{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"deletable": true,
"editable": true
},
"source": [
"# Changes to Rainy River Flows 1970-2010"
]
},
{
"cell_type": "markdown",
"metadata": {
"deletable": true,
"editable": true
},
"source": [
"* Flow Data for Rainy River\n",
"* Mean Annual Flow, 1970-2000 vs 2000-2010\n",
"* Distribution of Flowrates, 1970-2000 vs 2000-2010\n",
"* Stage-Frequency, 1970-2000 vs 2000-2010\n",
"* Discharge Characteristics, 1970-2000 vs 2000-2010\n",
"* Conclusions"
]
},
{
"cell_type": "markdown",
"metadata": {
"deletable": true,
"editable": true
},
"source": [
"### Initialize Notebook"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"collapsed": false,
"deletable": true,
"editable": true
},
"outputs": [],
"source": [
"# Display graphics inline with the notebook\n",
"%matplotlib inline\n",
"\n",
"# Standard Python modules\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import pandas as pd\n",
"import os\n",
"import datetime\n",
"import seaborn as sns\n",
"\n",
"# Directories\n",
"dir = '../data/'\n",
"img = '../images/'\n",
"\n",
"sns.set_context('talk')"
]
},
{
"cell_type": "markdown",
"metadata": {
"deletable": true,
"editable": true
},
"source": [
"## Flow Data for Rainy River"
]
},
{
"cell_type": "markdown",
"metadata": {
"deletable": true,
"editable": true
},
"source": [
"Historical data for flows on upper Rainy River was obtained at station 05PC019 from the HYDAT database maintained by the Water Survey of Canada. The data was extracted and stored in a Python Pandas Series object `RR` that is loaded and displayed in the following cell."
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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JthzMTnc6gLvMeq0lhPwUbOPb4QAWAvgRNA6Gs//P0YLD7uHUFvm4V7fNC+Ig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\noNbI/4S+AAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"RR = pd.read_pickle(dir + 'RR.pkl')\n",
"WSC_FLOWS = pd.read_pickle(dir + 'WSC_FLOWS')\n",
"WSC_STATIONS = pd.read_pickle(dir + 'WSC_STATIONS')\n",
"\n",
"s_FtFrancis = '05PC019'\n",
"s_Manitou = '05PC018'\n",
"\n",
"plt.figure(figsize=(10,6))\n",
"plt.subplot(2,1,1)\n",
"WSC_FLOWS[s_FtFrancis].plot()\n",
"plt.title(WSC_STATIONS.ix[s_FtFrancis,'STATION_NAME'])\n",
"plt.ylabel('Flow [cubic meters/sec]');\n",
"plt.xlabel('Year');\n",
"\n",
"plt.subplot(2,1,2)\n",
"RR.hist(bins=100)\n",
"plt.xlabel('Flow [cubic meters/sec]')\n",
"plt.ylabel('Count')\n",
"plt.title('Histogram of Daily Flows on Rainy River')\n",
"\n",
"plt.tight_layout()"
]
},
{
"cell_type": "markdown",
"metadata": {
"deletable": true,
"editable": true
},
"source": [
"Some contextual comparisons of flow through Rainy River."
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {
"collapsed": false,
"deletable": true,
"editable": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Mean Annual Flow of Rainy River at Fort Frances = 7.11 million acre-feet\n"
]
},
{
"data": {
"image/png": 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Xbt26ceGFY7noonP466+tDBx4VrXyhkpN/Xfmmf0pLCz0BqL26tWb0tJSBgwY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\nhhIXERERqRlKXERERKRm/D9qiv2Wh4O8IwAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"annualflow = (0.000810713194*3600*24/1000000)*RR.groupby(RR.index.year).aggregate(np.sum)\n",
"annualflow = annualflow.loc[1906:]\n",
"\n",
"plt.figure(figsize=(10,6))\n",
"annualflow.plot()\n",
"plt.title('Annual Flow of Rainy River at Fort Frances')\n",
"plt.xlabel('Year')\n",
"plt.ylabel('Annual Flow in Millions of Acre Feet')\n",
"plt.ylim([0,16])\n",
"\n",
"ya = annualflow.index.min()\n",
"yb = annualflow.index.max()\n",
"plt.plot([ya,yb],[annualflow.mean(),annualflow.mean()],'r--')\n",
"\n",
"plt.legend(['Total Annual Flow of Rainy River',\n",
" 'Mean Rainy River = 7.1 MAF'])\n",
"\n",
"plt.gcf().set_size_inches(9,4)\n",
"plt.savefig(img + 'RainyRiverMeanAnnualFlowMAF.png')\n",
"\n",
"print(\"Mean Annual Flow of Rainy River at Fort Frances = {0:5.2f} million acre-feet\".format(annualflow.mean()))"
]
},
{
"cell_type": "markdown",
"metadata": {
"deletable": true,
"editable": true
},
"source": [
"## Mean Flows, 1970-2000 vs 2000-2010"
]
},
{
"cell_type": "markdown",
"metadata": {
"deletable": true,
"editable": true
},
"source": [
"The mean annual flow is a proxy for the total flow through upper Rainy River in a given year. "
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {
"collapsed": false,
"deletable": true,
"editable": true
},
"outputs": [
{
"data": {
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"window.mpl = {};\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 = $('');\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",
" 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",
" this.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",
" '');\n",
" var titletext = $(\n",
" '');\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 = $('');\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 = $('');\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 rubberband = $('');\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);\n",
" canvas.attr('height', height);\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 = $('')\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 = $('');\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 = $('');\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 = $('');\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 = $('');\n",
"\n",
" var fmt_picker = $('');\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",
" '', {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 = $('');\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'];\n",
" var y0 = fig.canvas.height - msg['y0'];\n",
" var x1 = msg['x1'];\n",
" var y1 = fig.canvas.height - msg['y1'];\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;\n",
" var y = canvas_pos.y;\n",
"\n",
" this.send_message(name, {x: x, y: y, button: event.button,\n",
" step: event.step,\n",
" guiEvent: simpleKeys(event)});\n",
"\n",
" /* This prevents the web browser from automatically changing to\n",
" * the text insertion cursor when the button is pressed. We want\n",
" * to control all of the cursor setting manually through the\n",
" * 'cursor' event from matplotlib */\n",
" event.preventDefault();\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" // Handle any extra behaviour associated with a key event\n",
"}\n",
"\n",
"mpl.figure.prototype.key_event = function(event, name) {\n",
"\n",
" // Prevent repeat events\n",
" if (name == 'key_press')\n",
" {\n",
" if (event.which === this._key)\n",
" return;\n",
" else\n",
" this._key = event.which;\n",
" }\n",
" if (name == 'key_release')\n",
" this._key = null;\n",
"\n",
" var value = '';\n",
" if (event.ctrlKey && event.which != 17)\n",
" value += \"ctrl+\";\n",
" if (event.altKey && event.which != 18)\n",
" value += \"alt+\";\n",
" if (event.shiftKey && event.which != 16)\n",
" value += \"shift+\";\n",
"\n",
" value += 'k';\n",
" value += event.which.toString();\n",
"\n",
" this._key_event_extra(event, name);\n",
"\n",
" this.send_message(name, {key: value,\n",
" guiEvent: simpleKeys(event)});\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
" if (name == 'download') {\n",
" this.handle_save(this, null);\n",
" } else {\n",
" this.send_message(\"toolbar_button\", {name: name});\n",
" }\n",
"};\n",
"\n",
"mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
