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diff --git a/Solar_Future/MeteoSwiss_daily.ipynb b/Solar_Future/MeteoSwiss_daily.ipynb
index 6f420b1..70c2125 100644
--- a/Solar_Future/MeteoSwiss_daily.ipynb
+++ b/Solar_Future/MeteoSwiss_daily.ipynb
@@ -1,8606 +1,8644 @@
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/home/walch/miniconda3/envs/rpy/lib/python3.7/site-packages/rpy2/rinterface/__init__.py:146: RRuntimeWarning: Warning messages:\n",
+ "\n",
+ " warnings.warn(x, RRuntimeWarning)\n",
+ "/home/walch/miniconda3/envs/rpy/lib/python3.7/site-packages/rpy2/rinterface/__init__.py:146: RRuntimeWarning: 1: \n",
+ " warnings.warn(x, RRuntimeWarning)\n",
+ "/home/walch/miniconda3/envs/rpy/lib/python3.7/site-packages/rpy2/rinterface/__init__.py:146: RRuntimeWarning: In value[[3L]](cond) :\n",
+ " warnings.warn(x, RRuntimeWarning)\n",
+ "/home/walch/miniconda3/envs/rpy/lib/python3.7/site-packages/rpy2/rinterface/__init__.py:146: RRuntimeWarning: \n",
+ " \n",
+ " warnings.warn(x, RRuntimeWarning)\n",
+ "/home/walch/miniconda3/envs/rpy/lib/python3.7/site-packages/rpy2/rinterface/__init__.py:146: RRuntimeWarning: \"getThreads\" not available for .C() for package \"RevoUtilsMath\"\n",
+ "\n",
+ " warnings.warn(x, RRuntimeWarning)\n",
+ "/home/walch/miniconda3/envs/rpy/lib/python3.7/site-packages/rpy2/rinterface/__init__.py:146: RRuntimeWarning: 2: \n",
+ " warnings.warn(x, RRuntimeWarning)\n",
+ "/home/walch/miniconda3/envs/rpy/lib/python3.7/site-packages/rpy2/rinterface/__init__.py:146: RRuntimeWarning: 3: \n",
+ " warnings.warn(x, RRuntimeWarning)\n",
+ "/home/walch/miniconda3/envs/rpy/lib/python3.7/site-packages/rpy2/robjects/pandas2ri.py:17: FutureWarning: pandas.core.index is deprecated and will be removed in a future version. The public classes are available in the top-level namespace.\n",
+ " from pandas.core.index import Index as PandasIndex\n"
+ ]
+ }
+ ],
"source": [
"import xarray as xr\n",
"import pandas as pd\n",
"import numpy as np\n",
"from rpy2.robjects import r, pandas2ri\n",
"\n",
"import os\n",
"import time\n",
"\n",
"# import gdal\n",
"\n",
"import matplotlib\n",
"%matplotlib notebook\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Create yearly files of daily GHI projected to LV03\n",
"1. Aggregate data as yearly files with daily data\n",
"2. Load yearly GHI files in WSG94 (grass)\n",
"3. Project GHI files to CH_LV03 using XXXXX\n",
"4. Convert to 3D raster and export as netcdf\n",
"5. Drop data based on precipitation raster & adjust coordinates (in python)\n",
"6. Export and save on /work"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Step 1"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"year_hourly = xr.open_mfdataset('/Users/alinawalch/Downloads/order58823/MSG_SIS_H_2016/*.nc')"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<xarray.Dataset>\n",
"Dimensions: (lat: 103, lon: 241, time: 8784)\n",
"Coordinates:\n",
" * lon (lon) float32 5.75 5.7708335 5.791667 5.8125 ...\n",
" * lat (lat) float32 45.75 45.770832 45.791664 45.8125 ...\n",
" * time (time) datetime64[ns] 2016-01-01 ...\n",
"Data variables:\n",
" geographic_projection (time) |S1 b'' b'' b'' b'' b'' b'' b'' b'' b'' ...\n",
" SIS (time, lat, lon) float32 dask.array<shape=(8784, 103, 241), chunksize=(24, 103, 241)>\n",
"Attributes:\n",
" Title: The HelioMont Surface Solar Radiation Process...\n",
" Summary: Composited surface states, cloud properties a...\n",
" Institution: Federal Office of Meteorology and Climatology...\n",
" References: Reto Stockli (2013). The HelioMont Surface So...\n",
" Conventions: CF-1.5\n",
" Metadata_Conventions: Unidata Dataset Discovery v1.0\n",
" Digital_Object_Identifier: not assigned\n",
" Creator_Name: Reto Stockli\n",
" Creator_Email: reto.stoeckli@meteoswiss.ch\n",
" Creator_Url: http://www.meteoswiss.ch"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"year_hourly"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"year_daily = year_hourly['SIS'].resample(time = '1D').sum('time')"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<xarray.DataArray 'geographic_projection' ()>\n",
"array(b'', dtype='|S1')\n",
"Coordinates:\n",
" time datetime64[ns] 2016-01-01\n",
"Attributes:\n",
" grid_mapping_name: latitude_longitude\n",
" datum: wgs84\n",
" semi_major_axis: 6378137.0\n",
" semi_minor_axis: 6356752.3\n",
" spatial_ref: GEOGCS[\"WGS 84\",DATUM[\"WGS_1984\",SPHEROID[\"WGS 84\",63...\n",
" version: 2.4.0"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"year_hourly.geographic_projection.isel(time = 0)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"year_ds = xr.Dataset({'SIS' : year_daily})\n",
"year_ds['geographic_projection'] = year_hourly.geographic_projection.isel(time = 0)\n",
"year_ds.attrs = year_hourly.attrs"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<xarray.Dataset>\n",
"Dimensions: (lat: 103, lon: 241, time: 366)\n",
"Coordinates:\n",
" * time (time) datetime64[ns] 2016-01-01 2016-01-02 ...\n",
" * lon (lon) float32 5.75 5.7708335 5.791667 5.8125 ...\n",
" * lat (lat) float32 45.75 45.770832 45.791664 45.8125 ...\n",
"Data variables:\n",
" SIS (time, lat, lon) float32 dask.array<shape=(366, 103, 241), chunksize=(1, 103, 241)>\n",
" geographic_projection |S1 b''\n",
"Attributes:\n",
" Title: The HelioMont Surface Solar Radiation Process...\n",
" Summary: Composited surface states, cloud properties a...\n",
" Institution: Federal Office of Meteorology and Climatology...\n",
" References: Reto Stockli (2013). The HelioMont Surface So...\n",
" Conventions: CF-1.5\n",
" Metadata_Conventions: Unidata Dataset Discovery v1.0\n",
" Digital_Object_Identifier: not assigned\n",
" Creator_Name: Reto Stockli\n",
" Creator_Email: reto.stoeckli@meteoswiss.ch\n",
" Creator_Url: http://www.meteoswiss.ch"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"year_ds"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<xarray.DataArray 'geographic_projection' ()>\n",
"array(b'', dtype='|S1')\n",
"Attributes:\n",
" grid_mapping_name: latitude_longitude\n",
" datum: wgs84\n",
" semi_major_axis: 6378137.0\n",
" semi_minor_axis: 6356752.3\n",
" spatial_ref: GEOGCS[\"WGS 84\",DATUM[\"WGS_1984\",SPHEROID[\"WGS 84\",63...\n",
" version: 2.4.0"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"year_ds.geographic_projection"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
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"}\n",
"\n",
"mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
" // Request the server to send over a new figure.\n",
" fig.send_draw_message();\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
" fig.image_mode = msg['mode'];\n",
"}\n",
"\n",
"mpl.figure.prototype.updated_canvas_event = function() {\n",
" // Called whenever the canvas gets updated.\n",
" this.send_message(\"ack\", {});\n",
"}\n",
"\n",
"// A function to construct a web socket function for onmessage handling.\n",
"// Called in the figure constructor.\n",
"mpl.figure.prototype._make_on_message_function = function(fig) {\n",
" return function socket_on_message(evt) {\n",
" if (evt.data instanceof Blob) {\n",
" /* FIXME: We get \"Resource interpreted as Image but\n",
" * transferred with MIME type text/plain:\" errors on\n",
" * Chrome. But how to set the MIME type? It doesn't seem\n",
" * to be part of the websocket stream */\n",
" evt.data.type = \"image/png\";\n",
"\n",
" /* Free the memory for the previous frames */\n",
" if (fig.imageObj.src) {\n",
" (window.URL || window.webkitURL).revokeObjectURL(\n",
" fig.imageObj.src);\n",
" }\n",
"\n",
" fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
" evt.data);\n",
" fig.updated_canvas_event();\n",
" fig.waiting = false;\n",
" return;\n",
" }\n",
" else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
" fig.imageObj.src = evt.data;\n",
" fig.updated_canvas_event();\n",
" fig.waiting = false;\n",
" return;\n",
" }\n",
"\n",
" var msg = JSON.parse(evt.data);\n",
" var msg_type = msg['type'];\n",
"\n",
" // Call the \"handle_{type}\" callback, which takes\n",
" // the figure and JSON message as its only arguments.\n",
" try {\n",
" var callback = fig[\"handle_\" + msg_type];\n",
" } catch (e) {\n",
" console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
" return;\n",
" }\n",
"\n",
" if (callback) {\n",
" try {\n",
" // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
" callback(fig, msg);\n",
" } catch (e) {\n",
" console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
" }\n",
" }\n",
" };\n",
"}\n",
"\n",
"// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
"mpl.findpos = function(e) {\n",
" //this section is from http://www.quirksmode.org/js/events_properties.html\n",
" var targ;\n",
" if (!e)\n",
" e = window.event;\n",
" if (e.target)\n",
" targ = e.target;\n",
" else if (e.srcElement)\n",
" targ = e.srcElement;\n",
" if (targ.nodeType == 3) // defeat Safari bug\n",
" targ = targ.parentNode;\n",
"\n",
" // jQuery normalizes the pageX and pageY\n",
" // pageX,Y are the mouse positions relative to the document\n",
" // offset() returns the position of the element relative to the document\n",
" var x = e.pageX - $(targ).offset().left;\n",
" var y = e.pageY - $(targ).offset().top;\n",
"\n",
" return {\"x\": x, \"y\": y};\n",
"};\n",
"\n",
"/*\n",
" * return a copy of an object with only non-object keys\n",
" * we need this to avoid circular references\n",
" * http://stackoverflow.com/a/24161582/3208463\n",
" */\n",
"function simpleKeys (original) {\n",
" return Object.keys(original).reduce(function (obj, key) {\n",
" if (typeof original[key] !== 'object')\n",
" obj[key] = original[key]\n",
" return obj;\n",
" }, {});\n",
"}\n",
"\n",
"mpl.figure.prototype.mouse_event = function(event, name) {\n",
" var canvas_pos = mpl.findpos(event)\n",
"\n",
" if (name === 'button_press')\n",
" {\n",
" this.canvas.focus();\n",
" this.canvas_div.focus();\n",
" }\n",
"\n",
" var x = canvas_pos.x * mpl.ratio;\n",
" var y = canvas_pos.y * mpl.ratio;\n",
"\n",
" this.send_message(name, {x: x, y: y, button: event.button,\n",
" step: event.step,\n",
" guiEvent: simpleKeys(event)});\n",
"\n",
" /* This prevents the web browser from automatically changing to\n",
" * the text insertion cursor when the button is pressed. We want\n",
" * to control all of the cursor setting manually through the\n",
" * 'cursor' event from matplotlib */\n",
" event.preventDefault();\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" // Handle any extra behaviour associated with a key event\n",
"}\n",
"\n",
"mpl.figure.prototype.key_event = function(event, name) {\n",
"\n",
" // Prevent repeat events\n",
" if (name == 'key_press')\n",
" {\n",
" if (event.which === this._key)\n",
" return;\n",
" else\n",
" this._key = event.which;\n",
" }\n",
" if (name == 'key_release')\n",
" this._key = null;\n",
"\n",
" var value = '';\n",
" if (event.ctrlKey && event.which != 17)\n",
" value += \"ctrl+\";\n",
" if (event.altKey && event.which != 18)\n",
" value += \"alt+\";\n",
" if (event.shiftKey && event.which != 16)\n",
" value += \"shift+\";\n",
"\n",
" value += 'k';\n",
" value += event.which.toString();\n",
"\n",
" this._key_event_extra(event, name);\n",
"\n",
" this.send_message(name, {key: value,\n",
" guiEvent: simpleKeys(event)});\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
" if (name == 'download') {\n",
" this.handle_save(this, null);\n",
" } else {\n",
" this.send_message(\"toolbar_button\", {name: name});\n",
" }\n",
"};\n",
"\n",
"mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
" this.message.textContent = tooltip;\n",
"};\n",
"mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
"\n",
"mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
"\n",
"mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
" // Create a \"websocket\"-like object which calls the given IPython comm\n",
" // object with the appropriate methods. Currently this is a non binary\n",
" // socket, so there is still some room for performance tuning.\n",
" var ws = {};\n",
"\n",
" ws.close = function() {\n",
" comm.close()\n",
" };\n",
" ws.send = function(m) {\n",
" //console.log('sending', m);\n",
" comm.send(m);\n",
" };\n",
" // Register the callback with on_msg.\n",
" comm.on_msg(function(msg) {\n",
" //console.log('receiving', msg['content']['data'], msg);\n",
" // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
" ws.onmessage(msg['content']['data'])\n",
" });\n",
" return ws;\n",
"}\n",
"\n",
"mpl.mpl_figure_comm = function(comm, msg) {\n",
" // This is the function which gets called when the mpl process\n",
" // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
"\n",
" var id = msg.content.data.id;\n",
" // Get hold of the div created by the display call when the Comm\n",
" // socket was opened in Python.\n",
" var element = $(\"#\" + id);\n",
" var ws_proxy = comm_websocket_adapter(comm)\n",
"\n",
" function ondownload(figure, format) {\n",
" window.open(figure.imageObj.src);\n",
" }\n",
"\n",
" var fig = new mpl.figure(id, ws_proxy,\n",
" ondownload,\n",
" element.get(0));\n",
"\n",
" // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
" // web socket which is closed, not our websocket->open comm proxy.\n",
" ws_proxy.onopen();\n",
"\n",
" fig.parent_element = element.get(0);\n",
" fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
" if (!fig.cell_info) {\n",
" console.error(\"Failed to find cell for figure\", id, fig);\n",
" return;\n",
" }\n",
"\n",
" var output_index = fig.cell_info[2]\n",
" var cell = fig.cell_info[0];\n",
"\n",
"};\n",
"\n",
"mpl.figure.prototype.handle_close = function(fig, msg) {\n",
" var width = fig.canvas.width/mpl.ratio\n",
" fig.root.unbind('remove')\n",
"\n",
" // Update the output cell to use the data from the current canvas.\n",
" fig.push_to_output();\n",
" var dataURL = fig.canvas.toDataURL();\n",
" // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
" // the notebook keyboard shortcuts fail.\n",
" IPython.keyboard_manager.enable()\n",
" $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
" fig.close_ws(fig, msg);\n",
"}\n",
"\n",
"mpl.figure.prototype.close_ws = function(fig, msg){\n",
" fig.send_message('closing', msg);\n",
" // fig.ws.close()\n",
"}\n",
"\n",
"mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
" // Turn the data on the canvas into data in the output cell.\n",
" var width = this.canvas.width/mpl.ratio\n",
" var dataURL = this.canvas.toDataURL();\n",
" this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
"}\n",
"\n",
"mpl.figure.prototype.updated_canvas_event = function() {\n",
" // Tell IPython that the notebook contents must change.\n",
" IPython.notebook.set_dirty(true);\n",
" this.send_message(\"ack\", {});\n",
" var fig = this;\n",
" // Wait a second, then push the new image to the DOM so\n",
" // that it is saved nicely (might be nice to debounce this).\n",
" setTimeout(function () { fig.push_to_output() }, 1000);\n",
"}\n",
"\n",
"mpl.figure.prototype._init_toolbar = function() {\n",
" var fig = this;\n",
"\n",
" var nav_element = $('<div/>')\n",
" nav_element.attr('style', 'width: 100%');\n",
" this.root.append(nav_element);\n",
"\n",
" // Define a callback function for later on.\n",
" function toolbar_event(event) {\n",
" return fig.toolbar_button_onclick(event['data']);\n",
" }\n",
" function toolbar_mouse_event(event) {\n",
" return fig.toolbar_button_onmouseover(event['data']);\n",
" }\n",
"\n",
" for(var toolbar_ind in mpl.toolbar_items){\n",
" var name = mpl.toolbar_items[toolbar_ind][0];\n",
" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
" var image = mpl.toolbar_items[toolbar_ind][2];\n",
" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
"\n",
" if (!name) { continue; };\n",
"\n",
" var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
" button.click(method_name, toolbar_event);\n",
" button.mouseover(tooltip, toolbar_mouse_event);\n",
" nav_element.append(button);\n",
" }\n",
"\n",
" // Add the status bar.\n",
" var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
" nav_element.append(status_bar);\n",
" this.message = status_bar[0];\n",
"\n",
" // Add the close button to the window.\n",
" var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
" var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
" button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
" button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
" buttongrp.append(button);\n",
" var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
" titlebar.prepend(buttongrp);\n",
"}\n",
"\n",
"mpl.figure.prototype._root_extra_style = function(el){\n",
" var fig = this\n",
" el.on(\"remove\", function(){\n",
"\tfig.close_ws(fig, {});\n",
" });\n",
"}\n",
"\n",
"mpl.figure.prototype._canvas_extra_style = function(el){\n",
" // this is important to make the div 'focusable\n",
" el.attr('tabindex', 0)\n",
" // reach out to IPython and tell the keyboard manager to turn it's self\n",
" // off when our div gets focus\n",
"\n",
" // location in version 3\n",
" if (IPython.notebook.keyboard_manager) {\n",
" IPython.notebook.keyboard_manager.register_events(el);\n",
" }\n",
" else {\n",
" // location in version 2\n",
" IPython.keyboard_manager.register_events(el);\n",
" }\n",
"\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" var manager = IPython.notebook.keyboard_manager;\n",
" if (!manager)\n",
" manager = IPython.keyboard_manager;\n",
"\n",
" // Check for shift+enter\n",
" if (event.shiftKey && event.which == 13) {\n",
" this.canvas_div.blur();\n",
" event.shiftKey = false;\n",
" // Send a \"J\" for go to next cell\n",
" event.which = 74;\n",
" event.keyCode = 74;\n",
" manager.command_mode();\n",
" manager.handle_keydown(event);\n",
" }\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
" fig.ondownload(fig, null);\n",
"}\n",
"\n",
"\n",
"mpl.find_output_cell = function(html_output) {\n",
" // Return the cell and output element which can be found *uniquely* in the notebook.\n",
" // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
" // IPython event is triggered only after the cells have been serialised, which for\n",
" // our purposes (turning an active figure into a static one), is too late.\n",
" var cells = IPython.notebook.get_cells();\n",
" var ncells = cells.length;\n",
" for (var i=0; i<ncells; i++) {\n",
" var cell = cells[i];\n",
" if (cell.cell_type === 'code'){\n",
" for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
" var data = cell.output_area.outputs[j];\n",
" if (data.data) {\n",
" // IPython >= 3 moved mimebundle to data attribute of output\n",
" data = data.data;\n",
" }\n",
" if (data['text/html'] == html_output) {\n",
" return [cell, data, j];\n",
" }\n",
" }\n",
" }\n",
" }\n",
"}\n",
"\n",
"// Register the function which deals with the matplotlib target/channel.\n",
"// The kernel may be null if the page has been refreshed.\n",
"if (IPython.notebook.kernel != null) {\n",
" IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
"}\n"
],
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AtEIEKBHo8Q2CCCAAAIIIIAAAgikgMDq1avtzDPPtJ9//jngasqWLWtNmza1o446yooWLWqbNm2ytWvXOtvt27cvYNsnn3zS+vXrF1KDAD18J4l3oJSIcDDZu3g0xtkZgCa7Z7LXPxG/kezsP8kcokbzW0yG/kWAngytRB0RQAABBBBAAAEEEEiMAAF6Ylw5KgIIIIAAAggggAACuUpg1apV1rp1a/vzzz+deinsPvvss+3OO+90wnN/+O1W/J9//nGmeB86dKjzX5XBgwfbwIEDQ14bAXr4Jk+VQClXdeqgymCcm1sn++uWiAA9O68imQP07HRK5LkI0BOpy7ERQAABBBBAAAEEEMjdAgToubt9qB0CCCCAAAIIIIAAAocssGvXLmvXrp3NmjXLOZZGmb/77rvO2ubRlhkzZtgVV1xh5557LgF6tGi+7Qh3s4AW4y4YxwiW4psToKd4A2fD5RGgZwMyp0AAAQQQQAABBBBAIJcKEKDn0oahWggggAACCCCAAAIIxEtAo8bvvfde73CfffaZM5V7rGXPnj22dOlSq1+/fshdGYEeXpRwN9beFvv2GMdulsp7EKCncutmz7URoGePM2dBAAEEEEAAAQQQQCA3ChCg58ZWoU4IIIAAAggggAACCMRJYMeOHVatWjXbvHmzc8Tzzz/fGX2eiBJrgD5//nxTQDF+/HjT+uyaMv7II4+02rVrW48ePezKK690/s6shAo4tG77e++9ZyNGjLAFCxbYxo0bnfXdmzVrZpdeeqmdddZZUV3+woULbfTo0TZlyhRTXf/44w/TaP7SpUvb0Ucfbe3bt7errrrK6tWrF/F48Q53owkHQ53z77//tuHDh9snn3xiy5cvt/Xr19v+/fvtr7/+cq5LJdTU0dr2jTfesG+++cbWrFnj9Kfjjz/e5syZE3Dt8TTzH3jcuHH26quv2o8//ui0p/pF3bp17eKLL7YLL7zQChQoYNEYR7uG9YEDB2zq1Kmm8/7000+2aNEi27Rpk+nzMmXKOOfu3LmzXX311U7filRC/TYWL15sL774oo0ZM8bp/3nz5rXq1atbz5497dZbb43quO551S/1u1Z/1UwTMnL7ap06daxt27bWq1cva9myZaSqOss1fPTRR06/X7dunf3777+Od8OGDe20005zZqIoUqRIxOPk9AahfiNbtmxx+tHHH39sK1eudK6tYsWK1rFjR+vXr581aNAg02pH2390kIkTJ9o777xj06dPd9pX5ypVqpSVLVvWypcv77RJt27dnKU11H9VtNSG+kC0ZdKkSabrDFXUb99++23TNrp37dy50+lTusZTTz3VevfubcWKFYv5enUc9bUPPvjA+V1oWZC9e/fa7NmzrXHjxs7xovktBp/4+++/d/rdd999Z2vXrnXuSepnutdqmZHu3bs7L37Fq+/pXvX88887vz+dTzOz6N73n//8x7mvyyraAD0e94t4tP1vv/3m3KNlOG/ePKff6f8GKFmypFWuXNnpc3oGtmrVKtouxnYIIIAAAggggAACCBy2AgToh23Tc+EIIIAAAggggAACh4OAwlKFGW5RmNO8efOEXHq0AboC7ltuucVeeOEFJ7wNVxToPv30084/+IcrwQHHI488Yuecc44pjAlXFM4r/ClRokTYbTRVvcKcSEXXfPPNN9vjjz9u+fLlC7t5VgKlzM6dlQD92GOPdV6gUKgSXDIL0MeOHetcowJZf2nUqFFAgB5vM51LwZwCW70MEa4oDNILAQMGDHBeDlAZNmxYQL93940mANU5FWIqVItUFEC+9NJLdtFFF2W6afBvQ/v07dvXdu/eHXI/BdYKw/XSR6Ty6aef2k033RRVfRXYX3PNNSEPqX5xySWX2LfffpvpKStVqmTvv/++8wJJbi7BvxGF1Oedd15YJ/1+5aPwNFyJpv9s377deanjyy+/jIpHgb5eFlKJR4iqoF6/Gd3jMit6ceD11193XlaK9nrlp/urXigKLlkN0PVCzuWXX+68rBKp6AUQvRhwqOXZZ5+122+/3TSrSqgiG93/NeOKXjRQ0XNIz5vgEq/7xaG2va7niSeesIMHD0bk0XPgtddec14aoCCAAAIIIIAAAggggEBoAQJ0egYCCCCAAAIIIIAAAiks4A9uFQquWLEiYVcbTYCukXoaCesPlzSiV2GX/qsQTyMm/cHGU0895YSNoYo/QL/gggucUdXTpk1zwmyNtlNorEBLI/I0mtYt+k4jRAsWLBjyuApldZz8+fM7I8x1HAX6Ou6GDRtMa8L7A9Zrr73WeSEgXMnpAP3uu++2oUOH2tatW50XBzp06GAKQhWcy0ajoUONQH/00UftjjvucC5LIxjbtGnjjKLViFaN5tWIcLfE20zHDQ7lFSxrtLDqqr6suuuFjBYtWlitWrW82RUOJUDXiwLuKNfixYs7SxbUqFHDGcWpsEyBn0K8bdu2edeuQFnhYrji/22obm4op9HhCsl1Po3m1ah3NwCrUKGCaZSs2y6hjq3ATMGZu4/Ooxcb1GdVd7WRRqKqfVXC/ZZ0npNPPtn7jeg4Gk2sa1fIpr4ua80SoVKoUCEbNWqU0xa5tfgD9Oeee8769+/v3AvKlSvnhP/qS7ou3Qc0qlpFswDo5RuNCg9VognQdX/7/PPPvd3VL5s0aeLc39R/NDuA2kSBqYo/QFd7ucttvPXWW563XmwI9cKPXmzRvcktGm2sNtGLUm7R71zXq/6wbNky5/rcF5d0f9NsHWeffXbE673hhhuc+/bvv/9uhQsXdo6p0eHqE/o96JpjHYGuIL5Lly4B92a1j+4zGqmv36Lu6Qrn1UbBL+1kpe9p1LmuxS3qyzKrUqWK0zbqD7om/e703FGbq4QL0ON1vzjUtv/vf//rvDSh367uK/p/6uN6cUQzhshQlm7RTBdfffWVsz0FAQQQQAABBBBAAAEEMgoQoNMrEEAAAQQQQAABBBBIYYGaNWt6obn+gV1hSaJKNAG6Atk777zTq4LC2QceeMAJ5NyiKYEVVmjks4pCHoU+oaaf9gfoCsMVvCusUqCpqeDdouBeo8TvuusuL2xUUDVo0KCQHArbNG2wplhWcBpcFFgqfNBIT4UuKpryul27diGPl9MBugwVNF9//fWmUfoK09yiUE8vBig8VPFP4a799LnCd42S9bexRk/72y3eZv62Vb00a8GQIUMCzqlASMG1pi1321/bHkqArj6kUdoKLfWihTu9tr9hde0axapR73JV2KaXP/yu/u39bjJTn1JAqmmp/UUhtaZJd8N59U83UA3uWJqqWVNxu+F5p06dnCmpNb18cNF05TLR/SB4RgeFrgrxFaKraGp6Hcf/+9HnqpN+uxo9r6JRutpHL1TkxuIP0GWudtL9R6P11a/donZTmPjrr786HylMVYgaqkQK0LWkge4/KuoLH374YdgR3noBRPdjLYWgNg8uoZZSiOR83XXXOaPoVfSbfuyxx5zZI9zftj7XqGqNQNZvRkV9UfUONXW8/3rde4jCdp3Dv3SB7q8K5d3fSjT3O/Un9TvVR0XH04sO+j0Hh7oaVf/FF184y31oKYmsFr1IohDenflBfV2zW+hlFbcoPNd9Up/77ynhAvRE3C+y0vZqa710oHtCuGUl9IzSaH+9SKGia4w0e0ZWrdkPAQQQQAABBBBAAIFkFyBAT/YWpP4IIIAAAggggAACCGQioEBDwZFKZmFcPBAjBegKTDSKWaNAVRSIagRtqKKAQyMcNdJbJVyoFRyyahShwqBwa6c/9NBDNnDgQOeYGkWpEagaGZrVolHq7nqyGi0dbtrkaAKlWOoQ6xTuOrYCcI12jVT84Y221TrKmpI6XiUaM4VxqodGe0equ0ZXKhTzzwhwKAF6LNf5v//9z3kpQ0UzEGgmglAlOEDXCGEFp6GKf4SswnA32PZvq9+0Rh67o5gVmn322WcBwXC01zF48GAvpFegP3LkyEyPoyBR4b+KXsbwvxAT7TmzYzv/b0Tne/nll50160MVhedqD72MoLZSX9ILAsElUoCuF01uvPFGZzfN+vDggw9m+VJjDVH1MoleelCYraIXPNy6BFdCM0/oBSG3/2hGhFDBtP96dYyuXbs6Mw/4A/lQFxjN/U73Yd2PVfQShu4LGjWdyKJZStyXyBo2bOicM9Sa6jLUSw16ScUt4QL0WOob7f0i1raPpQ5q8+OOO84Z3a+ZO2RAQQABBBBAAAEEEEAAgYwCBOj0CgQQQAABBBBAAAEEUlRAgbV/dOgzzzzjjL7MrCgw8IcGobbViPFQoXOkAF0jV92AsXz58qZRsaHCC/ecChn9o841xXVwwBIcoCsEcqfHDlV3jbZWyOQGR1pjXSM0D6VoumyFnArtN23aFPJQ0QRKsdQh1gBdLwto2vUjjjgi4mn84U2iApZIZuqDp5xyilNXTSGuID2zuqvdNRuAW7IrQNd0/urLKmeddZazFnuo4v9tKNRUuBmuaASsfl8KybXf33//nWEWBL2ooRklVLQOu/pzuFGnmTW4fg966UTXoVBUo6I1LXdmRf1I+yhsVgj5yy+/ROxTObGB/zcSTT11r3GnPtdLBHopIbhECtA1Q4KCc5VDvbfEGqLqRQ4FtCp6GUAvEmU2PbdGx7vLDmiE/vr16zPMJhAcoC9YsMAJXyOVSPc7vSClUd/q2yoa0a5ZHxJZ9NKAXopwR5+PHj3amWEkXNEobT0r3Bke4hGgR3u/iLXtY3XTjAt6ESLc/SXW47E9AggggAACCCCAAAKpKECAnoqtyjUhgAACCCCAAAIIIGDmjKJU0OWW1157LSBkDIUUHJiE2kbBt/6BP7hECtD961krtFbAFKkoCNJ6wSqhQhZ/gK4QSKORFShmVhRwKehSOeOMMwLWKw6135IlS2zmzJnO+rFaQ1wBjBuqaHuN/FWoqKL1gatWrZrhMJECpUgOwd/HGqCffvrpzhTI0RR/ePPkk09av379otktYJtDNdO63ppyX+Wcc85xpsLOrGhWAwXIbjgWrwBdI1E11bXCSIX4eilFobO/aMS4itZJ968x7N/G/9vQNO2aXSGzopHn7rrl6v8NGjQI2Fwviajvq0Q7s0Co82kNe603raLp6rVUQjTFfQFC16W1mzNbpz2a4yViG/9vRC/93HPPPZmeRgGuRqmraCpx/zrZ7o6RAnTN1nDxxRc7m2sqd02ZHel+FK5SsYaoetnFnbEj3Fr3/nOpHyvEVvupKFANXlLAf726F8+dOzeqpop0v5s8ebKpfVS0trvC+8xeporqpBE2+vrrr72XIvTSi+7ZkUbSa0mOqVOnOkeOJkCP1/0i1rYPvnQ9h/QyiO7DeklB68f7n1kTJkwwvZCmEs39KB7+HAMBBBBAAAEEEEAAgWQTIEBPthajvggggAACCCCAAAIIRCmQlRHoiQzQNeW0u/aqAlEFo5GKRqy7ay5fddVV9sorrwTs4g/QtZ6uGyBldlytXe6uOVytWjX77bffQm6uwEWh2+zZsyNV0/v+559/9tZA9u8UKVCK+gT/v2GsAXos0/f7wxsFXR06dIi6evEy69Kli7PesYqC9FtvvTViHdT+7rrOhxqga/S3QlS9QOBOIx+pAlpLWi9YhCr+AF0jYSMFzgqzf/jhB+dQCrX1t79oFLAbgL3zzjumqamzUnR9rq1md9Ca0NGUTz/91NatW+dsqunP69evH81u2bqN/zeil1zOPPPMTM/vf7FGU6+7I8n9O0UK0BVGawS/u0yFlqzQyw6aTeGEE07w1giPBiKWEFXhqF4gcl/uUHjavHnziKfp0aOHaSS2iqZTHzBgQMA+/usNN817qJNEut/5pzLXb33s2LER63qoG/iX79DsApplIFK57bbbvGVGMgvQ432/iKXt/degF2I0E4Fe3PAH5pldp37LvXr1ikTB9wgggAACCCCAAAIIHHYCBOiHXZNzwQgggAACCCCAAAKHk0A81kDX9NDVq1f32LI6Al2hoRswat1VjQPE5IoAACAASURBVJiMVPxBi/6RX//Y7y/+AD2zKbT9+2gUZePGjZ2PNOpxx44dGaoRzYsEoeoeLnCOFChFcgj+PtYAPbP1uYOP7Q9vop2yWceIp5naxx3tGu3LFuofn3/+uXM5hxKgaxS7RuzHGuopJHfXnw429Qfo2iazqbW1b6T21RTvCuJVFJq1atUq1i7kbO8PCLN0ADMnrNNI3ViLlpRYunRpprtpTfGsFr/hxIkTrWPHjpkeKlI4HtzH77vvPqfPB5ePP/7YLrzwQtuzZ0/AV7rX6J534oknOv1LgXpmJZYQVaOM/UscaER3uXLlItL5X1DSTBN6ocJf/CZ33HGHN0V8pANHut/dcsstplHyKn369PFekop03EP5vm/fvqY+p3LdddeZO3NEZsfU9tpPJVyAnoj7RSxt79Zfy1hoNopog3N3v+HDh9sll1xyKLTsiwACCCCAAAIIIIBASgoQoKdks3JRCCCAAAIIIIAAAgikCdSsWdNZ11hFaya/9957MdPEK0DPnz+/7d+/3zl/tKNWFaBpzWgVjY4dN25cQP39AfpFF11kI0aMiHh9GgWv0fBu0ejBfPnyeX/rHF27dvX+Vjio8EQjnDU9e/HixZ3Rnm6JFHZqu0iBUsRKB22QyHNmJbyJt1mtWrW86dA1Y4C7HnpmTmp/jcZWOZQAXaNwH374Yec4muJZvxuF85pGvVKlSs5LF3oxxS2Rli7QdtFs47+2SO3rfzEm1BTv0fYnzeqgpR0OpUyaNMmbjjuW4/ivMdx+sYaBsRgGnzNeAbqOqzYZPHiws2xCcJDunlcBugLrcDM8xPI71CwJ/qUjNAI+mqnj/S9QhFoKIBqTUG0X6X7n73eaAcFdriGW/hPrtrq+119/3dlN1/3YY49FPIR+G6qrSrgAPRH3i1jaXnVbuHChs+69nmUq+t+63tatWzszImia/MKFC3vXG6l9IsKwAQIIIIAAAggggAACh4EAAfph0MhcIgIIIIAAAggggMDhK+D/h/LM1mjOTCheAXqyjEBXeO4G9VdffbW3LnI4IwVhmrpdJVyYGO/AIlLAqrpk9Zyxhjc6V7zNcmoEukaTai11dwpurWmt0cThyj///GOaut0t4QLfeAfo8RqB7h+Vq//tjgrOjjtmKgforp+W0dAIfa0zrf/OnDnTm2Zd2+gFjffffz/kchax/A6zYwR6uBH3ofpKpHtPqoxAT9T9Ipa2l7+eU6+++qrTFD179nRm4vC/5BPcRv/5z3+82VzCvWyUHfcAzoEAAggggAACCCCAQG4WIEDPza1D3RBAAAEEEEAAAQQQOEQBTc+qMMMtWiNcI6ljKfEK0P1roH/00Ud29tlnR6yGptp98cUXne3itQa61r7VFMoqGrX5+++/e/XQCPmiRYs6o0YVbv35559WtmzZTOup7zdt2uRsczgG6Ikwy6k10BVyuiOCGzZsaL/88kumba+ZFLSdW7IrQPevgf7uu+/a+eefH/G3FGoDjbR3173WKH+N9k+VEs1LJv5rjWa0dTTbZOanQF3rses4uq+q6IUN3YM0s4G/xBKiBq+BHu19XmHrqFGjnNNGWgM9ngG6f2kOvXwzZsyYhHe7RKyBnqj7RSxtLzj/TDOzZs2ypk2bZuqp/xtA26kQoCe863ECBBBAAAEEEEAAgSQVIEBP0oaj2ggggAACCCCAAAIIRCPw77//OlO4bt682dn8ggsu8Ka5jmZ/bROvAP3cc881BecqodbbDVWfRo0aeSGmgvRrrrkmYDP/FO6aVl3XGWnq4rvvvtuGDBniHOeMM87w1s3W31o7uEKFCs53+u+6desyZdIa4fXr1/e2ORwD9ESY3X777d60znrRwu034RpDI8YVRGpEqEpWp3D/4IMPnCnbVaJZ8kBry19//fVetbIrQO/du7ep76uEmno72t+21gY/+eSTnc21NIFeBPEvTxDtcXLjdrkxQHedVq5caXoJwu2vEyZMsE6dOgUwVq9e3QvZtb1C1cyK1ldXcK6itbtvuummTLfXdN+6x7nPBgXp3bt3D9gnqy8MRBqBPnnyZG/af00vrntI8AsE8e5TX3/9tZ166qnOYcuXL29//PGH85JUZkXLd0ydOtXZJNQU7om6X8Ta9rLbtWuXU0/9N7Pf8NatW52Xwvbu3ZvpvTLe/hwPAQQQQAABBBBAAIFkEyBAT7YWo74IIIAAAggggAACCMQoMGjQIGfEo1u0Lq87AjuaQ8UrQH/ppZfs2muvdU5ZsWJFZ212/7qswXXRtOiaHt0tixYtsjp16gRs5g/Q9cUbb7xhChfDFYUGtWvX9oKpp59+2m6++WZv840bN1q5cuWcv0uVKmV//fVXwPrVwcfV+uxap90th2OAngizb775xlv3XDMCrF692jRtebiitY0VJLslqwG6gnq96KGi34h+K+HKgQMHnJGec+fO9TbJrgD9ww8/tPPOO885r4JvBax6gSDWogBXIaqmAFd57rnn7IYbboj1MLly+9wcoAvMv/RDqFkE/LMMLFmyxDSDR2blrrvuMo3sVlG/1HTx/qUDgvf99NNPTVN5q+g+rNk2dM/zl0QF6Op3egbo/qqiZ0OfPn0S2o90LvV1d0360aNHW7du3cKec9myZc6zwv1NhwrQE3W/iLXt9dLYjh07nGvZsmWLHXHEEWGv64knnnDWgI90r0xoY3BwBBBAAAEEEEAAAQSSQIAAPQkaiSoigAACCCCAAAIIIHAoAhqR1qZNG5s9e7ZzGP1ju9bddUfjRTp2vAJ0TV9cpUoV07rRKgp8NIV0qKKQo2PHjvbDDz84X+t/a7RscAkO0CtXruwEmkceeWTI4/qn8dUovbVr1wZsq1BU4YPqqhIuENd3Gpl44oknmqYwd8vhGKAnwkymmjlB7aOS2ShrjaDVTAXutto+qwG6pjV2lzhQmPjbb79lCBXdtvZPQ+1+ll0BukYP16pVy6mfin7Lmho8f/78kX7OGb73v2Cj0cDq1/5p6TM7oEYOazRvbiw5EaBrBH80LzKo/apVq+bNcDFu3Djr3LlzAKN/9HNm9yF3p+XLlzuBr36PKpmF0hqFrABf+6jopSO9fBRcEhWg6zwDBw50po1X0W9t2rRpGV6Qine/0lIHevapqI/rnKFGvut3rN+UXuRxS6gAPVH3i1jbXtei5SQyu/fpu6VLlzrt7j6DI20fb3+OhwACCCCAAAIIIIBAMgkQoCdTa1FXBBBAAAEEEEAAAQSyKKARqq1atbINGzY4R9DUtRrBqqmymzRpEvKoCmK+++47Z7pzBTxuCTedsH+0Y7gg8dFHH7U777zTO5ZClHvuuccKFizofaZQ7vLLL/fCC4WC33//vbVs2TJDPf0Buo6h4F2jLxWS+Eds6lo08k7nduumcw8ePDjDMf0hi6ZN1jS9mh7ZXzQCWGuyK2jXCwmaKl/lcAzQdd2JMFOgd8UVV3jsGjWpwM3fVzSLgUaMK8hy2187ZDVAVz9RsOmG8VqLXX2sUqVKXj00elb1UN/xt702yK4AXefSlNSnnXaad05NAf78889b3bp1M/RpvQQjT4Xul1xyScD3mv5e94b58+c7n5csWdKZPl+Bod/a3UkvLCis15IKerFF2+bGkhMBuoJojVzWCx+awSDUSGDN2HDrrbfaiBEjPG+N/g4OcjVbh0JwFf1vLRcQqVx33XVOu6jovqkZNrSvf6pyheZaymP69One+efMmWOaNjy4JDJA171T92o3xNeLB5oBQc+l4JHzGl2t2SD0HAoV9Edycb9fuHCh87xzp87X7/utt97ylu3QdgqXtSyD2sd/TwkVoCfqfhFr2/fv398eeeQR5zLV5957770Mo+u1TIB++5q63n/fYg30aHsP2yGAAAIIIIAAAggcbgIE6Idbi3O9CCCAAAIIIIAAAoetgEaras1v/5TTwtCU5RqVpgDD/Yf1NWvWOGuPu+vjumgKzBRkaKRqcIkmQFfgcOaZZ9rI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\" width=\"1000\">"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"year_ds.SIS.attrs['long_name'] = 'Global irradiance ($W/m^2$)'\n",
