
" fig.rubberband_context.clearRect(\n",
" 0, 0, fig.canvas.width, fig.canvas.height);\n",
"\n",
" fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
" // Updates the figure title.\n",
" fig.header.textContent = msg['label'];\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
" var cursor = msg['cursor'];\n",
" switch(cursor)\n",
" {\n",
" case 0:\n",
" cursor = 'pointer';\n",
" break;\n",
" case 1:\n",
" cursor = 'default';\n",
" break;\n",
" case 2:\n",
" cursor = 'crosshair';\n",
" break;\n",
" case 3:\n",
" cursor = 'move';\n",
" break;\n",
" }\n",
" fig.rubberband_canvas.style.cursor = cursor;\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_message = function(fig, msg) {\n",
" fig.message.textContent = msg['message'];\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
" // Request the server to send over a new figure.\n",
" fig.send_draw_message();\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
" fig.image_mode = msg['mode'];\n",
"}\n",
"\n",
"mpl.figure.prototype.updated_canvas_event = function() {\n",
" // Called whenever the canvas gets updated.\n",
" this.send_message(\"ack\", {});\n",
"}\n",
"\n",
"// A function to construct a web socket function for onmessage handling.\n",
"// Called in the figure constructor.\n",
"mpl.figure.prototype._make_on_message_function = function(fig) {\n",
" return function socket_on_message(evt) {\n",
" if (evt.data instanceof Blob) {\n",
" /* FIXME: We get \"Resource interpreted as Image but\n",
" * transferred with MIME type text/plain:\" errors on\n",
" * Chrome. But how to set the MIME type? It doesn't seem\n",
" * to be part of the websocket stream */\n",
" evt.data.type = \"image/png\";\n",
"\n",
" /* Free the memory for the previous frames */\n",
" if (fig.imageObj.src) {\n",
" (window.URL || window.webkitURL).revokeObjectURL(\n",
" fig.imageObj.src);\n",
" }\n",
"\n",
" fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
" evt.data);\n",
" fig.updated_canvas_event();\n",
" fig.waiting = false;\n",
" return;\n",
" }\n",
" else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
" fig.imageObj.src = evt.data;\n",
" fig.updated_canvas_event();\n",
" fig.waiting = false;\n",
" return;\n",
" }\n",
"\n",
" var msg = JSON.parse(evt.data);\n",
" var msg_type = msg['type'];\n",
"\n",
" // Call the \"handle_{type}\" callback, which takes\n",
" // the figure and JSON message as its only arguments.\n",
" try {\n",
" var callback = fig[\"handle_\" + msg_type];\n",
" } catch (e) {\n",
" console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
" return;\n",
" }\n",
"\n",
" if (callback) {\n",
" try {\n",
" // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
" callback(fig, msg);\n",
" } catch (e) {\n",
" console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
" }\n",
" }\n",
" };\n",
"}\n",
"\n",
"// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
"mpl.findpos = function(e) {\n",
" //this section is from http://www.quirksmode.org/js/events_properties.html\n",
" var targ;\n",
" if (!e)\n",
" e = window.event;\n",
" if (e.target)\n",
" targ = e.target;\n",
" else if (e.srcElement)\n",
" targ = e.srcElement;\n",
" if (targ.nodeType == 3) // defeat Safari bug\n",
" targ = targ.parentNode;\n",
"\n",
" // jQuery normalizes the pageX and pageY\n",
" // pageX,Y are the mouse positions relative to the document\n",
" // offset() returns the position of the element relative to the document\n",
" var x = e.pageX - $(targ).offset().left;\n",
" var y = e.pageY - $(targ).offset().top;\n",
"\n",
" return {\"x\": x, \"y\": y};\n",
"};\n",
"\n",
"/*\n",
" * return a copy of an object with only non-object keys\n",
" * we need this to avoid circular references\n",
" * http://stackoverflow.com/a/24161582/3208463\n",
" */\n",
"function simpleKeys (original) {\n",
" return Object.keys(original).reduce(function (obj, key) {\n",
" if (typeof original[key] !== 'object')\n",
" obj[key] = original[key]\n",
" return obj;\n",
" }, {});\n",
"}\n",
"\n",
"mpl.figure.prototype.mouse_event = function(event, name) {\n",
" var canvas_pos = mpl.findpos(event)\n",
"\n",
" if (name === 'button_press')\n",
" {\n",
" this.canvas.focus();\n",
" this.canvas_div.focus();\n",
" }\n",
"\n",
" var x = canvas_pos.x * mpl.ratio;\n",
" var y = canvas_pos.y * mpl.ratio;\n",
"\n",
" this.send_message(name, {x: x, y: y, button: event.button,\n",
" step: event.step,\n",
" guiEvent: simpleKeys(event)});\n",
"\n",
" /* This prevents the web browser from automatically changing to\n",
" * the text insertion cursor when the button is pressed. We want\n",
" * to control all of the cursor setting manually through the\n",
" * 'cursor' event from matplotlib */\n",
" event.preventDefault();\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" // Handle any extra behaviour associated with a key event\n",
"}\n",
"\n",
"mpl.figure.prototype.key_event = function(event, name) {\n",