" this.message.textContent = tooltip;\n",
"};\n",
"mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
"\n",
"mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
"\n",
"mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
" // Create a \"websocket\"-like object which calls the given IPython comm\n",
" // object with the appropriate methods. Currently this is a non binary\n",
" // socket, so there is still some room for performance tuning.\n",
" var ws = {};\n",
"\n",
" ws.close = function() {\n",
" comm.close()\n",
" };\n",
" ws.send = function(m) {\n",
" //console.log('sending', m);\n",
" comm.send(m);\n",
" };\n",
" // Register the callback with on_msg.\n",
" comm.on_msg(function(msg) {\n",
" //console.log('receiving', msg['content']['data'], msg);\n",
" // Pass the mpl event to the overriden (by mpl) onmessage function.\n",
" ws.onmessage(msg['content']['data'])\n",
" });\n",
" return ws;\n",
"}\n",
"\n",
"mpl.mpl_figure_comm = function(comm, msg) {\n",
" // This is the function which gets called when the mpl process\n",
" // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
"\n",
" var id = msg.content.data.id;\n",
" // Get hold of the div created by the display call when the Comm\n",
" // socket was opened in Python.\n",
" var element = $(\"#\" + id);\n",
" var ws_proxy = comm_websocket_adapter(comm)\n",
"\n",
" function ondownload(figure, format) {\n",
" window.open(figure.imageObj.src);\n",
" }\n",
"\n",
" var fig = new mpl.figure(id, ws_proxy,\n",
" ondownload,\n",
" element.get(0));\n",
"\n",
" // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
" // web socket which is closed, not our websocket->open comm proxy.\n",
" ws_proxy.onopen();\n",
"\n",
" fig.parent_element = element.get(0);\n",
" fig.cell_info = mpl.find_output_cell(\"\");\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",
" 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('');\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 dataURL = this.canvas.toDataURL();\n",
" this.cell_info[1]['text/html'] = '';\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 = $('')\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 = $('');\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 = $('');\n",
" nav_element.append(status_bar);\n",
" this.message = status_bar[0];\n",
"\n",
" // Add the close button to the window.\n",
" var buttongrp = $('');\n",
" var 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= 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": [
""
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},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
""
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"source": [
"ts = RR.groupby(RR.index.year).aggregate(np.mean)\n",
"years = pd.Series(ts.index,name=\"Year\")\n",
"flows = pd.Series(ts.tolist(),name=\"Mean Flow\")\n",
"\n",
"import seaborn\n",
"\n",
"df = pd.concat([years,flows],axis=1)\n",
"\n",
"#plt.figure(figsize=(10,6))\n",
"\n",
"p = seaborn.lmplot(\"Year\",\"Mean Flow\",df)\n",
"plt.hold(True)\n",
"plt.plot(df['Year'],df['Mean Flow'])\n",
"plt.hold(False)\n",
"ax = plt.axis()\n",
"plt.ylim([0,ax[3]])\n",
"plt.xlim(1900,2014)\n",
"plt.ylabel('cubic meters/sec')\n",
"plt.title('Mean Annual Flowrate on Upper Rainy River')\n",
"#plt.gcf().set_size_inches(9,4)\n",
"plt.savefig(img + 'RainyRiverMeanAnnualFlow.png')"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {
"collapsed": false,
"deletable": true,
"editable": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"277.898699283\n"
]
},
{
"data": {
"application/javascript": [
"/* Put everything inside the global mpl namespace */\n",
"window.mpl = {};\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 = $('');\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",
" 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",
" this.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",
" '');\n",
" var titletext = $(\n",
" '');\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 = $('');\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 = $('');\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 rubberband = $('');\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);\n",
" canvas.attr('height', height);\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 = $('')\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 = $('');\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 = $('');\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 = $('');\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 = $('');\n",
"\n",
" var fmt_picker = $('');\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",
" '', {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 = $('');\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'];\n",
" var y0 = fig.canvas.height - msg['y0'];\n",
" var x1 = msg['x1'];\n",
" var y1 = fig.canvas.height - msg['y1'];\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;\n",
" var y = canvas_pos.y;\n",
"\n",
" this.send_message(name, {x: x, y: y, button: event.button,\n",
" step: event.step,\n",
" guiEvent: simpleKeys(event)});\n",
"\n",
" /* This prevents the web browser from automatically changing to\n",
" * the text insertion cursor when the button is pressed. We want\n",
" * to control all of the cursor setting manually through the\n",
" * 'cursor' event from matplotlib */\n",
" event.preventDefault();\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" // Handle any extra behaviour associated with a key event\n",
"}\n",
"\n",
"mpl.figure.prototype.key_event = function(event, name) {\n",
"\n",
" // Prevent repeat events\n",
" if (name == 'key_press')\n",
" {\n",
" if (event.which === this._key)\n",
" return;\n",
" else\n",
" this._key = event.which;\n",
" }\n",
" if (name == 'key_release')\n",
" this._key = null;\n",
"\n",
" var value = '';\n",
" if (event.ctrlKey && event.which != 17)\n",
" value += \"ctrl+\";\n",
" if (event.altKey && event.which != 18)\n",
" value += \"alt+\";\n",
" if (event.shiftKey && event.which != 16)\n",
" value += \"shift+\";\n",
"\n",
" value += 'k';\n",
" value += event.which.toString();\n",
"\n",
" this._key_event_extra(event, name);\n",
"\n",
" this.send_message(name, {key: value,\n",
" guiEvent: simpleKeys(event)});\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
" if (name == 'download') {\n",
" this.handle_save(this, null);\n",
" } else {\n",
" this.send_message(\"toolbar_button\", {name: name});\n",
" }\n",
"};\n",
"\n",
"mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
" this.message.textContent = tooltip;\n",
"};\n",
"mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
"\n",
"mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
"\n",
"mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
" // Create a \"websocket\"-like object which calls the given IPython comm\n",
" // object with the appropriate methods. Currently this is a non binary\n",
" // socket, so there is still some room for performance tuning.\n",
" var ws = {};\n",
"\n",
" ws.close = function() {\n",
" comm.close()\n",
" };\n",
" ws.send = function(m) {\n",
" //console.log('sending', m);\n",
" comm.send(m);\n",
" };\n",
" // Register the callback with on_msg.\n",
" comm.on_msg(function(msg) {\n",
" //console.log('receiving', msg['content']['data'], msg);\n",
" // Pass the mpl event to the overriden (by mpl) onmessage function.\n",
" ws.onmessage(msg['content']['data'])\n",
" });\n",
" return ws;\n",
"}\n",
"\n",