"\n",
"plt.figure(figsize = (10,5))\n",
"year_ds.SIS.isel(lon = 5, lat = 5).plot()\n",
"plt.title('Global irradiance - historic data')\n",
"plt.show()\n",
"plt.savefig('GHI_historical.png', dpi = 300)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"year_ds.to_netcdf('/Users/alinawalch/Downloads/MSG_SIS_H_2016.nc')"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"tst_ds = xr.open_dataset('/Users/alinawalch/Downloads/MSG_SIS_H_2011.nc')"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"application/javascript": [
"/* Put everything inside the global mpl namespace */\n",
"window.mpl = {};\n",
"\n",
"\n",
"mpl.get_websocket_type = function() {\n",
" if (typeof(WebSocket) !== 'undefined') {\n",
" return WebSocket;\n",
" } else if (typeof(MozWebSocket) !== 'undefined') {\n",
" return MozWebSocket;\n",
" } else {\n",
" alert('Your browser does not have WebSocket support.' +\n",
" 'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
" 'Firefox 4 and 5 are also supported but you ' +\n",
" 'have to enable WebSockets in about:config.');\n",
" };\n",
"}\n",
"\n",
"mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
" this.id = figure_id;\n",
"\n",
" this.ws = websocket;\n",
"\n",
" this.supports_binary = (this.ws.binaryType != undefined);\n",
"\n",
" if (!this.supports_binary) {\n",
" var warnings = document.getElementById(\"mpl-warnings\");\n",
" if (warnings) {\n",
" warnings.style.display = 'block';\n",
" warnings.textContent = (\n",
" \"This browser does not support binary websocket messages. \" +\n",
" \"Performance may be slow.\");\n",
" }\n",
" }\n",
"\n",
" this.imageObj = new Image();\n",
"\n",
" this.context = undefined;\n",
" this.message = undefined;\n",
" this.canvas = undefined;\n",
" this.rubberband_canvas = undefined;\n",
" this.rubberband_context = undefined;\n",
" this.format_dropdown = undefined;\n",
"\n",
" this.image_mode = 'full';\n",
"\n",
" this.root = $('<div/>');\n",
" this._root_extra_style(this.root)\n",
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"\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",
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" // almost always do), so we need to clear the canvas so that\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",
" '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
" 'ui-helper-clearfix\"/>');\n",
" var titletext = $(\n",
" '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
" 'text-align: center; padding: 3px;\"/>');\n",
" titlebar.append(titletext)\n",
" this.root.append(titlebar);\n",
" this.header = titletext[0];\n",
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"\n",
"\n",
"\n",
"mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
"\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
"\n",
"}\n",
"\n",
"mpl.figure.prototype._init_canvas = function() {\n",
" var fig = this;\n",
"\n",
" var canvas_div = $('<div/>');\n",
"\n",
" canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
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" }\n",
"\n",
" canvas_div.keydown('key_press', canvas_keyboard_event);\n",
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" this.canvas_div = canvas_div\n",
" this._canvas_extra_style(canvas_div)\n",
" this.root.append(canvas_div);\n",
"\n",
" var canvas = $('<canvas/>');\n",
" canvas.addClass('mpl-canvas');\n",
" canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
"\n",
" this.canvas = canvas[0];\n",
" this.context = canvas[0].getContext(\"2d\");\n",
"\n",
" var backingStore = this.context.backingStorePixelRatio ||\n",
"\tthis.context.webkitBackingStorePixelRatio ||\n",
"\tthis.context.mozBackingStorePixelRatio ||\n",
"\tthis.context.msBackingStorePixelRatio ||\n",
"\tthis.context.oBackingStorePixelRatio ||\n",
"\tthis.context.backingStorePixelRatio || 1;\n",
"\n",
" mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
"\n",
" var rubberband = $('<canvas/>');\n",
" rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
"\n",
" var pass_mouse_events = true;\n",
"\n",
" canvas_div.resizable({\n",
" start: function(event, ui) {\n",
" pass_mouse_events = false;\n",
" },\n",
" resize: function(event, ui) {\n",
" fig.request_resize(ui.size.width, ui.size.height);\n",
" },\n",
" stop: function(event, ui) {\n",
" pass_mouse_events = true;\n",
" fig.request_resize(ui.size.width, ui.size.height);\n",
" },\n",
" });\n",
"\n",
" function mouse_event_fn(event) {\n",
" if (pass_mouse_events)\n",
" return fig.mouse_event(event, event['data']);\n",
" }\n",
"\n",
" rubberband.mousedown('button_press', mouse_event_fn);\n",
" rubberband.mouseup('button_release', mouse_event_fn);\n",
" // Throttle sequential mouse events to 1 every 20ms.\n",
" rubberband.mousemove('motion_notify', mouse_event_fn);\n",
"\n",
" rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
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"\n",
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" event.step = 1;\n",
" } else {\n",
" event.step = -1;\n",
" }\n",
" mouse_event_fn(event);\n",
" });\n",
"\n",
" canvas_div.append(canvas);\n",
" canvas_div.append(rubberband);\n",
"\n",
" this.rubberband = rubberband;\n",
" this.rubberband_canvas = rubberband[0];\n",
" this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
" this.rubberband_context.strokeStyle = \"#000000\";\n",
"\n",
" this._resize_canvas = function(width, height) {\n",
" // Keep the size of the canvas, canvas container, and rubber band\n",
" // canvas in synch.\n",
" canvas_div.css('width', width)\n",
" canvas_div.css('height', height)\n",
"\n",
" canvas.attr('width', width * mpl.ratio);\n",
" canvas.attr('height', height * mpl.ratio);\n",
" canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
"\n",
" rubberband.attr('width', width);\n",
" rubberband.attr('height', height);\n",
" }\n",
"\n",
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" // 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 = $('<div/>')\n",
" nav_element.attr('style', 'width: 100%');\n",
" this.root.append(nav_element);\n",
"\n",
" // Define a callback function for later on.\n",
" function toolbar_event(event) {\n",
" return fig.toolbar_button_onclick(event['data']);\n",
" }\n",
" function toolbar_mouse_event(event) {\n",
" return fig.toolbar_button_onmouseover(event['data']);\n",
" }\n",
"\n",
" for(var toolbar_ind in mpl.toolbar_items) {\n",
" var name = mpl.toolbar_items[toolbar_ind][0];\n",
" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
" var image = mpl.toolbar_items[toolbar_ind][2];\n",
" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
"\n",
" if (!name) {\n",
" // put a spacer in here.\n",
" continue;\n",
" }\n",
" var button = $('<button/>');\n",
" button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
" 'ui-button-icon-only');\n",
" button.attr('role', 'button');\n",
" button.attr('aria-disabled', 'false');\n",
" button.click(method_name, toolbar_event);\n",
" button.mouseover(tooltip, toolbar_mouse_event);\n",
"\n",
" var icon_img = $('<span/>');\n",
" icon_img.addClass('ui-button-icon-primary ui-icon');\n",
" icon_img.addClass(image);\n",
" icon_img.addClass('ui-corner-all');\n",
"\n",
" var tooltip_span = $('<span/>');\n",
" tooltip_span.addClass('ui-button-text');\n",
" tooltip_span.html(tooltip);\n",
"\n",
" button.append(icon_img);\n",
" button.append(tooltip_span);\n",
"\n",
" nav_element.append(button);\n",
" }\n",
"\n",
" var fmt_picker_span = $('<span/>');\n",
"\n",
" var fmt_picker = $('<select/>');\n",
" fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
" fmt_picker_span.append(fmt_picker);\n",
" nav_element.append(fmt_picker_span);\n",
" this.format_dropdown = fmt_picker[0];\n",
"\n",
" for (var ind in mpl.extensions) {\n",
" var fmt = mpl.extensions[ind];\n",
" var option = $(\n",
" '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
" fmt_picker.append(option)\n",
" }\n",
"\n",
" // Add hover states to the ui-buttons\n",
" $( \".ui-button\" ).hover(\n",
" function() { $(this).addClass(\"ui-state-hover\");},\n",
" function() { $(this).removeClass(\"ui-state-hover\");}\n",
" );\n",
"\n",
" var status_bar = $('<span class=\"mpl-message\"/>');\n",
" nav_element.append(status_bar);\n",
" this.message = status_bar[0];\n",
"}\n",
"\n",
"mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
" // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
" // which will in turn request a refresh of the image.\n",
" this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
"}\n",
"\n",
"mpl.figure.prototype.send_message = function(type, properties) {\n",
" properties['type'] = type;\n",
" properties['figure_id'] = this.id;\n",
" this.ws.send(JSON.stringify(properties));\n",
"}\n",
"\n",
"mpl.figure.prototype.send_draw_message = function() {\n",
" if (!this.waiting) {\n",
" this.waiting = true;\n",
" this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
" }\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
" var format_dropdown = fig.format_dropdown;\n",
" var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
" fig.ondownload(fig, format);\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
" var size = msg['size'];\n",
" if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
" fig._resize_canvas(size[0], size[1]);\n",
" fig.send_message(\"refresh\", {});\n",
" };\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
" var x0 = msg['x0'] / mpl.ratio;\n",
" var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
" var x1 = msg['x1'] / mpl.ratio;\n",
" var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
" x0 = Math.floor(x0) + 0.5;\n",
" y0 = Math.floor(y0) + 0.5;\n",
" x1 = Math.floor(x1) + 0.5;\n",
" y1 = Math.floor(y1) + 0.5;\n",
" var min_x = Math.min(x0, x1);\n",
" var min_y = Math.min(y0, y1);\n",
" var width = Math.abs(x1 - x0);\n",
" var height = Math.abs(y1 - y0);\n",
"\n",
" fig.rubberband_context.clearRect(\n",
" 0, 0, fig.canvas.width, fig.canvas.height);\n",
"\n",
" fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
" // Updates the figure title.\n",
" fig.header.textContent = msg['label'];\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
" var cursor = msg['cursor'];\n",
" switch(cursor)\n",
" {\n",
" case 0:\n",
" cursor = 'pointer';\n",
" break;\n",
" case 1:\n",
" cursor = 'default';\n",
" break;\n",
" case 2:\n",
" cursor = 'crosshair';\n",
" break;\n",
" case 3:\n",
" cursor = 'move';\n",
" break;\n",
" }\n",
" fig.rubberband_canvas.style.cursor = cursor;\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_message = function(fig, msg) {\n",
" fig.message.textContent = msg['message'];\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
" // Request the server to send over a new figure.\n",
" fig.send_draw_message();\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
" fig.image_mode = msg['mode'];\n",
"}\n",
"\n",
"mpl.figure.prototype.updated_canvas_event = function() {\n",
" // Called whenever the canvas gets updated.\n",
" this.send_message(\"ack\", {});\n",
"}\n",
"\n",
"// A function to construct a web socket function for onmessage handling.\n",
"// Called in the figure constructor.\n",
"mpl.figure.prototype._make_on_message_function = function(fig) {\n",
" return function socket_on_message(evt) {\n",
" if (evt.data instanceof Blob) {\n",
" /* FIXME: We get \"Resource interpreted as Image but\n",
" * transferred with MIME type text/plain:\" errors on\n",
" * Chrome. But how to set the MIME type? It doesn't seem\n",
" * to be part of the websocket stream */\n",
" evt.data.type = \"image/png\";\n",
"\n",
" /* Free the memory for the previous frames */\n",
" if (fig.imageObj.src) {\n",
" (window.URL || window.webkitURL).revokeObjectURL(\n",
" fig.imageObj.src);\n",
" }\n",
"\n",
" fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
" evt.data);\n",
" fig.updated_canvas_event();\n",
" fig.waiting = false;\n",
" return;\n",
" }\n",
" else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
" fig.imageObj.src = evt.data;\n",
" fig.updated_canvas_event();\n",
" fig.waiting = false;\n",
" return;\n",
" }\n",
"\n",
" var msg = JSON.parse(evt.data);\n",
" var msg_type = msg['type'];\n",
"\n",
" // Call the \"handle_{type}\" callback, which takes\n",
" // the figure and JSON message as its only arguments.\n",
" try {\n",
" var callback = fig[\"handle_\" + msg_type];\n",
" } catch (e) {\n",
" console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
" return;\n",
" }\n",
"\n",
" if (callback) {\n",
" try {\n",
" // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
" callback(fig, msg);\n",
" } catch (e) {\n",
" console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
" }\n",
" }\n",
" };\n",
"}\n",
"\n",
"// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
"mpl.findpos = function(e) {\n",
" //this section is from http://www.quirksmode.org/js/events_properties.html\n",
" var targ;\n",
" if (!e)\n",
" e = window.event;\n",
" if (e.target)\n",
" targ = e.target;\n",
" else if (e.srcElement)\n",
" targ = e.srcElement;\n",
" if (targ.nodeType == 3) // defeat Safari bug\n",
" targ = targ.parentNode;\n",
"\n",
" // jQuery normalizes the pageX and pageY\n",
" // pageX,Y are the mouse positions relative to the document\n",
" // offset() returns the position of the element relative to the document\n",
" var x = e.pageX - $(targ).offset().left;\n",
" var y = e.pageY - $(targ).offset().top;\n",
"\n",
" return {\"x\": x, \"y\": y};\n",
"};\n",
"\n",
"/*\n",
" * return a copy of an object with only non-object keys\n",
" * we need this to avoid circular references\n",
" * http://stackoverflow.com/a/24161582/3208463\n",
" */\n",
"function simpleKeys (original) {\n",
" return Object.keys(original).reduce(function (obj, key) {\n",
" if (typeof original[key] !== 'object')\n",
" obj[key] = original[key]\n",
" return obj;\n",
" }, {});\n",
"}\n",
"\n",
"mpl.figure.prototype.mouse_event = function(event, name) {\n",
" var canvas_pos = mpl.findpos(event)\n",
"\n",
" if (name === 'button_press')\n",
" {\n",
" this.canvas.focus();\n",
" this.canvas_div.focus();\n",
" }\n",
"\n",
" var x = canvas_pos.x * mpl.ratio;\n",
" var y = canvas_pos.y * mpl.ratio;\n",
"\n",
" this.send_message(name, {x: x, y: y, button: event.button,\n",
" step: event.step,\n",
" guiEvent: simpleKeys(event)});\n",
"\n",
" /* This prevents the web browser from automatically changing to\n",
" * the text insertion cursor when the button is pressed. We want\n",
" * to control all of the cursor setting manually through the\n",
" * 'cursor' event from matplotlib */\n",
" event.preventDefault();\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" // Handle any extra behaviour associated with a key event\n",
"}\n",
"\n",
"mpl.figure.prototype.key_event = function(event, name) {\n",
"\n",
" // Prevent repeat events\n",
" if (name == 'key_press')\n",
" {\n",
" if (event.which === this._key)\n",
" return;\n",
" else\n",
" this._key = event.which;\n",
" }\n",
" if (name == 'key_release')\n",
" this._key = null;\n",
"\n",
" var value = '';\n",
" if (event.ctrlKey && event.which != 17)\n",
" value += \"ctrl+\";\n",
" if (event.altKey && event.which != 18)\n",
" value += \"alt+\";\n",
" if (event.shiftKey && event.which != 16)\n",
" value += \"shift+\";\n",
"\n",
" value += 'k';\n",
" value += event.which.toString();\n",
"\n",
" this._key_event_extra(event, name);\n",
"\n",
" this.send_message(name, {key: value,\n",
" guiEvent: simpleKeys(event)});\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
" if (name == 'download') {\n",
" this.handle_save(this, null);\n",
" } else {\n",
" this.send_message(\"toolbar_button\", {name: name});\n",
" }\n",
"};\n",
"\n",
"mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
" this.message.textContent = tooltip;\n",
"};\n",
"mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
"\n",
"mpl.extensions = [\"eps\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\"];\n",
"\n",
"mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
" // Create a \"websocket\"-like object which calls the given IPython comm\n",
" // object with the appropriate methods. Currently this is a non binary\n",
" // socket, so there is still some room for performance tuning.\n",
" var ws = {};\n",
"\n",
" ws.close = function() {\n",
" comm.close()\n",
" };\n",
" ws.send = function(m) {\n",
" //console.log('sending', m);\n",
" comm.send(m);\n",
" };\n",
" // Register the callback with on_msg.\n",
" comm.on_msg(function(msg) {\n",
" //console.log('receiving', msg['content']['data'], msg);\n",
" // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
" ws.onmessage(msg['content']['data'])\n",
" });\n",
" return ws;\n",
"}\n",
"\n",
"mpl.mpl_figure_comm = function(comm, msg) {\n",
" // This is the function which gets called when the mpl process\n",
" // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
"\n",
" var id = msg.content.data.id;\n",
" // Get hold of the div created by the display call when the Comm\n",
" // socket was opened in Python.\n",
" var element = $(\"#\" + id);\n",
" var ws_proxy = comm_websocket_adapter(comm)\n",
"\n",
" function ondownload(figure, format) {\n",
" window.open(figure.imageObj.src);\n",
" }\n",
"\n",
" var fig = new mpl.figure(id, ws_proxy,\n",
" ondownload,\n",
" element.get(0));\n",
"\n",
" // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
" // web socket which is closed, not our websocket->open comm proxy.\n",
" ws_proxy.onopen();\n",
"\n",
" fig.parent_element = element.get(0);\n",
" fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
" if (!fig.cell_info) {\n",
" console.error(\"Failed to find cell for figure\", id, fig);\n",
" return;\n",
" }\n",
"\n",
" var output_index = fig.cell_info[2]\n",
" var cell = fig.cell_info[0];\n",
"\n",
"};\n",
"\n",
"mpl.figure.prototype.handle_close = function(fig, msg) {\n",
" var width = fig.canvas.width/mpl.ratio\n",
" fig.root.unbind('remove')\n",
"\n",
" // Update the output cell to use the data from the current canvas.\n",
" fig.push_to_output();\n",
" var dataURL = fig.canvas.toDataURL();\n",
" // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
" // the notebook keyboard shortcuts fail.\n",
" IPython.keyboard_manager.enable()\n",
" $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
" fig.close_ws(fig, msg);\n",
"}\n",
"\n",
"mpl.figure.prototype.close_ws = function(fig, msg){\n",
" fig.send_message('closing', msg);\n",
" // fig.ws.close()\n",
"}\n",
"\n",
"mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
" // Turn the data on the canvas into data in the output cell.\n",
" var width = this.canvas.width/mpl.ratio\n",
" var dataURL = this.canvas.toDataURL();\n",
" this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
"}\n",
"\n",
"mpl.figure.prototype.updated_canvas_event = function() {\n",
" // Tell IPython that the notebook contents must change.\n",
" IPython.notebook.set_dirty(true);\n",
" this.send_message(\"ack\", {});\n",
" var fig = this;\n",
" // Wait a second, then push the new image to the DOM so\n",
" // that it is saved nicely (might be nice to debounce this).\n",
" setTimeout(function () { fig.push_to_output() }, 1000);\n",
"}\n",
"\n",
"mpl.figure.prototype._init_toolbar = function() {\n",
" var fig = this;\n",
"\n",
" var nav_element = $('<div/>')\n",
" nav_element.attr('style', 'width: 100%');\n",
" this.root.append(nav_element);\n",
"\n",
" // Define a callback function for later on.\n",
" function toolbar_event(event) {\n",
" return fig.toolbar_button_onclick(event['data']);\n",
" }\n",
" function toolbar_mouse_event(event) {\n",
" return fig.toolbar_button_onmouseover(event['data']);\n",
" }\n",
"\n",
" for(var toolbar_ind in mpl.toolbar_items){\n",
" var name = mpl.toolbar_items[toolbar_ind][0];\n",
" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
" var image = mpl.toolbar_items[toolbar_ind][2];\n",
" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
"\n",
" if (!name) { continue; };\n",
"\n",
" var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
" button.click(method_name, toolbar_event);\n",
" button.mouseover(tooltip, toolbar_mouse_event);\n",
" nav_element.append(button);\n",
" }\n",
"\n",
" // Add the status bar.\n",
" var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
" nav_element.append(status_bar);\n",
" this.message = status_bar[0];\n",
"\n",
" // Add the close button to the window.\n",
" var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
" var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
" button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
" button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
" buttongrp.append(button);\n",
" var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
" titlebar.prepend(buttongrp);\n",
"}\n",
"\n",
"mpl.figure.prototype._root_extra_style = function(el){\n",
" var fig = this\n",
" el.on(\"remove\", function(){\n",
"\tfig.close_ws(fig, {});\n",
" });\n",
"}\n",
"\n",
"mpl.figure.prototype._canvas_extra_style = function(el){\n",
" // this is important to make the div 'focusable\n",
" el.attr('tabindex', 0)\n",
" // reach out to IPython and tell the keyboard manager to turn it's self\n",
" // off when our div gets focus\n",
"\n",
" // location in version 3\n",
" if (IPython.notebook.keyboard_manager) {\n",
" IPython.notebook.keyboard_manager.register_events(el);\n",
" }\n",
" else {\n",
" // location in version 2\n",
" IPython.keyboard_manager.register_events(el);\n",
" }\n",
"\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" var manager = IPython.notebook.keyboard_manager;\n",
" if (!manager)\n",
" manager = IPython.keyboard_manager;\n",
"\n",
" // Check for shift+enter\n",
" if (event.shiftKey && event.which == 13) {\n",
" this.canvas_div.blur();\n",
" event.shiftKey = false;\n",
" // Send a \"J\" for go to next cell\n",
" event.which = 74;\n",
" event.keyCode = 74;\n",
" manager.command_mode();\n",
" manager.handle_keydown(event);\n",
" }\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
" fig.ondownload(fig, null);\n",
"}\n",
"\n",
"\n",
"mpl.find_output_cell = function(html_output) {\n",
" // Return the cell and output element which can be found *uniquely* in the notebook.\n",
" // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
" // IPython event is triggered only after the cells have been serialised, which for\n",
" // our purposes (turning an active figure into a static one), is too late.\n",
" var cells = IPython.notebook.get_cells();\n",
" var ncells = cells.length;\n",
" for (var i=0; i<ncells; i++) {\n",
" var cell = cells[i];\n",
" if (cell.cell_type === 'code'){\n",
" for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
" var data = cell.output_area.outputs[j];\n",
" if (data.data) {\n",
" // IPython >= 3 moved mimebundle to data attribute of output\n",
" data = data.data;\n",
" }\n",
" if (data['text/html'] == html_output) {\n",
" return [cell, data, j];\n",
" }\n",
" }\n",
" }\n",
" }\n",
"}\n",
"\n",
"// Register the function which deals with the matplotlib target/channel.\n",
"// The kernel may be null if the page has been refreshed.\n",
"if (IPython.notebook.kernel != null) {\n",
" IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
"}\n"
],
"text/plain": [
"<IPython.core.display.Javascript object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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\" width=\"320\">"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure()\n",
"tst_ds.SIS.isel(lon = 5, lat = 5).plot()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Steps 2-4: executed in GRASS - DONE in grass workspace_prepare_ML"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Step 5:\n",
"Still needs to be applied to all files in /scratch/walch/grassgis/scripts/executables/workspace_prepare_ML/yearly_files"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"YEAR = 2004"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"# Reference file:\n",
"ref = ('/Users/alinawalch/Downloads/RhiresD_ch01r.swisscors_%d01010000_%d12310000.nc' %(YEAR, YEAR))\n",
"ref = xr.open_dataset(ref)"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"proj_ds = xr.open_dataset('/Users/alinawalch/Downloads/MSG_SIS_D_%d_nearest.nc' %YEAR)"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<xarray.Dataset>\n",
"Dimensions: (time: 366, x: 370, y: 240)\n",
"Coordinates:\n",
" * x (x) float32 474500.0 475500.0 476500.0 477500.0 478500.0 ...\n",
" * y (y) float32 303500.0 302500.0 301500.0 300500.0 299500.0 ...\n",
" * time (time) float32 0.5 1.5 2.5 3.5 4.5 5.5 6.5 7.5 8.5 9.5 10.5 ...\n",
"Data variables:\n",
" crs |S1 ...\n",
" SIS_D_2004 (time, y, x) float64 ...\n",
"Attributes:\n",
" Conventions: CF-1.5\n",
" history: GRASS GIS 7 netCDF export of r3.out.netcdf"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"proj_ds.rename({ 'z' : 'time' }, inplace = True)"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [],
"source": [
"proj_ds.coords['time'] = ref.time"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [],
"source": [
"mask_array = ref.RhiresD.isel(time = 0).values * 0 + 1\n",
"CH_mask = xr.DataArray(np.flip(mask_array, axis = 0), coords = [proj_ds.y, proj_ds.x])\n",
"proj_ds['SIS_CH'] = proj_ds[('SIS_D_%d' %YEAR)].where(CH_mask == 1)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [],
"source": [
"ds_out = proj_ds.drop('SIS_D_%d' %YEAR)"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"application/javascript": [
"/* Put everything inside the global mpl namespace */\n",
"window.mpl = {};\n",
"\n",
"\n",
"mpl.get_websocket_type = function() {\n",
" if (typeof(WebSocket) !== 'undefined') {\n",
" return WebSocket;\n",
" } else if (typeof(MozWebSocket) !== 'undefined') {\n",
" return MozWebSocket;\n",
" } else {\n",
" alert('Your browser does not have WebSocket support.' +\n",
" 'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
" 'Firefox 4 and 5 are also supported but you ' +\n",
" 'have to enable WebSockets in about:config.');\n",
" };\n",
"}\n",
"\n",
"mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
" this.id = figure_id;\n",
"\n",
" this.ws = websocket;\n",
"\n",
" this.supports_binary = (this.ws.binaryType != undefined);\n",
"\n",
" if (!this.supports_binary) {\n",
" var warnings = document.getElementById(\"mpl-warnings\");\n",
" if (warnings) {\n",
" warnings.style.display = 'block';\n",
" warnings.textContent = (\n",
" \"This browser does not support binary websocket messages. \" +\n",
" \"Performance may be slow.\");\n",
" }\n",
" }\n",
"\n",
" this.imageObj = new Image();\n",
"\n",
" this.context = undefined;\n",
" this.message = undefined;\n",
" this.canvas = undefined;\n",
" this.rubberband_canvas = undefined;\n",
" this.rubberband_context = undefined;\n",
" this.format_dropdown = undefined;\n",
"\n",
" this.image_mode = 'full';\n",
"\n",
" this.root = $('<div/>');\n",
" this._root_extra_style(this.root)\n",
" this.root.attr('style', 'display: inline-block');\n",
"\n",
" $(parent_element).append(this.root);\n",
"\n",
" this._init_header(this);\n",
" this._init_canvas(this);\n",
" this._init_toolbar(this);\n",
"\n",
" var fig = this;\n",
"\n",
" this.waiting = false;\n",
"\n",
" this.ws.onopen = function () {\n",
" fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
" fig.send_message(\"send_image_mode\", {});\n",
" if (mpl.ratio != 1) {\n",
" fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
" }\n",
" fig.send_message(\"refresh\", {});\n",
" }\n",
"\n",
" this.imageObj.onload = function() {\n",
" if (fig.image_mode == 'full') {\n",
" // Full images could contain transparency (where diff images\n",
" // almost always do), so we need to clear the canvas so that\n",
" // there is no ghosting.\n",
" fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
" }\n",
" fig.context.drawImage(fig.imageObj, 0, 0);\n",
" };\n",
"\n",
" this.imageObj.onunload = function() {\n",
" fig.ws.close();\n",
" }\n",
"\n",
" this.ws.onmessage = this._make_on_message_function(this);\n",
"\n",
" this.ondownload = ondownload;\n",
"}\n",
"\n",
"mpl.figure.prototype._init_header = function() {\n",
" var titlebar = $(\n",
" '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
" 'ui-helper-clearfix\"/>');\n",
" var titletext = $(\n",
" '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
" 'text-align: center; padding: 3px;\"/>');\n",
" titlebar.append(titletext)\n",
" this.root.append(titlebar);\n",
" this.header = titletext[0];\n",
"}\n",
"\n",
"\n",
"\n",
"mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
"\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
"\n",
"}\n",
"\n",
"mpl.figure.prototype._init_canvas = function() {\n",
" var fig = this;\n",
"\n",
" var canvas_div = $('<div/>');\n",
"\n",
" canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
"\n",
" function canvas_keyboard_event(event) {\n",
" return fig.key_event(event, event['data']);\n",
" }\n",
"\n",
" canvas_div.keydown('key_press', canvas_keyboard_event);\n",
" canvas_div.keyup('key_release', canvas_keyboard_event);\n",
" this.canvas_div = canvas_div\n",
" this._canvas_extra_style(canvas_div)\n",
" this.root.append(canvas_div);\n",
"\n",
" var canvas = $('<canvas/>');\n",
" canvas.addClass('mpl-canvas');\n",
" canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
"\n",
" this.canvas = canvas[0];\n",
" this.context = canvas[0].getContext(\"2d\");\n",
"\n",
" var backingStore = this.context.backingStorePixelRatio ||\n",
"\tthis.context.webkitBackingStorePixelRatio ||\n",
"\tthis.context.mozBackingStorePixelRatio ||\n",
"\tthis.context.msBackingStorePixelRatio ||\n",
"\tthis.context.oBackingStorePixelRatio ||\n",
"\tthis.context.backingStorePixelRatio || 1;\n",
"\n",
" mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
"\n",
" var rubberband = $('<canvas/>');\n",
" rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
"\n",
" var pass_mouse_events = true;\n",
"\n",
" canvas_div.resizable({\n",
" start: function(event, ui) {\n",
" pass_mouse_events = false;\n",
" },\n",
" resize: function(event, ui) {\n",
" fig.request_resize(ui.size.width, ui.size.height);\n",
" },\n",
" stop: function(event, ui) {\n",
" pass_mouse_events = true;\n",
" fig.request_resize(ui.size.width, ui.size.height);\n",
" },\n",
" });\n",
"\n",
" function mouse_event_fn(event) {\n",
" if (pass_mouse_events)\n",
" return fig.mouse_event(event, event['data']);\n",
" }\n",
"\n",
" rubberband.mousedown('button_press', mouse_event_fn);\n",
" rubberband.mouseup('button_release', mouse_event_fn);\n",
" // Throttle sequential mouse events to 1 every 20ms.\n",
" rubberband.mousemove('motion_notify', mouse_event_fn);\n",
"\n",
" rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
" rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
"\n",
" canvas_div.on(\"wheel\", function (event) {\n",
" event = event.originalEvent;\n",
" event['data'] = 'scroll'\n",
" if (event.deltaY < 0) {\n",
" event.step = 1;\n",
" } else {\n",
" event.step = -1;\n",
" }\n",
" mouse_event_fn(event);\n",
" });\n",
"\n",
" canvas_div.append(canvas);\n",
" canvas_div.append(rubberband);\n",
"\n",
" this.rubberband = rubberband;\n",
" this.rubberband_canvas = rubberband[0];\n",
" this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
" this.rubberband_context.strokeStyle = \"#000000\";\n",
"\n",
" this._resize_canvas = function(width, height) {\n",
" // Keep the size of the canvas, canvas container, and rubber band\n",
" // canvas in synch.\n",
" canvas_div.css('width', width)\n",
" canvas_div.css('height', height)\n",
"\n",
" canvas.attr('width', width * mpl.ratio);\n",
" canvas.attr('height', height * mpl.ratio);\n",
" canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
"\n",
" rubberband.attr('width', width);\n",
" rubberband.attr('height', height);\n",
" }\n",
"\n",
" // Set the figure to an initial 600x600px, this will subsequently be updated\n",
" // upon first draw.\n",
" this._resize_canvas(600, 600);\n",
"\n",
" // Disable right mouse context menu.\n",
" $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
" return false;\n",
" });\n",
"\n",
" function set_focus () {\n",
" canvas.focus();\n",
" canvas_div.focus();\n",
" }\n",
"\n",
" window.setTimeout(set_focus, 100);\n",
"}\n",
"\n",
"mpl.figure.prototype._init_toolbar = function() {\n",
" var fig = this;\n",
"\n",
" var nav_element = $('<div/>')\n",
" nav_element.attr('style', 'width: 100%');\n",
" this.root.append(nav_element);\n",
"\n",
" // Define a callback function for later on.\n",
" function toolbar_event(event) {\n",
" return fig.toolbar_button_onclick(event['data']);\n",
" }\n",
" function toolbar_mouse_event(event) {\n",
" return fig.toolbar_button_onmouseover(event['data']);\n",
" }\n",
"\n",
" for(var toolbar_ind in mpl.toolbar_items) {\n",
" var name = mpl.toolbar_items[toolbar_ind][0];\n",
" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
" var image = mpl.toolbar_items[toolbar_ind][2];\n",
" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
"\n",
" if (!name) {\n",
" // put a spacer in here.\n",
" continue;\n",
" }\n",
" var button = $('<button/>');\n",
" button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
" 'ui-button-icon-only');\n",
" button.attr('role', 'button');\n",
" button.attr('aria-disabled', 'false');\n",
" button.click(method_name, toolbar_event);\n",
" button.mouseover(tooltip, toolbar_mouse_event);\n",
"\n",
" var icon_img = $('<span/>');\n",
" icon_img.addClass('ui-button-icon-primary ui-icon');\n",
" icon_img.addClass(image);\n",
" icon_img.addClass('ui-corner-all');\n",
"\n",
" var tooltip_span = $('<span/>');\n",
" tooltip_span.addClass('ui-button-text');\n",
" tooltip_span.html(tooltip);\n",
"\n",
" button.append(icon_img);\n",
" button.append(tooltip_span);\n",
"\n",
" nav_element.append(button);\n",
" }\n",
"\n",
" var fmt_picker_span = $('<span/>');\n",
"\n",
" var fmt_picker = $('<select/>');\n",
" fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
" fmt_picker_span.append(fmt_picker);\n",
" nav_element.append(fmt_picker_span);\n",
" this.format_dropdown = fmt_picker[0];\n",
"\n",
" for (var ind in mpl.extensions) {\n",
" var fmt = mpl.extensions[ind];\n",
" var option = $(\n",
" '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
" fmt_picker.append(option)\n",
" }\n",
"\n",
" // Add hover states to the ui-buttons\n",
" $( \".ui-button\" ).hover(\n",
" function() { $(this).addClass(\"ui-state-hover\");},\n",
" function() { $(this).removeClass(\"ui-state-hover\");}\n",
" );\n",
"\n",
" var status_bar = $('<span class=\"mpl-message\"/>');\n",
" nav_element.append(status_bar);\n",
" this.message = status_bar[0];\n",
"}\n",
"\n",
"mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
" // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
" // which will in turn request a refresh of the image.\n",
" this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
"}\n",
"\n",
"mpl.figure.prototype.send_message = function(type, properties) {\n",
" properties['type'] = type;\n",
" properties['figure_id'] = this.id;\n",
" this.ws.send(JSON.stringify(properties));\n",
"}\n",
"\n",
"mpl.figure.prototype.send_draw_message = function() {\n",
" if (!this.waiting) {\n",
" this.waiting = true;\n",
" this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
" }\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
" var format_dropdown = fig.format_dropdown;\n",
" var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
" fig.ondownload(fig, format);\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
" var size = msg['size'];\n",
" if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
" fig._resize_canvas(size[0], size[1]);\n",
" fig.send_message(\"refresh\", {});\n",
" };\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
" var x0 = msg['x0'] / mpl.ratio;\n",
" var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
" var x1 = msg['x1'] / mpl.ratio;\n",
" var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
" x0 = Math.floor(x0) + 0.5;\n",
" y0 = Math.floor(y0) + 0.5;\n",
" x1 = Math.floor(x1) + 0.5;\n",
" y1 = Math.floor(y1) + 0.5;\n",
" var min_x = Math.min(x0, x1);\n",
" var min_y = Math.min(y0, y1);\n",
" var width = Math.abs(x1 - x0);\n",
" var height = Math.abs(y1 - y0);\n",
"\n",
" fig.rubberband_context.clearRect(\n",
" 0, 0, fig.canvas.width, fig.canvas.height);\n",
"\n",
" fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
" // Updates the figure title.\n",
" fig.header.textContent = msg['label'];\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
" var cursor = msg['cursor'];\n",
" switch(cursor)\n",
" {\n",
" case 0:\n",
" cursor = 'pointer';\n",
" break;\n",
" case 1:\n",
" cursor = 'default';\n",
" break;\n",
" case 2:\n",
" cursor = 'crosshair';\n",
" break;\n",
" case 3:\n",
" cursor = 'move';\n",
" break;\n",
" }\n",
" fig.rubberband_canvas.style.cursor = cursor;\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_message = function(fig, msg) {\n",
" fig.message.textContent = msg['message'];\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
" // Request the server to send over a new figure.\n",
" fig.send_draw_message();\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
" fig.image_mode = msg['mode'];\n",
"}\n",
"\n",
"mpl.figure.prototype.updated_canvas_event = function() {\n",
" // Called whenever the canvas gets updated.\n",
" this.send_message(\"ack\", {});\n",
"}\n",
"\n",
"// A function to construct a web socket function for onmessage handling.\n",
"// Called in the figure constructor.\n",
"mpl.figure.prototype._make_on_message_function = function(fig) {\n",
" return function socket_on_message(evt) {\n",
" if (evt.data instanceof Blob) {\n",
" /* FIXME: We get \"Resource interpreted as Image but\n",
" * transferred with MIME type text/plain:\" errors on\n",
" * Chrome. But how to set the MIME type? It doesn't seem\n",
" * to be part of the websocket stream */\n",
" evt.data.type = \"image/png\";\n",
"\n",
" /* Free the memory for the previous frames */\n",
" if (fig.imageObj.src) {\n",
" (window.URL || window.webkitURL).revokeObjectURL(\n",
" fig.imageObj.src);\n",
" }\n",
"\n",
" fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
" evt.data);\n",
" fig.updated_canvas_event();\n",
" fig.waiting = false;\n",
" return;\n",
" }\n",
" else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
" fig.imageObj.src = evt.data;\n",
" fig.updated_canvas_event();\n",
" fig.waiting = false;\n",
" return;\n",
" }\n",
"\n",
" var msg = JSON.parse(evt.data);\n",
" var msg_type = msg['type'];\n",
"\n",
" // Call the \"handle_{type}\" callback, which takes\n",
" // the figure and JSON message as its only arguments.\n",
" try {\n",
" var callback = fig[\"handle_\" + msg_type];\n",
" } catch (e) {\n",
" console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
" return;\n",
" }\n",
"\n",
" if (callback) {\n",
" try {\n",
" // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
" callback(fig, msg);\n",
" } catch (e) {\n",
" console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
" }\n",
" }\n",
" };\n",
"}\n",
"\n",
"// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
"mpl.findpos = function(e) {\n",
" //this section is from http://www.quirksmode.org/js/events_properties.html\n",
" var targ;\n",
" if (!e)\n",
" e = window.event;\n",
" if (e.target)\n",
" targ = e.target;\n",
" else if (e.srcElement)\n",
" targ = e.srcElement;\n",
" if (targ.nodeType == 3) // defeat Safari bug\n",
" targ = targ.parentNode;\n",
"\n",
" // jQuery normalizes the pageX and pageY\n",
" // pageX,Y are the mouse positions relative to the document\n",
" // offset() returns the position of the element relative to the document\n",
" var x = e.pageX - $(targ).offset().left;\n",
" var y = e.pageY - $(targ).offset().top;\n",
"\n",
" return {\"x\": x, \"y\": y};\n",
"};\n",
"\n",
"/*\n",
" * return a copy of an object with only non-object keys\n",
" * we need this to avoid circular references\n",
" * http://stackoverflow.com/a/24161582/3208463\n",
" */\n",
"function simpleKeys (original) {\n",
" return Object.keys(original).reduce(function (obj, key) {\n",
" if (typeof original[key] !== 'object')\n",
" obj[key] = original[key]\n",
" return obj;\n",
" }, {});\n",
"}\n",
"\n",
"mpl.figure.prototype.mouse_event = function(event, name) {\n",
" var canvas_pos = mpl.findpos(event)\n",
"\n",
" if (name === 'button_press')\n",
" {\n",
" this.canvas.focus();\n",
" this.canvas_div.focus();\n",
" }\n",
"\n",
" var x = canvas_pos.x * mpl.ratio;\n",
" var y = canvas_pos.y * mpl.ratio;\n",
"\n",
" this.send_message(name, {x: x, y: y, button: event.button,\n",
" step: event.step,\n",
" guiEvent: simpleKeys(event)});\n",
"\n",
" /* This prevents the web browser from automatically changing to\n",
" * the text insertion cursor when the button is pressed. We want\n",
" * to control all of the cursor setting manually through the\n",
" * 'cursor' event from matplotlib */\n",
" event.preventDefault();\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" // Handle any extra behaviour associated with a key event\n",
"}\n",
"\n",
"mpl.figure.prototype.key_event = function(event, name) {\n",
"\n",
" // Prevent repeat events\n",
" if (name == 'key_press')\n",
" {\n",
" if (event.which === this._key)\n",
" return;\n",
" else\n",
" this._key = event.which;\n",
" }\n",
" if (name == 'key_release')\n",
" this._key = null;\n",
"\n",
" var value = '';\n",
" if (event.ctrlKey && event.which != 17)\n",
" value += \"ctrl+\";\n",
" if (event.altKey && event.which != 18)\n",
" value += \"alt+\";\n",
" if (event.shiftKey && event.which != 16)\n",
" value += \"shift+\";\n",
"\n",
" value += 'k';\n",
" value += event.which.toString();\n",
"\n",
" this._key_event_extra(event, name);\n",
"\n",
" this.send_message(name, {key: value,\n",
" guiEvent: simpleKeys(event)});\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
" if (name == 'download') {\n",
" this.handle_save(this, null);\n",
" } else {\n",
" this.send_message(\"toolbar_button\", {name: name});\n",
" }\n",
"};\n",
"\n",
"mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
" this.message.textContent = tooltip;\n",
"};\n",
"mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
"\n",
"mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
"\n",
"mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
" // Create a \"websocket\"-like object which calls the given IPython comm\n",
" // object with the appropriate methods. Currently this is a non binary\n",
" // socket, so there is still some room for performance tuning.\n",
" var ws = {};\n",
"\n",
" ws.close = function() {\n",
" comm.close()\n",
" };\n",
" ws.send = function(m) {\n",
" //console.log('sending', m);\n",
" comm.send(m);\n",
" };\n",
" // Register the callback with on_msg.\n",
" comm.on_msg(function(msg) {\n",
" //console.log('receiving', msg['content']['data'], msg);\n",
" // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
" ws.onmessage(msg['content']['data'])\n",
" });\n",
" return ws;\n",
"}\n",
"\n",
"mpl.mpl_figure_comm = function(comm, msg) {\n",
" // This is the function which gets called when the mpl process\n",
" // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
"\n",
" var id = msg.content.data.id;\n",
" // Get hold of the div created by the display call when the Comm\n",
" // socket was opened in Python.\n",
" var element = $(\"#\" + id);\n",
" var ws_proxy = comm_websocket_adapter(comm)\n",
"\n",
" function ondownload(figure, format) {\n",
" window.open(figure.imageObj.src);\n",
" }\n",
"\n",
" var fig = new mpl.figure(id, ws_proxy,\n",
" ondownload,\n",
" element.get(0));\n",
"\n",
" // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
" // web socket which is closed, not our websocket->open comm proxy.\n",
" ws_proxy.onopen();\n",
"\n",
" fig.parent_element = element.get(0);\n",
" fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
" if (!fig.cell_info) {\n",
" console.error(\"Failed to find cell for figure\", id, fig);\n",
" return;\n",
" }\n",
"\n",
" var output_index = fig.cell_info[2]\n",
" var cell = fig.cell_info[0];\n",
"\n",
"};\n",
"\n",
"mpl.figure.prototype.handle_close = function(fig, msg) {\n",
" var width = fig.canvas.width/mpl.ratio\n",
" fig.root.unbind('remove')\n",
"\n",
" // Update the output cell to use the data from the current canvas.\n",
" fig.push_to_output();\n",
" var dataURL = fig.canvas.toDataURL();\n",
" // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
" // the notebook keyboard shortcuts fail.\n",
" IPython.keyboard_manager.enable()\n",
" $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
" fig.close_ws(fig, msg);\n",
"}\n",
"\n",
"mpl.figure.prototype.close_ws = function(fig, msg){\n",
" fig.send_message('closing', msg);\n",
" // fig.ws.close()\n",
"}\n",
"\n",
"mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
" // Turn the data on the canvas into data in the output cell.\n",
" var width = this.canvas.width/mpl.ratio\n",
" var dataURL = this.canvas.toDataURL();\n",
" this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
"}\n",
"\n",
"mpl.figure.prototype.updated_canvas_event = function() {\n",
" // Tell IPython that the notebook contents must change.\n",
" IPython.notebook.set_dirty(true);\n",
" this.send_message(\"ack\", {});\n",
" var fig = this;\n",
" // Wait a second, then push the new image to the DOM so\n",
" // that it is saved nicely (might be nice to debounce this).\n",
" setTimeout(function () { fig.push_to_output() }, 1000);\n",
"}\n",
"\n",
"mpl.figure.prototype._init_toolbar = function() {\n",
" var fig = this;\n",
"\n",
" var nav_element = $('<div/>')\n",
" nav_element.attr('style', 'width: 100%');\n",
" this.root.append(nav_element);\n",
"\n",
" // Define a callback function for later on.\n",
" function toolbar_event(event) {\n",
" return fig.toolbar_button_onclick(event['data']);\n",
" }\n",
" function toolbar_mouse_event(event) {\n",
" return fig.toolbar_button_onmouseover(event['data']);\n",
" }\n",
"\n",
" for(var toolbar_ind in mpl.toolbar_items){\n",
" var name = mpl.toolbar_items[toolbar_ind][0];\n",
" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
" var image = mpl.toolbar_items[toolbar_ind][2];\n",
" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
"\n",
" if (!name) { continue; };\n",
"\n",
" var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
" button.click(method_name, toolbar_event);\n",
" button.mouseover(tooltip, toolbar_mouse_event);\n",
" nav_element.append(button);\n",
" }\n",
"\n",
" // Add the status bar.\n",
" var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
" nav_element.append(status_bar);\n",
" this.message = status_bar[0];\n",
"\n",
" // Add the close button to the window.\n",
" var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
" var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
" button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
" button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
" buttongrp.append(button);\n",
" var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
" titlebar.prepend(buttongrp);\n",
"}\n",
"\n",
"mpl.figure.prototype._root_extra_style = function(el){\n",
" var fig = this\n",
" el.on(\"remove\", function(){\n",
"\tfig.close_ws(fig, {});\n",
" });\n",
"}\n",
"\n",
"mpl.figure.prototype._canvas_extra_style = function(el){\n",
" // this is important to make the div 'focusable\n",
" el.attr('tabindex', 0)\n",
" // reach out to IPython and tell the keyboard manager to turn it's self\n",
" // off when our div gets focus\n",
"\n",
" // location in version 3\n",
" if (IPython.notebook.keyboard_manager) {\n",
" IPython.notebook.keyboard_manager.register_events(el);\n",
" }\n",
" else {\n",
" // location in version 2\n",
" IPython.keyboard_manager.register_events(el);\n",
" }\n",
"\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" var manager = IPython.notebook.keyboard_manager;\n",
" if (!manager)\n",
" manager = IPython.keyboard_manager;\n",
"\n",
