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Visualize panel fitting.ipynb
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Visualize panel fitting.ipynb
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			{
			"cells": [
			{
			"cell_type": "code",
			"execution_count": 1,
			"metadata": {},
			"outputs": [],
			"source": [
			"import geopandas as gpd\n",
			"import fiona\n",
			"import pandas as pd\n",
			"import numpy as np\n",
			"import geo_ops\n",
			"from shapely.geometry import Polygon\n",
			"\n",
			"import time\n",
			"\n",
			"import matplotlib\n",
			"%matplotlib notebook\n",
			"import matplotlib.pyplot as plt"
			]
			},
			{
			"cell_type": "code",
			"execution_count": 2,
			"metadata": {},
			"outputs": [],
			"source": [
			"def rotate(angle,x,y):\n",
			" x_new = np.cos( np.deg2rad(angle) ) * x - np.sin( np.deg2rad(angle) ) * y\n",
			" y_new = np.cos( np.deg2rad(angle) ) * y + np.sin( np.deg2rad(angle) ) * x\n",
			" \n",
			" return x_new, y_new"
			]
			},
			{
			"cell_type": "code",
			"execution_count": 20,
			"metadata": {},
			"outputs": [],
			"source": [
			"def facealpha(color, alpha):\n",
			" c, = plt.plot([],[],color)\n",
			" c_col = np.asarray(c.get_color())\n",
			" c_col[-1] = alpha\n",
			" return c_col"
			]
			},
			{
			"cell_type": "markdown",
			"metadata": {},
			"source": [
			"# Select building"
			]
			},
			{
			"cell_type": "code",
			"execution_count": 4,
			"metadata": {},
			"outputs": [],
			"source": [
			"roof_fp = \"/Users/alinawalch/Documents/EPFL/data/rooftops/SOLKAT_DACH_GVA/SOLKAT_DACH_GVA.shp\"\n",
			"allroofs = gpd.read_file(roof_fp)"
			]
			},
			{
			"cell_type": "code",
			"execution_count": 10,
			"metadata": {},
			"outputs": [
			{
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			" <thead>\n",
			" <tr style=\"text-align: right;\">\n",
			" <th></th>\n",
			" <th>OBJECTID</th>\n",
			" <th>DF_UID</th>\n",
			" <th>DF_NUMMER</th>\n",
			" <th>DATUM_ERST</th>\n",
			" <th>DATUM_AEND</th>\n",
			" <th>SB_UUID</th>\n",
			" <th>SB_OBJEKTA</th>\n",
			" <th>SB_DATUM_E</th>\n",
			" <th>SB_DATUM_A</th>\n",
			" <th>KLASSE</th>\n",
			" <th>...</th>\n",
			" <th>BEDARF_WAR</th>\n",
			" <th>BEDARF_HEI</th>\n",
			" <th>FLAECHE_KO</th>\n",
			" <th>VOLUMEN_SP</th>\n",
			" <th>GWR_EGID</th>\n",
			" <th>XCOORD</th>\n",
			" <th>YCOORD</th>\n",
			" <th>Shape_Leng</th>\n",
			" <th>Shape_Area</th>\n",
			" <th>geometry</th>\n",
			" </tr>\n",
			" </thead>\n",
			" <tbody>\n",
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			" <th>0</th>\n",
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			" <td>2016-05-12</td>\n",
			" <td>{C0837EBA-3FE8-4166-99E4-A009D794F3F7}</td>\n",
			" <td>1</td>\n",
			" <td>2016-01-05</td>\n",
			" <td>2016-01-05</td>\n",
			" <td>3</td>\n",
			" <td>...</td>\n",
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			" <td>900</td>\n",
			" <td>295070969</td>\n",
			" <td>503491.325015</td>\n",
			" <td>134197.490397</td>\n",
			" <td>33.936595</td>\n",
			" <td>70.390620</td>\n",
			" <td>POLYGON ((2503496.511300001 1134199.853799999,...</td>\n",
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			" <tr>\n",
			" <th>1</th>\n",
			" <td>2</td>\n",
			" <td>4817425</td>\n",
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			" <td>2016-05-12</td>\n",
			" <td>2016-05-12</td>\n",
			" <td>{10B89BB0-60A3-4460-9D73-7C0036224AC5}</td>\n",
			" <td>1</td>\n",
			" <td>2016-01-05</td>\n",
			" <td>2016-01-05</td>\n",
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			" <td>34158</td>\n",
			" <td>21.598935</td>\n",
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			" <td>503503.812619</td>\n",
			" <td>134131.833522</td>\n",
			" <td>28.208608</td>\n",
			" <td>29.339500</td>\n",
			" <td>POLYGON ((2503505.921799999 1134132.447500002,...</td>\n",
			" </tr>\n",
			" <tr>\n",
			" <th>2</th>\n",
			" <td>3</td>\n",
			" <td>4817426</td>\n",
			" <td>2</td>\n",
			" <td>2016-05-12</td>\n",
			" <td>2016-05-12</td>\n",
			" <td>{10B89BB0-60A3-4460-9D73-7C0036224AC5}</td>\n",
			" <td>1</td>\n",
			" <td>2016-01-05</td>\n",
			" <td>2016-01-05</td>\n",
			" <td>5</td>\n",
			" <td>...</td>\n",
			" <td>7608</td>\n",
			" <td>34158</td>\n",
			" <td>22.505112</td>\n",
			" <td>1700</td>\n",
			" <td>1004090</td>\n",
			" <td>503509.783165</td>\n",
			" <td>134135.282805</td>\n",
			" <td>40.053428</td>\n",
			" <td>44.043504</td>\n",
			" <td>POLYGON ((2503514.369199999 1134138.302299999,...</td>\n",
			" </tr>\n",
			" <tr>\n",
			" <th>3</th>\n",
			" <td>4</td>\n",
			" <td>4817427</td>\n",
			" <td>3</td>\n",
			" <td>2016-05-12</td>\n",
			" <td>2016-05-12</td>\n",
			" <td>{10B89BB0-60A3-4460-9D73-7C0036224AC5}</td>\n",
			" <td>1</td>\n",
			" <td>2016-01-05</td>\n",
			" <td>2016-01-05</td>\n",
			" <td>2</td>\n",
			" <td>...</td>\n",
			" <td>7608</td>\n",
			" <td>34158</td>\n",
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			" <td>2800</td>\n",
			" <td>1004090</td>\n",
			" <td>503510.594159</td>\n",
			" <td>134142.188986</td>\n",
			" <td>28.210273</td>\n",
			" <td>29.341346</td>\n",
			" <td>POLYGON ((2503511.2564 1134140.341699999, 2503...</td>\n",
			" </tr>\n",
			" <tr>\n",
			" <th>4</th>\n",
			" <td>5</td>\n",
			" <td>4817428</td>\n",
			" <td>4</td>\n",
			" <td>2016-05-12</td>\n",
			" <td>2016-05-12</td>\n",
			" <td>{10B89BB0-60A3-4460-9D73-7C0036224AC5}</td>\n",
			" <td>1</td>\n",
			" <td>2016-01-05</td>\n",
			" <td>2016-01-05</td>\n",
			" <td>3</td>\n",
			" <td>...</td>\n",
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			" <td>134138.960671</td>\n",
			" <td>37.840077</td>\n",
			" <td>71.574129</td>\n",
			" <td>POLYGON ((2503508.4463 1134140.0964, 2503506.7...</td>\n",
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			"<p>5 rows × 30 columns</p>\n",
			"</div>"
			],
			"text/plain": [
			" OBJECTID DF_UID DF_NUMMER DATUM_ERST DATUM_AEND \\\n",
			"0 1 4817410 1 2016-05-12 2016-05-12 \n",
			"1 2 4817425 1 2016-05-12 2016-05-12 \n",
			"2 3 4817426 2 2016-05-12 2016-05-12 \n",
			"3 4 4817427 3 2016-05-12 2016-05-12 \n",
			"4 5 4817428 4 2016-05-12 2016-05-12 \n",
			"\n",
			" SB_UUID SB_OBJEKTA SB_DATUM_E SB_DATUM_A \\\n",
			"0 {C0837EBA-3FE8-4166-99E4-A009D794F3F7} 1 2016-01-05 2016-01-05 \n",
			"1 {10B89BB0-60A3-4460-9D73-7C0036224AC5} 1 2016-01-05 2016-01-05 \n",
			"2 {10B89BB0-60A3-4460-9D73-7C0036224AC5} 1 2016-01-05 2016-01-05 \n",
			"3 {10B89BB0-60A3-4460-9D73-7C0036224AC5} 1 2016-01-05 2016-01-05 \n",
			"4 {10B89BB0-60A3-4460-9D73-7C0036224AC5} 1 2016-01-05 2016-01-05 \n",
			"\n",
			" KLASSE ... BEDARF_WAR BEDARF_HEI FLAECHE_KO VOLUMEN_SP GWR_EGID \\\n",
			"0 3 ... 984 3346 11.920441 900 295070969 \n",
			"1 5 ... 7608 34158 21.598935 1600 1004090 \n",
			"2 5 ... 7608 34158 22.505112 1700 1004090 \n",
			"3 2 ... 7608 34158 36.861447 2800 1004090 \n",
			"4 3 ... 7608 34158 31.524728 2400 1004090 \n",
			"\n",
			" XCOORD YCOORD Shape_Leng Shape_Area \\\n",
			"0 503491.325015 134197.490397 33.936595 70.390620 \n",
			"1 503503.812619 134131.833522 28.208608 29.339500 \n",
			"2 503509.783165 134135.282805 40.053428 44.043504 \n",
			"3 503510.594159 134142.188986 28.210273 29.341346 \n",
			"4 503504.226918 134138.960671 37.840077 71.574129 \n",
			"\n",
			" geometry \n",
			"0 POLYGON ((2503496.511300001 1134199.853799999,... \n",
			"1 POLYGON ((2503505.921799999 1134132.447500002,... \n",
			"2 POLYGON ((2503514.369199999 1134138.302299999,... \n",
			"3 POLYGON ((2503511.2564 1134140.341699999, 2503... \n",
			"4 POLYGON ((2503508.4463 1134140.0964, 2503506.7... \n",
			"\n",
			"[5 rows x 30 columns]"
			]
			},
			"execution_count": 10,
			"metadata": {},
			"output_type": "execute_result"
			}
			],
			"source": [
			"allroofs.head()"
			]
			},
			{
			"cell_type": "code",
			"execution_count": 6,
			"metadata": {},
			"outputs": [
			{
			"data": {
			"application/javascript": [
			"/* Put everything inside the global mpl namespace */\n",
			"window.mpl = {};\n",
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			"\n",
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			" 'have to enable WebSockets in about:config.');\n",
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			"\n",
			"mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
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			" // upon first draw.\n",
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			" return false;\n",
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			"\n",
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			" // Define a callback function for later on.\n",
			" function toolbar_event(event) {\n",
			" return fig.toolbar_button_onclick(event['data']);\n",
			" }\n",
			" function toolbar_mouse_event(event) {\n",
			" return fig.toolbar_button_onmouseover(event['data']);\n",
			" }\n",
			"\n",
			" for(var toolbar_ind in mpl.toolbar_items) {\n",
			" var name = mpl.toolbar_items[toolbar_ind][0];\n",
			" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
			" var image = mpl.toolbar_items[toolbar_ind][2];\n",
			" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
			"\n",
			" if (!name) {\n",
			" // put a spacer in here.\n",
			" continue;\n",
			" }\n",
			" var button = $('<button/>');\n",
			" button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
			" 'ui-button-icon-only');\n",
			" button.attr('role', 'button');\n",
			" button.attr('aria-disabled', 'false');\n",
			" button.click(method_name, toolbar_event);\n",
			" button.mouseover(tooltip, toolbar_mouse_event);\n",
			"\n",
			" var icon_img = $('<span/>');\n",
			" icon_img.addClass('ui-button-icon-primary ui-icon');\n",
			" icon_img.addClass(image);\n",
			" icon_img.addClass('ui-corner-all');\n",
			"\n",
			" var tooltip_span = $('<span/>');\n",
			" tooltip_span.addClass('ui-button-text');\n",