"mpl.mpl_figure_comm = function(comm, msg) {\n",
" // This is the function which gets called when the mpl process\n",
" // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
"\n",
" var id = msg.content.data.id;\n",
" // Get hold of the div created by the display call when the Comm\n",
" // socket was opened in Python.\n",
" var element = $(\"#\" + id);\n",
" var ws_proxy = comm_websocket_adapter(comm)\n",
"\n",
" function ondownload(figure, format) {\n",
" window.open(figure.imageObj.src);\n",
" }\n",
"\n",
" var fig = new mpl.figure(id, ws_proxy,\n",
" ondownload,\n",
" element.get(0));\n",
"\n",
" // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
" // web socket which is closed, not our websocket->open comm proxy.\n",
" ws_proxy.onopen();\n",
"\n",
" fig.parent_element = element.get(0);\n",
" fig.cell_info = mpl.find_output_cell(\"\");\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",
" 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('');\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 dataURL = this.canvas.toDataURL();\n",
" this.cell_info[1]['text/html'] = '';\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 = $('')\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 = $('');\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 = $('');\n",
" nav_element.append(status_bar);\n",
" this.message = status_bar[0];\n",
"\n",
" // Add the close button to the window.\n",
" var buttongrp = $('');\n",
" var 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= 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": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
""
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Mean Flow 288.357834\n",
"dtype: float64\n",
"Mean Flow 276.752584\n",
"dtype: float64\n"
]
}
],
"source": [
"annualMeanFlow = [RR[RR.index.year == yr].mean() for yr in range(1970,2013)]\n",
"print RR.mean()\n",
"\n",
"Qmean = pd.DataFrame(annualMeanFlow,index=range(1970,2013),columns=['Mean Flow'])\n",
"Qmean.plot(kind='bar')\n",
"plt.title('Mean Flow by Year')\n",
"plt.ylabel('[cubic meters/sec')\n",
"\n",
"print Qmean.ix[1970:2000].mean()\n",
"plt.hold(True)\n",
"plt.plot([1970,2000],[Qmean.ix[1970:2000].mean(),Qmean.ix[1970:2000].mean()])\n",
"plt.plot([2000,2013],[Qmean.ix[2000:].mean(),Qmean.ix[2000:].mean()])\n",
"plt.hold(False)\n",
"print Qmean.ix[2000:].mean()\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"deletable": true,
"editable": true
},
"source": [
"The key observation is that the annual mean flow through upper Rainy River was virtually identical during the period 1970-2000 and 2000-2010. But let's look at the distribution of daily flows."
]
},
{
"cell_type": "markdown",
"metadata": {
"deletable": true,
"editable": true
},
"source": [
"## Distribution of Flowrates, 1970-2000 vs 2000-2010"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {
"collapsed": false,
"deletable": true,
"editable": true
},
"outputs": [
{
"data": {
"application/javascript": [
"/* Put everything inside the global mpl namespace */\n",
"window.mpl = {};\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 = $('');\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",
" 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",
" this.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",
" '');\n",
" var titletext = $(\n",
" '');\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 = $('');\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 = $('');\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 rubberband = $('');\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);\n",
" canvas.attr('height', height);\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 = $('')\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 = $('');\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 = $('');\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 = $('');\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 = $('');\n",
"\n",
" var fmt_picker = $('');\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",
" '', {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 = $('');\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'];\n",
" var y0 = fig.canvas.height - msg['y0'];\n",
" var x1 = msg['x1'];\n",
" var y1 = fig.canvas.height - msg['y1'];\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;\n",
" var y = canvas_pos.y;\n",
"\n",
" this.send_message(name, {x: x, y: y, button: event.button,\n",
" step: event.step,\n",
" guiEvent: simpleKeys(event)});\n",
"\n",
" /* This prevents the web browser from automatically changing to\n",
" * the text insertion cursor when the button is pressed. We want\n",
" * to control all of the cursor setting manually through the\n",
" * 'cursor' event from matplotlib */\n",
" event.preventDefault();\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" // Handle any extra behaviour associated with a key event\n",
"}\n",
"\n",
"mpl.figure.prototype.key_event = function(event, name) {\n",
"\n",
" // Prevent repeat events\n",
" if (name == 'key_press')\n",
" {\n",
" if (event.which === this._key)\n",
" return;\n",
" else\n",
" this._key = event.which;\n",
" }\n",
" if (name == 'key_release')\n",
" this._key = null;\n",
"\n",
" var value = '';\n",
" if (event.ctrlKey && event.which != 17)\n",
" value += \"ctrl+\";\n",
" if (event.altKey && event.which != 18)\n",
" value += \"alt+\";\n",
" if (event.shiftKey && event.which != 16)\n",
" value += \"shift+\";\n",
"\n",
" value += 'k';\n",
" value += event.which.toString();\n",
"\n",
" this._key_event_extra(event, name);\n",
"\n",
" this.send_message(name, {key: value,\n",
" guiEvent: simpleKeys(event)});\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
" if (name == 'download') {\n",
" this.handle_save(this, null);\n",
" } else {\n",
" this.send_message(\"toolbar_button\", {name: name});\n",
" }\n",
"};\n",
"\n",
"mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
" this.message.textContent = tooltip;\n",
"};\n",
"mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
"\n",
"mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
"\n",
"mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
" // Create a \"websocket\"-like object which calls the given IPython comm\n",
" // object with the appropriate methods. Currently this is a non binary\n",
" // socket, so there is still some room for performance tuning.\n",
" var ws = {};\n",
"\n",
" ws.close = function() {\n",
" comm.close()\n",
" };\n",
" ws.send = function(m) {\n",
" //console.log('sending', m);\n",
" comm.send(m);\n",
" };\n",
" // Register the callback with on_msg.\n",
" comm.on_msg(function(msg) {\n",
" //console.log('receiving', msg['content']['data'], msg);\n",
" // Pass the mpl event to the overriden (by mpl) onmessage function.\n",
" ws.onmessage(msg['content']['data'])\n",
" });\n",
" return ws;\n",
"}\n",
"\n",
"mpl.mpl_figure_comm = function(comm, msg) {\n",
" // This is the function which gets called when the mpl process\n",
" // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
"\n",
" var id = msg.content.data.id;\n",
" // Get hold of the div created by the display call when the Comm\n",
" // socket was opened in Python.\n",
" var element = $(\"#\" + id);\n",
" var ws_proxy = comm_websocket_adapter(comm)\n",
"\n",
" function ondownload(figure, format) {\n",
" window.open(figure.imageObj.src);\n",
" }\n",
"\n",
" var fig = new mpl.figure(id, ws_proxy,\n",
" ondownload,\n",
" element.get(0));\n",
"\n",
" // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
" // web socket which is closed, not our websocket->open comm proxy.\n",
" ws_proxy.onopen();\n",
"\n",
" fig.parent_element = element.get(0);\n",
" fig.cell_info = mpl.find_output_cell(\"\");\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",
" 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('');\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 dataURL = this.canvas.toDataURL();\n",
" this.cell_info[1]['text/html'] = '';\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 = $('')\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 = $('');\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 = $('');\n",
" nav_element.append(status_bar);\n",
" this.message = status_bar[0];\n",
"\n",
" // Add the close button to the window.\n",
" var buttongrp = $('');\n",
" var 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= 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": [
""
]
},
"metadata": {},
"output_type": "display_data"
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{
"data": {
"text/html": [
""
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"text/plain": [
""
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"source": [
"plt.figure(figsize=(9,8))\n",
"plt.subplot(3,1,1)\n",
"plt.hold(True)\n",
"RR['1970':'2000'].plot(color='y')\n",
"RR['2000':].plot(color='b')\n",
"plt.hold(False)\n",
"plt.title('Daily Flow Rate in Upper Rainy River')\n",
"plt.ylabel('cubic meters/sec')\n",
"\n",
"plt.subplot(3,1,2)\n",
"RR['1970':'2000'].hist(bins=np.arange(0,1200,20),color='y',normed=True)\n",
"plt.ylim(0,0.01)\n",
"plt.xlabel('cubic meters/sec')\n",
"plt.ylabel('Days')\n",
"plt.title('Distribution of Daily Flows 1970-2000')\n",
"\n",
"plt.subplot(3,1,3)\n",
"RR['2000':].hist(bins=np.arange(0,1200,20),color='b',normed=True)\n",
"plt.ylim(0,0.01)\n",
"plt.xlabel('cubic meters/sec')\n",
"plt.ylabel('Days')\n",
"plt.title('Distribution of Daily Flows 2000-2010')\n",
"\n",
"plt.tight_layout()\n",
"plt.savefig(img + 'RainyRiverFlows.png')"
]
},
{
"cell_type": "markdown",
"metadata": {
"deletable": true,
"editable": true
},
"source": [
"## Stage-Frequency for Upper Rainy River"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {
"collapsed": false,
"deletable": true,
"editable": true
},
"outputs": [
{
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"/* Put everything inside the global mpl namespace */\n",
"window.mpl = {};\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 = $('');\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",
" 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",
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" 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",
" this.ws.close();\n",
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"\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",
" '');\n",
" var titletext = $(\n",
" '');\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 = $('');\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 = $('');\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 rubberband = $('');\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);\n",
" canvas.attr('height', height);\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",
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" $(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 = $('')\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 = $('');\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 = $('');\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 = $('');\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 = $('');\n",
"\n",
" var fmt_picker = $('');\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",
" '', {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 = $('');\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'];\n",
" var y0 = fig.canvas.height - msg['y0'];\n",
" var x1 = msg['x1'];\n",
" var y1 = fig.canvas.height - msg['y1'];\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;\n",
" var y = canvas_pos.y;\n",
"\n",
" this.send_message(name, {x: x, y: y, button: event.button,\n",
" step: event.step,\n",
" guiEvent: simpleKeys(event)});\n",
"\n",
" /* This prevents the web browser from automatically changing to\n",
" * the text insertion cursor when the button is pressed. We want\n",
" * to control all of the cursor setting manually through the\n",
" * 'cursor' event from matplotlib */\n",
" event.preventDefault();\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" // Handle any extra behaviour associated with a key event\n",
"}\n",
"\n",
"mpl.figure.prototype.key_event = function(event, name) {\n",
"\n",
" // Prevent repeat events\n",
" if (name == 'key_press')\n",
" {\n",
" if (event.which === this._key)\n",
" return;\n",
" else\n",
" this._key = event.which;\n",
" }\n",
" if (name == 'key_release')\n",
" this._key = null;\n",
"\n",
" var value = '';\n",
" if (event.ctrlKey && event.which != 17)\n",
" value += \"ctrl+\";\n",
" if (event.altKey && event.which != 18)\n",
" value += \"alt+\";\n",
" if (event.shiftKey && event.which != 16)\n",
" value += \"shift+\";\n",
"\n",
" value += 'k';\n",
" value += event.which.toString();\n",
"\n",
" this._key_event_extra(event, name);\n",
"\n",
" this.send_message(name, {key: value,\n",
" guiEvent: simpleKeys(event)});\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
" if (name == 'download') {\n",
" this.handle_save(this, null);\n",
" } else {\n",
" this.send_message(\"toolbar_button\", {name: name});\n",
" }\n",
"};\n",
"\n",
"mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
" this.message.textContent = tooltip;\n",
"};\n",
"mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
"\n",
"mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
"\n",
"mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
" // Create a \"websocket\"-like object which calls the given IPython comm\n",
" // object with the appropriate methods. Currently this is a non binary\n",
" // socket, so there is still some room for performance tuning.\n",
" var ws = {};\n",
"\n",
" ws.close = function() {\n",
" comm.close()\n",
" };\n",
" ws.send = function(m) {\n",
" //console.log('sending', m);\n",
" comm.send(m);\n",
" };\n",
" // Register the callback with on_msg.\n",
" comm.on_msg(function(msg) {\n",
" //console.log('receiving', msg['content']['data'], msg);\n",
" // Pass the mpl event to the overriden (by mpl) onmessage function.\n",
" ws.onmessage(msg['content']['data'])\n",
" });\n",
" return ws;\n",
"}\n",
"\n",
"mpl.mpl_figure_comm = function(comm, msg) {\n",
" // This is the function which gets called when the mpl process\n",
" // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
"\n",
" var id = msg.content.data.id;\n",
" // Get hold of the div created by the display call when the Comm\n",
" // socket was opened in Python.\n",
" var element = $(\"#\" + id);\n",
" var ws_proxy = comm_websocket_adapter(comm)\n",
"\n",
" function ondownload(figure, format) {\n",
" window.open(figure.imageObj.src);\n",
" }\n",
"\n",
" var fig = new mpl.figure(id, ws_proxy,\n",
" ondownload,\n",
" element.get(0));\n",
"\n",
" // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
" // web socket which is closed, not our websocket->open comm proxy.\n",
" ws_proxy.onopen();\n",
"\n",
" fig.parent_element = element.get(0);\n",
" fig.cell_info = mpl.find_output_cell(\"\");\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",
