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solarPOT/DOM/play_with_ascii-shades.ipynb
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Applications/anaconda2/envs/py3/lib/python3.6/importlib/_bootstrap.py:219: RuntimeWarning: numpy.dtype size changed, may indicate binary incompatibility. Expected 96, got 88\n",
" return f(*args, **kwds)\n",
"/Applications/anaconda2/envs/py3/lib/python3.6/importlib/_bootstrap.py:219: RuntimeWarning: numpy.dtype size changed, may indicate binary incompatibility. Expected 96, got 88\n",
" return f(*args, **kwds)\n",
"/Applications/anaconda2/envs/py3/lib/python3.6/importlib/_bootstrap.py:219: RuntimeWarning: numpy.dtype size changed, may indicate binary incompatibility. Expected 96, got 88\n",
" return f(*args, **kwds)\n",
"/Applications/anaconda2/envs/py3/lib/python3.6/site-packages/h5py/__init__.py:36: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n",
" from ._conv import register_converters as _register_converters\n"
]
}
],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"import xarray as xr\n",
"import os\n",
"import util\n",
"import matplotlib\n",
"% matplotlib notebook\n",
"\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"path = \"/Users/alinawalch/Documents/EPFL/data\""
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"hillshade_grass = os.path.join(path, \"grassgis_test\", \"DOM_LSN_shaded_defaultArcGIS.txt\")\n",
"hillshade_arcgis = os.path.join(path, \"surface_model_samples\", \"hillshade_default.txt\")"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"scrolled": true
},
"outputs": [],
"source": [
"grassgis = util.read_ascii(hillshade_grass)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"arcgis = util.read_ascii(hillshade_arcgis)"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
"valid_grass = np.ma.masked_less( grassgis['raster'], -500, copy=True)\n",
"valid_arcgis = np.ma.masked_less( arcgis['raster'] , -500, copy=True)"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"masked_array(\n",
" data=[[--, --, --, ..., --, --, --],\n",
" [--, 170.0, 172.0, ..., 182.0, 182.0, --],\n",
" [--, 173.0, 176.0, ..., 182.0, 182.0, --],\n",
" ...,\n",
" [--, 156.0, 178.0, ..., 158.0, 63.0, --],\n",
" [--, 146.0, 167.0, ..., 59.0, 6.0, --],\n",
" [--, --, --, ..., --, --, --]],\n",
" mask=[[ True, True, True, ..., True, True, True],\n",
" [ True, False, False, ..., False, False, True],\n",
" [ True, False, False, ..., False, False, True],\n",
" ...,\n",
" [ True, False, False, ..., False, False, True],\n",
" [ True, False, False, ..., False, False, True],\n",
" [ True, True, True, ..., True, True, True]],\n",
" fill_value=1e+20)"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"valid_grass"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" value\n",
"type \n",
"north: 154999\n",
"south: 151999\n",
"east: 536875\n",
"west: 532499\n",
"rows: 1500\n",
"cols: 2188\n",
" value\n",
"type \n",
"ncols 2188\n",
"nrows 1500\n",
"xllcorner 532499\n",
"yllcorner 151999\n",
"cellsize 2\n",
"NODATA_value -9999\n"
]
}
],
"source": [
"print(grassgis['metadata'])\n",
"print(arcgis['metadata'])"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [],
"source": [
"hillshade_difference = valid_arcgis-valid_grass"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [],
"source": [
"negative_grass = np.maximum(0, -valid_grass)"
]
},
{
"cell_type": "code",
"execution_count": 39,
"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"
],
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\" width=\"800\">"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(8,5))\n",
"plt.imshow(hillshade_difference-negative_grass, cmap = 'gray')\n",
"plt.colorbar()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 35,
"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=\"800\">"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(8,5))\n",
"plt.imshow(hillshade_difference, cmap = 'gray')\n",
"plt.colorbar()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 32,
"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=\"800\">"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(8,10))\n",
"plt.subplot(2,1,1)\n",
"plt.imshow(valid_grass, cmap = 'gray', vmin = 0)\n",
"plt.colorbar()\n",
"plt.subplot(2,1,2)\n",
"plt.imshow(valid_arcgis, cmap = 'gray')\n",
"plt.colorbar()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 69,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Applications/anaconda2/envs/py3/lib/python3.6/site-packages/ipykernel_launcher.py:3: DeprecationWarning: object of type <class 'pandas.core.series.Series'> cannot be safely interpreted as an integer.\n",
" This is separate from the ipykernel package so we can avoid doing imports until\n"
]
}
],
"source": [
"first_center = SON['metadata'].loc['xllcorner'] + (SON['metadata'].loc['cellsize']/2.0)\n",
"last_center = first_center + SON['metadata'].loc['cellsize'] * ( SON['metadata'].loc['ncols'] - 1 )\n",
"x_coords = np.linspace(first_center, last_center, SON['metadata'].loc['ncols'])"
]
},
{
"cell_type": "code",
"execution_count": 71,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Applications/anaconda2/envs/py3/lib/python3.6/site-packages/ipykernel_launcher.py:3: DeprecationWarning: object of type <class 'pandas.core.series.Series'> cannot be safely interpreted as an integer.\n",