			" tooltip_span.html(tooltip);\n",
			"\n",
			" button.append(icon_img);\n",
			" button.append(tooltip_span);\n",
			"\n",
			" nav_element.append(button);\n",
			" }\n",
			"\n",
			" var fmt_picker_span = $('<span/>');\n",
			"\n",
			" var fmt_picker = $('<select/>');\n",
			" fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
			" fmt_picker_span.append(fmt_picker);\n",
			" nav_element.append(fmt_picker_span);\n",
			" this.format_dropdown = fmt_picker[0];\n",
			"\n",
			" for (var ind in mpl.extensions) {\n",
			" var fmt = mpl.extensions[ind];\n",
			" var option = $(\n",
			" '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
			" fmt_picker.append(option);\n",
			" }\n",
			"\n",
			" // Add hover states to the ui-buttons\n",
			" $( \".ui-button\" ).hover(\n",
			" function() { $(this).addClass(\"ui-state-hover\");},\n",
			" function() { $(this).removeClass(\"ui-state-hover\");}\n",
			" );\n",
			"\n",
			" var status_bar = $('<span class=\"mpl-message\"/>');\n",
			" nav_element.append(status_bar);\n",
			" this.message = status_bar[0];\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
			" // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
			" // which will in turn request a refresh of the image.\n",
			" this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.send_message = function(type, properties) {\n",
			" properties['type'] = type;\n",
			" properties['figure_id'] = this.id;\n",
			" this.ws.send(JSON.stringify(properties));\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.send_draw_message = function() {\n",
			" if (!this.waiting) {\n",
			" this.waiting = true;\n",
			" this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
			" }\n",
			"}\n",
			"\n",
			"\n",
			"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
			" var format_dropdown = fig.format_dropdown;\n",
			" var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
			" fig.ondownload(fig, format);\n",
			"}\n",
			"\n",
			"\n",
			"mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
			" var size = msg['size'];\n",
			" if (size[0] != fig.canvas.width \|\| size[1] != fig.canvas.height) {\n",
			" fig._resize_canvas(size[0], size[1]);\n",
			" fig.send_message(\"refresh\", {});\n",
			" };\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
			" var x0 = msg['x0'] / mpl.ratio;\n",
			" var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
			" var x1 = msg['x1'] / mpl.ratio;\n",
			" var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
			" x0 = Math.floor(x0) + 0.5;\n",
			" y0 = Math.floor(y0) + 0.5;\n",
			" x1 = Math.floor(x1) + 0.5;\n",
			" y1 = Math.floor(y1) + 0.5;\n",
			" var min_x = Math.min(x0, x1);\n",
			" var min_y = Math.min(y0, y1);\n",
			" var width = Math.abs(x1 - x0);\n",
			" var height = Math.abs(y1 - y0);\n",
			"\n",
			" fig.rubberband_context.clearRect(\n",
			" 0, 0, fig.canvas.width, fig.canvas.height);\n",
			"\n",
			" fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
			" // Updates the figure title.\n",
			" fig.header.textContent = msg['label'];\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
			" var cursor = msg['cursor'];\n",
			" switch(cursor)\n",
			" {\n",
			" case 0:\n",
			" cursor = 'pointer';\n",
			" break;\n",
			" case 1:\n",
			" cursor = 'default';\n",
			" break;\n",
			" case 2:\n",
			" cursor = 'crosshair';\n",
			" break;\n",
			" case 3:\n",
			" cursor = 'move';\n",
			" break;\n",
			" }\n",
			" fig.rubberband_canvas.style.cursor = cursor;\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.handle_message = function(fig, msg) {\n",
			" fig.message.textContent = msg['message'];\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
			" // Request the server to send over a new figure.\n",
			" fig.send_draw_message();\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
			" fig.image_mode = msg['mode'];\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.updated_canvas_event = function() {\n",
			" // Called whenever the canvas gets updated.\n",
			" this.send_message(\"ack\", {});\n",
			"}\n",
			"\n",
			"// A function to construct a web socket function for onmessage handling.\n",
			"// Called in the figure constructor.\n",
			"mpl.figure.prototype._make_on_message_function = function(fig) {\n",
			" return function socket_on_message(evt) {\n",
			" if (evt.data instanceof Blob) {\n",
			" /* FIXME: We get \"Resource interpreted as Image but\n",
			" * transferred with MIME type text/plain:\" errors on\n",
			" * Chrome. But how to set the MIME type? It doesn't seem\n",
			" * to be part of the websocket stream */\n",
			" evt.data.type = \"image/png\";\n",
			"\n",
			" /* Free the memory for the previous frames */\n",
			" if (fig.imageObj.src) {\n",
			" (window.URL \|\| window.webkitURL).revokeObjectURL(\n",
			" fig.imageObj.src);\n",
			" }\n",
			"\n",
			" fig.imageObj.src = (window.URL \|\| window.webkitURL).createObjectURL(\n",
			" evt.data);\n",
			" fig.updated_canvas_event();\n",
			" fig.waiting = false;\n",
			" return;\n",
			" }\n",
			" else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
			" fig.imageObj.src = evt.data;\n",
			" fig.updated_canvas_event();\n",
			" fig.waiting = false;\n",
			" return;\n",
			" }\n",
			"\n",
			" var msg = JSON.parse(evt.data);\n",
			" var msg_type = msg['type'];\n",
			"\n",
			" // Call the \"handle_{type}\" callback, which takes\n",
			" // the figure and JSON message as its only arguments.\n",
			" try {\n",
			" var callback = fig[\"handle_\" + msg_type];\n",
			" } catch (e) {\n",
			" console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
			" return;\n",
			" }\n",
			"\n",
			" if (callback) {\n",
			" try {\n",
			" // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
			" callback(fig, msg);\n",
			" } catch (e) {\n",
			" console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
			" }\n",
			" }\n",
			" };\n",
			"}\n",
			"\n",
			"// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
			"mpl.findpos = function(e) {\n",
			" //this section is from http://www.quirksmode.org/js/events_properties.html\n",
			" var targ;\n",
			" if (!e)\n",
			" e = window.event;\n",
			" if (e.target)\n",
			" targ = e.target;\n",
			" else if (e.srcElement)\n",
			" targ = e.srcElement;\n",
			" if (targ.nodeType == 3) // defeat Safari bug\n",
			" targ = targ.parentNode;\n",
			"\n",
			" // jQuery normalizes the pageX and pageY\n",
			" // pageX,Y are the mouse positions relative to the document\n",
			" // offset() returns the position of the element relative to the document\n",
			" var x = e.pageX - $(targ).offset().left;\n",
			" var y = e.pageY - $(targ).offset().top;\n",
			"\n",
			" return {\"x\": x, \"y\": y};\n",
			"};\n",
			"\n",
			"/*\n",
			" * return a copy of an object with only non-object keys\n",
			" * we need this to avoid circular references\n",
			" * http://stackoverflow.com/a/24161582/3208463\n",
			" */\n",
			"function simpleKeys (original) {\n",
			" return Object.keys(original).reduce(function (obj, key) {\n",
			" if (typeof original[key] !== 'object')\n",
			" obj[key] = original[key]\n",
			" return obj;\n",
			" }, {});\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.mouse_event = function(event, name) {\n",
			" var canvas_pos = mpl.findpos(event)\n",
			"\n",
			" if (name === 'button_press')\n",
			" {\n",
			" this.canvas.focus();\n",
			" this.canvas_div.focus();\n",
			" }\n",
			"\n",
			" var x = canvas_pos.x * mpl.ratio;\n",
			" var y = canvas_pos.y * mpl.ratio;\n",
			"\n",
			" this.send_message(name, {x: x, y: y, button: event.button,\n",
			" step: event.step,\n",
			" guiEvent: simpleKeys(event)});\n",
			"\n",
			" /* This prevents the web browser from automatically changing to\n",
			" * the text insertion cursor when the button is pressed. We want\n",
			" * to control all of the cursor setting manually through the\n",
			" * 'cursor' event from matplotlib */\n",
			" event.preventDefault();\n",
			" return false;\n",
			"}\n",
			"\n",
			"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
			" // Handle any extra behaviour associated with a key event\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.key_event = function(event, name) {\n",
			"\n",
			" // Prevent repeat events\n",
			" if (name == 'key_press')\n",
			" {\n",
			" if (event.which === this._key)\n",
			" return;\n",
			" else\n",
			" this._key = event.which;\n",
			" }\n",
			" if (name == 'key_release')\n",
			" this._key = null;\n",
			"\n",
			" var value = '';\n",
			" if (event.ctrlKey && event.which != 17)\n",
			" value += \"ctrl+\";\n",
			" if (event.altKey && event.which != 18)\n",
			" value += \"alt+\";\n",
			" if (event.shiftKey && event.which != 16)\n",
			" value += \"shift+\";\n",
			"\n",
			" value += 'k';\n",
			" value += event.which.toString();\n",
			"\n",
			" this._key_event_extra(event, name);\n",
			"\n",
			" this.send_message(name, {key: value,\n",
			" guiEvent: simpleKeys(event)});\n",
			" return false;\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
			" if (name == 'download') {\n",
			" this.handle_save(this, null);\n",
			" } else {\n",
			" this.send_message(\"toolbar_button\", {name: name});\n",
			" }\n",
			"};\n",
			"\n",
			"mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
			" this.message.textContent = tooltip;\n",
			"};\n",
			"mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
			"\n",
			"mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
			"\n",
			"mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
			" // Create a \"websocket\"-like object which calls the given IPython comm\n",
			" // object with the appropriate methods. Currently this is a non binary\n",
			" // socket, so there is still some room for performance tuning.\n",
			" var ws = {};\n",
			"\n",
			" ws.close = function() {\n",