" 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('');\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 dataURL = this.canvas.toDataURL();\n",
" this.cell_info[1]['text/html'] = '';\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 = $('')\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 = $('');\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 = $('');\n",
" nav_element.append(status_bar);\n",
" this.message = status_bar[0];\n",
"\n",
" // Add the close button to the window.\n",
" var buttongrp = $('');\n",
" var 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= 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": [
""
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"metadata": {},
"output_type": "display_data"
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{
"data": {
"text/html": [
""
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"source": [
"plt.figure()\n",
"\n",
"plt.hold(True)\n",
"\n",
"hist,bins = np.histogram([q for q in RR['1970':'2000'] if pd.notnull(q)],\n",
" bins = 100)\n",
"c = np.cumsum(hist)\n",
"c = [1-float(x)/c.max() for x in c]\n",
"plt.semilogx(c,bins[:-1])\n",
"\n",
"hist,bins = np.histogram([q for q in RR['2000':] if pd.notnull(q)],\n",
" bins = 100)\n",
"c = np.cumsum(hist)\n",
"c = [1-float(x)/c.max() for x in c]\n",
"plt.semilogx(c,bins[:-1])\n",
"plt.gca().invert_xaxis()\n",
"plt.legend(['1970-2000','2000-2010'])\n",
"\n",
"plt.xlabel('Probability to Exceed a Given Flowrate')\n",
"plt.ylabel('Flow [cubic meters/sec')\n",
"plt.title('Stage-Frequency Diagram for Flows on Upper Rainy River')\n",
"\n",
"plt.hold(False)\n",
"plt.savefig(img + 'RainyRiverStageFrequency.png')"
]
},
{
"cell_type": "markdown",
"metadata": {
"deletable": true,
"editable": true
},
"source": [
"## Discharge Characteristics"
]
},
{
"cell_type": "markdown",
"metadata": {
"deletable": true,
"editable": true
},
"source": [
"Upper Rainy River is the sole outlet of Rainy Lake, so the discharge characteristics (i.e., the relationship between lake level and flow in the Upper Rainy River) is critical to determination of the lake level dynamics.\n"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {
"collapsed": false,
"deletable": true,
"editable": true
},
"outputs": [
{
"data": {
"application/javascript": [
"/* Put everything inside the global mpl namespace */\n",
"window.mpl = {};\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 = $('');\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",
" 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",
" this.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",
" '');\n",
" var titletext = $(\n",
" '');\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 = $('');\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 = $('');\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 rubberband = $('');\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);\n",
" canvas.attr('height', height);\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 = $('')\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 = $('');\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 = $('');\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 = $('');\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 = $('');\n",
"\n",
" var fmt_picker = $('');\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",
" '', {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 = $('');\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'];\n",
" var y0 = fig.canvas.height - msg['y0'];\n",
" var x1 = msg['x1'];\n",
" var y1 = fig.canvas.height - msg['y1'];\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;\n",
" var y = canvas_pos.y;\n",
"\n",
" this.send_message(name, {x: x, y: y, button: event.button,\n",
" step: event.step,\n",
" guiEvent: simpleKeys(event)});\n",
"\n",
" /* This prevents the web browser from automatically changing to\n",
" * the text insertion cursor when the button is pressed. We want\n",
" * to control all of the cursor setting manually through the\n",
" * 'cursor' event from matplotlib */\n",
" event.preventDefault();\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" // Handle any extra behaviour associated with a key event\n",
"}\n",
"\n",
"mpl.figure.prototype.key_event = function(event, name) {\n",
"\n",
" // Prevent repeat events\n",
" if (name == 'key_press')\n",
" {\n",
" if (event.which === this._key)\n",
" return;\n",
" else\n",
" this._key = event.which;\n",
" }\n",
" if (name == 'key_release')\n",
" this._key = null;\n",
"\n",
" var value = '';\n",
" if (event.ctrlKey && event.which != 17)\n",
" value += \"ctrl+\";\n",
" if (event.altKey && event.which != 18)\n",
" value += \"alt+\";\n",
" if (event.shiftKey && event.which != 16)\n",
" value += \"shift+\";\n",
"\n",
" value += 'k';\n",
" value += event.which.toString();\n",
"\n",
" this._key_event_extra(event, name);\n",
"\n",
" this.send_message(name, {key: value,\n",
" guiEvent: simpleKeys(event)});\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
" if (name == 'download') {\n",
" this.handle_save(this, null);\n",
" } else {\n",
" this.send_message(\"toolbar_button\", {name: name});\n",
" }\n",
"};\n",
"\n",
"mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
" this.message.textContent = tooltip;\n",
"};\n",
"mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
"\n",
"mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
"\n",
"mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
" // Create a \"websocket\"-like object which calls the given IPython comm\n",
" // object with the appropriate methods. Currently this is a non binary\n",
" // socket, so there is still some room for performance tuning.\n",
" var ws = {};\n",
"\n",
" ws.close = function() {\n",
" comm.close()\n",
" };\n",
" ws.send = function(m) {\n",
" //console.log('sending', m);\n",
" comm.send(m);\n",
" };\n",
" // Register the callback with on_msg.\n",
" comm.on_msg(function(msg) {\n",
" //console.log('receiving', msg['content']['data'], msg);\n",
" // Pass the mpl event to the overriden (by mpl) onmessage function.\n",
" ws.onmessage(msg['content']['data'])\n",
" });\n",
" return ws;\n",
"}\n",
"\n",
"mpl.mpl_figure_comm = function(comm, msg) {\n",
" // This is the function which gets called when the mpl process\n",
" // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
"\n",
" var id = msg.content.data.id;\n",
" // Get hold of the div created by the display call when the Comm\n",
" // socket was opened in Python.\n",
" var element = $(\"#\" + id);\n",
" var ws_proxy = comm_websocket_adapter(comm)\n",
"\n",
" function ondownload(figure, format) {\n",
" window.open(figure.imageObj.src);\n",
" }\n",
"\n",
" var fig = new mpl.figure(id, ws_proxy,\n",
" ondownload,\n",
" element.get(0));\n",
"\n",
" // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
" // web socket which is closed, not our websocket->open comm proxy.\n",
" ws_proxy.onopen();\n",
"\n",
" fig.parent_element = element.get(0);\n",
" fig.cell_info = mpl.find_output_cell(\"\");\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",
" 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('');\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 dataURL = this.canvas.toDataURL();\n",
" this.cell_info[1]['text/html'] = '';\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 = $('')\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 = $('');\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 = $('');\n",