"\n",
" // Prevent repeat events\n",
" if (name == 'key_press')\n",
" {\n",
" if (event.which === this._key)\n",
" return;\n",
" else\n",
" this._key = event.which;\n",
" }\n",
" if (name == 'key_release')\n",
" this._key = null;\n",
"\n",
" var value = '';\n",
" if (event.ctrlKey && event.which != 17)\n",
" value += \"ctrl+\";\n",
" if (event.altKey && event.which != 18)\n",
" value += \"alt+\";\n",
" if (event.shiftKey && event.which != 16)\n",
" value += \"shift+\";\n",
"\n",
" value += 'k';\n",
" value += event.which.toString();\n",
"\n",
" this._key_event_extra(event, name);\n",
"\n",
" this.send_message(name, {key: value,\n",
" guiEvent: simpleKeys(event)});\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
" if (name == 'download') {\n",
" this.handle_save(this, null);\n",
" } else {\n",
" this.send_message(\"toolbar_button\", {name: name});\n",
" }\n",
"};\n",
"\n",
"mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
" this.message.textContent = tooltip;\n",
"};\n",
"mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
"\n",
"mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
"\n",
"mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
" // Create a \"websocket\"-like object which calls the given IPython comm\n",
" // object with the appropriate methods. Currently this is a non binary\n",
" // socket, so there is still some room for performance tuning.\n",
" var ws = {};\n",
"\n",
" ws.close = function() {\n",
" comm.close()\n",
" };\n",
" ws.send = function(m) {\n",
" //console.log('sending', m);\n",
" comm.send(m);\n",
" };\n",
" // Register the callback with on_msg.\n",
" comm.on_msg(function(msg) {\n",
" //console.log('receiving', msg['content']['data'], msg);\n",
" // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
" ws.onmessage(msg['content']['data'])\n",
" });\n",
" return ws;\n",
"}\n",
"\n",
"mpl.mpl_figure_comm = function(comm, msg) {\n",
" // This is the function which gets called when the mpl process\n",
" // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
"\n",
" var id = msg.content.data.id;\n",
" // Get hold of the div created by the display call when the Comm\n",
" // socket was opened in Python.\n",
" var element = $(\"#\" + id);\n",
" var ws_proxy = comm_websocket_adapter(comm)\n",
"\n",
" function ondownload(figure, format) {\n",
" window.open(figure.imageObj.src);\n",
" }\n",
"\n",
" var fig = new mpl.figure(id, ws_proxy,\n",
" ondownload,\n",
" element.get(0));\n",
"\n",
" // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
" // web socket which is closed, not our websocket->open comm proxy.\n",
" ws_proxy.onopen();\n",
"\n",
" fig.parent_element = element.get(0);\n",
" fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
" if (!fig.cell_info) {\n",
" console.error(\"Failed to find cell for figure\", id, fig);\n",
" return;\n",
" }\n",
"\n",
" var output_index = fig.cell_info[2]\n",
" var cell = fig.cell_info[0];\n",
"\n",
"};\n",
"\n",
"mpl.figure.prototype.handle_close = function(fig, msg) {\n",
" var width = fig.canvas.width/mpl.ratio\n",
" fig.root.unbind('remove')\n",
"\n",
" // Update the output cell to use the data from the current canvas.\n",
" fig.push_to_output();\n",
" var dataURL = fig.canvas.toDataURL();\n",
" // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
" // the notebook keyboard shortcuts fail.\n",
" IPython.keyboard_manager.enable()\n",
" $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
" fig.close_ws(fig, msg);\n",
"}\n",
"\n",
"mpl.figure.prototype.close_ws = function(fig, msg){\n",
" fig.send_message('closing', msg);\n",
" // fig.ws.close()\n",
"}\n",
"\n",
"mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
" // Turn the data on the canvas into data in the output cell.\n",
" var width = this.canvas.width/mpl.ratio\n",
" var dataURL = this.canvas.toDataURL();\n",
" this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
"}\n",
"\n",
"mpl.figure.prototype.updated_canvas_event = function() {\n",
" // Tell IPython that the notebook contents must change.\n",
" IPython.notebook.set_dirty(true);\n",
" this.send_message(\"ack\", {});\n",
" var fig = this;\n",
" // Wait a second, then push the new image to the DOM so\n",
" // that it is saved nicely (might be nice to debounce this).\n",
" setTimeout(function () { fig.push_to_output() }, 1000);\n",
"}\n",
"\n",
"mpl.figure.prototype._init_toolbar = function() {\n",
" var fig = this;\n",
"\n",
" var nav_element = $('<div/>')\n",
" nav_element.attr('style', 'width: 100%');\n",
" this.root.append(nav_element);\n",
"\n",
" // Define a callback function for later on.\n",
" function toolbar_event(event) {\n",
" return fig.toolbar_button_onclick(event['data']);\n",
" }\n",
" function toolbar_mouse_event(event) {\n",
" return fig.toolbar_button_onmouseover(event['data']);\n",
" }\n",
"\n",
" for(var toolbar_ind in mpl.toolbar_items){\n",