			" comm.close()\n",
			" };\n",
			" ws.send = function(m) {\n",
			" //console.log('sending', m);\n",
			" comm.send(m);\n",
			" };\n",
			" // Register the callback with on_msg.\n",
			" comm.on_msg(function(msg) {\n",
			" //console.log('receiving', msg['content']['data'], msg);\n",
			" // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
			" ws.onmessage(msg['content']['data'])\n",
			" });\n",
			" return ws;\n",
			"}\n",
			"\n",
			"mpl.mpl_figure_comm = function(comm, msg) {\n",
			" // This is the function which gets called when the mpl process\n",
			" // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
			"\n",
			" var id = msg.content.data.id;\n",
			" // Get hold of the div created by the display call when the Comm\n",
			" // socket was opened in Python.\n",
			" var element = $(\"#\" + id);\n",
			" var ws_proxy = comm_websocket_adapter(comm)\n",
			"\n",
			" function ondownload(figure, format) {\n",
			" window.open(figure.imageObj.src);\n",
			" }\n",
			"\n",
			" var fig = new mpl.figure(id, ws_proxy,\n",
			" ondownload,\n",
			" element.get(0));\n",
			"\n",
			" // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
			" // web socket which is closed, not our websocket->open comm proxy.\n",
			" ws_proxy.onopen();\n",
			"\n",
			" fig.parent_element = element.get(0);\n",
			" fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
			" if (!fig.cell_info) {\n",
			" console.error(\"Failed to find cell for figure\", id, fig);\n",
			" return;\n",
			" }\n",
			"\n",
			" var output_index = fig.cell_info[2]\n",
			" var cell = fig.cell_info[0];\n",
			"\n",
			"};\n",
			"\n",
			"mpl.figure.prototype.handle_close = function(fig, msg) {\n",
			" var width = fig.canvas.width/mpl.ratio\n",
			" fig.root.unbind('remove')\n",
			"\n",
			" // Update the output cell to use the data from the current canvas.\n",
			" fig.push_to_output();\n",
			" var dataURL = fig.canvas.toDataURL();\n",
			" // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
			" // the notebook keyboard shortcuts fail.\n",
			" IPython.keyboard_manager.enable()\n",
			" $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
			" fig.close_ws(fig, msg);\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.close_ws = function(fig, msg){\n",
			" fig.send_message('closing', msg);\n",
			" // fig.ws.close()\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
			" // Turn the data on the canvas into data in the output cell.\n",
			" var width = this.canvas.width/mpl.ratio\n",
			" var dataURL = this.canvas.toDataURL();\n",
			" this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.updated_canvas_event = function() {\n",
			" // Tell IPython that the notebook contents must change.\n",
			" IPython.notebook.set_dirty(true);\n",
			" this.send_message(\"ack\", {});\n",
			" var fig = this;\n",
			" // Wait a second, then push the new image to the DOM so\n",
			" // that it is saved nicely (might be nice to debounce this).\n",
			" setTimeout(function () { fig.push_to_output() }, 1000);\n",
			"}\n",
			"\n",
			"mpl.figure.prototype._init_toolbar = function() {\n",
			" var fig = this;\n",
			"\n",
			" var nav_element = $('<div/>');\n",
			" nav_element.attr('style', 'width: 100%');\n",
			" this.root.append(nav_element);\n",
			"\n",
			" // Define a callback function for later on.\n",
			" function toolbar_event(event) {\n",
			" return fig.toolbar_button_onclick(event['data']);\n",
			" }\n",
			" function toolbar_mouse_event(event) {\n",
			" return fig.toolbar_button_onmouseover(event['data']);\n",
			" }\n",
			"\n",
			" for(var toolbar_ind in mpl.toolbar_items){\n",
			" var name = mpl.toolbar_items[toolbar_ind][0];\n",
			" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
			" var image = mpl.toolbar_items[toolbar_ind][2];\n",
			" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
			"\n",
			" if (!name) { continue; };\n",
			"\n",
			" var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
			" button.click(method_name, toolbar_event);\n",
			" button.mouseover(tooltip, toolbar_mouse_event);\n",
			" nav_element.append(button);\n",
			" }\n",
			"\n",
			" // Add the status bar.\n",
			" var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
			" nav_element.append(status_bar);\n",
			" this.message = status_bar[0];\n",
			"\n",
			" // Add the close button to the window.\n",
			" var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
			" var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
			" button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
			" button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
			" buttongrp.append(button);\n",
			" var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
			" titlebar.prepend(buttongrp);\n",
			"}\n",
			"\n",
			"mpl.figure.prototype._root_extra_style = function(el){\n",
			" var fig = this\n",
			" el.on(\"remove\", function(){\n",
			"\tfig.close_ws(fig, {});\n",
			" });\n",
			"}\n",
			"\n",
			"mpl.figure.prototype._canvas_extra_style = function(el){\n",
			" // this is important to make the div 'focusable\n",
			" el.attr('tabindex', 0)\n",
			" // reach out to IPython and tell the keyboard manager to turn it's self\n",
			" // off when our div gets focus\n",
			"\n",
			" // location in version 3\n",
			" if (IPython.notebook.keyboard_manager) {\n",
			" IPython.notebook.keyboard_manager.register_events(el);\n",
			" }\n",
			" else {\n",
			" // location in version 2\n",
			" IPython.keyboard_manager.register_events(el);\n",
			" }\n",
			"\n",
			"}\n",
			"\n",
			"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
			" var manager = IPython.notebook.keyboard_manager;\n",
			" if (!manager)\n",
			" manager = IPython.keyboard_manager;\n",
			"\n",
			" // Check for shift+enter\n",
			" if (event.shiftKey && event.which == 13) {\n",
			" this.canvas_div.blur();\n",
			" event.shiftKey = false;\n",
			" // Send a \"J\" for go to next cell\n",
			" event.which = 74;\n",
			" event.keyCode = 74;\n",
			" manager.command_mode();\n",
			" manager.handle_keydown(event);\n",
			" }\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
			" fig.ondownload(fig, null);\n",
			"}\n",
			"\n",
			"\n",
			"mpl.find_output_cell = function(html_output) {\n",
			" // Return the cell and output element which can be found uniquely in the notebook.\n",
			" // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
			" // IPython event is triggered only after the cells have been serialised, which for\n",
			" // our purposes (turning an active figure into a static one), is too late.\n",
			" var cells = IPython.notebook.get_cells();\n",
			" var ncells = cells.length;\n",
			" for (var i=0; i<ncells; i++) {\n",
			" var cell = cells[i];\n",
			" if (cell.cell_type === 'code'){\n",
			" for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
			" var data = cell.output_area.outputs[j];\n",
			" if (data.data) {\n",
			" // IPython >= 3 moved mimebundle to data attribute of output\n",
			" data = data.data;\n",
			" }\n",
			" if (data['text/html'] == html_output) {\n",
			" return [cell, data, j];\n",
			" }\n",
			" }\n",
			" }\n",
			" }\n",
			"}\n",
			"\n",
			"// Register the function which deals with the matplotlib target/channel.\n",
			"// The kernel may be null if the page has been refreshed.\n",
			"if (IPython.notebook.kernel != null) {\n",
			" IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
			"}\n"
			],
			"text/plain": [
			"<IPython.core.display.Javascript object>"
			]
			},
			"metadata": {},
			"output_type": "display_data"
			},
			{
			"data": {
			"text/html": [
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\" width=\"640\">"
			],
			"text/plain": [
			"<IPython.core.display.HTML object>"
			]
			},
			"metadata": {},
			"output_type": "display_data"
			}
			],
			"source": [
			"plotroofs = allroofs[(allroofs.XCOORD > 505300) & (allroofs.XCOORD < 505400) & (allroofs.YCOORD > 124400) & (allroofs.YCOORD < 124500)]\n",
			"\n",
			"fig, ax = plt.subplots()\n",
			"\n",
			"plotroofs.plot(ax = ax, color = 'lightblue', edgecolor = 'gray')\n",
			"plotroofs.apply(lambda x: ax.annotate(x.DF_UID, xy=(x.XCOORD+2e6, x.YCOORD+1e6), ha='center'),axis=1)\n",
			"\n",
			"plt.show()"
			]
			},
			{
			"cell_type": "markdown",
			"metadata": {},
			"source": [
			"# Plot building"
			]
			},
			{
			"cell_type": "code",
			"execution_count": 7,
			"metadata": {},
			"outputs": [
			{
			"name": "stderr",
			"output_type": "stream",
			"text": [
			"/Applications/anaconda2/envs/py3_geo/lib/python3.7/site-packages/pandas/core/indexing.py:543: SettingWithCopyWarning: \n",
			"A value is trying to be set on a copy of a slice from a DataFrame.\n",
			"Try using .loc[row_indexer,col_indexer] = value instead\n",
			"\n",
			"See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
			" self.obj[item] = s\n"
			]
			}
			],
			"source": [
			"building = allroofs[(allroofs.DF_UID >= 4817569) & (allroofs.DF_UID <= 4817572)]\n",
			"building.loc[building.NEIGUNG == 0, 'AUSRICHTUN'] = 0"
			]
			},
			{
			"cell_type": "code",
			"execution_count": 9,
			"metadata": {},
			"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>OBJECTID</th>\n",
			" <th>DF_UID</th>\n",
			" <th>DF_NUMMER</th>\n",
			" <th>DATUM_ERST</th>\n",
			" <th>DATUM_AEND</th>\n",
			" <th>SB_UUID</th>\n",
			" <th>SB_OBJEKTA</th>\n",
			" <th>SB_DATUM_E</th>\n",
			" <th>SB_DATUM_A</th>\n",
			" <th>KLASSE</th>\n",
			" <th>...</th>\n",
			" <th>BEDARF_WAR</th>\n",
			" <th>BEDARF_HEI</th>\n",
			" <th>FLAECHE_KO</th>\n",
			" <th>VOLUMEN_SP</th>\n",
			" <th>GWR_EGID</th>\n",
			" <th>XCOORD</th>\n",
			" <th>YCOORD</th>\n",
			" <th>Shape_Leng</th>\n",
			" <th>Shape_Area</th>\n",
			" <th>geometry</th>\n",
			" </tr>\n",
			" </thead>\n",
			" <tbody>\n",
			" <tr>\n",
			" <th>135</th>\n",
			" <td>136</td>\n",