" nav_element.append(status_bar);\n",
" this.message = status_bar[0];\n",
"\n",
" // Add the close button to the window.\n",
" var buttongrp = $('');\n",
" var 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",
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"\n",
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"\n",
"\n",
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" for (var i=0; i= 3 moved mimebundle to data attribute of output\n",
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"source": [
"# Get historical flowrates and levels on RR and RL\n",
"RR = pd.read_pickle(dir+'RR.pkl')['1970':]\n",
"RL = pd.read_pickle(dir+'RL.pkl')['1970':]\n",
"\n",
"Q = pd.concat([RR,RL],axis=1)\n",
"Q.columns = ['RR','RL']\n",
"\n",
"# Discharge Relationship (Peterson, 2014)\n",
"RLdischarge = [\n",
" [335.40, 0.0],\n",
" [336.00, 399.0],\n",
" [336.50, 425.0],\n",
" [336.75, 443.0],\n",
" [337.00, 589.0],\n",
" [337.25, 704.0],\n",
" [337.50, 792.0],\n",
" [337.75, 909.0],\n",
" [338.00, 1014.0],\n",
" [338.50, 1156.0],\n",
" [339.00, 1324.0],\n",
" [339.50, 1550.0],\n",
" [340.00, 1778.0]\n",
"]\n",
"RLdischarge = pd.DataFrame(RLdischarge)\n",
"\n",
"plt.figure()\n",
"\n",
"plt.hold(True)\n",
"\n",
"# Create scatter plot of historical levels/flowrates\n",
"plt.scatter(Q['RR'],Q['RL'],marker='+',color='b')\n",
"\n",
"# Plot discharge model of the LWCB secretariat as \n",
"# reported by Thompson, 2014\n",
"plt.plot(RLdischarge[1],RLdischarge[0])\n",
"\n",
"plt.hold(False)\n",
"ax = plt.axis()\n",
"plt.axis([0,ax[1],ax[2],ax[3]])\n",
"dates = Q.index.min().strftime('%m-%d-%Y') \\\n",
" + ' to ' + RR.index.max().strftime('%m-%d-%Y')\n",
"plt.legend(['Thompson, 2014',dates])\n",
"plt.xlabel('Upper Rainy River Flow [cubic meters/sec]')\n",
"plt.ylabel('Rainy Lake Level [meters]')\n",
"plt.title('Historical vs. Model Discharge for Rainy Lake');\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"deletable": true,
"editable": true
},
"source": [
"### Discharge Characteristics, 1970-2000 vs. 2000-2010"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {
"collapsed": false,
"deletable": true,
"editable": true
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"outputs": [
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"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" // Handle any extra behaviour associated with a key event\n",
"}\n",
"\n",
"mpl.figure.prototype.key_event = function(event, name) {\n",
"\n",
" // Prevent repeat events\n",
" if (name == 'key_press')\n",
" {\n",
" if (event.which === this._key)\n",
" return;\n",
" else\n",
" this._key = event.which;\n",
" }\n",
" if (name == 'key_release')\n",
" this._key = null;\n",
"\n",
" var value = '';\n",
" if (event.ctrlKey && event.which != 17)\n",
" value += \"ctrl+\";\n",
" if (event.altKey && event.which != 18)\n",
" value += \"alt+\";\n",
" if (event.shiftKey && event.which != 16)\n",
" value += \"shift+\";\n",
"\n",
" value += 'k';\n",
" value += event.which.toString();\n",
"\n",
" this._key_event_extra(event, name);\n",
"\n",
" this.send_message(name, {key: value,\n",
" guiEvent: simpleKeys(event)});\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
" if (name == 'download') {\n",
" this.handle_save(this, null);\n",
" } else {\n",
" this.send_message(\"toolbar_button\", {name: name});\n",
" }\n",
"};\n",
"\n",
"mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
" this.message.textContent = tooltip;\n",
"};\n",
"mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
"\n",
"mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
"\n",
"mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
" // Create a \"websocket\"-like object which calls the given IPython comm\n",
" // object with the appropriate methods. Currently this is a non binary\n",
" // socket, so there is still some room for performance tuning.\n",
" var ws = {};\n",
"\n",
" ws.close = function() {\n",
" comm.close()\n",
" };\n",
" ws.send = function(m) {\n",
" //console.log('sending', m);\n",
" comm.send(m);\n",
" };\n",
" // Register the callback with on_msg.\n",
" comm.on_msg(function(msg) {\n",
" //console.log('receiving', msg['content']['data'], msg);\n",
" // Pass the mpl event to the overriden (by mpl) onmessage function.\n",
" ws.onmessage(msg['content']['data'])\n",
" });\n",
" return ws;\n",
"}\n",
"\n",
"mpl.mpl_figure_comm = function(comm, msg) {\n",
" // This is the function which gets called when the mpl process\n",
" // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
"\n",
" var id = msg.content.data.id;\n",
" // Get hold of the div created by the display call when the Comm\n",
" // socket was opened in Python.\n",
" var element = $(\"#\" + id);\n",
" var ws_proxy = comm_websocket_adapter(comm)\n",
"\n",
" function ondownload(figure, format) {\n",
" window.open(figure.imageObj.src);\n",
" }\n",
"\n",
" var fig = new mpl.figure(id, ws_proxy,\n",
" ondownload,\n",
" element.get(0));\n",
"\n",
" // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
" // web socket which is closed, not our websocket->open comm proxy.\n",
" ws_proxy.onopen();\n",
"\n",
" fig.parent_element = element.get(0);\n",
" fig.cell_info = mpl.find_output_cell(\"\");\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",
" 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('');\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 dataURL = this.canvas.toDataURL();\n",
" this.cell_info[1]['text/html'] = '';\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 = $('')\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 = $('');\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 = $('');\n",
" nav_element.append(status_bar);\n",
" this.message = status_bar[0];\n",
"\n",
" // Add the close button to the window.\n",
" var buttongrp = $('');\n",
" var 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= 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": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
""
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Get historical flowrates and levels on RR and RL\n",
"RR = pd.read_pickle(dir+'RR.pkl')['1948':]\n",
"RL = pd.read_pickle(dir+'RL.pkl')['1948':]\n",
"\n",
"Q = pd.concat([RR,RL],axis=1)\n",
"Q.columns = ['RR','RL']\n",
"\n",
"A = Q['1948':'1970']\n",
"\n",
"plt.figure(figsize=(10,8))\n",
"plt.hold(True)\n",
"plt.scatter(A['RR'],A['RL'],marker='.',color='b',alpha = 0.5,s=15)\n",
"B = Q['1970':'2000']\n",
"plt.scatter(B['RR'],B['RL'],marker='.',color='g',alpha = 0.5,s=15)\n",
"C = Q['2000':]\n",
"plt.scatter(C['RR'],C['RL'],marker='.',color='r',alpha = 0.5,s=15)\n",
"\n",
"\n",
"ax = plt.axis()\n",
"plt.plot([ax[0],ax[1]],[336.70,336.70],'y--')\n",
"plt.plot([ax[0],ax[1]],[337.20,337.20],'y--')\n",
"plt.plot([ax[0],ax[1]],[337.75,337.75],'m--')\n",
"plt.plot([ax[0],ax[1]],[337.90,337.90],'c--')\n",
"\n",
"plt.xlabel('Upper Rainy River Flow [cubic meters/sec]')\n",
"plt.ylabel('Rainy Lake Level [meters]')\n",
"plt.title('Upper Rainy River Discharge Characteristics')\n",
"plt.xlim(0,1400)\n",
"plt.ylim(336.25,339.5)\n",
"plt.legend(['Winter Drought Line', \\\n",
" 'Summer Drought Line', \\\n",
" 'URC_max','All Gates Open', \\\n",
" '1948-1970','1970-2000','2000-2010',''],loc=\"upper left\")\n",
"\n",
"plt.hold(False)\n",
"\n",
"fname = img + 'RainyRiverDischarge.png'\n",
"\n",
"plt.savefig(fname)\n",
"!convert $fname -trim $fname"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"collapsed": false,