" // Check for shift+enter\n",
" if (event.shiftKey && event.which == 13) {\n",
" this.canvas_div.blur();\n",
" event.shiftKey = false;\n",
" // Send a \"J\" for go to next cell\n",
" event.which = 74;\n",
" event.keyCode = 74;\n",
" manager.command_mode();\n",
" manager.handle_keydown(event);\n",
" }\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
" fig.ondownload(fig, null);\n",
"}\n",
"\n",
"\n",
"mpl.find_output_cell = function(html_output) {\n",
" // Return the cell and output element which can be found *uniquely* in the notebook.\n",
" // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
" // IPython event is triggered only after the cells have been serialised, which for\n",
" // our purposes (turning an active figure into a static one), is too late.\n",
" var cells = IPython.notebook.get_cells();\n",
" var ncells = cells.length;\n",
" for (var i=0; i<ncells; i++) {\n",
" var cell = cells[i];\n",
" if (cell.cell_type === 'code'){\n",
" for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
" var data = cell.output_area.outputs[j];\n",
" if (data.data) {\n",
" // IPython >= 3 moved mimebundle to data attribute of output\n",
" data = data.data;\n",
" }\n",
" if (data['text/html'] == html_output) {\n",
" return [cell, data, j];\n",
" }\n",
" }\n",
" }\n",
" }\n",
"}\n",
"\n",
"// Register the function which deals with the matplotlib target/channel.\n",
"// The kernel may be null if the page has been refreshed.\n",
"if (IPython.notebook.kernel != null) {\n",
" IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
"}\n"
],
"text/plain": [
"<IPython.core.display.Javascript object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
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\" width=\"640\">"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure()\n",
"proj_ds[('SIS_D_%d' %YEAR)].isel(time = 12).plot()\n",
"plt.axis('equal')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"application/javascript": [
"/* Put everything inside the global mpl namespace */\n",
"window.mpl = {};\n",
"\n",
"\n",
"mpl.get_websocket_type = function() {\n",
" if (typeof(WebSocket) !== 'undefined') {\n",
" return WebSocket;\n",
" } else if (typeof(MozWebSocket) !== 'undefined') {\n",
" return MozWebSocket;\n",
" } else {\n",
" alert('Your browser does not have WebSocket support.' +\n",
" 'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
" 'Firefox 4 and 5 are also supported but you ' +\n",
" 'have to enable WebSockets in about:config.');\n",
" };\n",
"}\n",
"\n",
"mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
" this.id = figure_id;\n",
"\n",
" this.ws = websocket;\n",
"\n",
" this.supports_binary = (this.ws.binaryType != undefined);\n",
"\n",
" if (!this.supports_binary) {\n",
" var warnings = document.getElementById(\"mpl-warnings\");\n",
" if (warnings) {\n",
" warnings.style.display = 'block';\n",
" warnings.textContent = (\n",
" \"This browser does not support binary websocket messages. \" +\n",
" \"Performance may be slow.\");\n",
" }\n",
" }\n",
"\n",
" this.imageObj = new Image();\n",
"\n",
" this.context = undefined;\n",
" this.message = undefined;\n",
" this.canvas = undefined;\n",
" this.rubberband_canvas = undefined;\n",
" this.rubberband_context = undefined;\n",
" this.format_dropdown = undefined;\n",
"\n",
" this.image_mode = 'full';\n",
"\n",
" this.root = $('<div/>');\n",
" this._root_extra_style(this.root)\n",
" this.root.attr('style', 'display: inline-block');\n",
"\n",
" $(parent_element).append(this.root);\n",
"\n",
" this._init_header(this);\n",
" this._init_canvas(this);\n",
" this._init_toolbar(this);\n",
"\n",
" var fig = this;\n",
"\n",
" this.waiting = false;\n",
"\n",
" this.ws.onopen = function () {\n",
" fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
" fig.send_message(\"send_image_mode\", {});\n",
" if (mpl.ratio != 1) {\n",
" fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
" }\n",
" fig.send_message(\"refresh\", {});\n",
" }\n",
"\n",
" this.imageObj.onload = function() {\n",
" if (fig.image_mode == 'full') {\n",
" // Full images could contain transparency (where diff images\n",
" // almost always do), so we need to clear the canvas so that\n",
" // there is no ghosting.\n",
" fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
" }\n",
" fig.context.drawImage(fig.imageObj, 0, 0);\n",
" };\n",
"\n",
" this.imageObj.onunload = function() {\n",
" fig.ws.close();\n",
" }\n",
"\n",
" this.ws.onmessage = this._make_on_message_function(this);\n",
"\n",
" this.ondownload = ondownload;\n",
"}\n",
"\n",
"mpl.figure.prototype._init_header = function() {\n",
" var titlebar = $(\n",
" '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
" 'ui-helper-clearfix\"/>');\n",
" var titletext = $(\n",
" '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
" 'text-align: center; padding: 3px;\"/>');\n",
" titlebar.append(titletext)\n",
" this.root.append(titlebar);\n",
" this.header = titletext[0];\n",
"}\n",
"\n",
"\n",
"\n",
"mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
"\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
"\n",
"}\n",
"\n",
"mpl.figure.prototype._init_canvas = function() {\n",
" var fig = this;\n",
"\n",
" var canvas_div = $('<div/>');\n",
"\n",
" canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
"\n",
" function canvas_keyboard_event(event) {\n",
" return fig.key_event(event, event['data']);\n",
" }\n",
"\n",
" canvas_div.keydown('key_press', canvas_keyboard_event);\n",
" canvas_div.keyup('key_release', canvas_keyboard_event);\n",
" this.canvas_div = canvas_div\n",
" this._canvas_extra_style(canvas_div)\n",
" this.root.append(canvas_div);\n",
"\n",
" var canvas = $('<canvas/>');\n",
" canvas.addClass('mpl-canvas');\n",
" canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
"\n",
" this.canvas = canvas[0];\n",
" this.context = canvas[0].getContext(\"2d\");\n",
"\n",
" var backingStore = this.context.backingStorePixelRatio ||\n",
"\tthis.context.webkitBackingStorePixelRatio ||\n",
"\tthis.context.mozBackingStorePixelRatio ||\n",
"\tthis.context.msBackingStorePixelRatio ||\n",
"\tthis.context.oBackingStorePixelRatio ||\n",
"\tthis.context.backingStorePixelRatio || 1;\n",
"\n",
" mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
"\n",
" var rubberband = $('<canvas/>');\n",
" rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
"\n",
" var pass_mouse_events = true;\n",
"\n",
" canvas_div.resizable({\n",
" start: function(event, ui) {\n",
" pass_mouse_events = false;\n",
" },\n",
" resize: function(event, ui) {\n",
" fig.request_resize(ui.size.width, ui.size.height);\n",
" },\n",
" stop: function(event, ui) {\n",
" pass_mouse_events = true;\n",
" fig.request_resize(ui.size.width, ui.size.height);\n",
" },\n",
" });\n",
"\n",
" function mouse_event_fn(event) {\n",
" if (pass_mouse_events)\n",
" return fig.mouse_event(event, event['data']);\n",
" }\n",
"\n",
" rubberband.mousedown('button_press', mouse_event_fn);\n",
" rubberband.mouseup('button_release', mouse_event_fn);\n",
" // Throttle sequential mouse events to 1 every 20ms.\n",
" rubberband.mousemove('motion_notify', mouse_event_fn);\n",
"\n",
" rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
" rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
"\n",
" canvas_div.on(\"wheel\", function (event) {\n",
" event = event.originalEvent;\n",
" event['data'] = 'scroll'\n",
" if (event.deltaY < 0) {\n",
" event.step = 1;\n",
" } else {\n",
" event.step = -1;\n",
" }\n",
" mouse_event_fn(event);\n",
" });\n",
"\n",
" canvas_div.append(canvas);\n",
" canvas_div.append(rubberband);\n",
"\n",
" this.rubberband = rubberband;\n",
" this.rubberband_canvas = rubberband[0];\n",
" this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
" this.rubberband_context.strokeStyle = \"#000000\";\n",
"\n",
" this._resize_canvas = function(width, height) {\n",
" // Keep the size of the canvas, canvas container, and rubber band\n",
" // canvas in synch.\n",
" canvas_div.css('width', width)\n",
" canvas_div.css('height', height)\n",
"\n",
" canvas.attr('width', width * mpl.ratio);\n",
" canvas.attr('height', height * mpl.ratio);\n",
" canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
"\n",
" rubberband.attr('width', width);\n",
" rubberband.attr('height', height);\n",
" }\n",
"\n",
" // Set the figure to an initial 600x600px, this will subsequently be updated\n",
" // upon first draw.\n",
" this._resize_canvas(600, 600);\n",
"\n",
" // Disable right mouse context menu.\n",
" $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
" return false;\n",
" });\n",
"\n",
" function set_focus () {\n",
" canvas.focus();\n",
" canvas_div.focus();\n",
" }\n",
"\n",
" window.setTimeout(set_focus, 100);\n",
"}\n",
"\n",
"mpl.figure.prototype._init_toolbar = function() {\n",
" var fig = this;\n",
"\n",
" var nav_element = $('<div/>')\n",
" nav_element.attr('style', 'width: 100%');\n",
" this.root.append(nav_element);\n",
"\n",
" // Define a callback function for later on.\n",
" function toolbar_event(event) {\n",
" return fig.toolbar_button_onclick(event['data']);\n",
" }\n",
" function toolbar_mouse_event(event) {\n",
" return fig.toolbar_button_onmouseover(event['data']);\n",
" }\n",
"\n",
" for(var toolbar_ind in mpl.toolbar_items) {\n",
" var name = mpl.toolbar_items[toolbar_ind][0];\n",
" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
" var image = mpl.toolbar_items[toolbar_ind][2];\n",
" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
"\n",
" if (!name) {\n",
" // put a spacer in here.\n",
" continue;\n",
" }\n",
" var button = $('<button/>');\n",
" button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
" 'ui-button-icon-only');\n",
" button.attr('role', 'button');\n",
" button.attr('aria-disabled', 'false');\n",
" button.click(method_name, toolbar_event);\n",
" button.mouseover(tooltip, toolbar_mouse_event);\n",
"\n",
" var icon_img = $('<span/>');\n",
" icon_img.addClass('ui-button-icon-primary ui-icon');\n",
" icon_img.addClass(image);\n",
" icon_img.addClass('ui-corner-all');\n",
"\n",
" var tooltip_span = $('<span/>');\n",
" tooltip_span.addClass('ui-button-text');\n",
" tooltip_span.html(tooltip);\n",
"\n",
" button.append(icon_img);\n",
" button.append(tooltip_span);\n",
"\n",
" nav_element.append(button);\n",
" }\n",
"\n",
" var fmt_picker_span = $('<span/>');\n",
"\n",
" var fmt_picker = $('<select/>');\n",
" fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
" fmt_picker_span.append(fmt_picker);\n",
" nav_element.append(fmt_picker_span);\n",
" this.format_dropdown = fmt_picker[0];\n",
"\n",
" for (var ind in mpl.extensions) {\n",
" var fmt = mpl.extensions[ind];\n",
" var option = $(\n",
" '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
" fmt_picker.append(option)\n",
" }\n",
"\n",
" // Add hover states to the ui-buttons\n",
" $( \".ui-button\" ).hover(\n",
" function() { $(this).addClass(\"ui-state-hover\");},\n",
" function() { $(this).removeClass(\"ui-state-hover\");}\n",
" );\n",
"\n",
" var status_bar = $('<span class=\"mpl-message\"/>');\n",
" nav_element.append(status_bar);\n",
" this.message = status_bar[0];\n",
"}\n",
"\n",
"mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
" // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
" // which will in turn request a refresh of the image.\n",
" this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
"}\n",
"\n",
"mpl.figure.prototype.send_message = function(type, properties) {\n",
" properties['type'] = type;\n",
" properties['figure_id'] = this.id;\n",
" this.ws.send(JSON.stringify(properties));\n",
"}\n",
"\n",
"mpl.figure.prototype.send_draw_message = function() {\n",
" if (!this.waiting) {\n",
" this.waiting = true;\n",
" this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
" }\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
" var format_dropdown = fig.format_dropdown;\n",
" var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
" fig.ondownload(fig, format);\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
" var size = msg['size'];\n",
" if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
" fig._resize_canvas(size[0], size[1]);\n",
" fig.send_message(\"refresh\", {});\n",
" };\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
" var x0 = msg['x0'] / mpl.ratio;\n",
" var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
" var x1 = msg['x1'] / mpl.ratio;\n",
" var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
" x0 = Math.floor(x0) + 0.5;\n",
" y0 = Math.floor(y0) + 0.5;\n",
" x1 = Math.floor(x1) + 0.5;\n",
" y1 = Math.floor(y1) + 0.5;\n",
" var min_x = Math.min(x0, x1);\n",
" var min_y = Math.min(y0, y1);\n",
" var width = Math.abs(x1 - x0);\n",
" var height = Math.abs(y1 - y0);\n",
"\n",
" fig.rubberband_context.clearRect(\n",
" 0, 0, fig.canvas.width, fig.canvas.height);\n",
"\n",
" fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
" // Updates the figure title.\n",
" fig.header.textContent = msg['label'];\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
" var cursor = msg['cursor'];\n",
" switch(cursor)\n",
" {\n",
" case 0:\n",
" cursor = 'pointer';\n",
" break;\n",
" case 1:\n",
" cursor = 'default';\n",
" break;\n",
" case 2:\n",
" cursor = 'crosshair';\n",
" break;\n",
" case 3:\n",
" cursor = 'move';\n",
" break;\n",
" }\n",
" fig.rubberband_canvas.style.cursor = cursor;\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_message = function(fig, msg) {\n",
" fig.message.textContent = msg['message'];\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
" // Request the server to send over a new figure.\n",
" fig.send_draw_message();\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
" fig.image_mode = msg['mode'];\n",
"}\n",
"\n",
"mpl.figure.prototype.updated_canvas_event = function() {\n",
" // Called whenever the canvas gets updated.\n",
" this.send_message(\"ack\", {});\n",
"}\n",
"\n",
"// A function to construct a web socket function for onmessage handling.\n",
"// Called in the figure constructor.\n",
"mpl.figure.prototype._make_on_message_function = function(fig) {\n",
" return function socket_on_message(evt) {\n",
" if (evt.data instanceof Blob) {\n",
" /* FIXME: We get \"Resource interpreted as Image but\n",
" * transferred with MIME type text/plain:\" errors on\n",
" * Chrome. But how to set the MIME type? It doesn't seem\n",
" * to be part of the websocket stream */\n",
" evt.data.type = \"image/png\";\n",
"\n",
" /* Free the memory for the previous frames */\n",
" if (fig.imageObj.src) {\n",
" (window.URL || window.webkitURL).revokeObjectURL(\n",
" fig.imageObj.src);\n",
" }\n",
"\n",
" fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
" evt.data);\n",
" fig.updated_canvas_event();\n",
" fig.waiting = false;\n",
" return;\n",
" }\n",
" else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
" fig.imageObj.src = evt.data;\n",
" fig.updated_canvas_event();\n",
" fig.waiting = false;\n",
" return;\n",
" }\n",
"\n",
" var msg = JSON.parse(evt.data);\n",
" var msg_type = msg['type'];\n",
"\n",
" // Call the \"handle_{type}\" callback, which takes\n",
" // the figure and JSON message as its only arguments.\n",
" try {\n",
" var callback = fig[\"handle_\" + msg_type];\n",
" } catch (e) {\n",
" console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
" return;\n",
" }\n",
"\n",
" if (callback) {\n",
" try {\n",
" // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
" callback(fig, msg);\n",
" } catch (e) {\n",
" console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
" }\n",
" }\n",
" };\n",
"}\n",
"\n",
"// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
"mpl.findpos = function(e) {\n",
" //this section is from http://www.quirksmode.org/js/events_properties.html\n",
" var targ;\n",
" if (!e)\n",
" e = window.event;\n",
" if (e.target)\n",
" targ = e.target;\n",
" else if (e.srcElement)\n",
" targ = e.srcElement;\n",
" if (targ.nodeType == 3) // defeat Safari bug\n",
" targ = targ.parentNode;\n",
"\n",
" // jQuery normalizes the pageX and pageY\n",
" // pageX,Y are the mouse positions relative to the document\n",
" // offset() returns the position of the element relative to the document\n",
" var x = e.pageX - $(targ).offset().left;\n",
" var y = e.pageY - $(targ).offset().top;\n",
"\n",
" return {\"x\": x, \"y\": y};\n",
"};\n",
"\n",
"/*\n",
" * return a copy of an object with only non-object keys\n",
" * we need this to avoid circular references\n",
" * http://stackoverflow.com/a/24161582/3208463\n",
" */\n",
"function simpleKeys (original) {\n",
" return Object.keys(original).reduce(function (obj, key) {\n",
" if (typeof original[key] !== 'object')\n",
" obj[key] = original[key]\n",
" return obj;\n",
" }, {});\n",
"}\n",
"\n",
"mpl.figure.prototype.mouse_event = function(event, name) {\n",
" var canvas_pos = mpl.findpos(event)\n",
"\n",
" if (name === 'button_press')\n",
" {\n",
" this.canvas.focus();\n",
" this.canvas_div.focus();\n",
" }\n",
"\n",
" var x = canvas_pos.x * mpl.ratio;\n",
" var y = canvas_pos.y * mpl.ratio;\n",
"\n",
" this.send_message(name, {x: x, y: y, button: event.button,\n",
" step: event.step,\n",
" guiEvent: simpleKeys(event)});\n",
"\n",
" /* This prevents the web browser from automatically changing to\n",
" * the text insertion cursor when the button is pressed. We want\n",
" * to control all of the cursor setting manually through the\n",
" * 'cursor' event from matplotlib */\n",
" event.preventDefault();\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" // Handle any extra behaviour associated with a key event\n",
"}\n",
"\n",
"mpl.figure.prototype.key_event = function(event, name) {\n",
"\n",
" // Prevent repeat events\n",
" if (name == 'key_press')\n",
" {\n",
" if (event.which === this._key)\n",
" return;\n",
" else\n",
" this._key = event.which;\n",
" }\n",
" if (name == 'key_release')\n",
" this._key = null;\n",
"\n",
" var value = '';\n",
" if (event.ctrlKey && event.which != 17)\n",
" value += \"ctrl+\";\n",
" if (event.altKey && event.which != 18)\n",
" value += \"alt+\";\n",
" if (event.shiftKey && event.which != 16)\n",
" value += \"shift+\";\n",
"\n",
" value += 'k';\n",
" value += event.which.toString();\n",
"\n",
" this._key_event_extra(event, name);\n",
"\n",
" this.send_message(name, {key: value,\n",
" guiEvent: simpleKeys(event)});\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
" if (name == 'download') {\n",
" this.handle_save(this, null);\n",
" } else {\n",
" this.send_message(\"toolbar_button\", {name: name});\n",
" }\n",
"};\n",
"\n",
"mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
" this.message.textContent = tooltip;\n",
"};\n",
"mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
"\n",
"mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
"\n",
"mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
" // Create a \"websocket\"-like object which calls the given IPython comm\n",
" // object with the appropriate methods. Currently this is a non binary\n",
" // socket, so there is still some room for performance tuning.\n",
" var ws = {};\n",
"\n",
" ws.close = function() {\n",
" comm.close()\n",
" };\n",
" ws.send = function(m) {\n",
" //console.log('sending', m);\n",
" comm.send(m);\n",
" };\n",
" // Register the callback with on_msg.\n",
" comm.on_msg(function(msg) {\n",
" //console.log('receiving', msg['content']['data'], msg);\n",
" // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
" ws.onmessage(msg['content']['data'])\n",
" });\n",
" return ws;\n",
"}\n",
"\n",
"mpl.mpl_figure_comm = function(comm, msg) {\n",
" // This is the function which gets called when the mpl process\n",
" // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
"\n",
" var id = msg.content.data.id;\n",
" // Get hold of the div created by the display call when the Comm\n",
" // socket was opened in Python.\n",
" var element = $(\"#\" + id);\n",
" var ws_proxy = comm_websocket_adapter(comm)\n",
"\n",
" function ondownload(figure, format) {\n",
" window.open(figure.imageObj.src);\n",
" }\n",
"\n",
" var fig = new mpl.figure(id, ws_proxy,\n",
" ondownload,\n",
" element.get(0));\n",
"\n",
" // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
" // web socket which is closed, not our websocket->open comm proxy.\n",
" ws_proxy.onopen();\n",
"\n",
" fig.parent_element = element.get(0);\n",
" fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
" if (!fig.cell_info) {\n",
" console.error(\"Failed to find cell for figure\", id, fig);\n",
" return;\n",
" }\n",
"\n",
" var output_index = fig.cell_info[2]\n",
" var cell = fig.cell_info[0];\n",
"\n",
"};\n",
"\n",
"mpl.figure.prototype.handle_close = function(fig, msg) {\n",
" var width = fig.canvas.width/mpl.ratio\n",
" fig.root.unbind('remove')\n",
"\n",
" // Update the output cell to use the data from the current canvas.\n",
" fig.push_to_output();\n",
" var dataURL = fig.canvas.toDataURL();\n",
" // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
" // the notebook keyboard shortcuts fail.\n",
" IPython.keyboard_manager.enable()\n",
" $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
" fig.close_ws(fig, msg);\n",
"}\n",
"\n",
"mpl.figure.prototype.close_ws = function(fig, msg){\n",
" fig.send_message('closing', msg);\n",
" // fig.ws.close()\n",
"}\n",
"\n",
"mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
" // Turn the data on the canvas into data in the output cell.\n",
" var width = this.canvas.width/mpl.ratio\n",
" var dataURL = this.canvas.toDataURL();\n",
" this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
"}\n",
"\n",
"mpl.figure.prototype.updated_canvas_event = function() {\n",
" // Tell IPython that the notebook contents must change.\n",
" IPython.notebook.set_dirty(true);\n",
" this.send_message(\"ack\", {});\n",
" var fig = this;\n",
" // Wait a second, then push the new image to the DOM so\n",
" // that it is saved nicely (might be nice to debounce this).\n",
" setTimeout(function () { fig.push_to_output() }, 1000);\n",
"}\n",
"\n",
"mpl.figure.prototype._init_toolbar = function() {\n",
" var fig = this;\n",
"\n",
" var nav_element = $('<div/>')\n",
" nav_element.attr('style', 'width: 100%');\n",
" this.root.append(nav_element);\n",
"\n",
" // Define a callback function for later on.\n",
" function toolbar_event(event) {\n",
" return fig.toolbar_button_onclick(event['data']);\n",
" }\n",
" function toolbar_mouse_event(event) {\n",
" return fig.toolbar_button_onmouseover(event['data']);\n",
" }\n",
"\n",
" for(var toolbar_ind in mpl.toolbar_items){\n",
" var name = mpl.toolbar_items[toolbar_ind][0];\n",
" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
" var image = mpl.toolbar_items[toolbar_ind][2];\n",
" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
"\n",
" if (!name) { continue; };\n",
"\n",
" var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
" button.click(method_name, toolbar_event);\n",
" button.mouseover(tooltip, toolbar_mouse_event);\n",
" nav_element.append(button);\n",
" }\n",
"\n",
" // Add the status bar.\n",
" var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
" nav_element.append(status_bar);\n",
" this.message = status_bar[0];\n",
"\n",
" // Add the close button to the window.\n",
" var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
" var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
" button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
" button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
" buttongrp.append(button);\n",
" var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
" titlebar.prepend(buttongrp);\n",
"}\n",
"\n",
"mpl.figure.prototype._root_extra_style = function(el){\n",
" var fig = this\n",
" el.on(\"remove\", function(){\n",
"\tfig.close_ws(fig, {});\n",
" });\n",
"}\n",
"\n",
"mpl.figure.prototype._canvas_extra_style = function(el){\n",
" // this is important to make the div 'focusable\n",
" el.attr('tabindex', 0)\n",
" // reach out to IPython and tell the keyboard manager to turn it's self\n",
" // off when our div gets focus\n",
"\n",
" // location in version 3\n",
" if (IPython.notebook.keyboard_manager) {\n",
" IPython.notebook.keyboard_manager.register_events(el);\n",
" }\n",
" else {\n",
" // location in version 2\n",
" IPython.keyboard_manager.register_events(el);\n",
" }\n",
"\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" var manager = IPython.notebook.keyboard_manager;\n",
" if (!manager)\n",
" manager = IPython.keyboard_manager;\n",
"\n",
" // Check for shift+enter\n",
" if (event.shiftKey && event.which == 13) {\n",
" this.canvas_div.blur();\n",
" event.shiftKey = false;\n",
" // Send a \"J\" for go to next cell\n",
" event.which = 74;\n",
" event.keyCode = 74;\n",
" manager.command_mode();\n",
" manager.handle_keydown(event);\n",
" }\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
" fig.ondownload(fig, null);\n",
"}\n",
"\n",
"\n",
"mpl.find_output_cell = function(html_output) {\n",
" // Return the cell and output element which can be found *uniquely* in the notebook.\n",
" // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
" // IPython event is triggered only after the cells have been serialised, which for\n",
" // our purposes (turning an active figure into a static one), is too late.\n",
" var cells = IPython.notebook.get_cells();\n",
" var ncells = cells.length;\n",
" for (var i=0; i<ncells; i++) {\n",
" var cell = cells[i];\n",
" if (cell.cell_type === 'code'){\n",
" for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
" var data = cell.output_area.outputs[j];\n",
" if (data.data) {\n",
" // IPython >= 3 moved mimebundle to data attribute of output\n",
" data = data.data;\n",
" }\n",
" if (data['text/html'] == html_output) {\n",
" return [cell, data, j];\n",