			" <td>4817569</td>\n",
			" <td>1</td>\n",
			" <td>2016-05-12</td>\n",
			" <td>2016-05-12</td>\n",
			" <td>{AED61981-8DF7-44AC-A1D2-17360AE7B119}</td>\n",
			" <td>1</td>\n",
			" <td>2016-01-05</td>\n",
			" <td>2016-01-05</td>\n",
			" <td>4</td>\n",
			" <td>...</td>\n",
			" <td>10080</td>\n",
			" <td>34209</td>\n",
			" <td>25.556778</td>\n",
			" <td>1900</td>\n",
			" <td>1004034</td>\n",
			" <td>504383.212030</td>\n",
			" <td>134038.490596</td>\n",
			" <td>29.044821</td>\n",
			" <td>23.861811</td>\n",
			" <td>POLYGON ((2504384.272500001 1134040.733800001,...</td>\n",
			" </tr>\n",
			" <tr>\n",
			" <th>136</th>\n",
			" <td>137</td>\n",
			" <td>4817570</td>\n",
			" <td>2</td>\n",
			" <td>2016-05-12</td>\n",
			" <td>2016-05-12</td>\n",
			" <td>{AED61981-8DF7-44AC-A1D2-17360AE7B119}</td>\n",
			" <td>1</td>\n",
			" <td>2016-01-05</td>\n",
			" <td>2016-01-05</td>\n",
			" <td>5</td>\n",
			" <td>...</td>\n",
			" <td>10080</td>\n",
			" <td>34209</td>\n",
			" <td>22.912978</td>\n",
			" <td>1700</td>\n",
			" <td>1004034</td>\n",
			" <td>504390.817811</td>\n",
			" <td>134040.491507</td>\n",
			" <td>40.761920</td>\n",
			" <td>87.041610</td>\n",
			" <td>POLYGON ((2504398.2238 1134044.381299999, 2504...</td>\n",
			" </tr>\n",
			" <tr>\n",
			" <th>137</th>\n",
			" <td>138</td>\n",
			" <td>4817571</td>\n",
			" <td>3</td>\n",
			" <td>2016-05-12</td>\n",
			" <td>2016-05-12</td>\n",
			" <td>{AED61981-8DF7-44AC-A1D2-17360AE7B119}</td>\n",
			" <td>1</td>\n",
			" <td>2016-01-05</td>\n",
			" <td>2016-01-05</td>\n",
			" <td>1</td>\n",
			" <td>...</td>\n",
			" <td>10080</td>\n",
			" <td>34209</td>\n",
			" <td>46.644194</td>\n",
			" <td>3400</td>\n",
			" <td>1004034</td>\n",
			" <td>504393.326128</td>\n",
			" <td>134047.945689</td>\n",
			" <td>29.044527</td>\n",
			" <td>23.859602</td>\n",
			" <td>POLYGON ((2504388.878800001 1134054.378800001,...</td>\n",
			" </tr>\n",
			" <tr>\n",
			" <th>138</th>\n",
			" <td>139</td>\n",
			" <td>4817572</td>\n",
			" <td>4</td>\n",
			" <td>2016-05-12</td>\n",
			" <td>2016-05-12</td>\n",
			" <td>{AED61981-8DF7-44AC-A1D2-17360AE7B119}</td>\n",
			" <td>1</td>\n",
			" <td>2016-01-05</td>\n",
			" <td>2016-01-05</td>\n",
			" <td>2</td>\n",
			" <td>...</td>\n",
			" <td>10080</td>\n",
			" <td>34209</td>\n",
			" <td>41.562807</td>\n",
			" <td>3100</td>\n",
			" <td>1004034</td>\n",
			" <td>504385.717010</td>\n",
			" <td>134045.948402</td>\n",
			" <td>40.689282</td>\n",
			" <td>86.524609</td>\n",
			" <td>POLYGON ((2504390.989999998 1134047.013799999,...</td>\n",
			" </tr>\n",
			" </tbody>\n",
			"</table>\n",
			"<p>4 rows × 30 columns</p>\n",
			"</div>"
			],
			"text/plain": [
			" OBJECTID DF_UID DF_NUMMER DATUM_ERST DATUM_AEND \\\n",
			"135 136 4817569 1 2016-05-12 2016-05-12 \n",
			"136 137 4817570 2 2016-05-12 2016-05-12 \n",
			"137 138 4817571 3 2016-05-12 2016-05-12 \n",
			"138 139 4817572 4 2016-05-12 2016-05-12 \n",
			"\n",
			" SB_UUID SB_OBJEKTA SB_DATUM_E \\\n",
			"135 {AED61981-8DF7-44AC-A1D2-17360AE7B119} 1 2016-01-05 \n",
			"136 {AED61981-8DF7-44AC-A1D2-17360AE7B119} 1 2016-01-05 \n",
			"137 {AED61981-8DF7-44AC-A1D2-17360AE7B119} 1 2016-01-05 \n",
			"138 {AED61981-8DF7-44AC-A1D2-17360AE7B119} 1 2016-01-05 \n",
			"\n",
			" SB_DATUM_A KLASSE ... BEDARF_WAR BEDARF_HEI FLAECHE_KO VOLUMEN_SP \\\n",
			"135 2016-01-05 4 ... 10080 34209 25.556778 1900 \n",
			"136 2016-01-05 5 ... 10080 34209 22.912978 1700 \n",
			"137 2016-01-05 1 ... 10080 34209 46.644194 3400 \n",
			"138 2016-01-05 2 ... 10080 34209 41.562807 3100 \n",
			"\n",
			" GWR_EGID XCOORD YCOORD Shape_Leng Shape_Area \\\n",
			"135 1004034 504383.212030 134038.490596 29.044821 23.861811 \n",
			"136 1004034 504390.817811 134040.491507 40.761920 87.041610 \n",
			"137 1004034 504393.326128 134047.945689 29.044527 23.859602 \n",
			"138 1004034 504385.717010 134045.948402 40.689282 86.524609 \n",
			"\n",
			" geometry \n",
			"135 POLYGON ((2504384.272500001 1134040.733800001,... \n",
			"136 POLYGON ((2504398.2238 1134044.381299999, 2504... \n",
			"137 POLYGON ((2504388.878800001 1134054.378800001,... \n",
			"138 POLYGON ((2504390.989999998 1134047.013799999,... \n",
			"\n",
			"[4 rows x 30 columns]"
			]
			},
			"execution_count": 9,
			"metadata": {},
			"output_type": "execute_result"
			}
			],
			"source": [
			"building"
			]
			},
			{
			"cell_type": "code",
			"execution_count": 11,
			"metadata": {},
			"outputs": [
			{
			"name": "stderr",
			"output_type": "stream",
			"text": [
			"/Applications/anaconda2/envs/py3_geo/lib/python3.7/site-packages/ipykernel_launcher.py:1: SettingWithCopyWarning: \n",
			"A value is trying to be set on a copy of a slice from a DataFrame.\n",
			"Try using .loc[row_indexer,col_indexer] = value instead\n",
			"\n",
			"See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
			" \"\"\"Entry point for launching an IPython kernel.\n",
			"/Applications/anaconda2/envs/py3_geo/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
			"A value is trying to be set on a copy of a slice from a DataFrame.\n",
			"Try using .loc[row_indexer,col_indexer] = value instead\n",
			"\n",
			"See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
			" \n"
			]
			}
			],
			"source": [
			"building['geometry'] = building.rotate(90, origin = (0,0))\n",
			"building['AUSRICHTUN'] = building['AUSRICHTUN'] - 90"
			]
			},
			{
			"cell_type": "code",
			"execution_count": 12,
			"metadata": {},
			"outputs": [
			{
			"name": "stderr",
			"output_type": "stream",
			"text": [
			"/Applications/anaconda2/envs/py3_geo/lib/python3.7/site-packages/ipykernel_launcher.py:4: SettingWithCopyWarning: \n",
			"A value is trying to be set on a copy of a slice from a DataFrame.\n",
			"Try using .loc[row_indexer,col_indexer] = value instead\n",
			"\n",
			"See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
			" after removing the cwd from sys.path.\n"
			]
			}
			],
			"source": [
			"# Offset building\n",
			"minx = min(building.bounds.minx)\n",
			"miny = min(building.bounds.miny)\n",
			"building['geometry'] = building.translate(xoff = -minx - 2, yoff = -miny - 2) # -minx - 4, yoff = -miny - 4"
			]
			},
			{
			"cell_type": "code",
			"execution_count": 13,
			"metadata": {},
			"outputs": [
			{
			"name": "stderr",
			"output_type": "stream",
			"text": [
			"/Applications/anaconda2/envs/py3_geo/lib/python3.7/site-packages/ipykernel_launcher.py:4: SettingWithCopyWarning: \n",
			"A value is trying to be set on a copy of a slice from a DataFrame.\n",
			"Try using .loc[row_indexer,col_indexer] = value instead\n",
			"\n",
			"See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
			" after removing the cwd from sys.path.\n",
			"/Applications/anaconda2/envs/py3_geo/lib/python3.7/site-packages/ipykernel_launcher.py:5: SettingWithCopyWarning: \n",
			"A value is trying to be set on a copy of a slice from a DataFrame.\n",
			"Try using .loc[row_indexer,col_indexer] = value instead\n",
			"\n",
			"See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
			" \"\"\"\n",
			"/Applications/anaconda2/envs/py3_geo/lib/python3.7/site-packages/ipykernel_launcher.py:7: SettingWithCopyWarning: \n",
			"A value is trying to be set on a copy of a slice from a DataFrame.\n",
			"Try using .loc[row_indexer,col_indexer] = value instead\n",
			"\n",
			"See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
			" import sys\n",
			"/Applications/anaconda2/envs/py3_geo/lib/python3.7/site-packages/ipykernel_launcher.py:8: SettingWithCopyWarning: \n",
			"A value is trying to be set on a copy of a slice from a DataFrame.\n",
			"Try using .loc[row_indexer,col_indexer] = value instead\n",
			"\n",
			"See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
			" \n",
			"/Applications/anaconda2/envs/py3_geo/lib/python3.7/site-packages/ipykernel_launcher.py:13: SettingWithCopyWarning: \n",
			"A value is trying to be set on a copy of a slice from a DataFrame.\n",
			"Try using .loc[row_indexer,col_indexer] = value instead\n",
			"\n",
			"See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
			" del sys.path[0]\n"
			]
			}
			],
			"source": [
			"# add flat building\n",
			"building2 = allroofs[allroofs.DF_UID == 4898515]\n",
			"building2.loc[building2.NEIGUNG == 0, 'AUSRICHTUN'] = 0\n",
			"building2['geometry'] = building2.rotate(90, origin = (0,0))\n",
			"building2['geometry'] = building2.scale(xfact = 1.5, yfact = 1.5)\n",
			"\n",
			"building2['NEIGUNG'] = 0\n",
			"building2['AUSRICHTUN'] = 0\n",
			"\n",
			"# Offset building\n",
			"minx = min(building2.bounds.minx)\n",
			"miny = min(building2.bounds.miny)\n",
			"building2['geometry'] = building2.translate(xoff = -minx - 18, yoff = -miny + 9)"
			]
			},
			{
			"cell_type": "code",
			"execution_count": 14,
			"metadata": {},
			"outputs": [],
			"source": [
			"building = pd.concat([building, building2])"
			]
			},
			{
			"cell_type": "code",
			"execution_count": 450,
			"metadata": {},
			"outputs": [
			{
			"name": "stdout",
			"output_type": "stream",
			"text": [
			"Creating buffer with distance -0.400000\n"
			]
			}
			],
			"source": [
			"BUFFDIST = 0.4\n",
			"buffered_roofs = geo_ops.create_buffer( building, \n",
			" buff_dist = - BUFFDIST, \n",
			" cap_style = 2,\n",
			" join_style = 2 )\n",
			"\n",
			"buffered_roofs['XCOORD'] = buffered_roofs.geometry.centroid.x\n",
			"buffered_roofs['YCOORD'] = buffered_roofs.geometry.centroid.y"
			]
			},
			{
			"cell_type": "code",
			"execution_count": 451,
			"metadata": {},
			"outputs": [
			{
			"data": {
			"text/plain": [
			"135 POINT (13.16057189451179 3.600661190094033)\n",
			"136 POINT (11.20478982728302 11.08851125066967)\n",
			"137 POINT (3.865387272896655 13.54385779236647)\n",
			"138 POINT (5.821643634645717 6.056522784011737)\n",
			"dtype: object"