"deletable": true,
"editable": true
},
"outputs": [
{
"data": {
"application/javascript": [
"/* Put everything inside the global mpl namespace */\n",
"window.mpl = {};\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 = $('');\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",
" 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",
" this.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",
" '');\n",
" var titletext = $(\n",
" '');\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 = $('');\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 = $('');\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 rubberband = $('');\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);\n",
" canvas.attr('height', height);\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 = $('')\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 = $('');\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 = $('');\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 = $('');\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 = $('');\n",
"\n",
" var fmt_picker = $('');\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",
" '', {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 = $('');\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'];\n",
" var y0 = fig.canvas.height - msg['y0'];\n",
" var x1 = msg['x1'];\n",
" var y1 = fig.canvas.height - msg['y1'];\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;\n",
" var y = canvas_pos.y;\n",
"\n",
" this.send_message(name, {x: x, y: y, button: event.button,\n",
" step: event.step,\n",
" guiEvent: simpleKeys(event)});\n",
"\n",
" /* This prevents the web browser from automatically changing to\n",
" * the text insertion cursor when the button is pressed. We want\n",
" * to control all of the cursor setting manually through the\n",
" * 'cursor' event from matplotlib */\n",
" event.preventDefault();\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" // Handle any extra behaviour associated with a key event\n",
"}\n",
"\n",
"mpl.figure.prototype.key_event = function(event, name) {\n",
"\n",
" // Prevent repeat events\n",
" if (name == 'key_press')\n",
" {\n",
" if (event.which === this._key)\n",
" return;\n",
" else\n",
" this._key = event.which;\n",
" }\n",
" if (name == 'key_release')\n",
" this._key = null;\n",
"\n",
" var value = '';\n",
" if (event.ctrlKey && event.which != 17)\n",
" value += \"ctrl+\";\n",
" if (event.altKey && event.which != 18)\n",
" value += \"alt+\";\n",
" if (event.shiftKey && event.which != 16)\n",
" value += \"shift+\";\n",
"\n",
" value += 'k';\n",
" value += event.which.toString();\n",
"\n",
" this._key_event_extra(event, name);\n",
"\n",
" this.send_message(name, {key: value,\n",
" guiEvent: simpleKeys(event)});\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
" if (name == 'download') {\n",
" this.handle_save(this, null);\n",
" } else {\n",
" this.send_message(\"toolbar_button\", {name: name});\n",
" }\n",
"};\n",
"\n",
"mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
" this.message.textContent = tooltip;\n",
"};\n",
"mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
"\n",
"mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
"\n",
"mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
" // Create a \"websocket\"-like object which calls the given IPython comm\n",
" // object with the appropriate methods. Currently this is a non binary\n",
" // socket, so there is still some room for performance tuning.\n",
" var ws = {};\n",
"\n",
" ws.close = function() {\n",
" comm.close()\n",
" };\n",
" ws.send = function(m) {\n",
" //console.log('sending', m);\n",
" comm.send(m);\n",
" };\n",
" // Register the callback with on_msg.\n",
" comm.on_msg(function(msg) {\n",
" //console.log('receiving', msg['content']['data'], msg);\n",
" // Pass the mpl event to the overriden (by mpl) onmessage function.\n",
" ws.onmessage(msg['content']['data'])\n",
" });\n",
" return ws;\n",
"}\n",
"\n",
"mpl.mpl_figure_comm = function(comm, msg) {\n",
" // This is the function which gets called when the mpl process\n",
" // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
"\n",
" var id = msg.content.data.id;\n",
" // Get hold of the div created by the display call when the Comm\n",
" // socket was opened in Python.\n",
" var element = $(\"#\" + id);\n",
" var ws_proxy = comm_websocket_adapter(comm)\n",
"\n",
" function ondownload(figure, format) {\n",
" window.open(figure.imageObj.src);\n",
" }\n",
"\n",
" var fig = new mpl.figure(id, ws_proxy,\n",
" ondownload,\n",
" element.get(0));\n",
"\n",
" // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
" // web socket which is closed, not our websocket->open comm proxy.\n",
" ws_proxy.onopen();\n",
"\n",
" fig.parent_element = element.get(0);\n",
" fig.cell_info = mpl.find_output_cell(\"\");\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",
" 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('');\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 dataURL = this.canvas.toDataURL();\n",
" this.cell_info[1]['text/html'] = '';\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 = $('')\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 = $('');\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 = $('');\n",
" nav_element.append(status_bar);\n",
" this.message = status_bar[0];\n",
"\n",
" // Add the close button to the window.\n",
" var buttongrp = $('');\n",
" var 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= 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": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
""
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Get historical flowrates and levels on RR and RL\n",
"RR_corrected = pd.read_pickle(dir+'RR_corrected.pkl')['1948':]\n",
"RL = pd.read_pickle(dir+'RL.pkl')['1948':]\n",
"\n",
"Q = pd.concat([RR_corrected,RL],axis=1)\n",
"Q.columns = ['RR_corrected','RL']\n",
"\n",
"A = Q['1948':'1970']\n",
"\n",
"plt.figure(figsize=(10,8))\n",
"plt.hold(True)\n",
"plt.scatter(A['RR_corrected'],A['RL'],marker='.',color='b',alpha = 0.5,s=15)\n",
"B = Q['1970':'2000']\n",
"plt.scatter(B['RR_corrected'],B['RL'],marker='.',color='g',alpha = 0.5,s=15)\n",
"C = Q['2000':]\n",
"plt.scatter(C['RR_corrected'],C['RL'],marker='.',color='r',alpha = 0.5,s=15)\n",
"\n",
"\n",
"ax = plt.axis()\n",
"plt.plot([ax[0],ax[1]],[336.70,336.70],'y--')\n",
"plt.plot([ax[0],ax[1]],[337.20,337.20],'y--')\n",
"plt.plot([ax[0],ax[1]],[337.75,337.75],'m--')\n",
"plt.plot([ax[0],ax[1]],[337.90,337.90],'c--')\n",
"\n",
"plt.xlabel('Corrected Upper Rainy River Flow [cubic meters/sec]')\n",
"plt.ylabel('Rainy Lake Level [meters]')\n",
"plt.title('Upper Rainy River Discharge Characteristics 1948-2014')\n",
"plt.xlim(0,1400)\n",
"plt.ylim(336.25,339.5)\n",
"plt.legend(['Winter Drought Line', \\\n",
" 'Summer Drought Line', \\\n",
" 'URC_max','All Gates Open', \\\n",
" '1948-1970','1970-2000','2000-2014',''],loc=\"upper left\")\n",
"\n",
"plt.hold(False)\n",
"\n",
"fname = img + 'RainyRiverDischarge_corrected.png'\n",
"\n",
"plt.savefig(fname)\n",
"!convert $fname -trim $fname"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {
"collapsed": false,
"deletable": true,
"editable": true
},
"outputs": [
{
"data": {
"application/javascript": [
"/* Put everything inside the global mpl namespace */\n",
"window.mpl = {};\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 = $('');\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",