" }\n",
" }\n",
" }\n",
" }\n",
"}\n",
"\n",
"// Register the function which deals with the matplotlib target/channel.\n",
"// The kernel may be null if the page has been refreshed.\n",
"if (IPython.notebook.kernel != null) {\n",
" IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
"}\n"
],
"text/plain": [
"<IPython.core.display.Javascript object>"
]
},
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"output_type": "display_data"
},
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\" width=\"640\">"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure()\n",
"CH_mask.plot()\n",
"plt.axis('equal')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"application/javascript": [
"/* Put everything inside the global mpl namespace */\n",
"window.mpl = {};\n",
"\n",
"\n",
"mpl.get_websocket_type = function() {\n",
" if (typeof(WebSocket) !== 'undefined') {\n",
" return WebSocket;\n",
" } else if (typeof(MozWebSocket) !== 'undefined') {\n",
" return MozWebSocket;\n",
" } else {\n",
" alert('Your browser does not have WebSocket support.' +\n",
" 'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
" 'Firefox 4 and 5 are also supported but you ' +\n",
" 'have to enable WebSockets in about:config.');\n",
" };\n",
"}\n",
"\n",
"mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
" this.id = figure_id;\n",
"\n",
" this.ws = websocket;\n",
"\n",
" this.supports_binary = (this.ws.binaryType != undefined);\n",
"\n",
" if (!this.supports_binary) {\n",
" var warnings = document.getElementById(\"mpl-warnings\");\n",
" if (warnings) {\n",
" warnings.style.display = 'block';\n",
" warnings.textContent = (\n",
" \"This browser does not support binary websocket messages. \" +\n",
" \"Performance may be slow.\");\n",
" }\n",
" }\n",
"\n",
" this.imageObj = new Image();\n",
"\n",
" this.context = undefined;\n",
" this.message = undefined;\n",
" this.canvas = undefined;\n",
" this.rubberband_canvas = undefined;\n",
" this.rubberband_context = undefined;\n",
" this.format_dropdown = undefined;\n",
"\n",
" this.image_mode = 'full';\n",
"\n",
" this.root = $('<div/>');\n",
" this._root_extra_style(this.root)\n",
" this.root.attr('style', 'display: inline-block');\n",
"\n",
" $(parent_element).append(this.root);\n",
"\n",
" this._init_header(this);\n",
" this._init_canvas(this);\n",
" this._init_toolbar(this);\n",
"\n",
" var fig = this;\n",
"\n",
" this.waiting = false;\n",
"\n",
" this.ws.onopen = function () {\n",
" fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
" fig.send_message(\"send_image_mode\", {});\n",
" if (mpl.ratio != 1) {\n",
" fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
" }\n",
" fig.send_message(\"refresh\", {});\n",
" }\n",
"\n",
" this.imageObj.onload = function() {\n",
" if (fig.image_mode == 'full') {\n",
" // Full images could contain transparency (where diff images\n",
" // almost always do), so we need to clear the canvas so that\n",
" // there is no ghosting.\n",
" fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
" }\n",
" fig.context.drawImage(fig.imageObj, 0, 0);\n",
" };\n",
"\n",
" this.imageObj.onunload = function() {\n",
" fig.ws.close();\n",
" }\n",
"\n",
" this.ws.onmessage = this._make_on_message_function(this);\n",
"\n",
" this.ondownload = ondownload;\n",
"}\n",
"\n",
"mpl.figure.prototype._init_header = function() {\n",
" var titlebar = $(\n",
" '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
" 'ui-helper-clearfix\"/>');\n",
" var titletext = $(\n",
" '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
" 'text-align: center; padding: 3px;\"/>');\n",
" titlebar.append(titletext)\n",
" this.root.append(titlebar);\n",
" this.header = titletext[0];\n",
"}\n",
"\n",
"\n",
"\n",
"mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
"\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
"\n",
"}\n",
"\n",
"mpl.figure.prototype._init_canvas = function() {\n",
" var fig = this;\n",
"\n",
" var canvas_div = $('<div/>');\n",
"\n",
" canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
"\n",
" function canvas_keyboard_event(event) {\n",
" return fig.key_event(event, event['data']);\n",
" }\n",
"\n",
" canvas_div.keydown('key_press', canvas_keyboard_event);\n",
" canvas_div.keyup('key_release', canvas_keyboard_event);\n",
" this.canvas_div = canvas_div\n",
" this._canvas_extra_style(canvas_div)\n",
" this.root.append(canvas_div);\n",
"\n",
" var canvas = $('<canvas/>');\n",
" canvas.addClass('mpl-canvas');\n",
" canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
"\n",
" this.canvas = canvas[0];\n",
" this.context = canvas[0].getContext(\"2d\");\n",
"\n",
" var backingStore = this.context.backingStorePixelRatio ||\n",
"\tthis.context.webkitBackingStorePixelRatio ||\n",
"\tthis.context.mozBackingStorePixelRatio ||\n",
"\tthis.context.msBackingStorePixelRatio ||\n",
"\tthis.context.oBackingStorePixelRatio ||\n",
"\tthis.context.backingStorePixelRatio || 1;\n",
"\n",
" mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
"\n",
" var rubberband = $('<canvas/>');\n",
" rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
"\n",
" var pass_mouse_events = true;\n",
"\n",
" canvas_div.resizable({\n",
" start: function(event, ui) {\n",
" pass_mouse_events = false;\n",
" },\n",
" resize: function(event, ui) {\n",
" fig.request_resize(ui.size.width, ui.size.height);\n",
" },\n",
" stop: function(event, ui) {\n",
" pass_mouse_events = true;\n",
" fig.request_resize(ui.size.width, ui.size.height);\n",
" },\n",
" });\n",
"\n",
" function mouse_event_fn(event) {\n",
" if (pass_mouse_events)\n",
" return fig.mouse_event(event, event['data']);\n",
" }\n",
"\n",
" rubberband.mousedown('button_press', mouse_event_fn);\n",
" rubberband.mouseup('button_release', mouse_event_fn);\n",
" // Throttle sequential mouse events to 1 every 20ms.\n",
" rubberband.mousemove('motion_notify', mouse_event_fn);\n",
"\n",
" rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
" rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
"\n",
" canvas_div.on(\"wheel\", function (event) {\n",
" event = event.originalEvent;\n",
" event['data'] = 'scroll'\n",
" if (event.deltaY < 0) {\n",
" event.step = 1;\n",
" } else {\n",
" event.step = -1;\n",
" }\n",
" mouse_event_fn(event);\n",
" });\n",
"\n",
" canvas_div.append(canvas);\n",
" canvas_div.append(rubberband);\n",
"\n",
" this.rubberband = rubberband;\n",
" this.rubberband_canvas = rubberband[0];\n",
" this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
" this.rubberband_context.strokeStyle = \"#000000\";\n",
"\n",
" this._resize_canvas = function(width, height) {\n",
" // Keep the size of the canvas, canvas container, and rubber band\n",
" // canvas in synch.\n",
" canvas_div.css('width', width)\n",
" canvas_div.css('height', height)\n",
"\n",
" canvas.attr('width', width * mpl.ratio);\n",
" canvas.attr('height', height * mpl.ratio);\n",
" canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
"\n",
" rubberband.attr('width', width);\n",
" rubberband.attr('height', height);\n",
" }\n",
"\n",
" // Set the figure to an initial 600x600px, this will subsequently be updated\n",
" // upon first draw.\n",
" this._resize_canvas(600, 600);\n",
"\n",
" // Disable right mouse context menu.\n",
" $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
" return false;\n",
" });\n",
"\n",
" function set_focus () {\n",
" canvas.focus();\n",
" canvas_div.focus();\n",
" }\n",
"\n",
" window.setTimeout(set_focus, 100);\n",
"}\n",
"\n",
"mpl.figure.prototype._init_toolbar = function() {\n",
" var fig = this;\n",
"\n",
" var nav_element = $('<div/>')\n",
" nav_element.attr('style', 'width: 100%');\n",
" this.root.append(nav_element);\n",
"\n",
" // Define a callback function for later on.\n",
" function toolbar_event(event) {\n",
" return fig.toolbar_button_onclick(event['data']);\n",
" }\n",
" function toolbar_mouse_event(event) {\n",
" return fig.toolbar_button_onmouseover(event['data']);\n",
" }\n",
"\n",
" for(var toolbar_ind in mpl.toolbar_items) {\n",
" var name = mpl.toolbar_items[toolbar_ind][0];\n",
" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
" var image = mpl.toolbar_items[toolbar_ind][2];\n",
" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
"\n",
" if (!name) {\n",
" // put a spacer in here.\n",
" continue;\n",
" }\n",
" var button = $('<button/>');\n",
" button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
" 'ui-button-icon-only');\n",
" button.attr('role', 'button');\n",
" button.attr('aria-disabled', 'false');\n",
" button.click(method_name, toolbar_event);\n",
" button.mouseover(tooltip, toolbar_mouse_event);\n",
"\n",
" var icon_img = $('<span/>');\n",
" icon_img.addClass('ui-button-icon-primary ui-icon');\n",
" icon_img.addClass(image);\n",
" icon_img.addClass('ui-corner-all');\n",
"\n",
" var tooltip_span = $('<span/>');\n",
" tooltip_span.addClass('ui-button-text');\n",
" tooltip_span.html(tooltip);\n",
"\n",
" button.append(icon_img);\n",
" button.append(tooltip_span);\n",
"\n",
" nav_element.append(button);\n",
" }\n",
"\n",
" var fmt_picker_span = $('<span/>');\n",
"\n",
" var fmt_picker = $('<select/>');\n",
" fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
" fmt_picker_span.append(fmt_picker);\n",
" nav_element.append(fmt_picker_span);\n",
" this.format_dropdown = fmt_picker[0];\n",
"\n",
" for (var ind in mpl.extensions) {\n",
" var fmt = mpl.extensions[ind];\n",
" var option = $(\n",
" '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
" fmt_picker.append(option)\n",
" }\n",
"\n",
" // Add hover states to the ui-buttons\n",
" $( \".ui-button\" ).hover(\n",
" function() { $(this).addClass(\"ui-state-hover\");},\n",
" function() { $(this).removeClass(\"ui-state-hover\");}\n",
" );\n",
"\n",
" var status_bar = $('<span class=\"mpl-message\"/>');\n",
" nav_element.append(status_bar);\n",
" this.message = status_bar[0];\n",
"}\n",
"\n",
"mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
" // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
" // which will in turn request a refresh of the image.\n",
" this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
"}\n",
"\n",
"mpl.figure.prototype.send_message = function(type, properties) {\n",
" properties['type'] = type;\n",
" properties['figure_id'] = this.id;\n",
" this.ws.send(JSON.stringify(properties));\n",
"}\n",
"\n",
"mpl.figure.prototype.send_draw_message = function() {\n",
" if (!this.waiting) {\n",
" this.waiting = true;\n",
" this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
" }\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
" var format_dropdown = fig.format_dropdown;\n",
" var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
" fig.ondownload(fig, format);\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
" var size = msg['size'];\n",
" if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
" fig._resize_canvas(size[0], size[1]);\n",
" fig.send_message(\"refresh\", {});\n",
" };\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
" var x0 = msg['x0'] / mpl.ratio;\n",
" var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
" var x1 = msg['x1'] / mpl.ratio;\n",
" var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
" x0 = Math.floor(x0) + 0.5;\n",
" y0 = Math.floor(y0) + 0.5;\n",
" x1 = Math.floor(x1) + 0.5;\n",
" y1 = Math.floor(y1) + 0.5;\n",
" var min_x = Math.min(x0, x1);\n",
" var min_y = Math.min(y0, y1);\n",
" var width = Math.abs(x1 - x0);\n",
" var height = Math.abs(y1 - y0);\n",
"\n",
" fig.rubberband_context.clearRect(\n",
" 0, 0, fig.canvas.width, fig.canvas.height);\n",
"\n",
" fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
" // Updates the figure title.\n",
" fig.header.textContent = msg['label'];\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
" var cursor = msg['cursor'];\n",
" switch(cursor)\n",
" {\n",
" case 0:\n",
" cursor = 'pointer';\n",
" break;\n",
" case 1:\n",
" cursor = 'default';\n",
" break;\n",
" case 2:\n",
" cursor = 'crosshair';\n",
" break;\n",
" case 3:\n",
" cursor = 'move';\n",
" break;\n",
" }\n",
" fig.rubberband_canvas.style.cursor = cursor;\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_message = function(fig, msg) {\n",
" fig.message.textContent = msg['message'];\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
" // Request the server to send over a new figure.\n",
" fig.send_draw_message();\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
" fig.image_mode = msg['mode'];\n",
"}\n",
"\n",
"mpl.figure.prototype.updated_canvas_event = function() {\n",
" // Called whenever the canvas gets updated.\n",
" this.send_message(\"ack\", {});\n",
"}\n",
"\n",
"// A function to construct a web socket function for onmessage handling.\n",
"// Called in the figure constructor.\n",
"mpl.figure.prototype._make_on_message_function = function(fig) {\n",
" return function socket_on_message(evt) {\n",
" if (evt.data instanceof Blob) {\n",
" /* FIXME: We get \"Resource interpreted as Image but\n",
" * transferred with MIME type text/plain:\" errors on\n",
" * Chrome. But how to set the MIME type? It doesn't seem\n",
" * to be part of the websocket stream */\n",
" evt.data.type = \"image/png\";\n",
"\n",
" /* Free the memory for the previous frames */\n",
" if (fig.imageObj.src) {\n",
" (window.URL || window.webkitURL).revokeObjectURL(\n",
" fig.imageObj.src);\n",
" }\n",
"\n",
" fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
" evt.data);\n",
" fig.updated_canvas_event();\n",
" fig.waiting = false;\n",
" return;\n",
" }\n",
" else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
" fig.imageObj.src = evt.data;\n",
" fig.updated_canvas_event();\n",
" fig.waiting = false;\n",
" return;\n",
" }\n",
"\n",
" var msg = JSON.parse(evt.data);\n",
" var msg_type = msg['type'];\n",
"\n",
" // Call the \"handle_{type}\" callback, which takes\n",
" // the figure and JSON message as its only arguments.\n",
" try {\n",
" var callback = fig[\"handle_\" + msg_type];\n",
" } catch (e) {\n",
" console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
" return;\n",
" }\n",
"\n",
" if (callback) {\n",
" try {\n",
" // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
" callback(fig, msg);\n",
" } catch (e) {\n",
" console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
" }\n",
" }\n",
" };\n",
"}\n",
"\n",
"// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
"mpl.findpos = function(e) {\n",
" //this section is from http://www.quirksmode.org/js/events_properties.html\n",
" var targ;\n",
" if (!e)\n",
" e = window.event;\n",
" if (e.target)\n",
" targ = e.target;\n",
" else if (e.srcElement)\n",
" targ = e.srcElement;\n",
" if (targ.nodeType == 3) // defeat Safari bug\n",
" targ = targ.parentNode;\n",
"\n",
" // jQuery normalizes the pageX and pageY\n",
" // pageX,Y are the mouse positions relative to the document\n",
" // offset() returns the position of the element relative to the document\n",
" var x = e.pageX - $(targ).offset().left;\n",
" var y = e.pageY - $(targ).offset().top;\n",
"\n",
" return {\"x\": x, \"y\": y};\n",
"};\n",
"\n",
"/*\n",
" * return a copy of an object with only non-object keys\n",
" * we need this to avoid circular references\n",
" * http://stackoverflow.com/a/24161582/3208463\n",
" */\n",
"function simpleKeys (original) {\n",
" return Object.keys(original).reduce(function (obj, key) {\n",
" if (typeof original[key] !== 'object')\n",
" obj[key] = original[key]\n",
" return obj;\n",
" }, {});\n",
"}\n",
"\n",
"mpl.figure.prototype.mouse_event = function(event, name) {\n",
" var canvas_pos = mpl.findpos(event)\n",
"\n",
" if (name === 'button_press')\n",
" {\n",
" this.canvas.focus();\n",
" this.canvas_div.focus();\n",
" }\n",
"\n",
" var x = canvas_pos.x * mpl.ratio;\n",
" var y = canvas_pos.y * mpl.ratio;\n",
"\n",
" this.send_message(name, {x: x, y: y, button: event.button,\n",
" step: event.step,\n",
" guiEvent: simpleKeys(event)});\n",
"\n",
" /* This prevents the web browser from automatically changing to\n",
" * the text insertion cursor when the button is pressed. We want\n",
" * to control all of the cursor setting manually through the\n",
" * 'cursor' event from matplotlib */\n",
" event.preventDefault();\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" // Handle any extra behaviour associated with a key event\n",
"}\n",
"\n",
"mpl.figure.prototype.key_event = function(event, name) {\n",
"\n",
" // Prevent repeat events\n",
" if (name == 'key_press')\n",
" {\n",
" if (event.which === this._key)\n",
" return;\n",
" else\n",
" this._key = event.which;\n",
" }\n",
" if (name == 'key_release')\n",
" this._key = null;\n",
"\n",
" var value = '';\n",
" if (event.ctrlKey && event.which != 17)\n",
" value += \"ctrl+\";\n",
" if (event.altKey && event.which != 18)\n",
" value += \"alt+\";\n",
" if (event.shiftKey && event.which != 16)\n",
" value += \"shift+\";\n",
"\n",
" value += 'k';\n",
" value += event.which.toString();\n",
"\n",
" this._key_event_extra(event, name);\n",
"\n",
" this.send_message(name, {key: value,\n",
" guiEvent: simpleKeys(event)});\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
" if (name == 'download') {\n",
" this.handle_save(this, null);\n",
" } else {\n",
" this.send_message(\"toolbar_button\", {name: name});\n",
" }\n",
"};\n",
"\n",
"mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
" this.message.textContent = tooltip;\n",
"};\n",
"mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
"\n",
"mpl.extensions = [\"eps\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\"];\n",
"\n",
"mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
" // Create a \"websocket\"-like object which calls the given IPython comm\n",
" // object with the appropriate methods. Currently this is a non binary\n",
" // socket, so there is still some room for performance tuning.\n",
" var ws = {};\n",
"\n",
" ws.close = function() {\n",
" comm.close()\n",
" };\n",
" ws.send = function(m) {\n",
" //console.log('sending', m);\n",
" comm.send(m);\n",
" };\n",
" // Register the callback with on_msg.\n",
" comm.on_msg(function(msg) {\n",
" //console.log('receiving', msg['content']['data'], msg);\n",
" // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
" ws.onmessage(msg['content']['data'])\n",
" });\n",
" return ws;\n",
"}\n",
"\n",
"mpl.mpl_figure_comm = function(comm, msg) {\n",
" // This is the function which gets called when the mpl process\n",
" // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
"\n",
" var id = msg.content.data.id;\n",
" // Get hold of the div created by the display call when the Comm\n",
" // socket was opened in Python.\n",
" var element = $(\"#\" + id);\n",
" var ws_proxy = comm_websocket_adapter(comm)\n",
"\n",
" function ondownload(figure, format) {\n",
" window.open(figure.imageObj.src);\n",
" }\n",
"\n",
" var fig = new mpl.figure(id, ws_proxy,\n",
" ondownload,\n",
" element.get(0));\n",
"\n",
" // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
" // web socket which is closed, not our websocket->open comm proxy.\n",
" ws_proxy.onopen();\n",
"\n",
" fig.parent_element = element.get(0);\n",
" fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
" if (!fig.cell_info) {\n",
" console.error(\"Failed to find cell for figure\", id, fig);\n",
" return;\n",
" }\n",
"\n",
" var output_index = fig.cell_info[2]\n",
" var cell = fig.cell_info[0];\n",
"\n",
"};\n",
"\n",
"mpl.figure.prototype.handle_close = function(fig, msg) {\n",
" var width = fig.canvas.width/mpl.ratio\n",
" fig.root.unbind('remove')\n",
"\n",
" // Update the output cell to use the data from the current canvas.\n",
" fig.push_to_output();\n",
" var dataURL = fig.canvas.toDataURL();\n",
" // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
" // the notebook keyboard shortcuts fail.\n",
" IPython.keyboard_manager.enable()\n",
" $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
" fig.close_ws(fig, msg);\n",
"}\n",
"\n",
"mpl.figure.prototype.close_ws = function(fig, msg){\n",
" fig.send_message('closing', msg);\n",
" // fig.ws.close()\n",
"}\n",
"\n",
"mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
" // Turn the data on the canvas into data in the output cell.\n",
" var width = this.canvas.width/mpl.ratio\n",
" var dataURL = this.canvas.toDataURL();\n",
" this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
"}\n",
"\n",
"mpl.figure.prototype.updated_canvas_event = function() {\n",
" // Tell IPython that the notebook contents must change.\n",
" IPython.notebook.set_dirty(true);\n",
" this.send_message(\"ack\", {});\n",
" var fig = this;\n",
" // Wait a second, then push the new image to the DOM so\n",
" // that it is saved nicely (might be nice to debounce this).\n",
" setTimeout(function () { fig.push_to_output() }, 1000);\n",
"}\n",
"\n",
"mpl.figure.prototype._init_toolbar = function() {\n",
" var fig = this;\n",
"\n",
" var nav_element = $('<div/>')\n",
" nav_element.attr('style', 'width: 100%');\n",
" this.root.append(nav_element);\n",
"\n",
" // Define a callback function for later on.\n",
" function toolbar_event(event) {\n",
" return fig.toolbar_button_onclick(event['data']);\n",
" }\n",
" function toolbar_mouse_event(event) {\n",
" return fig.toolbar_button_onmouseover(event['data']);\n",
" }\n",
"\n",
" for(var toolbar_ind in mpl.toolbar_items){\n",
" var name = mpl.toolbar_items[toolbar_ind][0];\n",
" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
" var image = mpl.toolbar_items[toolbar_ind][2];\n",
" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
"\n",
" if (!name) { continue; };\n",
"\n",
" var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
" button.click(method_name, toolbar_event);\n",
" button.mouseover(tooltip, toolbar_mouse_event);\n",
" nav_element.append(button);\n",
" }\n",
"\n",
" // Add the status bar.\n",
" var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
" nav_element.append(status_bar);\n",
" this.message = status_bar[0];\n",
"\n",
" // Add the close button to the window.\n",
" var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
" var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
" button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
" button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
" buttongrp.append(button);\n",
" var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
" titlebar.prepend(buttongrp);\n",
"}\n",
"\n",
"mpl.figure.prototype._root_extra_style = function(el){\n",
" var fig = this\n",
" el.on(\"remove\", function(){\n",
"\tfig.close_ws(fig, {});\n",
" });\n",
"}\n",
"\n",
"mpl.figure.prototype._canvas_extra_style = function(el){\n",
" // this is important to make the div 'focusable\n",
" el.attr('tabindex', 0)\n",
" // reach out to IPython and tell the keyboard manager to turn it's self\n",
" // off when our div gets focus\n",
"\n",
" // location in version 3\n",
" if (IPython.notebook.keyboard_manager) {\n",
" IPython.notebook.keyboard_manager.register_events(el);\n",
" }\n",
" else {\n",
" // location in version 2\n",
" IPython.keyboard_manager.register_events(el);\n",
" }\n",
"\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" var manager = IPython.notebook.keyboard_manager;\n",
" if (!manager)\n",
" manager = IPython.keyboard_manager;\n",
"\n",
" // Check for shift+enter\n",
" if (event.shiftKey && event.which == 13) {\n",
" this.canvas_div.blur();\n",
" event.shiftKey = false;\n",
" // Send a \"J\" for go to next cell\n",
" event.which = 74;\n",
" event.keyCode = 74;\n",
" manager.command_mode();\n",
" manager.handle_keydown(event);\n",
" }\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
" fig.ondownload(fig, null);\n",
"}\n",
"\n",
"\n",
"mpl.find_output_cell = function(html_output) {\n",
" // Return the cell and output element which can be found *uniquely* in the notebook.\n",
" // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
" // IPython event is triggered only after the cells have been serialised, which for\n",
" // our purposes (turning an active figure into a static one), is too late.\n",
" var cells = IPython.notebook.get_cells();\n",
" var ncells = cells.length;\n",
" for (var i=0; i<ncells; i++) {\n",
" var cell = cells[i];\n",
" if (cell.cell_type === 'code'){\n",
" for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
" var data = cell.output_area.outputs[j];\n",
" if (data.data) {\n",
" // IPython >= 3 moved mimebundle to data attribute of output\n",
" data = data.data;\n",
" }\n",
" if (data['text/html'] == html_output) {\n",
" return [cell, data, j];\n",
" }\n",
" }\n",
" }\n",
" }\n",
"}\n",
"\n",
"// Register the function which deals with the matplotlib target/channel.\n",
"// The kernel may be null if the page has been refreshed.\n",
"if (IPython.notebook.kernel != null) {\n",
" IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
"}\n"
],
"text/plain": [
"<IPython.core.display.Javascript object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
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\" width=\"640\">"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure()\n",
"proj_ds.SIS_CH.isel(time = 12).plot()\n",
"plt.axis('equal')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 60,
"metadata": {},
"outputs": [],
"source": [
"# save to netcdf\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### CHECK"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<xarray.Dataset>\n",
"Dimensions: (lat: 103, lon: 241, time: 365)\n",
"Coordinates:\n",
" * time (time) datetime64[ns] 2010-01-01 ... 2010-12-31\n",
" * lon (lon) float32 5.75 5.7708335 ... 10.729167 10.75\n",
" * lat (lat) float32 45.75 45.770832 ... 47.854164 47.875\n",
"Data variables:\n",
" SIS (time, lat, lon) float64 ...\n",
" geographic_projection |S1 ..."