			]
			},
			"execution_count": 451,
			"metadata": {},
			"output_type": "execute_result"
			}
			],
			"source": [
			"buffered_roofs.centroid"
			]
			},
			{
			"cell_type": "code",
			"execution_count": 452,
			"metadata": {},
			"outputs": [
			{
			"data": {
			"text/plain": [
			"135 -43\n",
			"136 -133\n",
			"137 -223\n",
			"138 47\n",
			"Name: AUSRICHTUN, dtype: int64"
			]
			},
			"execution_count": 452,
			"metadata": {},
			"output_type": "execute_result"
			}
			],
			"source": [
			"buffered_roofs.AUSRICHTUN"
			]
			},
			{
			"cell_type": "code",
			"execution_count": 453,
			"metadata": {},
			"outputs": [],
			"source": [
			"# compute coordinates of arrow\n",
			"rotated_center = buffered_roofs.centroid\n",
			"rotated_extent = [0, -2]\n",
			"\n",
			"pos_up = [0, + 1]\n",
			"\n",
			"# derotate both center and arrow extent\n",
			"arrow_start = rotated_center\n",
			"arrow_extent = rotate( - buffered_roofs.AUSRICHTUN, rotated_extent[0], rotated_extent[1] )\n",
			"\n",
			"up_extent = rotate( - buffered_roofs.AUSRICHTUN, pos_up[0], pos_up[1] )"
			]
			},
			{
			"cell_type": "code",
			"execution_count": 454,
			"metadata": {},
			"outputs": [
			{
			"data": {
			"text/plain": [
			"(135 -0.681998\n",
			" 136 -0.731354\n",
			" 137 0.681998\n",
			" 138 0.731354\n",
			" Name: AUSRICHTUN, dtype: float64, 135 0.731354\n",
			" 136 -0.681998\n",
			" 137 -0.731354\n",
			" 138 0.681998\n",
			" Name: AUSRICHTUN, dtype: float64)"
			]
			},
			"execution_count": 454,
			"metadata": {},
			"output_type": "execute_result"
			}
			],
			"source": [
			"up_extent"
			]
			},
			{
			"cell_type": "code",
			"execution_count": 463,
			"metadata": {},
			"outputs": [],
			"source": [
			"buffered_roofs['upx'] = [12, 9.8, 3.7, 6.2] # buffered_roofs.XCOORD + up_extent[0] # \n",
			"buffered_roofs['upy'] = [3.8, 10, 12.6, 6.3] # buffered_roofs.YCOORD + up_extent[1] # \n",
			"buffered_roofs['tilttext'] = '$' + buffered_roofs.NEIGUNG.astype(str) + '^\\circ$'"
			]
			},
			{
			"cell_type": "code",
			"execution_count": 464,
			"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\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\"];\n",
			"\n",
			"mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
			" // Create a \"websocket\"-like object which calls the given IPython comm\n",
			" // object with the appropriate methods. Currently this is a non binary\n",
			" // socket, so there is still some room for performance tuning.\n",
			" var ws = {};\n",
			"\n",
			" ws.close = function() {\n",
			" comm.close()\n",
			" };\n",
			" ws.send = function(m) {\n",
			" //console.log('sending', m);\n",
			" comm.send(m);\n",
			" };\n",
			" // Register the callback with on_msg.\n",
			" comm.on_msg(function(msg) {\n",
			" //console.log('receiving', msg['content']['data'], msg);\n",
			" // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
			" ws.onmessage(msg['content']['data'])\n",
			" });\n",
			" return ws;\n",
			"}\n",
			"\n",
			"mpl.mpl_figure_comm = function(comm, msg) {\n",
			" // This is the function which gets called when the mpl process\n",
			" // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
			"\n",
			" var id = msg.content.data.id;\n",
			" // Get hold of the div created by the display call when the Comm\n",
			" // socket was opened in Python.\n",
			" var element = $(\"#\" + id);\n",
			" var ws_proxy = comm_websocket_adapter(comm)\n",
			"\n",
			" function ondownload(figure, format) {\n",
			" window.open(figure.imageObj.src);\n",
			" }\n",
			"\n",
			" var fig = new mpl.figure(id, ws_proxy,\n",
			" ondownload,\n",
			" element.get(0));\n",
			"\n",
			" // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
			" // web socket which is closed, not our websocket->open comm proxy.\n",
			" ws_proxy.onopen();\n",
			"\n",
			" fig.parent_element = element.get(0);\n",
			" fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
			" if (!fig.cell_info) {\n",
			" console.error(\"Failed to find cell for figure\", id, fig);\n",
			" return;\n",
			" }\n",
			"\n",
			" var output_index = fig.cell_info[2]\n",
			" var cell = fig.cell_info[0];\n",
			"\n",
			"};\n",
			"\n",
			"mpl.figure.prototype.handle_close = function(fig, msg) {\n",
			" var width = fig.canvas.width/mpl.ratio\n",
			" fig.root.unbind('remove')\n",
			"\n",
			" // Update the output cell to use the data from the current canvas.\n",
			" fig.push_to_output();\n",
			" var dataURL = fig.canvas.toDataURL();\n",
			" // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
			" // the notebook keyboard shortcuts fail.\n",
			" IPython.keyboard_manager.enable()\n",
			" $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
			" fig.close_ws(fig, msg);\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.close_ws = function(fig, msg){\n",
			" fig.send_message('closing', msg);\n",
			" // fig.ws.close()\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
			" // Turn the data on the canvas into data in the output cell.\n",
			" var width = this.canvas.width/mpl.ratio\n",
			" var dataURL = this.canvas.toDataURL();\n",
			" this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.updated_canvas_event = function() {\n",
			" // Tell IPython that the notebook contents must change.\n",
			" IPython.notebook.set_dirty(true);\n",
			" this.send_message(\"ack\", {});\n",
			" var fig = this;\n",
			" // Wait a second, then push the new image to the DOM so\n",
			" // that it is saved nicely (might be nice to debounce this).\n",
			" setTimeout(function () { fig.push_to_output() }, 1000);\n",
			"}\n",
			"\n",
			"mpl.figure.prototype._init_toolbar = function() {\n",
			" var fig = this;\n",
			"\n",
			" var nav_element = $('<div/>')\n",
			" nav_element.attr('style', 'width: 100%');\n",
			" this.root.append(nav_element);\n",
			"\n",
			" // Define a callback function for later on.\n",
			" function toolbar_event(event) {\n",
			" return fig.toolbar_button_onclick(event['data']);\n",
			" }\n",
			" function toolbar_mouse_event(event) {\n",
			" return fig.toolbar_button_onmouseover(event['data']);\n",
			" }\n",
			"\n",
			" for(var toolbar_ind in mpl.toolbar_items){\n",
			" var name = mpl.toolbar_items[toolbar_ind][0];\n",
			" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
			" var image = mpl.toolbar_items[toolbar_ind][2];\n",
			" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
			"\n",
			" if (!name) { continue; };\n",
			"\n",
			" var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
			" button.click(method_name, toolbar_event);\n",
			" button.mouseover(tooltip, toolbar_mouse_event);\n",
			" nav_element.append(button);\n",
			" }\n",
			"\n",
			" // Add the status bar.\n",
			" var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
			" nav_element.append(status_bar);\n",
			" this.message = status_bar[0];\n",
			"\n",
			" // Add the close button to the window.\n",
			" var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
			" var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
			" button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
			" button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
			" buttongrp.append(button);\n",
			" var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
			" titlebar.prepend(buttongrp);\n",
			"}\n",
			"\n",
			"mpl.figure.prototype._root_extra_style = function(el){\n",
			" var fig = this\n",
			" el.on(\"remove\", function(){\n",
			"\tfig.close_ws(fig, {});\n",
			" });\n",
			"}\n",
			"\n",
			"mpl.figure.prototype._canvas_extra_style = function(el){\n",
			" // this is important to make the div 'focusable\n",
			" el.attr('tabindex', 0)\n",
			" // reach out to IPython and tell the keyboard manager to turn it's self\n",
			" // off when our div gets focus\n",
			"\n",
			" // location in version 3\n",
			" if (IPython.notebook.keyboard_manager) {\n",
			" IPython.notebook.keyboard_manager.register_events(el);\n",
			" }\n",
			" else {\n",
			" // location in version 2\n",
			" IPython.keyboard_manager.register_events(el);\n",
			" }\n",
			"\n",
			"}\n",
			"\n",
			"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
			" var manager = IPython.notebook.keyboard_manager;\n",
			" if (!manager)\n",
			" manager = IPython.keyboard_manager;\n",
			"\n",
			" // Check for shift+enter\n",
			" if (event.shiftKey && event.which == 13) {\n",
			" this.canvas_div.blur();\n",
			" event.shiftKey = false;\n",
			" // Send a \"J\" for go to next cell\n",
			" event.which = 74;\n",
			" event.keyCode = 74;\n",
			" manager.command_mode();\n",
			" manager.handle_keydown(event);\n",
			" }\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
			" fig.ondownload(fig, null);\n",
			"}\n",
			"\n",
			"\n",
			"mpl.find_output_cell = function(html_output) {\n",
			" // Return the cell and output element which can be found uniquely in the notebook.\n",
			" // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
			" // IPython event is triggered only after the cells have been serialised, which for\n",
			" // our purposes (turning an active figure into a static one), is too late.\n",
			" var cells = IPython.notebook.get_cells();\n",
			" var ncells = cells.length;\n",
			" for (var i=0; i<ncells; i++) {\n",
			" var cell = cells[i];\n",
			" if (cell.cell_type === 'code'){\n",
			" for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
			" var data = cell.output_area.outputs[j];\n",
			" if (data.data) {\n",
			" // IPython >= 3 moved mimebundle to data attribute of output\n",
			" data = data.data;\n",
			" }\n",
			" if (data['text/html'] == html_output) {\n",
			" return [cell, data, j];\n",
			" }\n",
			" }\n",
			" }\n",
			" }\n",
			"}\n",
			"\n",
			"// Register the function which deals with the matplotlib target/channel.\n",
			"// The kernel may be null if the page has been refreshed.\n",