" 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",
" this.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",
" '');\n",
" var titletext = $(\n",
" '');\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 = $('');\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 = $('');\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 rubberband = $('');\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);\n",
" canvas.attr('height', height);\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 = $('')\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 = $('');\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 = $('');\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 = $('');\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 = $('');\n",
"\n",
" var fmt_picker = $('');\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",
" '', {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 = $('');\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'];\n",
" var y0 = fig.canvas.height - msg['y0'];\n",
" var x1 = msg['x1'];\n",
" var y1 = fig.canvas.height - msg['y1'];\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;\n",
" var y = canvas_pos.y;\n",
"\n",
" this.send_message(name, {x: x, y: y, button: event.button,\n",
" step: event.step,\n",
" guiEvent: simpleKeys(event)});\n",
"\n",
" /* This prevents the web browser from automatically changing to\n",
" * the text insertion cursor when the button is pressed. We want\n",
" * to control all of the cursor setting manually through the\n",
" * 'cursor' event from matplotlib */\n",
" event.preventDefault();\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" // Handle any extra behaviour associated with a key event\n",
"}\n",
"\n",
"mpl.figure.prototype.key_event = function(event, name) {\n",
"\n",
" // Prevent repeat events\n",
" if (name == 'key_press')\n",
" {\n",
" if (event.which === this._key)\n",
" return;\n",
" else\n",
" this._key = event.which;\n",
" }\n",
" if (name == 'key_release')\n",
" this._key = null;\n",
"\n",
" var value = '';\n",
" if (event.ctrlKey && event.which != 17)\n",
" value += \"ctrl+\";\n",
" if (event.altKey && event.which != 18)\n",
" value += \"alt+\";\n",
" if (event.shiftKey && event.which != 16)\n",
" value += \"shift+\";\n",
"\n",
" value += 'k';\n",
" value += event.which.toString();\n",
"\n",
" this._key_event_extra(event, name);\n",
"\n",
" this.send_message(name, {key: value,\n",
" guiEvent: simpleKeys(event)});\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
" if (name == 'download') {\n",
" this.handle_save(this, null);\n",
" } else {\n",
" this.send_message(\"toolbar_button\", {name: name});\n",
" }\n",
"};\n",
"\n",
"mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
" this.message.textContent = tooltip;\n",
"};\n",
"mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
"\n",
"mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
"\n",
"mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
" // Create a \"websocket\"-like object which calls the given IPython comm\n",
" // object with the appropriate methods. Currently this is a non binary\n",
" // socket, so there is still some room for performance tuning.\n",
" var ws = {};\n",
"\n",
" ws.close = function() {\n",
" comm.close()\n",
" };\n",
" ws.send = function(m) {\n",
" //console.log('sending', m);\n",
" comm.send(m);\n",
" };\n",
" // Register the callback with on_msg.\n",
" comm.on_msg(function(msg) {\n",
" //console.log('receiving', msg['content']['data'], msg);\n",
" // Pass the mpl event to the overriden (by mpl) onmessage function.\n",
" ws.onmessage(msg['content']['data'])\n",
" });\n",
" return ws;\n",
"}\n",
"\n",
"mpl.mpl_figure_comm = function(comm, msg) {\n",
" // This is the function which gets called when the mpl process\n",
" // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
"\n",
" var id = msg.content.data.id;\n",
" // Get hold of the div created by the display call when the Comm\n",
" // socket was opened in Python.\n",
" var element = $(\"#\" + id);\n",
" var ws_proxy = comm_websocket_adapter(comm)\n",
"\n",
" function ondownload(figure, format) {\n",
" window.open(figure.imageObj.src);\n",
" }\n",
"\n",
" var fig = new mpl.figure(id, ws_proxy,\n",
" ondownload,\n",
" element.get(0));\n",
"\n",
" // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
" // web socket which is closed, not our websocket->open comm proxy.\n",
" ws_proxy.onopen();\n",
"\n",
" fig.parent_element = element.get(0);\n",
" fig.cell_info = mpl.find_output_cell(\"\");\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",
" 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('');\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 dataURL = this.canvas.toDataURL();\n",
" this.cell_info[1]['text/html'] = '';\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 = $('')\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 = $('');\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 = $('');\n",
" nav_element.append(status_bar);\n",
" this.message = status_bar[0];\n",
"\n",
" // Add the close button to the window.\n",
" var buttongrp = $('');\n",
" var 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= 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": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
""
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Get historical flowrates and levels on RR and RL\n",
"RR = pd.read_pickle(dir+'RR.pkl')['1948':]\n",
"RL = pd.read_pickle(dir+'RL.pkl')['1948':]\n",
"\n",
"Q = pd.concat([RR,RL],axis=1)\n",
"Q.columns = ['RR','RL']\n",
"\n",
"A = Q['1948':'1970']\n",
"\n",
"plt.figure(figsize=(10,8))\n",
"plt.hold(True)\n",
"plt.scatter(A['RR'],A['RL'],marker='.',color='b',alpha = 0.5,s=15)\n",
"B = Q['1970':'2000']\n",
"plt.scatter(B['RR'],B['RL'],marker='.',color='g',alpha = 0.5,s=15)\n",
"C = Q['2000':]\n",
"plt.scatter(C['RR'],C['RL'],marker='.',color='r',alpha = 0.5,s=15)\n",
"\n",
"plt.plot(RLdischarge[1],RLdischarge[0])\n",
"\n",
"h = np.linspace(336.2,339.0)\n",
"q = 650.0*(h-336.2)**0.7\n",
"plt.plot(q,h,'r')\n",
"\n",
"ax = plt.axis()\n",
"plt.plot([ax[0],ax[1]],[336.70,336.70],'y--')\n",
"plt.plot([ax[0],ax[1]],[337.20,337.20],'y--')\n",
"plt.plot([ax[0],ax[1]],[337.75,337.75],'m--')\n",
"plt.plot([ax[0],ax[1]],[337.90,337.90],'c--')\n",
"\n",
"plt.xlabel('Upper Rainy River Flow [cubic meters/sec]')\n",
"plt.ylabel('Rainy Lake Level [meters]')\n",
"plt.title('Upper Rainy River Discharge Characteristics')\n",
"plt.xlim(0,1400)\n",
"plt.ylim(336.25,339.5)\n",
"plt.legend(['IJC Hydralic','Fitted Hydralic','Winter Drought Line', \\\n",
" 'Summer Drought Line', \\\n",
" 'URC_max','All Gates Open', \\\n",
" '1948-1970','1970-2000','2000-2010',''],loc=\"upper left\")\n",
"\n",
"plt.hold(False)\n",
"\n",
"fname = img + 'RainyRiverDischarge_Fit.png'\n",
"\n",
"plt.savefig(fname)\n",
"!convert $fname -trim $fname"
]
},
{
"cell_type": "markdown",
"metadata": {
"deletable": true,
"editable": true
},
"source": [
"## Conclusions"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true,
"deletable": true,
"editable": true
},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true,
"deletable": true,
"editable": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python [conda root]",
"language": "python",
"name": "conda-root-py"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.5.2"
}
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"nbformat": 4,
"nbformat_minor": 0
}