" var name = mpl.toolbar_items[toolbar_ind][0];\n",
" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
" var image = mpl.toolbar_items[toolbar_ind][2];\n",
" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
"\n",
" if (!name) { continue; };\n",
"\n",
" var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
" button.click(method_name, toolbar_event);\n",
" button.mouseover(tooltip, toolbar_mouse_event);\n",
" nav_element.append(button);\n",
" }\n",
"\n",
" // Add the status bar.\n",
" var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
" nav_element.append(status_bar);\n",
" this.message = status_bar[0];\n",
"\n",
" // Add the close button to the window.\n",
" var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
" var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
" button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
" button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
" buttongrp.append(button);\n",
" var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
" titlebar.prepend(buttongrp);\n",
"}\n",
"\n",
"mpl.figure.prototype._root_extra_style = function(el){\n",
" var fig = this\n",
" el.on(\"remove\", function(){\n",
"\tfig.close_ws(fig, {});\n",
" });\n",
"}\n",
"\n",
"mpl.figure.prototype._canvas_extra_style = function(el){\n",
" // this is important to make the div 'focusable\n",
" el.attr('tabindex', 0)\n",
" // reach out to IPython and tell the keyboard manager to turn it's self\n",
" // off when our div gets focus\n",
"\n",
" // location in version 3\n",
" if (IPython.notebook.keyboard_manager) {\n",
" IPython.notebook.keyboard_manager.register_events(el);\n",
" }\n",
" else {\n",
" // location in version 2\n",
" IPython.keyboard_manager.register_events(el);\n",
" }\n",
"\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" var manager = IPython.notebook.keyboard_manager;\n",
" if (!manager)\n",
" manager = IPython.keyboard_manager;\n",
"\n",
" // Check for shift+enter\n",
" if (event.shiftKey && event.which == 13) {\n",
" this.canvas_div.blur();\n",
" event.shiftKey = false;\n",
" // Send a \"J\" for go to next cell\n",
" event.which = 74;\n",
" event.keyCode = 74;\n",
" manager.command_mode();\n",
" manager.handle_keydown(event);\n",
" }\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
" fig.ondownload(fig, null);\n",
"}\n",
"\n",
"\n",
"mpl.find_output_cell = function(html_output) {\n",
" // Return the cell and output element which can be found *uniquely* in the notebook.\n",
" // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
" // IPython event is triggered only after the cells have been serialised, which for\n",
" // our purposes (turning an active figure into a static one), is too late.\n",
" var cells = IPython.notebook.get_cells();\n",
" var ncells = cells.length;\n",
" for (var i=0; i<ncells; i++) {\n",
" var cell = cells[i];\n",
" if (cell.cell_type === 'code'){\n",
" for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
" var data = cell.output_area.outputs[j];\n",
" if (data.data) {\n",
" // IPython >= 3 moved mimebundle to data attribute of output\n",
" data = data.data;\n",
" }\n",
" if (data['text/html'] == html_output) {\n",
" return [cell, data, j];\n",
" }\n",
" }\n",
" }\n",
" }\n",
"}\n",
"\n",
"// Register the function which deals with the matplotlib target/channel.\n",
"// The kernel may be null if the page has been refreshed.\n",
"if (IPython.notebook.kernel != null) {\n",
" IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
"}\n"
],
"text/plain": [
"<IPython.core.display.Javascript object>"
]
},
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"output_type": "display_data"
},
{
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\" width=\"639.230792677615\">"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f30c2efc240>"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"edges_image = canny(gray_image, )\n",
"plt.imshow(edges_image, cmap=plt.cm.gray)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.patches as mpatches\n",
"import matplotlib.pyplot as plt\n",
"import skimage.data as data\n",
"from skimage.filters import threshold_otsu\n",
"from skimage.segmentation import clear_border\n",
"from skimage.measure import label, regionprops\n",
"from skimage.morphology import closing, square\n",
"from skimage.color import label2rgb"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Crop region shape: (203, 284)\n",
"Original shape: (303, 384)\n"
]
}
],
"source": [
"image = data.coins()[50:-50, 50:-50]\n",
"print(f\"Crop region shape: {image.shape}\")\n",
"print(f\"Original shape: {data.coins().shape}\")"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7fab90ca5828>"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(data.coins())"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7fab903c4ef0>"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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