			"if (IPython.notebook.kernel != null) {\n",
			" IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
			"}\n"
			],
			"text/plain": [
			"<IPython.core.display.Javascript object>"
			]
			},
			"metadata": {},
			"output_type": "display_data"
			},
			{
			"data": {
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\" width=\"640\">"
			],
			"text/plain": [
			"<IPython.core.display.HTML object>"
			]
			},
			"metadata": {},
			"output_type": "display_data"
			}
			],
			"source": [
			"arrow_dims = 0.7\n",
			"\n",
			"# Visualize \"raw\" rooftop\n",
			"fig, ax = plt.subplots()\n",
			"\n",
			"# add all plots\n",
			"building.plot(ax=ax, color = 'lightgrey', edgecolor = 'gray')\n",
			"buffered_roofs.plot(ax=ax,color = 'lightblue', edgecolor = 'gray', label = 'Buffered roof')\n",
			"\n",
			"for x,y,xext,yext in zip(arrow_start.x, arrow_start.y, arrow_extent[0], arrow_extent[1]):\n",
			" ax.arrow(x, y, xext, yext, head_width=arrow_dims, head_length=arrow_dims, fc='k')\n",
			" \n",
			"buffered_roofs.apply(lambda x: ax.annotate(x.tilttext, xy=(x.upx, x.upy), ha='left'),axis=1)\n",
			"ax.scatter(0,0,c='C3')\n",
			"\n",
			"# add legend objects\n",
			"xlim = ax.get_xlim()\n",
			"\n",
			"buildLengend = plt.bar([xlim[0] - 5],[0],color = 'lightgrey', edgecolor = 'gray', label = 'Rooftop')\n",
			"buffLegend = plt.bar([xlim[0] - 5],[0],color = 'lightblue', edgecolor = 'gray', label = 'Buffered roof')\n",
			"\n",
			"# format plot\n",
			"ax.set_xlim(xlim)\n",
			"ax.grid(ls='dashed')\n",
			"ax.legend( handles = [buildLengend, buffLegend])\n",
			"ax.set_axisbelow(True)\n",
			"ax.set_xlabel('x-coordinate ($m$)')\n",
			"ax.set_ylabel('y-coordinate ($m$)')\n",
			"plt.tight_layout()\n",
			"plt.show()\n",
			"plt.savefig('roof_buffer.pdf')"
			]
			},
			{
			"cell_type": "markdown",
			"metadata": {},
			"source": [
			"# Plot rotated roofs"
			]
			},
			{
			"cell_type": "code",
			"execution_count": 457,
			"metadata": {},
			"outputs": [],
			"source": [
			"rotated_roofs = geo_ops.rotate_by_field(buffered_roofs, 'AUSRICHTUN', origin = (0,0))"
			]
			},
			{
			"cell_type": "code",
			"execution_count": 458,
			"metadata": {},
			"outputs": [],
			"source": [
			"roofs = rotated_roofs\n",
			"\n",
			"# get panel fitting info\n",
			"PANEL_WIDTH = 1\n",
			"PANEL_HEIGHT = 1.6\n",
			"\n",
			"panel_info_df = roofs.loc[:, ['DF_UID', 'AUSRICHTUN', 'NEIGUNG']]\n",
			"panel_info_df['panel_tilt'] = panel_info_df.NEIGUNG + 30 * (panel_info_df.NEIGUNG == 0)\n",
			"panel_info_df['cell_width' ] = PANEL_WIDTH\n",
			"panel_info_df['cell_height'] = PANEL_HEIGHT * np.cos(np.deg2rad( panel_info_df.panel_tilt ))\n",
			"\n",
			"# calculate number of rows and number of columns\n",
			"x_extent = roofs.bounds.maxx - roofs.bounds.minx\n",
			"y_extent = roofs.bounds.maxy - roofs.bounds.miny\n",
			"\n",
			"panel_info_df['n_cols'] = (np.ceil( x_extent / panel_info_df.cell_width )).astype(int)\n",
			"panel_info_df['n_rows'] = (np.ceil( y_extent / panel_info_df.cell_height)).astype(int)\n",
			"\n",
			"# add rotated origin (for grid creation, i.e. bottom-left corner of south-facing roof)\n",
			"panel_info_df['origin_x'] = roofs.bounds.minx\n",
			"panel_info_df['origin_y'] = roofs.bounds.miny"
			]
			},
			{
			"cell_type": "code",
			"execution_count": 459,
			"metadata": {},
			"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>DF_UID</th>\n",
			" <th>AUSRICHTUN</th>\n",
			" <th>NEIGUNG</th>\n",
			" <th>panel_tilt</th>\n",
			" <th>cell_width</th>\n",
			" <th>cell_height</th>\n",
			" <th>n_cols</th>\n",
			" <th>n_rows</th>\n",
			" <th>origin_x</th>\n",
			" <th>origin_y</th>\n",
			" </tr>\n",
			" </thead>\n",
			" <tbody>\n",
			" <tr>\n",
			" <th>135</th>\n",
			" <td>4817569</td>\n",
			" <td>-43</td>\n",
			" <td>59</td>\n",
			" <td>59</td>\n",
			" <td>1</td>\n",
			" <td>0.824061</td>\n",
			" <td>11</td>\n",
			" <td>4</td>\n",
			" <td>6.910121</td>\n",
			" <td>-7.227709</td>\n",
			" </tr>\n",
			" <tr>\n",
			" <th>136</th>\n",
			" <td>4817570</td>\n",
			" <td>-133</td>\n",
			" <td>40</td>\n",
			" <td>40</td>\n",
			" <td>1</td>\n",
			" <td>1.225671</td>\n",
			" <td>15</td>\n",
			" <td>5</td>\n",
			" <td>-6.961982</td>\n",
			" <td>-18.533452</td>\n",
			" </tr>\n",
			" <tr>\n",
			" <th>137</th>\n",
			" <td>4817571</td>\n",
			" <td>-223</td>\n",
			" <td>59</td>\n",
			" <td>59</td>\n",
			" <td>1</td>\n",
			" <td>0.824061</td>\n",
			" <td>11</td>\n",
			" <td>4</td>\n",
			" <td>-17.244554</td>\n",
			" <td>-8.154647</td>\n",
			" </tr>\n",
			" <tr>\n",
			" <th>138</th>\n",
			" <td>4817572</td>\n",
			" <td>47</td>\n",
			" <td>41</td>\n",
			" <td>41</td>\n",
			" <td>1</td>\n",
			" <td>1.207535</td>\n",
			" <td>15</td>\n",
			" <td>5</td>\n",
			" <td>-7.887193</td>\n",
			" <td>5.630204</td>\n",
			" </tr>\n",
			" </tbody>\n",
			"</table>\n",
			"</div>"
			],
			"text/plain": [
			" DF_UID AUSRICHTUN NEIGUNG panel_tilt cell_width cell_height \\\n",
			"135 4817569 -43 59 59 1 0.824061 \n",
			"136 4817570 -133 40 40 1 1.225671 \n",
			"137 4817571 -223 59 59 1 0.824061 \n",
			"138 4817572 47 41 41 1 1.207535 \n",
			"\n",
			" n_cols n_rows origin_x origin_y \n",
			"135 11 4 6.910121 -7.227709 \n",
			"136 15 5 -6.961982 -18.533452 \n",
			"137 11 4 -17.244554 -8.154647 \n",
			"138 15 5 -7.887193 5.630204 "
			]
			},
			"execution_count": 459,
			"metadata": {},
			"output_type": "execute_result"
			}
			],
			"source": [
			"panel_info_df"
			]
			},
			{
			"cell_type": "code",
			"execution_count": 460,
			"metadata": {},
			"outputs": [
			{
			"name": "stdout",
			"output_type": "stream",
			"text": [
			"Creating buffer with distance 0.100000\n",
			"Computed all panel counts - time since loop start: 0.17s\n",
			"Created panel shapes - time since loop start: 0.20s\n"
			]
			}
			],
			"source": [
			"# fit panels on rooftops and evaluate counts\n",
			"TILT_FIELD = 'NEIGUNG'\n",
			"ORIENTATION_FIELD = 'AUSRICHTUN'\n",
			"panel_count, panels, matched_roofs, grids, raw_panels = fit_panels(rotated_roofs, panel_info_df, buff_dist = BUFFDIST, tolerance = 0.1)"
			]
			},
			{
			"cell_type": "code",
			"execution_count": 461,
			"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\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\"];\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"
			},
			{
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\" width=\"640\">"
			],
			"text/plain": [
			"<IPython.core.display.HTML object>"
			]
			},
			"metadata": {},
			"output_type": "display_data"
			}
			],
			"source": [
			"LW = 0.8\n",
			"\n",
			"fig, ax = plt.subplots()\n",
			"\n",
			"# add all plot objects\n",
			"rotated_roofs.plot(ax = ax, color = 'lightblue', edgecolor = 'gray', label = 'Rotated roofs')\n",
			"# buffered_roofs.plot(ax = ax, color = 'lightblue', edgecolor = 'gray', label = 'Buffered roofs')\n",
			"\n",
			"for grid in grids:\n",
			" grid.plot(ax = ax, color = 'None', edgecolor = 'black', lw = LW)\n",
			"\n",
			"raw_panels.plot(ax = ax, color = 'C2', edgecolor = 'None', alpha = 0.4, lw = LW)\n",
			"raw_panels.plot(ax = ax, color = 'None', edgecolor = 'C2', lw = LW)\n",
			" \n",
			"origin = plt.scatter(0,0,c='C3', label = 'Origin')\n",
			"plt.scatter(rotated_roofs.bounds.minx,rotated_roofs.bounds.miny,c='C2', s=7, label = 'Grid origins')\n",
			"\n",
			"# add legend objects\n",
			"xlim = ax.get_xlim()\n",
			"\n",
			"buffLegend = plt.bar([xlim[0] - 5],[0],color = 'lightblue', edgecolor = 'gray', label = 'Buffered roof')\n",
			"gridLegend = plt.bar([xlim[0] - 5],[0],color = 'None' , edgecolor = 'black', label = 'Grid cells' )\n",
			"panelLegend = plt.bar([xlim[0] - 5],[0],color = facealpha('C2', 0.5), edgecolor = 'C2',label = 'Placed panels')\n",
			"\n",
			"# format plot\n",
			"ax.set_xlim((xlim[0], xlim[1] + 3))\n",
			"ax.grid(ls='dashed')\n",
			"ax.legend( handles = [buffLegend, gridLegend, panelLegend])\n",
			"ax.set_axisbelow(True)\n",
			"ax.set_xlabel('x-coordinate ($m$)')\n",
			"ax.set_ylabel('y-coordinate ($m$)')\n",
			"plt.tight_layout()\n",
			"plt.show()\n",
			"plt.savefig('roof_projected.pdf')"
			]
			},
			{
			"cell_type": "markdown",
			"metadata": {},
			"source": [
			"#get full grid and other data only for sample roof\n",
			"DF_UID = 4817570\n",
			"ROOF_IDX = panel_count[panel_count.DF_UID == DF_UID].index.values[0]\n",
			"\n",
			"grid = grids[ROOF_IDX]\n",
			"panels = panels[panels.DF_UID == DF_UID]\n",
			"roof = matched_roofs[matched_roofs.DF_UID == DF_UID]\n",
			"panelled_surface = panels.dissolve(by = 'DF_UID')"
			]
			},
			{
			"cell_type": "markdown",
			"metadata": {},
			"source": [
			"#show panel fitting grid for sample roof, with inside panels highlighted\n",
			"fig, ax = plt.subplots()\n",
			"\n",
			"roof.plot(ax = ax, color = 'lightblue', edgecolor = 'gray')\n",
			"\n",
			"plt.show()"
			]
			},
			{
			"cell_type": "code",
			"execution_count": 462,
			"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\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\"];\n",
			"\n",
			"mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
			" // Create a \"websocket\"-like object which calls the given IPython comm\n",
			" // object with the appropriate methods. Currently this is a non binary\n",
			" // socket, so there is still some room for performance tuning.\n",
			" var ws = {};\n",
			"\n",
			" ws.close = function() {\n",
			" comm.close()\n",
			" };\n",
			" ws.send = function(m) {\n",
			" //console.log('sending', m);\n",
			" comm.send(m);\n",
			" };\n",
			" // Register the callback with on_msg.\n",
			" comm.on_msg(function(msg) {\n",
			" //console.log('receiving', msg['content']['data'], msg);\n",
			" // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
			" ws.onmessage(msg['content']['data'])\n",