" This is separate from the ipykernel package so we can avoid doing imports until\n"
]
}
],
"source": [
"first_center = SON['metadata'].loc['yllcorner'] + (SON['metadata'].loc['cellsize']/2.0)\n",
"last_center = first_center + SON['metadata'].loc['cellsize'] * ( SON['metadata'].loc['nrows'] - 1 )\n",
"y_coords = np.linspace(first_center, last_center, SON['metadata'].loc['nrows'])"
]
},
{
"cell_type": "code",
"execution_count": 87,
"metadata": {},
"outputs": [],
"source": [
"SON_xr = xr.DataArray(data = SON['raster'], coords = [y_coords, x_coords], dims = ['y', 'x'], name = 'DF_UID')\n",
"hillshade_xr = xr.DataArray(data = hillshade['raster'], coords = [y_coords, x_coords], dims = ['y', 'x'], name = 'hillshade')"
]
},
{
"cell_type": "code",
"execution_count": 101,
"metadata": {},
"outputs": [],
"source": [
"merged_data = xr.merge([SON_xr.where(SON_xr > 0), hillshade_xr.where(hillshade_xr >= 0)])"
]
},
{
"cell_type": "code",
"execution_count": 113,
"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"
],
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\" width=\"640\">"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"(532499.0, 536875.0, 151999.0, 154999.0)"
]
},
"execution_count": 113,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"hillshade_on_roofs = merged_data.hillshade.where(merged_data.DF_UID > 0)\n",
"merged_data.hillshade.plot(cmap = 'gray')\n",
"# hillshade_on_roofs.plot()\n",
"pixels_below_threshold.hillshade.plot()\n",
"plt.axis('equal')"
]
},
{
"cell_type": "code",
"execution_count": 112,
"metadata": {},
"outputs": [],
"source": [
"hillshade_on_roofs = merged_data.where(merged_data.DF_UID > 0)\n",
"\n",
"threshold = 10\n",
"pixels_below_threshold = hillshade_on_roofs.where(hillshade_on_roofs.hillshade < threshold)"
]
},
{
"cell_type": "code",
"execution_count": 116,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>x</th>\n",
" <th>y</th>\n",
" <th>hillshade</th>\n",
" </tr>\n",
" <tr>\n",
" <th>DF_UID</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>4644255.0</th>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
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" <tr>\n",
" <th>4644258.0</th>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4644259.0</th>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4644271.0</th>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4649179.0</th>\n",
" <td>13</td>\n",
" <td>13</td>\n",
" <td>13</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4650498.0</th>\n",
" <td>104</td>\n",
" <td>104</td>\n",
" <td>104</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4650499.0</th>\n",
" <td>15</td>\n",
" <td>15</td>\n",
" <td>15</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4650500.0</th>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4704026.0</th>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4711443.0</th>\n",
" <td>10</td>\n",
" <td>10</td>\n",
" <td>10</td>\n",
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" <tr>\n",
" <th>4711444.0</th>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4711458.0</th>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4711460.0</th>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4711465.0</th>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4711474.0</th>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4711496.0</th>\n",
" <td>10</td>\n",
" <td>10</td>\n",
" <td>10</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4711497.0</th>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4711498.0</th>\n",
" <td>16</td>\n",
" <td>16</td>\n",
" <td>16</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4711499.0</th>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4711506.0</th>\n",
" <td>9</td>\n",
" <td>9</td>\n",
" <td>9</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4711507.0</th>\n",
" <td>15</td>\n",
" <td>15</td>\n",
" <td>15</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4711508.0</th>\n",
" <td>16</td>\n",
" <td>16</td>\n",
" <td>16</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4711526.0</th>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4711527.0</th>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4711528.0</th>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
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" <tr>\n",
" <th>4711574.0</th>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
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" <tr>\n",
" <th>4711576.0</th>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4711577.0</th>\n",
" <td>12</td>\n",
" <td>12</td>\n",
" <td>12</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4711578.0</th>\n",
" <td>10</td>\n",
" <td>10</td>\n",
" <td>10</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4711579.0</th>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4780928.0</th>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
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" <tr>\n",
" <th>4780953.0</th>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
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" <tr>\n",
" <th>4780954.0</th>\n",
" <td>1</td>\n",
" <td>1</td>\n",
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" <th>4780975.0</th>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
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" <tr>\n",