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"xr.open_dataset('/Users/alinawalch/Downloads/MSG_SIS_H_2010.nc')"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<xarray.Dataset>\n",
"Dimensions: (time: 366, x: 370, y: 240)\n",
"Coordinates:\n",
" * x (x) float32 474500.0 475500.0 476500.0 ... 842500.0 843500.0\n",
" * y (y) float32 303500.0 302500.0 301500.0 ... 66500.0 65500.0 64500.0\n",
" * time (time) datetime64[ns] 2004-01-01 2004-01-02 ... 2004-12-31\n",
"Data variables:\n",
" crs |S1 ...\n",
" SIS_CH (time, y, x) float64 ...\n",
"Attributes:\n",
" Conventions: CF-1.5\n",
" history: GRASS GIS 7 netCDF export of r3.out.netcdf"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"xr.open_dataset('/Users/alinawalch/Documents/MSG_SIS_D_2004_nearest.nc')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# SPIELWIESE"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Historic satellite data (Precipitation)"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [],
"source": [
"# Read test file of daily precipitation (year 1994):\n",
"RhiresD = '/Users/alinawalch/Downloads/RhiresD_ch01r.swisscors_201601010000_201612310000.nc'\n",
"RhiresD = xr.open_dataset(RhiresD)"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<xarray.Dataset>\n",
"Dimensions: (chx: 370, chy: 240, dummy: 1, time: 366)\n",
"Coordinates:\n",
" * dummy (dummy) float64 1.0\n",
" * chx (chx) float64 4.745e+05 4.755e+05 4.765e+05 4.775e+05 ...\n",
" * chy (chy) float64 6.45e+04 6.55e+04 6.65e+04 6.75e+04 ...\n",
" * time (time) datetime64[ns] 2016-01-01 2016-01-02 ...\n",
" lon (chy, chx) float32 ...\n",
" lat (chy, chx) float32 ...\n",
"Data variables:\n",
" swiss_coordinates (dummy) float64 ...\n",
" RhiresD (time, chy, chx) float32 ...\n",
"Attributes:\n",
" Conventions: CF-1.6\n",
" institution: Federal Office of Meteorology and Climatology MeteoSwiss\n",
" References: "
]
},
"execution_count": 33,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"RhiresD"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<xarray.DataArray 'swiss_coordinates' (dummy: 1)>\n",
"array([1.])\n",
"Coordinates:\n",
" * dummy (dummy) float64 1.0\n",
"Attributes:\n",
" grid_mapping_name: Oblique Mercator (CH1903)\n",
" longitude_of_projection_center: 7.43958333\n",
" latitude_of_projection_center: 46.9524056\n",
" false_easting: 600000.0\n",
" false_northing: 200000.0\n",
" inverse_flattening: 299.1528128\n",
" semi_major_axis: 6377397.155"
]
},
"execution_count": 34,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"RhiresD.swiss_coordinates"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [
{
"data": {
"application/javascript": [
"/* Put everything inside the global mpl namespace */\n",
"window.mpl = {};\n",
"\n",
"\n",
"mpl.get_websocket_type = function() {\n",
" if (typeof(WebSocket) !== 'undefined') {\n",
" return WebSocket;\n",
" } else if (typeof(MozWebSocket) !== 'undefined') {\n",
" return MozWebSocket;\n",
" } else {\n",
" alert('Your browser does not have WebSocket support.' +\n",
" 'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
" 'Firefox 4 and 5 are also supported but you ' +\n",
" 'have to enable WebSockets in about:config.');\n",
" };\n",
"}\n",
"\n",
"mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
" this.id = figure_id;\n",
"\n",
" this.ws = websocket;\n",
"\n",
" this.supports_binary = (this.ws.binaryType != undefined);\n",
"\n",
" if (!this.supports_binary) {\n",
" var warnings = document.getElementById(\"mpl-warnings\");\n",
" if (warnings) {\n",
" warnings.style.display = 'block';\n",
" warnings.textContent = (\n",
" \"This browser does not support binary websocket messages. \" +\n",
" \"Performance may be slow.\");\n",
" }\n",
" }\n",
"\n",
" this.imageObj = new Image();\n",
"\n",
" this.context = undefined;\n",
" this.message = undefined;\n",
" this.canvas = undefined;\n",
" this.rubberband_canvas = undefined;\n",
" this.rubberband_context = undefined;\n",
" this.format_dropdown = undefined;\n",
"\n",
" this.image_mode = 'full';\n",
"\n",
" this.root = $('<div/>');\n",
" this._root_extra_style(this.root)\n",
" this.root.attr('style', 'display: inline-block');\n",
"\n",
" $(parent_element).append(this.root);\n",
"\n",
" this._init_header(this);\n",
" this._init_canvas(this);\n",
" this._init_toolbar(this);\n",
"\n",
" var fig = this;\n",
"\n",
" this.waiting = false;\n",
"\n",
" this.ws.onopen = function () {\n",
" fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
" fig.send_message(\"send_image_mode\", {});\n",
" if (mpl.ratio != 1) {\n",
" fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
" }\n",
" fig.send_message(\"refresh\", {});\n",
" }\n",
"\n",
" this.imageObj.onload = function() {\n",
" if (fig.image_mode == 'full') {\n",
" // Full images could contain transparency (where diff images\n",
" // almost always do), so we need to clear the canvas so that\n",
" // there is no ghosting.\n",
" fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
" }\n",
" fig.context.drawImage(fig.imageObj, 0, 0);\n",
" };\n",
"\n",
" this.imageObj.onunload = function() {\n",
" fig.ws.close();\n",
" }\n",
"\n",
" this.ws.onmessage = this._make_on_message_function(this);\n",
"\n",
" this.ondownload = ondownload;\n",
"}\n",
"\n",
"mpl.figure.prototype._init_header = function() {\n",
" var titlebar = $(\n",
" '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
" 'ui-helper-clearfix\"/>');\n",
" var titletext = $(\n",
" '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
" 'text-align: center; padding: 3px;\"/>');\n",
" titlebar.append(titletext)\n",
" this.root.append(titlebar);\n",
" this.header = titletext[0];\n",
"}\n",
"\n",
"\n",
"\n",
"mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
"\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
"\n",
"}\n",
"\n",
"mpl.figure.prototype._init_canvas = function() {\n",
" var fig = this;\n",
"\n",
" var canvas_div = $('<div/>');\n",
"\n",
" canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
"\n",
" function canvas_keyboard_event(event) {\n",
" return fig.key_event(event, event['data']);\n",
" }\n",
"\n",
" canvas_div.keydown('key_press', canvas_keyboard_event);\n",
" canvas_div.keyup('key_release', canvas_keyboard_event);\n",
" this.canvas_div = canvas_div\n",
" this._canvas_extra_style(canvas_div)\n",
" this.root.append(canvas_div);\n",
"\n",
" var canvas = $('<canvas/>');\n",
" canvas.addClass('mpl-canvas');\n",
" canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
"\n",
" this.canvas = canvas[0];\n",
" this.context = canvas[0].getContext(\"2d\");\n",
"\n",
" var backingStore = this.context.backingStorePixelRatio ||\n",
"\tthis.context.webkitBackingStorePixelRatio ||\n",
"\tthis.context.mozBackingStorePixelRatio ||\n",
"\tthis.context.msBackingStorePixelRatio ||\n",
"\tthis.context.oBackingStorePixelRatio ||\n",
"\tthis.context.backingStorePixelRatio || 1;\n",
"\n",
" mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
"\n",
" var rubberband = $('<canvas/>');\n",
" rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
"\n",
" var pass_mouse_events = true;\n",
"\n",
" canvas_div.resizable({\n",
" start: function(event, ui) {\n",
" pass_mouse_events = false;\n",
" },\n",
" resize: function(event, ui) {\n",
" fig.request_resize(ui.size.width, ui.size.height);\n",
" },\n",
" stop: function(event, ui) {\n",
" pass_mouse_events = true;\n",
" fig.request_resize(ui.size.width, ui.size.height);\n",
" },\n",
" });\n",
"\n",
" function mouse_event_fn(event) {\n",
" if (pass_mouse_events)\n",
" return fig.mouse_event(event, event['data']);\n",
" }\n",
"\n",
" rubberband.mousedown('button_press', mouse_event_fn);\n",
" rubberband.mouseup('button_release', mouse_event_fn);\n",
" // Throttle sequential mouse events to 1 every 20ms.\n",
" rubberband.mousemove('motion_notify', mouse_event_fn);\n",
"\n",
" rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
" rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
"\n",
" canvas_div.on(\"wheel\", function (event) {\n",
" event = event.originalEvent;\n",
" event['data'] = 'scroll'\n",
" if (event.deltaY < 0) {\n",
" event.step = 1;\n",
" } else {\n",
" event.step = -1;\n",
" }\n",
" mouse_event_fn(event);\n",
" });\n",
"\n",
" canvas_div.append(canvas);\n",
" canvas_div.append(rubberband);\n",
"\n",
" this.rubberband = rubberband;\n",
" this.rubberband_canvas = rubberband[0];\n",
" this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
" this.rubberband_context.strokeStyle = \"#000000\";\n",
"\n",
" this._resize_canvas = function(width, height) {\n",
" // Keep the size of the canvas, canvas container, and rubber band\n",
" // canvas in synch.\n",
" canvas_div.css('width', width)\n",
" canvas_div.css('height', height)\n",
"\n",
" canvas.attr('width', width * mpl.ratio);\n",
" canvas.attr('height', height * mpl.ratio);\n",
" canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
"\n",
" rubberband.attr('width', width);\n",
" rubberband.attr('height', height);\n",
" }\n",
"\n",
" // Set the figure to an initial 600x600px, this will subsequently be updated\n",
" // upon first draw.\n",
" this._resize_canvas(600, 600);\n",
"\n",
" // Disable right mouse context menu.\n",
" $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
" return false;\n",
" });\n",
"\n",
" function set_focus () {\n",
" canvas.focus();\n",
" canvas_div.focus();\n",
" }\n",
"\n",
" window.setTimeout(set_focus, 100);\n",
"}\n",
"\n",
"mpl.figure.prototype._init_toolbar = function() {\n",
" var fig = this;\n",
"\n",
" var nav_element = $('<div/>')\n",
" nav_element.attr('style', 'width: 100%');\n",
" this.root.append(nav_element);\n",
"\n",
" // Define a callback function for later on.\n",
" function toolbar_event(event) {\n",
" return fig.toolbar_button_onclick(event['data']);\n",
" }\n",
" function toolbar_mouse_event(event) {\n",
" return fig.toolbar_button_onmouseover(event['data']);\n",
" }\n",
"\n",
" for(var toolbar_ind in mpl.toolbar_items) {\n",
" var name = mpl.toolbar_items[toolbar_ind][0];\n",
" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
" var image = mpl.toolbar_items[toolbar_ind][2];\n",
" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
"\n",
" if (!name) {\n",
" // put a spacer in here.\n",
" continue;\n",
" }\n",
" var button = $('<button/>');\n",
" button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
" 'ui-button-icon-only');\n",
" button.attr('role', 'button');\n",
" button.attr('aria-disabled', 'false');\n",
" button.click(method_name, toolbar_event);\n",
" button.mouseover(tooltip, toolbar_mouse_event);\n",
"\n",
" var icon_img = $('<span/>');\n",
" icon_img.addClass('ui-button-icon-primary ui-icon');\n",
" icon_img.addClass(image);\n",
" icon_img.addClass('ui-corner-all');\n",
"\n",
" var tooltip_span = $('<span/>');\n",
" tooltip_span.addClass('ui-button-text');\n",
" tooltip_span.html(tooltip);\n",
"\n",
" button.append(icon_img);\n",
" button.append(tooltip_span);\n",
"\n",
" nav_element.append(button);\n",
" }\n",
"\n",
" var fmt_picker_span = $('<span/>');\n",
"\n",
" var fmt_picker = $('<select/>');\n",
" fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
" fmt_picker_span.append(fmt_picker);\n",
" nav_element.append(fmt_picker_span);\n",
" this.format_dropdown = fmt_picker[0];\n",
"\n",
" for (var ind in mpl.extensions) {\n",
" var fmt = mpl.extensions[ind];\n",
" var option = $(\n",
" '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
" fmt_picker.append(option)\n",
" }\n",
"\n",
" // Add hover states to the ui-buttons\n",
" $( \".ui-button\" ).hover(\n",
" function() { $(this).addClass(\"ui-state-hover\");},\n",
" function() { $(this).removeClass(\"ui-state-hover\");}\n",
" );\n",
"\n",
" var status_bar = $('<span class=\"mpl-message\"/>');\n",
" nav_element.append(status_bar);\n",
" this.message = status_bar[0];\n",
"}\n",
"\n",
"mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
" // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
" // which will in turn request a refresh of the image.\n",
" this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
"}\n",
"\n",
"mpl.figure.prototype.send_message = function(type, properties) {\n",
" properties['type'] = type;\n",
" properties['figure_id'] = this.id;\n",
" this.ws.send(JSON.stringify(properties));\n",
"}\n",
"\n",
"mpl.figure.prototype.send_draw_message = function() {\n",
" if (!this.waiting) {\n",
" this.waiting = true;\n",
" this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
" }\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
" var format_dropdown = fig.format_dropdown;\n",
" var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
" fig.ondownload(fig, format);\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
" var size = msg['size'];\n",
" if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
" fig._resize_canvas(size[0], size[1]);\n",
" fig.send_message(\"refresh\", {});\n",
" };\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
" var x0 = msg['x0'] / mpl.ratio;\n",
" var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
" var x1 = msg['x1'] / mpl.ratio;\n",
" var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
" x0 = Math.floor(x0) + 0.5;\n",
" y0 = Math.floor(y0) + 0.5;\n",
" x1 = Math.floor(x1) + 0.5;\n",
" y1 = Math.floor(y1) + 0.5;\n",
" var min_x = Math.min(x0, x1);\n",
" var min_y = Math.min(y0, y1);\n",
" var width = Math.abs(x1 - x0);\n",
" var height = Math.abs(y1 - y0);\n",
"\n",
" fig.rubberband_context.clearRect(\n",
" 0, 0, fig.canvas.width, fig.canvas.height);\n",
"\n",
" fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
" // Updates the figure title.\n",
" fig.header.textContent = msg['label'];\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
" var cursor = msg['cursor'];\n",
" switch(cursor)\n",
" {\n",
" case 0:\n",
" cursor = 'pointer';\n",
" break;\n",
" case 1:\n",
" cursor = 'default';\n",
" break;\n",
" case 2:\n",
" cursor = 'crosshair';\n",
" break;\n",
" case 3:\n",
" cursor = 'move';\n",
" break;\n",
" }\n",
" fig.rubberband_canvas.style.cursor = cursor;\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_message = function(fig, msg) {\n",
" fig.message.textContent = msg['message'];\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
" // Request the server to send over a new figure.\n",
" fig.send_draw_message();\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
" fig.image_mode = msg['mode'];\n",
"}\n",
"\n",
"mpl.figure.prototype.updated_canvas_event = function() {\n",
" // Called whenever the canvas gets updated.\n",
" this.send_message(\"ack\", {});\n",
"}\n",
"\n",
"// A function to construct a web socket function for onmessage handling.\n",
"// Called in the figure constructor.\n",
"mpl.figure.prototype._make_on_message_function = function(fig) {\n",
" return function socket_on_message(evt) {\n",
" if (evt.data instanceof Blob) {\n",
" /* FIXME: We get \"Resource interpreted as Image but\n",
" * transferred with MIME type text/plain:\" errors on\n",
" * Chrome. But how to set the MIME type? It doesn't seem\n",
" * to be part of the websocket stream */\n",
" evt.data.type = \"image/png\";\n",
"\n",
" /* Free the memory for the previous frames */\n",
" if (fig.imageObj.src) {\n",
" (window.URL || window.webkitURL).revokeObjectURL(\n",
" fig.imageObj.src);\n",
" }\n",
"\n",
" fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
" evt.data);\n",
" fig.updated_canvas_event();\n",
" fig.waiting = false;\n",
" return;\n",
" }\n",
" else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
" fig.imageObj.src = evt.data;\n",
" fig.updated_canvas_event();\n",
" fig.waiting = false;\n",
" return;\n",
" }\n",
"\n",
" var msg = JSON.parse(evt.data);\n",
" var msg_type = msg['type'];\n",
"\n",
" // Call the \"handle_{type}\" callback, which takes\n",
" // the figure and JSON message as its only arguments.\n",
" try {\n",
" var callback = fig[\"handle_\" + msg_type];\n",
" } catch (e) {\n",
" console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
" return;\n",
" }\n",
"\n",
" if (callback) {\n",
" try {\n",
" // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
" callback(fig, msg);\n",
" } catch (e) {\n",
" console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
" }\n",
" }\n",
" };\n",
"}\n",
"\n",
"// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
"mpl.findpos = function(e) {\n",
" //this section is from http://www.quirksmode.org/js/events_properties.html\n",
" var targ;\n",
" if (!e)\n",
" e = window.event;\n",
" if (e.target)\n",
" targ = e.target;\n",
" else if (e.srcElement)\n",
" targ = e.srcElement;\n",
" if (targ.nodeType == 3) // defeat Safari bug\n",
" targ = targ.parentNode;\n",
"\n",
" // jQuery normalizes the pageX and pageY\n",
" // pageX,Y are the mouse positions relative to the document\n",
" // offset() returns the position of the element relative to the document\n",
" var x = e.pageX - $(targ).offset().left;\n",
" var y = e.pageY - $(targ).offset().top;\n",
"\n",
" return {\"x\": x, \"y\": y};\n",
"};\n",
"\n",
"/*\n",
" * return a copy of an object with only non-object keys\n",
" * we need this to avoid circular references\n",
" * http://stackoverflow.com/a/24161582/3208463\n",
" */\n",
"function simpleKeys (original) {\n",
" return Object.keys(original).reduce(function (obj, key) {\n",
" if (typeof original[key] !== 'object')\n",
" obj[key] = original[key]\n",
" return obj;\n",
" }, {});\n",
"}\n",
"\n",
"mpl.figure.prototype.mouse_event = function(event, name) {\n",
" var canvas_pos = mpl.findpos(event)\n",
"\n",
" if (name === 'button_press')\n",
" {\n",
" this.canvas.focus();\n",
" this.canvas_div.focus();\n",
" }\n",
"\n",
" var x = canvas_pos.x * mpl.ratio;\n",
" var y = canvas_pos.y * mpl.ratio;\n",
"\n",
" this.send_message(name, {x: x, y: y, button: event.button,\n",
" step: event.step,\n",
" guiEvent: simpleKeys(event)});\n",
"\n",
" /* This prevents the web browser from automatically changing to\n",
" * the text insertion cursor when the button is pressed. We want\n",
" * to control all of the cursor setting manually through the\n",
" * 'cursor' event from matplotlib */\n",
" event.preventDefault();\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" // Handle any extra behaviour associated with a key event\n",
"}\n",
"\n",
"mpl.figure.prototype.key_event = function(event, name) {\n",
"\n",
" // Prevent repeat events\n",
" if (name == 'key_press')\n",
" {\n",
" if (event.which === this._key)\n",
" return;\n",
" else\n",
" this._key = event.which;\n",
" }\n",
" if (name == 'key_release')\n",
" this._key = null;\n",
"\n",
" var value = '';\n",
" if (event.ctrlKey && event.which != 17)\n",
" value += \"ctrl+\";\n",
" if (event.altKey && event.which != 18)\n",
" value += \"alt+\";\n",
" if (event.shiftKey && event.which != 16)\n",
" value += \"shift+\";\n",
"\n",
" value += 'k';\n",
" value += event.which.toString();\n",
"\n",
" this._key_event_extra(event, name);\n",
"\n",
" this.send_message(name, {key: value,\n",
" guiEvent: simpleKeys(event)});\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
" if (name == 'download') {\n",
" this.handle_save(this, null);\n",
" } else {\n",
" this.send_message(\"toolbar_button\", {name: name});\n",
" }\n",
"};\n",
"\n",
"mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
" this.message.textContent = tooltip;\n",
"};\n",
"mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
"\n",
"mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
"\n",
"mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
" // Create a \"websocket\"-like object which calls the given IPython comm\n",
" // object with the appropriate methods. Currently this is a non binary\n",
" // socket, so there is still some room for performance tuning.\n",
" var ws = {};\n",
"\n",
" ws.close = function() {\n",
" comm.close()\n",
" };\n",
" ws.send = function(m) {\n",
" //console.log('sending', m);\n",
" comm.send(m);\n",
" };\n",
" // Register the callback with on_msg.\n",
" comm.on_msg(function(msg) {\n",
" //console.log('receiving', msg['content']['data'], msg);\n",
" // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
" ws.onmessage(msg['content']['data'])\n",
" });\n",
" return ws;\n",
"}\n",
"\n",
"mpl.mpl_figure_comm = function(comm, msg) {\n",
" // This is the function which gets called when the mpl process\n",
" // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
"\n",
" var id = msg.content.data.id;\n",
" // Get hold of the div created by the display call when the Comm\n",
" // socket was opened in Python.\n",
" var element = $(\"#\" + id);\n",
" var ws_proxy = comm_websocket_adapter(comm)\n",
"\n",
" function ondownload(figure, format) {\n",
" window.open(figure.imageObj.src);\n",
" }\n",
"\n",
" var fig = new mpl.figure(id, ws_proxy,\n",
" ondownload,\n",
" element.get(0));\n",
"\n",
" // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
" // web socket which is closed, not our websocket->open comm proxy.\n",
" ws_proxy.onopen();\n",
"\n",
" fig.parent_element = element.get(0);\n",
" fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
" if (!fig.cell_info) {\n",
" console.error(\"Failed to find cell for figure\", id, fig);\n",
" return;\n",
" }\n",
"\n",
" var output_index = fig.cell_info[2]\n",
" var cell = fig.cell_info[0];\n",
"\n",
"};\n",
"\n",
"mpl.figure.prototype.handle_close = function(fig, msg) {\n",
" var width = fig.canvas.width/mpl.ratio\n",
" fig.root.unbind('remove')\n",
"\n",
" // Update the output cell to use the data from the current canvas.\n",
" fig.push_to_output();\n",
" var dataURL = fig.canvas.toDataURL();\n",
" // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
" // the notebook keyboard shortcuts fail.\n",
" IPython.keyboard_manager.enable()\n",
" $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
" fig.close_ws(fig, msg);\n",
"}\n",
"\n",
"mpl.figure.prototype.close_ws = function(fig, msg){\n",
" fig.send_message('closing', msg);\n",
" // fig.ws.close()\n",
"}\n",
"\n",
"mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
" // Turn the data on the canvas into data in the output cell.\n",
" var width = this.canvas.width/mpl.ratio\n",
" var dataURL = this.canvas.toDataURL();\n",
" this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
"}\n",
"\n",
"mpl.figure.prototype.updated_canvas_event = function() {\n",
" // Tell IPython that the notebook contents must change.\n",
" IPython.notebook.set_dirty(true);\n",
" this.send_message(\"ack\", {});\n",
" var fig = this;\n",
" // Wait a second, then push the new image to the DOM so\n",
" // that it is saved nicely (might be nice to debounce this).\n",
" setTimeout(function () { fig.push_to_output() }, 1000);\n",
"}\n",
"\n",
"mpl.figure.prototype._init_toolbar = function() {\n",
" var fig = this;\n",
"\n",
" var nav_element = $('<div/>')\n",
" nav_element.attr('style', 'width: 100%');\n",
" this.root.append(nav_element);\n",
"\n",
" // Define a callback function for later on.\n",
" function toolbar_event(event) {\n",
" return fig.toolbar_button_onclick(event['data']);\n",
" }\n",
" function toolbar_mouse_event(event) {\n",
" return fig.toolbar_button_onmouseover(event['data']);\n",
" }\n",
"\n",
" for(var toolbar_ind in mpl.toolbar_items){\n",
" var name = mpl.toolbar_items[toolbar_ind][0];\n",
" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
" var image = mpl.toolbar_items[toolbar_ind][2];\n",
" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
"\n",
" if (!name) { continue; };\n",
"\n",
" var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
" button.click(method_name, toolbar_event);\n",
" button.mouseover(tooltip, toolbar_mouse_event);\n",
" nav_element.append(button);\n",
" }\n",
"\n",
" // Add the status bar.\n",
" var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
" nav_element.append(status_bar);\n",
" this.message = status_bar[0];\n",
"\n",
" // Add the close button to the window.\n",
" var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
" var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
" button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
" button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
" buttongrp.append(button);\n",
" var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
" titlebar.prepend(buttongrp);\n",
"}\n",
"\n",
"mpl.figure.prototype._root_extra_style = function(el){\n",
" var fig = this\n",
" el.on(\"remove\", function(){\n",
"\tfig.close_ws(fig, {});\n",
" });\n",
"}\n",
"\n",
"mpl.figure.prototype._canvas_extra_style = function(el){\n",
" // this is important to make the div 'focusable\n",
" el.attr('tabindex', 0)\n",
" // reach out to IPython and tell the keyboard manager to turn it's self\n",
" // off when our div gets focus\n",
"\n",
" // location in version 3\n",
" if (IPython.notebook.keyboard_manager) {\n",
" IPython.notebook.keyboard_manager.register_events(el);\n",
" }\n",
" else {\n",
" // location in version 2\n",
" IPython.keyboard_manager.register_events(el);\n",
" }\n",
"\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" var manager = IPython.notebook.keyboard_manager;\n",
" if (!manager)\n",
" manager = IPython.keyboard_manager;\n",
"\n",