			" });\n",
			" return ws;\n",
			"}\n",
			"\n",
			"mpl.mpl_figure_comm = function(comm, msg) {\n",
			" // This is the function which gets called when the mpl process\n",
			" // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
			"\n",
			" var id = msg.content.data.id;\n",
			" // Get hold of the div created by the display call when the Comm\n",
			" // socket was opened in Python.\n",
			" var element = $(\"#\" + id);\n",
			" var ws_proxy = comm_websocket_adapter(comm)\n",
			"\n",
			" function ondownload(figure, format) {\n",
			" window.open(figure.imageObj.src);\n",
			" }\n",
			"\n",
			" var fig = new mpl.figure(id, ws_proxy,\n",
			" ondownload,\n",
			" element.get(0));\n",
			"\n",
			" // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
			" // web socket which is closed, not our websocket->open comm proxy.\n",
			" ws_proxy.onopen();\n",
			"\n",
			" fig.parent_element = element.get(0);\n",
			" fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
			" if (!fig.cell_info) {\n",
			" console.error(\"Failed to find cell for figure\", id, fig);\n",
			" return;\n",
			" }\n",
			"\n",
			" var output_index = fig.cell_info[2]\n",
			" var cell = fig.cell_info[0];\n",
			"\n",
			"};\n",
			"\n",
			"mpl.figure.prototype.handle_close = function(fig, msg) {\n",
			" var width = fig.canvas.width/mpl.ratio\n",
			" fig.root.unbind('remove')\n",
			"\n",
			" // Update the output cell to use the data from the current canvas.\n",
			" fig.push_to_output();\n",
			" var dataURL = fig.canvas.toDataURL();\n",
			" // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
			" // the notebook keyboard shortcuts fail.\n",
			" IPython.keyboard_manager.enable()\n",
			" $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
			" fig.close_ws(fig, msg);\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.close_ws = function(fig, msg){\n",
			" fig.send_message('closing', msg);\n",
			" // fig.ws.close()\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
			" // Turn the data on the canvas into data in the output cell.\n",
			" var width = this.canvas.width/mpl.ratio\n",
			" var dataURL = this.canvas.toDataURL();\n",
			" this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.updated_canvas_event = function() {\n",
			" // Tell IPython that the notebook contents must change.\n",
			" IPython.notebook.set_dirty(true);\n",
			" this.send_message(\"ack\", {});\n",
			" var fig = this;\n",
			" // Wait a second, then push the new image to the DOM so\n",
			" // that it is saved nicely (might be nice to debounce this).\n",
			" setTimeout(function () { fig.push_to_output() }, 1000);\n",
			"}\n",
			"\n",
			"mpl.figure.prototype._init_toolbar = function() {\n",
			" var fig = this;\n",
			"\n",
			" var nav_element = $('<div/>')\n",
			" nav_element.attr('style', 'width: 100%');\n",
			" this.root.append(nav_element);\n",
			"\n",
			" // Define a callback function for later on.\n",
			" function toolbar_event(event) {\n",
			" return fig.toolbar_button_onclick(event['data']);\n",
			" }\n",
			" function toolbar_mouse_event(event) {\n",
			" return fig.toolbar_button_onmouseover(event['data']);\n",
			" }\n",
			"\n",
			" for(var toolbar_ind in mpl.toolbar_items){\n",
			" var name = mpl.toolbar_items[toolbar_ind][0];\n",
			" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
			" var image = mpl.toolbar_items[toolbar_ind][2];\n",
			" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
			"\n",
			" if (!name) { continue; };\n",
			"\n",
			" var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
			" button.click(method_name, toolbar_event);\n",
			" button.mouseover(tooltip, toolbar_mouse_event);\n",
			" nav_element.append(button);\n",
			" }\n",
			"\n",
			" // Add the status bar.\n",
			" var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
			" nav_element.append(status_bar);\n",
			" this.message = status_bar[0];\n",
			"\n",
			" // Add the close button to the window.\n",
			" var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
			" var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
			" button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
			" button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
			" buttongrp.append(button);\n",
			" var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
			" titlebar.prepend(buttongrp);\n",
			"}\n",
			"\n",
			"mpl.figure.prototype._root_extra_style = function(el){\n",
			" var fig = this\n",
			" el.on(\"remove\", function(){\n",
			"\tfig.close_ws(fig, {});\n",
			" });\n",
			"}\n",
			"\n",
			"mpl.figure.prototype._canvas_extra_style = function(el){\n",
			" // this is important to make the div 'focusable\n",
			" el.attr('tabindex', 0)\n",
			" // reach out to IPython and tell the keyboard manager to turn it's self\n",
			" // off when our div gets focus\n",
			"\n",
			" // location in version 3\n",
			" if (IPython.notebook.keyboard_manager) {\n",
			" IPython.notebook.keyboard_manager.register_events(el);\n",
			" }\n",
			" else {\n",
			" // location in version 2\n",
			" IPython.keyboard_manager.register_events(el);\n",
			" }\n",
			"\n",
			"}\n",
			"\n",
			"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
			" var manager = IPython.notebook.keyboard_manager;\n",
			" if (!manager)\n",
			" manager = IPython.keyboard_manager;\n",
			"\n",
			" // Check for shift+enter\n",
			" if (event.shiftKey && event.which == 13) {\n",
			" this.canvas_div.blur();\n",
			" event.shiftKey = false;\n",
			" // Send a \"J\" for go to next cell\n",
			" event.which = 74;\n",
			" event.keyCode = 74;\n",
			" manager.command_mode();\n",
			" manager.handle_keydown(event);\n",
			" }\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
			" fig.ondownload(fig, null);\n",
			"}\n",
			"\n",
			"\n",
			"mpl.find_output_cell = function(html_output) {\n",
			" // Return the cell and output element which can be found uniquely in the notebook.\n",
			" // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
			" // IPython event is triggered only after the cells have been serialised, which for\n",
			" // our purposes (turning an active figure into a static one), is too late.\n",
			" var cells = IPython.notebook.get_cells();\n",
			" var ncells = cells.length;\n",
			" for (var i=0; i<ncells; i++) {\n",
			" var cell = cells[i];\n",
			" if (cell.cell_type === 'code'){\n",
			" for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
			" var data = cell.output_area.outputs[j];\n",
			" if (data.data) {\n",
			" // IPython >= 3 moved mimebundle to data attribute of output\n",
			" data = data.data;\n",
			" }\n",
			" if (data['text/html'] == html_output) {\n",
			" return [cell, data, j];\n",
			" }\n",
			" }\n",
			" }\n",
			" }\n",
			"}\n",
			"\n",
			"// Register the function which deals with the matplotlib target/channel.\n",
			"// The kernel may be null if the page has been refreshed.\n",
			"if (IPython.notebook.kernel != null) {\n",
			" IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
			"}\n"
			],
			"text/plain": [
			"<IPython.core.display.Javascript object>"
			]
			},
			"metadata": {},
			"output_type": "display_data"
			},
			{
			"data": {
			"text/html": [
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\" width=\"640\">"
			],
			"text/plain": [
			"<IPython.core.display.HTML object>"
			]
			},
			"metadata": {},
			"output_type": "display_data"
			}
			],
			"source": [
			"LW = 0.7\n",
			"# Visualize \"raw\" rooftop\n",
			"fig, ax = plt.subplots()\n",
			"\n",
			"building.plot(ax = ax, color = 'lightgrey', edgecolor = 'gray')\n",
			"# buffered_roofs.plot(ax = ax, color = 'lightblue', edgecolor = 'gray')\n",
			"plt.scatter(0,0,c='C3', label = 'Origin')\n",
			"# plt.legend()\n",
			"\n",
			"panels.plot(ax = ax, color = 'C2', edgecolor = 'None', alpha = 0.4, lw = LW)\n",
			"panels.plot(ax = ax, color = 'None', edgecolor = 'C2', lw = LW)\n",
			"\n",
			"# add legend objects\n",
			"xlim = ax.get_xlim()\n",
			"\n",
			"buildLengend = plt.bar([xlim[0] - 5],[0],color = 'lightgrey', edgecolor = 'gray', label = 'Rooftop')\n",
			"panelLegend = plt.bar([xlim[0] - 5],[0],color = facealpha('C2', 0.5), edgecolor = 'C2', label = 'Selected panels')\n",
			"\n",
			"# format plot\n",
			"ax.set_xlim(xlim)\n",
			"ax.grid(ls='dashed')\n",
			"ax.legend( handles = [buildLengend, panelLegend])\n",
			"ax.set_axisbelow(True)\n",
			"ax.set_xlabel('x-coordinate ($m$)')\n",
			"ax.set_ylabel('y-coordinate ($m$)')\n",
			"plt.tight_layout()\n",
			"plt.show()\n",
			"plt.savefig('roof_panels.pdf')"
			]
			},
			{
			"cell_type": "code",
			"execution_count": null,
			"metadata": {},
			"outputs": [],
			"source": []
			},
			{
			"cell_type": "markdown",
			"metadata": {},
			"source": [
			"# plot all together"
			]
			},
			{
			"cell_type": "code",
			"execution_count": 473,
			"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\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\"];\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=\"1500\">"
			],
			"text/plain": [
			"<IPython.core.display.HTML object>"
			]
			},
			"metadata": {},
			"output_type": "display_data"
			},
			{
			"name": "stdout",
			"output_type": "stream",
			"text": [
			"15.0\n",
			"4.0\n"
			]
			}
			],
			"source": [
			"arrow_dims = 0.7\n",
			"LW = 0.8\n",
			"\n",
			"# Visualize \"raw\" rooftop\n",
			"fig, axes = plt.subplots( 1,3, figsize =(15, 4))\n",
			"\n",
			"print(fig.get_figwidth())\n",
			"print(fig.get_figheight())\n",
			"\n",
			"##########################\n",
			"ax = axes[0]\n",
			"# add all plots\n",
			"building.plot(ax=ax, color = 'lightgrey', edgecolor = 'gray')\n",
			"buffered_roofs.plot(ax=ax,color = 'lightblue', edgecolor = 'gray', label = 'Buffered roof')\n",
			"\n",
			"for x,y,xext,yext in zip(arrow_start.x, arrow_start.y, arrow_extent[0], arrow_extent[1]):\n",