" <th>4780980.0</th>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
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" <tr>\n",
" <th>4780981.0</th>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4780983.0</th>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4780990.0</th>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4780991.0</th>\n",
" <td>8</td>\n",
" <td>8</td>\n",
" <td>8</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4780992.0</th>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4780993.0</th>\n",
" <td>10</td>\n",
" <td>10</td>\n",
" <td>10</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4780995.0</th>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4780996.0</th>\n",
" <td>14</td>\n",
" <td>14</td>\n",
" <td>14</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4780997.0</th>\n",
" <td>8</td>\n",
" <td>8</td>\n",
" <td>8</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4780998.0</th>\n",
" <td>21</td>\n",
" <td>21</td>\n",
" <td>21</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4781000.0</th>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4781002.0</th>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4781006.0</th>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4781021.0</th>\n",
" <td>10</td>\n",
" <td>10</td>\n",
" <td>10</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4781022.0</th>\n",
" <td>17</td>\n",
" <td>17</td>\n",
" <td>17</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4781023.0</th>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4781031.0</th>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4781034.0</th>\n",
" <td>28</td>\n",
" <td>28</td>\n",
" <td>28</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4781036.0</th>\n",
" <td>15</td>\n",
" <td>15</td>\n",
" <td>15</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4783989.0</th>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4783990.0</th>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4783991.0</th>\n",
" <td>8</td>\n",
" <td>8</td>\n",
" <td>8</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4783992.0</th>\n",
" <td>18</td>\n",
" <td>18</td>\n",
" <td>18</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4784001.0</th>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4784732.0</th>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>4510 rows × 3 columns</p>\n",
"</div>"
],
"text/plain": [
" x y hillshade\n",
"DF_UID \n",
"4644255.0 1 1 1\n",
"4644258.0 1 1 1\n",
"4644259.0 3 3 3\n",
"4644271.0 2 2 2\n",
"4649179.0 13 13 13\n",
"4650498.0 104 104 104\n",
"4650499.0 15 15 15\n",
"4650500.0 3 3 3\n",
"4704026.0 5 5 5\n",
"4711443.0 10 10 10\n",
"4711444.0 2 2 2\n",
"4711458.0 2 2 2\n",
"4711460.0 1 1 1\n",
"4711465.0 1 1 1\n",
"4711474.0 1 1 1\n",
"4711496.0 10 10 10\n",
"4711497.0 1 1 1\n",
"4711498.0 16 16 16\n",
"4711499.0 1 1 1\n",
"4711506.0 9 9 9\n",
"4711507.0 15 15 15\n",
"4711508.0 16 16 16\n",
"4711526.0 2 2 2\n",
"4711527.0 5 5 5\n",
"4711528.0 1 1 1\n",
"4711574.0 6 6 6\n",
"4711576.0 6 6 6\n",
"4711577.0 12 12 12\n",
"4711578.0 10 10 10\n",
"4711579.0 1 1 1\n",
"... ... ... ...\n",
"4780928.0 1 1 1\n",
"4780953.0 3 3 3\n",
"4780954.0 1 1 1\n",
"4780975.0 4 4 4\n",
"4780980.0 1 1 1\n",
"4780981.0 1 1 1\n",
"4780983.0 4 4 4\n",
"4780990.0 1 1 1\n",
"4780991.0 8 8 8\n",
"4780992.0 3 3 3\n",
"4780993.0 10 10 10\n",
"4780995.0 5 5 5\n",
"4780996.0 14 14 14\n",
"4780997.0 8 8 8\n",
"4780998.0 21 21 21\n",
"4781000.0 2 2 2\n",
"4781002.0 5 5 5\n",
"4781006.0 1 1 1\n",
"4781021.0 10 10 10\n",
"4781022.0 17 17 17\n",
"4781023.0 3 3 3\n",
"4781031.0 1 1 1\n",
"4781034.0 28 28 28\n",
"4781036.0 15 15 15\n",
"4783989.0 4 4 4\n",
"4783990.0 1 1 1\n",
"4783991.0 8 8 8\n",
"4783992.0 18 18 18\n",
"4784001.0 1 1 1\n",
"4784732.0 2 2 2\n",
"\n",
"[4510 rows x 3 columns]"
]
},
"execution_count": 116,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"util.to_pandas(pixels_below_threshold).groupby('DF_UID').count()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# SPIELWIESE"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"pixel_raster = np.loadtxt(test_file, skiprows=6)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"(1500, 2188)"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pixel_raster.shape"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
"pixel_metadata = pd.read_csv(test_file, sep = '\\s+', nrows = 6, header = None)"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [],
"source": [
"pixel_metadata.rename({ 0 : 'metadata', 1 : 'value'}, axis = 1, inplace = True)\n",
"pixel_metadata.set_index('metadata', inplace = True)"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [],
"source": [
"def read_ascii(filename, n_header_rows = 6):\n",
" raster = np.loadtxt(filename, skiprows = n_header_rows)\n",
" metadata = pd.read_csv(filename, delim_whitespace = True, nrows = n_header_rows, header = None)\n",
" \n",
" # add suitable column names to metadata\n",
" metadata.rename({ 0 : 'type', 1 : 'value'}, axis = 1, inplace = True)\n",
" metadata.set_index('type', inplace = True)\n",
" \n",
" return { 'raster' : raster,\n",
" 'metadata' : metadata }"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.4"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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