" // Check for shift+enter\n",
" if (event.shiftKey && event.which == 13) {\n",
" this.canvas_div.blur();\n",
" event.shiftKey = false;\n",
" // Send a \"J\" for go to next cell\n",
" event.which = 74;\n",
" event.keyCode = 74;\n",
" manager.command_mode();\n",
" manager.handle_keydown(event);\n",
" }\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
" fig.ondownload(fig, null);\n",
"}\n",
"\n",
"\n",
"mpl.find_output_cell = function(html_output) {\n",
" // Return the cell and output element which can be found *uniquely* in the notebook.\n",
" // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
" // IPython event is triggered only after the cells have been serialised, which for\n",
" // our purposes (turning an active figure into a static one), is too late.\n",
" var cells = IPython.notebook.get_cells();\n",
" var ncells = cells.length;\n",
" for (var i=0; i<ncells; i++) {\n",
" var cell = cells[i];\n",
" if (cell.cell_type === 'code'){\n",
" for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
" var data = cell.output_area.outputs[j];\n",
" if (data.data) {\n",
" // IPython >= 3 moved mimebundle to data attribute of output\n",
" data = data.data;\n",
" }\n",
" if (data['text/html'] == html_output) {\n",
" return [cell, data, j];\n",
" }\n",
" }\n",
" }\n",
" }\n",
"}\n",
"\n",
"// Register the function which deals with the matplotlib target/channel.\n",
"// The kernel may be null if the page has been refreshed.\n",
"if (IPython.notebook.kernel != null) {\n",
" IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
"}\n"
],
"text/plain": [
"<IPython.core.display.Javascript object>"
]
},
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"output_type": "display_data"
},
{
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\" width=\"800\">"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"d = 150\n",
"\n",
"plt.figure(figsize = (8,5))\n",
"RhiresD.isel(chx = 100, chy = 100).RhiresD.plot()\n",
"# plt.axis('equal')\n",
"plt.title('Precipitation (historic)')\n",
"plt.savefig('precipitation_historic.png', dpi = 300)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Conclusion:\n",
"- 1x1km grid over Switzerland\n",
"- Daily resolution"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Historic tempersture (Lausanne)"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [],
"source": [
"fp = \"/Users/alinawalch/Downloads/order64174/order_64174_data.txt\""
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [],
"source": [
"tmp_lsn = pd.read_csv(fp, sep = ';')"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [],
"source": [
"tmp_lsn['timestamp'] = pd.date_range('2016-01-01', '2016-12-31', freq = 'd')"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [],
"source": [
"# tmp_lsn.set_index('timestamp', inplace = True)\n",
"tmp_lsn.rename({'tre200dx' : 'Maximum temperature', 'tre200dn' : 'Minimum temperature', 'tre200d0' : 'Mean temperature'}, axis = 1, inplace = True)"
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {},
"outputs": [],
"source": [
"tmp_xr = tmp_lsn.to_xarray()"
]
},
{
"cell_type": "code",
"execution_count": 56,
"metadata": {},
"outputs": [
{
"data": {
"application/javascript": [
"/* Put everything inside the global mpl namespace */\n",
"window.mpl = {};\n",
"\n",
"\n",
"mpl.get_websocket_type = function() {\n",
" if (typeof(WebSocket) !== 'undefined') {\n",
" return WebSocket;\n",
" } else if (typeof(MozWebSocket) !== 'undefined') {\n",
" return MozWebSocket;\n",
" } else {\n",
" alert('Your browser does not have WebSocket support.' +\n",
" 'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
" 'Firefox 4 and 5 are also supported but you ' +\n",
" 'have to enable WebSockets in about:config.');\n",
" };\n",
"}\n",
"\n",
"mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
" this.id = figure_id;\n",
"\n",
" this.ws = websocket;\n",
"\n",
" this.supports_binary = (this.ws.binaryType != undefined);\n",
"\n",
" if (!this.supports_binary) {\n",
" var warnings = document.getElementById(\"mpl-warnings\");\n",
" if (warnings) {\n",
" warnings.style.display = 'block';\n",
" warnings.textContent = (\n",
" \"This browser does not support binary websocket messages. \" +\n",
" \"Performance may be slow.\");\n",
" }\n",
" }\n",
"\n",
" this.imageObj = new Image();\n",
"\n",
" this.context = undefined;\n",
" this.message = undefined;\n",
" this.canvas = undefined;\n",
" this.rubberband_canvas = undefined;\n",
" this.rubberband_context = undefined;\n",
" this.format_dropdown = undefined;\n",
"\n",
" this.image_mode = 'full';\n",
"\n",
" this.root = $('<div/>');\n",
" this._root_extra_style(this.root)\n",
" this.root.attr('style', 'display: inline-block');\n",
"\n",
" $(parent_element).append(this.root);\n",
"\n",
" this._init_header(this);\n",
" this._init_canvas(this);\n",
" this._init_toolbar(this);\n",
"\n",
" var fig = this;\n",
"\n",
" this.waiting = false;\n",
"\n",
" this.ws.onopen = function () {\n",
" fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
" fig.send_message(\"send_image_mode\", {});\n",
" if (mpl.ratio != 1) {\n",
" fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
" }\n",
" fig.send_message(\"refresh\", {});\n",
" }\n",
"\n",
" this.imageObj.onload = function() {\n",
" if (fig.image_mode == 'full') {\n",
" // Full images could contain transparency (where diff images\n",
" // almost always do), so we need to clear the canvas so that\n",
" // there is no ghosting.\n",
" fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
" }\n",
" fig.context.drawImage(fig.imageObj, 0, 0);\n",
" };\n",
"\n",
" this.imageObj.onunload = function() {\n",
" fig.ws.close();\n",
" }\n",
"\n",
" this.ws.onmessage = this._make_on_message_function(this);\n",
"\n",
" this.ondownload = ondownload;\n",
"}\n",
"\n",
"mpl.figure.prototype._init_header = function() {\n",
" var titlebar = $(\n",
" '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
" 'ui-helper-clearfix\"/>');\n",
" var titletext = $(\n",
" '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
" 'text-align: center; padding: 3px;\"/>');\n",
" titlebar.append(titletext)\n",
" this.root.append(titlebar);\n",
" this.header = titletext[0];\n",
"}\n",
"\n",
"\n",
"\n",
"mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
"\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
"\n",
"}\n",
"\n",
"mpl.figure.prototype._init_canvas = function() {\n",
" var fig = this;\n",
"\n",
" var canvas_div = $('<div/>');\n",
"\n",
" canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
"\n",
" function canvas_keyboard_event(event) {\n",
" return fig.key_event(event, event['data']);\n",
" }\n",
"\n",
" canvas_div.keydown('key_press', canvas_keyboard_event);\n",
" canvas_div.keyup('key_release', canvas_keyboard_event);\n",
" this.canvas_div = canvas_div\n",
" this._canvas_extra_style(canvas_div)\n",
" this.root.append(canvas_div);\n",
"\n",
" var canvas = $('<canvas/>');\n",
" canvas.addClass('mpl-canvas');\n",
" canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
"\n",
" this.canvas = canvas[0];\n",
" this.context = canvas[0].getContext(\"2d\");\n",
"\n",
" var backingStore = this.context.backingStorePixelRatio ||\n",
"\tthis.context.webkitBackingStorePixelRatio ||\n",
"\tthis.context.mozBackingStorePixelRatio ||\n",
"\tthis.context.msBackingStorePixelRatio ||\n",
"\tthis.context.oBackingStorePixelRatio ||\n",
"\tthis.context.backingStorePixelRatio || 1;\n",
"\n",
" mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
"\n",
" var rubberband = $('<canvas/>');\n",
" rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
"\n",
" var pass_mouse_events = true;\n",
"\n",
" canvas_div.resizable({\n",
" start: function(event, ui) {\n",
" pass_mouse_events = false;\n",
" },\n",
" resize: function(event, ui) {\n",
" fig.request_resize(ui.size.width, ui.size.height);\n",
" },\n",
" stop: function(event, ui) {\n",
" pass_mouse_events = true;\n",
" fig.request_resize(ui.size.width, ui.size.height);\n",
" },\n",
" });\n",
"\n",
" function mouse_event_fn(event) {\n",
" if (pass_mouse_events)\n",
" return fig.mouse_event(event, event['data']);\n",
" }\n",
"\n",
" rubberband.mousedown('button_press', mouse_event_fn);\n",
" rubberband.mouseup('button_release', mouse_event_fn);\n",
" // Throttle sequential mouse events to 1 every 20ms.\n",
" rubberband.mousemove('motion_notify', mouse_event_fn);\n",
"\n",
" rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
" rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
"\n",
" canvas_div.on(\"wheel\", function (event) {\n",
" event = event.originalEvent;\n",
" event['data'] = 'scroll'\n",
" if (event.deltaY < 0) {\n",
" event.step = 1;\n",
" } else {\n",
" event.step = -1;\n",
" }\n",
" mouse_event_fn(event);\n",
" });\n",
"\n",
" canvas_div.append(canvas);\n",
" canvas_div.append(rubberband);\n",
"\n",
" this.rubberband = rubberband;\n",
" this.rubberband_canvas = rubberband[0];\n",
" this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
" this.rubberband_context.strokeStyle = \"#000000\";\n",
"\n",
" this._resize_canvas = function(width, height) {\n",
" // Keep the size of the canvas, canvas container, and rubber band\n",
" // canvas in synch.\n",
" canvas_div.css('width', width)\n",
" canvas_div.css('height', height)\n",
"\n",
" canvas.attr('width', width * mpl.ratio);\n",
" canvas.attr('height', height * mpl.ratio);\n",
" canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
"\n",
" rubberband.attr('width', width);\n",
" rubberband.attr('height', height);\n",
" }\n",
"\n",
" // Set the figure to an initial 600x600px, this will subsequently be updated\n",
" // upon first draw.\n",
" this._resize_canvas(600, 600);\n",
"\n",
" // Disable right mouse context menu.\n",
" $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
" return false;\n",
" });\n",
"\n",
" function set_focus () {\n",
" canvas.focus();\n",
" canvas_div.focus();\n",
" }\n",
"\n",
" window.setTimeout(set_focus, 100);\n",
"}\n",
"\n",
"mpl.figure.prototype._init_toolbar = function() {\n",
" var fig = this;\n",
"\n",
" var nav_element = $('<div/>')\n",
" nav_element.attr('style', 'width: 100%');\n",
" this.root.append(nav_element);\n",
"\n",
" // Define a callback function for later on.\n",
" function toolbar_event(event) {\n",
" return fig.toolbar_button_onclick(event['data']);\n",
" }\n",
" function toolbar_mouse_event(event) {\n",
" return fig.toolbar_button_onmouseover(event['data']);\n",
" }\n",
"\n",
" for(var toolbar_ind in mpl.toolbar_items) {\n",
" var name = mpl.toolbar_items[toolbar_ind][0];\n",
" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
" var image = mpl.toolbar_items[toolbar_ind][2];\n",
" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
"\n",
" if (!name) {\n",
" // put a spacer in here.\n",
" continue;\n",
" }\n",
" var button = $('<button/>');\n",
" button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
" 'ui-button-icon-only');\n",
" button.attr('role', 'button');\n",
" button.attr('aria-disabled', 'false');\n",
" button.click(method_name, toolbar_event);\n",
" button.mouseover(tooltip, toolbar_mouse_event);\n",
"\n",
" var icon_img = $('<span/>');\n",
" icon_img.addClass('ui-button-icon-primary ui-icon');\n",
" icon_img.addClass(image);\n",
" icon_img.addClass('ui-corner-all');\n",
"\n",
" var tooltip_span = $('<span/>');\n",
" tooltip_span.addClass('ui-button-text');\n",
" tooltip_span.html(tooltip);\n",
"\n",
" button.append(icon_img);\n",
" button.append(tooltip_span);\n",
"\n",
" nav_element.append(button);\n",
" }\n",
"\n",
" var fmt_picker_span = $('<span/>');\n",
"\n",
" var fmt_picker = $('<select/>');\n",
" fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
" fmt_picker_span.append(fmt_picker);\n",
" nav_element.append(fmt_picker_span);\n",
" this.format_dropdown = fmt_picker[0];\n",
"\n",
" for (var ind in mpl.extensions) {\n",
" var fmt = mpl.extensions[ind];\n",
" var option = $(\n",
" '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
" fmt_picker.append(option)\n",
" }\n",
"\n",
" // Add hover states to the ui-buttons\n",
" $( \".ui-button\" ).hover(\n",
" function() { $(this).addClass(\"ui-state-hover\");},\n",
" function() { $(this).removeClass(\"ui-state-hover\");}\n",
" );\n",
"\n",
" var status_bar = $('<span class=\"mpl-message\"/>');\n",
" nav_element.append(status_bar);\n",
" this.message = status_bar[0];\n",
"}\n",
"\n",
"mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
" // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
" // which will in turn request a refresh of the image.\n",
" this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
"}\n",
"\n",
"mpl.figure.prototype.send_message = function(type, properties) {\n",
" properties['type'] = type;\n",
" properties['figure_id'] = this.id;\n",
" this.ws.send(JSON.stringify(properties));\n",
"}\n",
"\n",
"mpl.figure.prototype.send_draw_message = function() {\n",
" if (!this.waiting) {\n",
" this.waiting = true;\n",
" this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
" }\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
" var format_dropdown = fig.format_dropdown;\n",
" var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
" fig.ondownload(fig, format);\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
" var size = msg['size'];\n",
" if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
" fig._resize_canvas(size[0], size[1]);\n",
" fig.send_message(\"refresh\", {});\n",
" };\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
" var x0 = msg['x0'] / mpl.ratio;\n",
" var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
" var x1 = msg['x1'] / mpl.ratio;\n",
" var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
" x0 = Math.floor(x0) + 0.5;\n",
" y0 = Math.floor(y0) + 0.5;\n",
" x1 = Math.floor(x1) + 0.5;\n",
" y1 = Math.floor(y1) + 0.5;\n",
" var min_x = Math.min(x0, x1);\n",
" var min_y = Math.min(y0, y1);\n",
" var width = Math.abs(x1 - x0);\n",
" var height = Math.abs(y1 - y0);\n",
"\n",
" fig.rubberband_context.clearRect(\n",
" 0, 0, fig.canvas.width, fig.canvas.height);\n",
"\n",
" fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
" // Updates the figure title.\n",
" fig.header.textContent = msg['label'];\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
" var cursor = msg['cursor'];\n",
" switch(cursor)\n",
" {\n",
" case 0:\n",
" cursor = 'pointer';\n",
" break;\n",
" case 1:\n",
" cursor = 'default';\n",
" break;\n",
" case 2:\n",
" cursor = 'crosshair';\n",
" break;\n",
" case 3:\n",
" cursor = 'move';\n",
" break;\n",
" }\n",
" fig.rubberband_canvas.style.cursor = cursor;\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_message = function(fig, msg) {\n",
" fig.message.textContent = msg['message'];\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
" // Request the server to send over a new figure.\n",
" fig.send_draw_message();\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
" fig.image_mode = msg['mode'];\n",
"}\n",
"\n",
"mpl.figure.prototype.updated_canvas_event = function() {\n",
" // Called whenever the canvas gets updated.\n",
" this.send_message(\"ack\", {});\n",
"}\n",
"\n",
"// A function to construct a web socket function for onmessage handling.\n",
"// Called in the figure constructor.\n",
"mpl.figure.prototype._make_on_message_function = function(fig) {\n",
" return function socket_on_message(evt) {\n",
" if (evt.data instanceof Blob) {\n",
" /* FIXME: We get \"Resource interpreted as Image but\n",
" * transferred with MIME type text/plain:\" errors on\n",
" * Chrome. But how to set the MIME type? It doesn't seem\n",
" * to be part of the websocket stream */\n",
" evt.data.type = \"image/png\";\n",
"\n",
" /* Free the memory for the previous frames */\n",
" if (fig.imageObj.src) {\n",
" (window.URL || window.webkitURL).revokeObjectURL(\n",
" fig.imageObj.src);\n",
" }\n",
"\n",
" fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
" evt.data);\n",
" fig.updated_canvas_event();\n",
" fig.waiting = false;\n",
" return;\n",
" }\n",
" else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
" fig.imageObj.src = evt.data;\n",
" fig.updated_canvas_event();\n",
" fig.waiting = false;\n",
" return;\n",
" }\n",
"\n",
" var msg = JSON.parse(evt.data);\n",
" var msg_type = msg['type'];\n",
"\n",
" // Call the \"handle_{type}\" callback, which takes\n",
" // the figure and JSON message as its only arguments.\n",
" try {\n",
" var callback = fig[\"handle_\" + msg_type];\n",
" } catch (e) {\n",
" console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
" return;\n",
" }\n",
"\n",
" if (callback) {\n",
" try {\n",
" // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
" callback(fig, msg);\n",
" } catch (e) {\n",
" console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
" }\n",
" }\n",
" };\n",
"}\n",
"\n",
"// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
"mpl.findpos = function(e) {\n",
" //this section is from http://www.quirksmode.org/js/events_properties.html\n",
" var targ;\n",
" if (!e)\n",
" e = window.event;\n",
" if (e.target)\n",
" targ = e.target;\n",
" else if (e.srcElement)\n",
" targ = e.srcElement;\n",
" if (targ.nodeType == 3) // defeat Safari bug\n",
" targ = targ.parentNode;\n",
"\n",
" // jQuery normalizes the pageX and pageY\n",
" // pageX,Y are the mouse positions relative to the document\n",
" // offset() returns the position of the element relative to the document\n",
" var x = e.pageX - $(targ).offset().left;\n",
" var y = e.pageY - $(targ).offset().top;\n",
"\n",
" return {\"x\": x, \"y\": y};\n",
"};\n",
"\n",
"/*\n",
" * return a copy of an object with only non-object keys\n",
" * we need this to avoid circular references\n",
" * http://stackoverflow.com/a/24161582/3208463\n",
" */\n",
"function simpleKeys (original) {\n",
" return Object.keys(original).reduce(function (obj, key) {\n",
" if (typeof original[key] !== 'object')\n",
" obj[key] = original[key]\n",
" return obj;\n",
" }, {});\n",
"}\n",
"\n",
"mpl.figure.prototype.mouse_event = function(event, name) {\n",
" var canvas_pos = mpl.findpos(event)\n",
"\n",
" if (name === 'button_press')\n",
" {\n",
" this.canvas.focus();\n",
" this.canvas_div.focus();\n",
" }\n",
"\n",
" var x = canvas_pos.x * mpl.ratio;\n",
" var y = canvas_pos.y * mpl.ratio;\n",
"\n",
" this.send_message(name, {x: x, y: y, button: event.button,\n",
" step: event.step,\n",
" guiEvent: simpleKeys(event)});\n",
"\n",
" /* This prevents the web browser from automatically changing to\n",
" * the text insertion cursor when the button is pressed. We want\n",
" * to control all of the cursor setting manually through the\n",
" * 'cursor' event from matplotlib */\n",
" event.preventDefault();\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" // Handle any extra behaviour associated with a key event\n",
"}\n",
"\n",
"mpl.figure.prototype.key_event = function(event, name) {\n",
"\n",
" // Prevent repeat events\n",
" if (name == 'key_press')\n",
" {\n",
" if (event.which === this._key)\n",
" return;\n",
" else\n",
" this._key = event.which;\n",
" }\n",
" if (name == 'key_release')\n",
" this._key = null;\n",
"\n",
" var value = '';\n",
" if (event.ctrlKey && event.which != 17)\n",
" value += \"ctrl+\";\n",
" if (event.altKey && event.which != 18)\n",
" value += \"alt+\";\n",
" if (event.shiftKey && event.which != 16)\n",
" value += \"shift+\";\n",
"\n",
" value += 'k';\n",
" value += event.which.toString();\n",
"\n",
" this._key_event_extra(event, name);\n",
"\n",
" this.send_message(name, {key: value,\n",
" guiEvent: simpleKeys(event)});\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
" if (name == 'download') {\n",
" this.handle_save(this, null);\n",
" } else {\n",
" this.send_message(\"toolbar_button\", {name: name});\n",
" }\n",
"};\n",
"\n",
"mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
" this.message.textContent = tooltip;\n",
"};\n",
"mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
"\n",
"mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
"\n",
"mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
" // Create a \"websocket\"-like object which calls the given IPython comm\n",
" // object with the appropriate methods. Currently this is a non binary\n",
" // socket, so there is still some room for performance tuning.\n",
" var ws = {};\n",
"\n",
" ws.close = function() {\n",
" comm.close()\n",
" };\n",
" ws.send = function(m) {\n",
" //console.log('sending', m);\n",
" comm.send(m);\n",
" };\n",
" // Register the callback with on_msg.\n",
" comm.on_msg(function(msg) {\n",
" //console.log('receiving', msg['content']['data'], msg);\n",
" // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
" ws.onmessage(msg['content']['data'])\n",
" });\n",
" return ws;\n",
"}\n",
"\n",
"mpl.mpl_figure_comm = function(comm, msg) {\n",
" // This is the function which gets called when the mpl process\n",
" // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
"\n",
" var id = msg.content.data.id;\n",
" // Get hold of the div created by the display call when the Comm\n",
" // socket was opened in Python.\n",
" var element = $(\"#\" + id);\n",
" var ws_proxy = comm_websocket_adapter(comm)\n",
"\n",
" function ondownload(figure, format) {\n",
" window.open(figure.imageObj.src);\n",
" }\n",
"\n",
" var fig = new mpl.figure(id, ws_proxy,\n",
" ondownload,\n",
" element.get(0));\n",
"\n",
" // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
" // web socket which is closed, not our websocket->open comm proxy.\n",
" ws_proxy.onopen();\n",
"\n",
" fig.parent_element = element.get(0);\n",
" fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
" if (!fig.cell_info) {\n",
" console.error(\"Failed to find cell for figure\", id, fig);\n",
" return;\n",
" }\n",
"\n",
" var output_index = fig.cell_info[2]\n",
" var cell = fig.cell_info[0];\n",
"\n",
"};\n",
"\n",
"mpl.figure.prototype.handle_close = function(fig, msg) {\n",
" var width = fig.canvas.width/mpl.ratio\n",
" fig.root.unbind('remove')\n",
"\n",
" // Update the output cell to use the data from the current canvas.\n",
" fig.push_to_output();\n",
" var dataURL = fig.canvas.toDataURL();\n",
" // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
" // the notebook keyboard shortcuts fail.\n",
" IPython.keyboard_manager.enable()\n",
" $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
" fig.close_ws(fig, msg);\n",
"}\n",
"\n",
"mpl.figure.prototype.close_ws = function(fig, msg){\n",
" fig.send_message('closing', msg);\n",
" // fig.ws.close()\n",
"}\n",
"\n",
"mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
" // Turn the data on the canvas into data in the output cell.\n",
" var width = this.canvas.width/mpl.ratio\n",
" var dataURL = this.canvas.toDataURL();\n",
" this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
"}\n",
"\n",
"mpl.figure.prototype.updated_canvas_event = function() {\n",
" // Tell IPython that the notebook contents must change.\n",
" IPython.notebook.set_dirty(true);\n",
" this.send_message(\"ack\", {});\n",
" var fig = this;\n",
" // Wait a second, then push the new image to the DOM so\n",
" // that it is saved nicely (might be nice to debounce this).\n",
" setTimeout(function () { fig.push_to_output() }, 1000);\n",
"}\n",
"\n",
"mpl.figure.prototype._init_toolbar = function() {\n",
" var fig = this;\n",
"\n",
" var nav_element = $('<div/>')\n",
" nav_element.attr('style', 'width: 100%');\n",
" this.root.append(nav_element);\n",
"\n",
" // Define a callback function for later on.\n",
" function toolbar_event(event) {\n",
" return fig.toolbar_button_onclick(event['data']);\n",
" }\n",
" function toolbar_mouse_event(event) {\n",
" return fig.toolbar_button_onmouseover(event['data']);\n",
" }\n",
"\n",
" for(var toolbar_ind in mpl.toolbar_items){\n",
" var name = mpl.toolbar_items[toolbar_ind][0];\n",
" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
" var image = mpl.toolbar_items[toolbar_ind][2];\n",
" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
"\n",
" if (!name) { continue; };\n",
"\n",
" var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
" button.click(method_name, toolbar_event);\n",
" button.mouseover(tooltip, toolbar_mouse_event);\n",
" nav_element.append(button);\n",
" }\n",
"\n",
" // Add the status bar.\n",
" var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
" nav_element.append(status_bar);\n",
" this.message = status_bar[0];\n",
"\n",
" // Add the close button to the window.\n",
" var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
" var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
" button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
" button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
" buttongrp.append(button);\n",
" var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
" titlebar.prepend(buttongrp);\n",
"}\n",
"\n",
"mpl.figure.prototype._root_extra_style = function(el){\n",
" var fig = this\n",
" el.on(\"remove\", function(){\n",
"\tfig.close_ws(fig, {});\n",
" });\n",
"}\n",
"\n",
"mpl.figure.prototype._canvas_extra_style = function(el){\n",
" // this is important to make the div 'focusable\n",
" el.attr('tabindex', 0)\n",
" // reach out to IPython and tell the keyboard manager to turn it's self\n",