			" ax.arrow(x, y, xext, yext, head_width=arrow_dims, head_length=arrow_dims, fc='k')\n",
			" \n",
			"buffered_roofs.apply(lambda x: ax.annotate(x.tilttext, xy=(x.upx, x.upy), ha='left'),axis=1)\n",
			"ax.scatter(0,0,c='C2')\n",
			"\n",
			"# add legend objects\n",
			"xlim = ax.get_xlim()\n",
			"\n",
			"buildLengend = ax.bar([xlim[0] - 5],[0],color = 'lightgrey', edgecolor = 'gray', label = 'Rooftop')\n",
			"buffLegend = ax.bar([xlim[0] - 5],[0],color = 'lightblue', edgecolor = 'gray', label = 'Buffered roof')\n",
			"\n",
			"ax.text( -2, 18, 'a', fontweight = 'bold', fontsize = 16 )\n",
			"# ax.text( -18, -3, 'a', fontweight = 'bold', fontsize = 16 )\n",
			"\n",
			"# format plot\n",
			"ax.set_xlim((xlim[0], xlim[1] + 2))\n",
			"ax.grid(ls='dashed')\n",
			"ax.legend( handles = [buildLengend, buffLegend])\n",
			"ax.set_axisbelow(True)\n",
			"ax.set_xlabel('x-coordinate ($m$)')\n",
			"ax.set_ylabel('y-coordinate ($m$)')\n",
			"\n",
			"#####################\n",
			"ax = axes[1]\n",
			"\n",
			"# add all plot objects\n",
			"rotated_roofs.plot(ax = ax, color = 'lightblue', edgecolor = 'gray', label = 'Rotated roofs')\n",
			"# buffered_roofs.plot(ax = ax, color = 'lightblue', edgecolor = 'gray', label = 'Buffered roofs')\n",
			"\n",
			"for grid in grids:\n",
			" grid.plot(ax = ax, color = 'None', edgecolor = 'black', lw = LW)\n",
			"\n",
			"raw_panels.plot(ax = ax, color = 'C1', edgecolor = 'None', alpha = 0.4, lw = LW)\n",
			"raw_panels.plot(ax = ax, color = 'None', edgecolor = 'C1', lw = LW)\n",
			" \n",
			"origin = ax.scatter(0,0,c='C2', label = 'Origin')\n",
			"ax.scatter(rotated_roofs.bounds.minx,rotated_roofs.bounds.miny,c='C3', s=7, label = 'Grid origins')\n",
			"\n",
			"ax.text( -17.5, 10, 'b', fontweight = 'bold', fontsize = 16 )\n",
			"# ax.text( -17, -14.5, 'b', fontweight = 'bold', fontsize = 16 )\n",
			"\n",
			"# add legend objects\n",
			"xlim = ax.get_xlim()\n",
			"\n",
			"buffLegend = ax.bar([xlim[0] - 5],[0],color = 'lightblue', edgecolor = 'gray', label = 'Rotated roofs')\n",
			"gridLegend = ax.bar([xlim[0] - 5],[0],color = 'None' , edgecolor = 'black', label = 'Grid cells' )\n",
			"panelLegend = ax.bar([xlim[0] - 5],[0],color = facealpha('C1', 0.5), edgecolor = 'C1',label = 'Placed panels')\n",
			"\n",
			"ax.arrow(17.5, -12, 0, -3, head_width=arrow_dims, head_length=arrow_dims, fc='k')\n",
			"ax.text( 17.5, -18, 'S', fontweight = 'bold', fontsize = 14, ha = 'center' )\n",
			"\n",
			"# format plot\n",
			"ax.set_xlim((xlim[0], xlim[1] + 5))\n",
			"ax.grid(ls='dashed')\n",
			"ax.legend( handles = [buffLegend, gridLegend, panelLegend])\n",
			"ax.set_axisbelow(True)\n",
			"ax.set_xlabel('x-coordinate ($m$)')\n",
			"ax.set_ylabel('y-coordinate ($m$)')\n",
			"\n",
			"###############################\n",
			"ax = axes[2]\n",
			"\n",
			"building.plot(ax = ax, color = 'lightgrey', edgecolor = 'gray')\n",
			"plt.scatter(0,0,c='C2', label = 'Origin')\n",
			"\n",
			"panels.plot(ax = ax, color = 'C1', edgecolor = 'None', alpha = 0.4, lw = LW)\n",
			"panels.plot(ax = ax, color = 'None', edgecolor = 'C1', lw = LW)\n",
			"\n",
			"ax.text( -2, 18, 'c', fontweight = 'bold', fontsize = 16 )\n",
			"# ax.text( -18, -3, 'c', fontweight = 'bold', fontsize = 16 )\n",
			"\n",
			"# add legend objects\n",
			"xlim = ax.get_xlim()\n",
			"\n",
			"buildLengend = ax.bar([xlim[0] - 5],[0],color = 'lightgrey', edgecolor = 'gray', label = 'Rooftop')\n",
			"panelLegend = ax.bar([xlim[0] - 5],[0],color = facealpha('C1', 0.5), edgecolor = 'C1', label = 'Placed panels')\n",
			"\n",
			"# format plot\n",
			"ax.set_xlim((xlim[0], xlim[1] + 2))\n",
			"ax.grid(ls='dashed')\n",
			"ax.legend( handles = [buildLengend, panelLegend])\n",
			"ax.set_axisbelow(True)\n",
			"ax.set_xlabel('x-coordinate ($m$)')\n",
			"ax.set_ylabel('y-coordinate ($m$)')\n",
			"\n",
			"plt.tight_layout()\n",
			"plt.show()\n",
			"plt.savefig('roof_all.pdf')"
			]
			},
			{
			"cell_type": "code",
			"execution_count": null,
			"metadata": {},
			"outputs": [],
			"source": []
			},
			{
			"cell_type": "markdown",
			"metadata": {},
			"source": [
			"### Auxilary function"
			]
			},
			{
			"cell_type": "code",
			"execution_count": 35,
			"metadata": {},
			"outputs": [],
			"source": [
			"# FUNCTION TAILORED TO THE DEMONSTRATION CASE!!\n",
			"\n",
			"LOG_COUNT = 10\n",
			"SAVE_PANELS = True\n",
			"def fit_panels(roofs, panel_info, buff_dist, tolerance):\n",
			"# fit panels on rooftops based on information in panel_info\n",
			"# uses a tolerance around the buff_dist to find the spatial joins\n",
			"# returns: \n",
			"# - panel count: Pandas dataframe with columns DF_UID, panel_count\n",
			"# - panels: GeoDataFrame of panel polygons (in original rotation) with fields geometry, DF_UID\n",
			"# - matched_roofs: rooftop shapes based on which the panel fitting was performed\n",
			"\n",
			" # Step 1: create roofs to match on (buffered with buff_dist - tolerance)\n",
			" shapes_to_match = geo_ops.create_buffer( roofs, \n",
			" buff_dist = tolerance,\n",
			" columns = ['geometry', 'DF_UID'],\n",
			" cap_style = 2,\n",
			" join_style = 2 )\n",
			"\n",
			" match_roofs = shapes_to_match.merge(panel_info, how = 'inner', on = 'DF_UID')\n",
			"\n",
			" timer = time.time()\n",
			" loop_timer = time.time()\n",
			"\n",
			" # Step 2: loop through all rooftops, generate grid and find panels inside the roof area\n",
			" panel_count = []\n",
			" panels = []\n",
			" grids = []\n",
			"\n",
			" for idx, DF_UID in enumerate(match_roofs.DF_UID):\n",
			"\n",
			" # get rooftop surface to match panels on\n",
			" ROOF = match_roofs[ match_roofs.DF_UID == DF_UID ]\n",
			" \n",
			" # get panel polygons\n",
			" grid = generate_panel_grid(ROOF)\n",
			" grids.append(grid)\n",
			" \n",
			" # find panels inside rooftop and add to all_panels\n",
			" inside_roofs = gpd.tools.sjoin(grid, ROOF, op = 'within') \n",
			" panel_count.append([DF_UID, len(inside_roofs)])\n",
			" panels.append(inside_roofs)\n",
			"\n",
			" if (idx+1) % LOG_COUNT == 0:\n",
			" print('Computing panel counts: Iteration %d out of %d - Loop duration: %.2f seconds' %(idx+1, len(match_roofs), time.time()-loop_timer))\n",
			" curr_data = pd.DataFrame(np.asarray(panel_count), columns = ['DF_UID', 'panel_count'])\n",
			" curr_data.to_csv(os.path.join(TARGET_DIR, \"TMP_%d_panel_count.csv\" %BATCH_ID))\n",
			" \n",
			" # convert panel count to dataframe\n",
			" panel_count = pd.DataFrame(np.asarray(panel_count), columns = ['DF_UID', 'panel_count'])\n",
			" print('Computed all panel counts - time since loop start: %.2fs' %(time.time() - timer))\n",
			"\n",
			" if SAVE_PANELS:\n",
			" # merge all panels to one geodataframe, rotate them back and remove unncessary data\n",
			" panels = pd.concat(panels).reset_index().drop('index', axis = 1)\n",
			" panels_rotated = geo_ops.rotate_by_field(panels, ORIENTATION_FIELD, origin = (0,0), backwards = True)\n",
			" panels_out = panels_rotated.loc[:, ['geometry', 'DF_UID']]\n",
			" panels_out.crs = match_roofs.crs\n",
			" print('Created panel shapes - time since loop start: %.2fs' %(time.time() - timer))\n",
			"\n",
			" else:\n",
			" panels_out = []\n",
			"\n",
			" return panel_count, panels_out, match_roofs, grids, panels\n"
			]
			},
			{
			"cell_type": "code",
			"execution_count": 36,
			"metadata": {},
			"outputs": [],
			"source": [
			"def generate_panel_grid(rooftop):\n",
			"# function that generates a grid of rectangles over a given rooftop. The grids are always started from the bottom-left corner of the (south-facing) rooftop\n",
			"# \"rooftop\" must have the following attributes:\n",
			"# - n_rows, n_cols: number of rows and columns of grid to be created, respectively\n",
			"# - cell_width, cell_height: PROJECTED width and height of cells (original height multiplied by panel_tilt)\n",
			"# - origin_x_rot, origin_y_rot: bottom left corner of the roof if rotated to face south\n",
			"# - TILT_FIELD: tilt of rooftop (different rule of placing panels for flat and for tilted roofs)\n",
			" \n",
			" # get input parameters\n",
			" split_x = int(rooftop.n_cols) # number of splits in x-direction\n",
			" split_y = int(rooftop.n_rows) # number of splits in y-direction\n",
			" \n",
			" # define x and y coordinates of grid corners\n",
			" y_coords = [ float(rooftop.origin_y) + i * float(rooftop.cell_height) for i in range( split_y + 1 )]\n",
			" x_coords = [ float(rooftop.origin_x) + i * float(rooftop.cell_width) for i in range( split_x + 1 )]\n",
			"\n",
			" # if roof is flat, skip every other row:\n",
			" if rooftop[TILT_FIELD].values[0] == 0:\n",
			" range_y = range(0, split_y, 2)\n",
			" else:\n",
			" range_y = range(split_y)\n",
			"\n",
			" # loop through all polygons and append coordinates of each corner (generate \"fishnet\")\n",
			" polygons = []\n",
			" \n",
			" for bottom_idx in range_y:\n",
			" top_idx = bottom_idx + 1\n",
			" \n",
			" for left_idx in range(split_x):\n",
			" right_idx = left_idx + 1\n",
			" \n",
			" Xleft = x_coords[ left_idx ]\n",
			" Xright = x_coords[ right_idx ]\n",
			" Ytop = y_coords[ top_idx ]\n",
			" Ybottom = y_coords[ bottom_idx]\n",
			" \n",
			" polygons.append(Polygon([(Xleft, Ytop), (Xright, Ytop), (Xright, Ybottom), (Xleft, Ybottom)]))\n",
			" \n",
			" grid = gpd.GeoDataFrame({ 'geometry': polygons })\n",
			" grid.crs = rooftop.crs\n",
			" \n",
			" return grid\n"
			]
			},
			{
			"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": "3.7.3"
			}
			},
			"nbformat": 4,
			"nbformat_minor": 2
			}

solarPOT/Panel_fitting/Visualize panel fitting.ipynbf433b5e73546master

Visualize panel fitting.ipynbView Options

solarPOT/Panel_fitting/Visualize panel fitting.ipynb
f433b5e73546master

Visualize panel fitting.ipynb
View Options