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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Correcting population density data using satellite imagery\n",
"##### *By team [STARS-CoV-2](https://covid19.spaceappschallenge.org/challenges/covid-challenges/human-factors/teams/stars-cov-2) for the [NASA International Space Apps Challenge](https://www.spaceappschallenge.org/)*"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Believing that using the classic definition of population density (population of country / area of country) we were not getting the best result possible, we had to find a way to calculate the *true* population density of each country. After observing several nighttime images using [Worldview with the VIIRS Nighttime Imagery layer](https://go.nasa.gov/2XZKeJJ) we came to the conclusion that -in most countries- more people live in or around urban centers (indicated by higher light emittance in these areas) and thus instead of using the overall area of a country to calculate the density, we could use a corrected value based on what part of the country is active at night."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"For finding the *white* pixel percentage and doing basic image manipulation we are using the OpenCV (cv2) library:"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"scrolled": false
},
"outputs": [],
"source": [
"import cv2\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We first load the image we want to test which we have previously captured using Worldview and cropped to only include the country we are interested in (e.g. Greece):"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"scrolled": false
},
"outputs": [],
"source": [
"img = cv2.imread('Images/Greece/greece_crop.png')\n",
"gray = cv2.cvtColor(img, cv2.COLOR_BGR2GRAY) # get a grayscale only version of the image"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This is what our input image looks like:"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1440x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(20,10))\n",
"plt.imshow(img);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Here, we set the variable that dictates which colors should be considered white and which black (e.g. here all pixels that are over 51 (20% white) are considered light pixels). This is finely tuned for each image as it is highly dependent on weather conditions:"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"scrolled": false
},
"outputs": [],
"source": [
"threshold = 51"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"scrolled": false
},
"outputs": [],
"source": [
"height, width = gray.shape[:2]\n",
"total, light = 0, 0"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Iterating over each pixel of the image we count the light pixels (pixels that are over the threshold) and also change the color of each detected light pixel to red, something that we use to determine if our threshold is correct or not."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"scrolled": false
},
"outputs": [],
"source": [
"for i in range(0, height):\n",
" for j in range(0, width):\n",
" val = gray.item(i, j)\n",
" if val: # this is not a cropped pixel\n",
" total += 1\n",
" if val >= threshold: # this is a light pixel\n",
" light += 1\n",
" # Set the color of detected pixel to red\n",
" img.itemset((i,j,2), 0)\n",
" img.itemset((i,j,1), 0)\n",
" img.itemset((i,j,0), 255)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Finally our program returns the percentage of light pixels in the image (excluding the totally black parts which are the parts we have manually cropped out):"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"463511/4126770 (11.232%)\n"
]
}
],
"source": [
"print(\"{}/{} ({:.3f}%)\".format(light, total, light/total * 100))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"To see if our threshold is correct we examine the following image to see if all lights (or at least the ones we can detect) are lit up:"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 1440x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(20,10))\n",
"plt.imshow(img);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In this example we can see how the capital (*Athens*) and the other large Greek cities (like *Thessaloniki*, *Patras* and *Larissa*) appear way redder than others and can even be spotted without knowing their precise location beforehand (*give it a try*). We can also spot the most popular islands (e.g. *Santorini* and *Mykonos*) just by examining how much light they emit."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Choosing a correct threshold value\n",
"This appears to be the breaking point of our research. Slight changes to the threshold value make a huge difference in the final percentage of light pixels and there doesn't appear to be a way for us to objectively choose the proper value for it. To see how big the effect of that value is, we can plot the resulting percentage against it as seen below:"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"scrolled": false
},
"outputs": [],
"source": [
"thresholds = [0 for i in range(0, 256)]\n",
"total = 0"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"scrolled": true
},
"outputs": [],
"source": [
"for i in range(0, height):\n",
" for j in range(0, width):\n",
" val = gray.item(i, j)\n",
" if val:\n",
" total += 1\n",
" for x in range(0, val + 1):\n",
" thresholds[x] += 1\n",
"thresholds = [round(light / total * 100, 3) for light in thresholds]"
]
},
{
"cell_type": "code",
"execution_count": 15,
"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 / mpl.ratio, fig.canvas.height / mpl.ratio);\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",
" // select the cell after this one\n",
" var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
" IPython.notebook.select(index + 1);\n",
" }\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
" fig.ondownload(fig, null);\n",
"}\n",
"\n",
"\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=\"640\">"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%matplotlib notebook\n",
"import matplotlib.pyplot as plt\n",
"fig = plt.figure()\n",
"plt.plot(range(0, 256), thresholds)\n",
"plt.xlabel('Threshold', fontsize=12)\n",
"plt.ylabel('Percentage of light pixels', fontsize=12);"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.2"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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