" // off when our div gets focus\n",
"\n",
" // location in version 3\n",
" if (IPython.notebook.keyboard_manager) {\n",
" IPython.notebook.keyboard_manager.register_events(el);\n",
" }\n",
" else {\n",
" // location in version 2\n",
" IPython.keyboard_manager.register_events(el);\n",
" }\n",
"\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" var manager = IPython.notebook.keyboard_manager;\n",
" if (!manager)\n",
" manager = IPython.keyboard_manager;\n",
"\n",
" // Check for shift+enter\n",
" if (event.shiftKey && event.which == 13) {\n",
" this.canvas_div.blur();\n",
" event.shiftKey = false;\n",
" // Send a \"J\" for go to next cell\n",
" event.which = 74;\n",
" event.keyCode = 74;\n",
" manager.command_mode();\n",
" manager.handle_keydown(event);\n",
" }\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
" fig.ondownload(fig, null);\n",
"}\n",
"\n",
"\n",
"mpl.find_output_cell = function(html_output) {\n",
" // Return the cell and output element which can be found *uniquely* in the notebook.\n",
" // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
" // IPython event is triggered only after the cells have been serialised, which for\n",
" // our purposes (turning an active figure into a static one), is too late.\n",
" var cells = IPython.notebook.get_cells();\n",
" var ncells = cells.length;\n",
" for (var i=0; i<ncells; i++) {\n",
" var cell = cells[i];\n",
" if (cell.cell_type === 'code'){\n",
" for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
" var data = cell.output_area.outputs[j];\n",
" if (data.data) {\n",
" // IPython >= 3 moved mimebundle to data attribute of output\n",
" data = data.data;\n",
" }\n",
" if (data['text/html'] == html_output) {\n",
" return [cell, data, j];\n",
" }\n",
" }\n",
" }\n",
" }\n",
"}\n",
"\n",
"// Register the function which deals with the matplotlib target/channel.\n",
"// The kernel may be null if the page has been refreshed.\n",
"if (IPython.notebook.kernel != null) {\n",
" IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
"}\n"
],
"text/plain": [
"<IPython.core.display.Javascript object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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\" width=\"800\">"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize = (8,5))\n",
"tmp_xr['Mean temperature'].plot()\n",
"tmp_xr['Maximum temperature'].plot()\n",
"tmp_xr['Minimum temperature'].plot()\n",
"# plt.axis('equal')\n",
"plt.title('Temperature (historic)')\n",
"plt.ylabel('Temperature')\n",
"plt.ylim((0,35))\n",
"plt.legend()\n",
"plt.savefig('temperature_historic.png', dpi = 300)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Historic satellite data (radiation)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"SIS_H_file = '/Users/alinawalch/Downloads/msg.SIS.H_ch02.lonlat_20151230000000.nc'\n",
"SIS_H = xr.open_dataset(SIS_H_file)"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<xarray.Dataset>\n",
"Dimensions: (lat: 103, lon: 241, time: 24)\n",
"Coordinates:\n",
" * lon (lon) float32 5.75 5.7708335 ... 10.729167 10.75\n",
" * lat (lat) float32 45.75 45.770832 ... 47.854164 47.875\n",
" * time (time) datetime64[ns] 2015-12-30 ... 2015-12-30T23:00:00\n",
"Data variables:\n",
" geographic_projection |S1 ...\n",
" SIS (time, lat, lon) float32 ...\n",
"Attributes:\n",
" Title: The HelioMont Surface Solar Radiation Process...\n",
" Summary: Composited surface states, cloud properties a...\n",
" Institution: Federal Office of Meteorology and Climatology...\n",
" References: Reto Stockli (2013). The HelioMont Surface So...\n",
" Conventions: CF-1.5\n",
" Metadata_Conventions: Unidata Dataset Discovery v1.0\n",
" Digital_Object_Identifier: not assigned\n",
" Creator_Name: Reto Stockli\n",
" Creator_Email: reto.stoeckli@meteoswiss.ch\n",
" Creator_Url: http://www.meteoswiss.ch"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"SIS_H"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<xarray.DataArray 'geographic_projection' ()>\n",
"array(b'', dtype='|S1')\n",
"Attributes:\n",
" grid_mapping_name: latitude_longitude\n",
" datum: wgs84\n",
" semi_major_axis: 6378137.0\n",
" semi_minor_axis: 6356752.3\n",
" spatial_ref: GEOGCS[\"WGS 84\",DATUM[\"WGS_1984\",SPHEROID[\"WGS 84\",63...\n",
" version: 2.3.3 \n",
" prod_date: 2015-12-31 03:04:53"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"SIS_H.geographic_projection"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"SIS_H_proj = '/Users/alinawalch/Downloads/SIS_20151230_3d.nc'"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"scrolled": false
},
"outputs": [],
"source": [
"SIS_H_proj_ds = xr.open_dataset(SIS_H_proj)"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"application/javascript": [
"/* Put everything inside the global mpl namespace */\n",
"window.mpl = {};\n",
"\n",
"\n",
"mpl.get_websocket_type = function() {\n",
" if (typeof(WebSocket) !== 'undefined') {\n",
" return WebSocket;\n",
" } else if (typeof(MozWebSocket) !== 'undefined') {\n",
" return MozWebSocket;\n",
" } else {\n",
" alert('Your browser does not have WebSocket support.' +\n",
" 'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
" 'Firefox 4 and 5 are also supported but you ' +\n",
" 'have to enable WebSockets in about:config.');\n",
" };\n",
"}\n",
"\n",
"mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
" this.id = figure_id;\n",
"\n",
" this.ws = websocket;\n",
"\n",
" this.supports_binary = (this.ws.binaryType != undefined);\n",
"\n",
" if (!this.supports_binary) {\n",
" var warnings = document.getElementById(\"mpl-warnings\");\n",
" if (warnings) {\n",
" warnings.style.display = 'block';\n",
" warnings.textContent = (\n",
" \"This browser does not support binary websocket messages. \" +\n",
" \"Performance may be slow.\");\n",
" }\n",
" }\n",
"\n",
" this.imageObj = new Image();\n",
"\n",
" this.context = undefined;\n",
" this.message = undefined;\n",
" this.canvas = undefined;\n",
" this.rubberband_canvas = undefined;\n",
" this.rubberband_context = undefined;\n",
" this.format_dropdown = undefined;\n",
"\n",
" this.image_mode = 'full';\n",
"\n",
" this.root = $('<div/>');\n",
" this._root_extra_style(this.root)\n",
" this.root.attr('style', 'display: inline-block');\n",
"\n",
" $(parent_element).append(this.root);\n",
"\n",
" this._init_header(this);\n",
" this._init_canvas(this);\n",
" this._init_toolbar(this);\n",
"\n",
" var fig = this;\n",
"\n",
" this.waiting = false;\n",
"\n",
" this.ws.onopen = function () {\n",
" fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
" fig.send_message(\"send_image_mode\", {});\n",
" if (mpl.ratio != 1) {\n",
" fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
" }\n",
" fig.send_message(\"refresh\", {});\n",
" }\n",
"\n",
" this.imageObj.onload = function() {\n",
" if (fig.image_mode == 'full') {\n",
" // Full images could contain transparency (where diff images\n",
" // almost always do), so we need to clear the canvas so that\n",
" // there is no ghosting.\n",
" fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
" }\n",
" fig.context.drawImage(fig.imageObj, 0, 0);\n",
" };\n",
"\n",
" this.imageObj.onunload = function() {\n",
" fig.ws.close();\n",
" }\n",
"\n",
" this.ws.onmessage = this._make_on_message_function(this);\n",
"\n",
" this.ondownload = ondownload;\n",
"}\n",
"\n",
"mpl.figure.prototype._init_header = function() {\n",
" var titlebar = $(\n",
" '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
" 'ui-helper-clearfix\"/>');\n",
" var titletext = $(\n",
" '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
" 'text-align: center; padding: 3px;\"/>');\n",
" titlebar.append(titletext)\n",
" this.root.append(titlebar);\n",
" this.header = titletext[0];\n",
"}\n",
"\n",
"\n",
"\n",
"mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
"\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
"\n",
"}\n",
"\n",
"mpl.figure.prototype._init_canvas = function() {\n",
" var fig = this;\n",
"\n",
" var canvas_div = $('<div/>');\n",
"\n",
" canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
"\n",
" function canvas_keyboard_event(event) {\n",
" return fig.key_event(event, event['data']);\n",
" }\n",
"\n",
" canvas_div.keydown('key_press', canvas_keyboard_event);\n",
" canvas_div.keyup('key_release', canvas_keyboard_event);\n",
" this.canvas_div = canvas_div\n",
" this._canvas_extra_style(canvas_div)\n",
" this.root.append(canvas_div);\n",
"\n",
" var canvas = $('<canvas/>');\n",
" canvas.addClass('mpl-canvas');\n",
" canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
"\n",
" this.canvas = canvas[0];\n",
" this.context = canvas[0].getContext(\"2d\");\n",
"\n",
" var backingStore = this.context.backingStorePixelRatio ||\n",
"\tthis.context.webkitBackingStorePixelRatio ||\n",
"\tthis.context.mozBackingStorePixelRatio ||\n",
"\tthis.context.msBackingStorePixelRatio ||\n",
"\tthis.context.oBackingStorePixelRatio ||\n",
"\tthis.context.backingStorePixelRatio || 1;\n",
"\n",
" mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
"\n",
" var rubberband = $('<canvas/>');\n",
" rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
"\n",
" var pass_mouse_events = true;\n",
"\n",
" canvas_div.resizable({\n",
" start: function(event, ui) {\n",
" pass_mouse_events = false;\n",
" },\n",
" resize: function(event, ui) {\n",
" fig.request_resize(ui.size.width, ui.size.height);\n",
" },\n",
" stop: function(event, ui) {\n",
" pass_mouse_events = true;\n",
" fig.request_resize(ui.size.width, ui.size.height);\n",
" },\n",
" });\n",
"\n",
" function mouse_event_fn(event) {\n",
" if (pass_mouse_events)\n",
" return fig.mouse_event(event, event['data']);\n",
" }\n",
"\n",
" rubberband.mousedown('button_press', mouse_event_fn);\n",
" rubberband.mouseup('button_release', mouse_event_fn);\n",
" // Throttle sequential mouse events to 1 every 20ms.\n",
" rubberband.mousemove('motion_notify', mouse_event_fn);\n",
"\n",
" rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
" rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
"\n",
" canvas_div.on(\"wheel\", function (event) {\n",
" event = event.originalEvent;\n",
" event['data'] = 'scroll'\n",
" if (event.deltaY < 0) {\n",
" event.step = 1;\n",
" } else {\n",
" event.step = -1;\n",
" }\n",
" mouse_event_fn(event);\n",
" });\n",
"\n",
" canvas_div.append(canvas);\n",
" canvas_div.append(rubberband);\n",
"\n",
" this.rubberband = rubberband;\n",
" this.rubberband_canvas = rubberband[0];\n",
" this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
" this.rubberband_context.strokeStyle = \"#000000\";\n",
"\n",
" this._resize_canvas = function(width, height) {\n",
" // Keep the size of the canvas, canvas container, and rubber band\n",
" // canvas in synch.\n",
" canvas_div.css('width', width)\n",
" canvas_div.css('height', height)\n",
"\n",
" canvas.attr('width', width * mpl.ratio);\n",
" canvas.attr('height', height * mpl.ratio);\n",
" canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
"\n",
" rubberband.attr('width', width);\n",
" rubberband.attr('height', height);\n",
" }\n",
"\n",
" // Set the figure to an initial 600x600px, this will subsequently be updated\n",
" // upon first draw.\n",
" this._resize_canvas(600, 600);\n",
"\n",
" // Disable right mouse context menu.\n",
" $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
" return false;\n",
" });\n",
"\n",
" function set_focus () {\n",
" canvas.focus();\n",
" canvas_div.focus();\n",
" }\n",
"\n",
" window.setTimeout(set_focus, 100);\n",
"}\n",
"\n",
"mpl.figure.prototype._init_toolbar = function() {\n",
" var fig = this;\n",
"\n",
" var nav_element = $('<div/>')\n",
" nav_element.attr('style', 'width: 100%');\n",
" this.root.append(nav_element);\n",
"\n",
" // Define a callback function for later on.\n",
" function toolbar_event(event) {\n",
" return fig.toolbar_button_onclick(event['data']);\n",
" }\n",
" function toolbar_mouse_event(event) {\n",
" return fig.toolbar_button_onmouseover(event['data']);\n",
" }\n",
"\n",
" for(var toolbar_ind in mpl.toolbar_items) {\n",
" var name = mpl.toolbar_items[toolbar_ind][0];\n",
" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
" var image = mpl.toolbar_items[toolbar_ind][2];\n",
" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
"\n",
" if (!name) {\n",
" // put a spacer in here.\n",
" continue;\n",
" }\n",
" var button = $('<button/>');\n",
" button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
" 'ui-button-icon-only');\n",
" button.attr('role', 'button');\n",
" button.attr('aria-disabled', 'false');\n",
" button.click(method_name, toolbar_event);\n",
" button.mouseover(tooltip, toolbar_mouse_event);\n",
"\n",
" var icon_img = $('<span/>');\n",
" icon_img.addClass('ui-button-icon-primary ui-icon');\n",
" icon_img.addClass(image);\n",
" icon_img.addClass('ui-corner-all');\n",
"\n",
" var tooltip_span = $('<span/>');\n",
" tooltip_span.addClass('ui-button-text');\n",
" tooltip_span.html(tooltip);\n",
"\n",
" button.append(icon_img);\n",
" button.append(tooltip_span);\n",
"\n",
" nav_element.append(button);\n",
" }\n",
"\n",
" var fmt_picker_span = $('<span/>');\n",
"\n",
" var fmt_picker = $('<select/>');\n",
" fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
" fmt_picker_span.append(fmt_picker);\n",
" nav_element.append(fmt_picker_span);\n",
" this.format_dropdown = fmt_picker[0];\n",
"\n",
" for (var ind in mpl.extensions) {\n",
" var fmt = mpl.extensions[ind];\n",
" var option = $(\n",
" '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
" fmt_picker.append(option)\n",
" }\n",
"\n",
" // Add hover states to the ui-buttons\n",
" $( \".ui-button\" ).hover(\n",
" function() { $(this).addClass(\"ui-state-hover\");},\n",
" function() { $(this).removeClass(\"ui-state-hover\");}\n",
" );\n",
"\n",
" var status_bar = $('<span class=\"mpl-message\"/>');\n",
" nav_element.append(status_bar);\n",
" this.message = status_bar[0];\n",
"}\n",
"\n",
"mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
" // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
" // which will in turn request a refresh of the image.\n",
" this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
"}\n",
"\n",
"mpl.figure.prototype.send_message = function(type, properties) {\n",
" properties['type'] = type;\n",
" properties['figure_id'] = this.id;\n",
" this.ws.send(JSON.stringify(properties));\n",
"}\n",
"\n",
"mpl.figure.prototype.send_draw_message = function() {\n",
" if (!this.waiting) {\n",
" this.waiting = true;\n",
" this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
" }\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
" var format_dropdown = fig.format_dropdown;\n",
" var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
" fig.ondownload(fig, format);\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
" var size = msg['size'];\n",
" if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
" fig._resize_canvas(size[0], size[1]);\n",
" fig.send_message(\"refresh\", {});\n",
" };\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
" var x0 = msg['x0'] / mpl.ratio;\n",
" var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
" var x1 = msg['x1'] / mpl.ratio;\n",
" var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
" x0 = Math.floor(x0) + 0.5;\n",
" y0 = Math.floor(y0) + 0.5;\n",
" x1 = Math.floor(x1) + 0.5;\n",
" y1 = Math.floor(y1) + 0.5;\n",
" var min_x = Math.min(x0, x1);\n",
" var min_y = Math.min(y0, y1);\n",
" var width = Math.abs(x1 - x0);\n",
" var height = Math.abs(y1 - y0);\n",
"\n",
" fig.rubberband_context.clearRect(\n",
" 0, 0, fig.canvas.width, fig.canvas.height);\n",
"\n",
" fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
" // Updates the figure title.\n",
" fig.header.textContent = msg['label'];\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
" var cursor = msg['cursor'];\n",
" switch(cursor)\n",
" {\n",
" case 0:\n",
" cursor = 'pointer';\n",
" break;\n",
" case 1:\n",
" cursor = 'default';\n",
" break;\n",
" case 2:\n",
" cursor = 'crosshair';\n",
" break;\n",
" case 3:\n",
" cursor = 'move';\n",
" break;\n",
" }\n",
" fig.rubberband_canvas.style.cursor = cursor;\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_message = function(fig, msg) {\n",
" fig.message.textContent = msg['message'];\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
" // Request the server to send over a new figure.\n",
" fig.send_draw_message();\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
" fig.image_mode = msg['mode'];\n",
"}\n",
"\n",
"mpl.figure.prototype.updated_canvas_event = function() {\n",
" // Called whenever the canvas gets updated.\n",
" this.send_message(\"ack\", {});\n",
"}\n",
"\n",
"// A function to construct a web socket function for onmessage handling.\n",
"// Called in the figure constructor.\n",
"mpl.figure.prototype._make_on_message_function = function(fig) {\n",
" return function socket_on_message(evt) {\n",
" if (evt.data instanceof Blob) {\n",
" /* FIXME: We get \"Resource interpreted as Image but\n",
" * transferred with MIME type text/plain:\" errors on\n",
" * Chrome. But how to set the MIME type? It doesn't seem\n",
" * to be part of the websocket stream */\n",
" evt.data.type = \"image/png\";\n",
"\n",
" /* Free the memory for the previous frames */\n",
" if (fig.imageObj.src) {\n",
" (window.URL || window.webkitURL).revokeObjectURL(\n",
" fig.imageObj.src);\n",
" }\n",
"\n",
" fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
" evt.data);\n",
" fig.updated_canvas_event();\n",
" fig.waiting = false;\n",
" return;\n",
" }\n",
" else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
" fig.imageObj.src = evt.data;\n",
" fig.updated_canvas_event();\n",
" fig.waiting = false;\n",
" return;\n",
" }\n",
"\n",
" var msg = JSON.parse(evt.data);\n",
" var msg_type = msg['type'];\n",
"\n",
" // Call the \"handle_{type}\" callback, which takes\n",
" // the figure and JSON message as its only arguments.\n",
" try {\n",
" var callback = fig[\"handle_\" + msg_type];\n",
" } catch (e) {\n",
" console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
" return;\n",
" }\n",
"\n",
" if (callback) {\n",
" try {\n",
" // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
" callback(fig, msg);\n",
" } catch (e) {\n",
" console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
" }\n",
" }\n",
" };\n",
"}\n",
"\n",
"// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
"mpl.findpos = function(e) {\n",
" //this section is from http://www.quirksmode.org/js/events_properties.html\n",
" var targ;\n",
" if (!e)\n",
" e = window.event;\n",
" if (e.target)\n",
" targ = e.target;\n",
" else if (e.srcElement)\n",
" targ = e.srcElement;\n",
" if (targ.nodeType == 3) // defeat Safari bug\n",
" targ = targ.parentNode;\n",
"\n",
" // jQuery normalizes the pageX and pageY\n",
" // pageX,Y are the mouse positions relative to the document\n",
" // offset() returns the position of the element relative to the document\n",
" var x = e.pageX - $(targ).offset().left;\n",
" var y = e.pageY - $(targ).offset().top;\n",
"\n",
" return {\"x\": x, \"y\": y};\n",
"};\n",
"\n",
"/*\n",
" * return a copy of an object with only non-object keys\n",
" * we need this to avoid circular references\n",
" * http://stackoverflow.com/a/24161582/3208463\n",
" */\n",
"function simpleKeys (original) {\n",
" return Object.keys(original).reduce(function (obj, key) {\n",
" if (typeof original[key] !== 'object')\n",
" obj[key] = original[key]\n",
" return obj;\n",
" }, {});\n",
"}\n",
"\n",
"mpl.figure.prototype.mouse_event = function(event, name) {\n",
" var canvas_pos = mpl.findpos(event)\n",
"\n",
" if (name === 'button_press')\n",
" {\n",
" this.canvas.focus();\n",
" this.canvas_div.focus();\n",
" }\n",
"\n",
" var x = canvas_pos.x * mpl.ratio;\n",
" var y = canvas_pos.y * mpl.ratio;\n",
"\n",
" this.send_message(name, {x: x, y: y, button: event.button,\n",
" step: event.step,\n",
" guiEvent: simpleKeys(event)});\n",
"\n",
" /* This prevents the web browser from automatically changing to\n",
" * the text insertion cursor when the button is pressed. We want\n",
" * to control all of the cursor setting manually through the\n",
" * 'cursor' event from matplotlib */\n",
" event.preventDefault();\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" // Handle any extra behaviour associated with a key event\n",
"}\n",
"\n",
"mpl.figure.prototype.key_event = function(event, name) {\n",
"\n",
" // Prevent repeat events\n",
" if (name == 'key_press')\n",
" {\n",
" if (event.which === this._key)\n",
" return;\n",
" else\n",
" this._key = event.which;\n",
" }\n",
" if (name == 'key_release')\n",
" this._key = null;\n",
"\n",
" var value = '';\n",
" if (event.ctrlKey && event.which != 17)\n",
" value += \"ctrl+\";\n",
" if (event.altKey && event.which != 18)\n",
" value += \"alt+\";\n",
" if (event.shiftKey && event.which != 16)\n",
" value += \"shift+\";\n",
"\n",
" value += 'k';\n",
" value += event.which.toString();\n",
"\n",
" this._key_event_extra(event, name);\n",
"\n",
" this.send_message(name, {key: value,\n",
" guiEvent: simpleKeys(event)});\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
" if (name == 'download') {\n",
" this.handle_save(this, null);\n",
" } else {\n",
" this.send_message(\"toolbar_button\", {name: name});\n",
" }\n",
"};\n",
"\n",
"mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
" this.message.textContent = tooltip;\n",
"};\n",
"mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
"\n",
"mpl.extensions = [\"eps\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\"];\n",
"\n",
"mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
" // Create a \"websocket\"-like object which calls the given IPython comm\n",
" // object with the appropriate methods. Currently this is a non binary\n",
" // socket, so there is still some room for performance tuning.\n",
" var ws = {};\n",
"\n",
" ws.close = function() {\n",
" comm.close()\n",
" };\n",
" ws.send = function(m) {\n",
" //console.log('sending', m);\n",
" comm.send(m);\n",
" };\n",
" // Register the callback with on_msg.\n",
" comm.on_msg(function(msg) {\n",
" //console.log('receiving', msg['content']['data'], msg);\n",
" // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
" ws.onmessage(msg['content']['data'])\n",
" });\n",
" return ws;\n",
"}\n",
"\n",
"mpl.mpl_figure_comm = function(comm, msg) {\n",
" // This is the function which gets called when the mpl process\n",
" // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
"\n",
" var id = msg.content.data.id;\n",
" // Get hold of the div created by the display call when the Comm\n",
" // socket was opened in Python.\n",
" var element = $(\"#\" + id);\n",
" var ws_proxy = comm_websocket_adapter(comm)\n",
"\n",
" function ondownload(figure, format) {\n",
" window.open(figure.imageObj.src);\n",
" }\n",
"\n",
" var fig = new mpl.figure(id, ws_proxy,\n",
" ondownload,\n",
" element.get(0));\n",
"\n",
" // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
" // web socket which is closed, not our websocket->open comm proxy.\n",
" ws_proxy.onopen();\n",
"\n",
" fig.parent_element = element.get(0);\n",
" fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
" if (!fig.cell_info) {\n",
" console.error(\"Failed to find cell for figure\", id, fig);\n",
" return;\n",
" }\n",
"\n",
" var output_index = fig.cell_info[2]\n",
" var cell = fig.cell_info[0];\n",
"\n",
"};\n",
"\n",
"mpl.figure.prototype.handle_close = function(fig, msg) {\n",
" var width = fig.canvas.width/mpl.ratio\n",
" fig.root.unbind('remove')\n",
"\n",
" // Update the output cell to use the data from the current canvas.\n",
" fig.push_to_output();\n",
" var dataURL = fig.canvas.toDataURL();\n",
" // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
" // the notebook keyboard shortcuts fail.\n",
" IPython.keyboard_manager.enable()\n",
" $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
" fig.close_ws(fig, msg);\n",
"}\n",
"\n",
"mpl.figure.prototype.close_ws = function(fig, msg){\n",
" fig.send_message('closing', msg);\n",
" // fig.ws.close()\n",
"}\n",
"\n",
"mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
" // Turn the data on the canvas into data in the output cell.\n",
" var width = this.canvas.width/mpl.ratio\n",
" var dataURL = this.canvas.toDataURL();\n",
" this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
"}\n",
"\n",
"mpl.figure.prototype.updated_canvas_event = function() {\n",
" // Tell IPython that the notebook contents must change.\n",
" IPython.notebook.set_dirty(true);\n",
" this.send_message(\"ack\", {});\n",
" var fig = this;\n",
" // Wait a second, then push the new image to the DOM so\n",
" // that it is saved nicely (might be nice to debounce this).\n",
" setTimeout(function () { fig.push_to_output() }, 1000);\n",
"}\n",
"\n",
"mpl.figure.prototype._init_toolbar = function() {\n",
" var fig = this;\n",
"\n",
" var nav_element = $('<div/>')\n",
" nav_element.attr('style', 'width: 100%');\n",
" this.root.append(nav_element);\n",
"\n",
" // Define a callback function for later on.\n",
" function toolbar_event(event) {\n",
" return fig.toolbar_button_onclick(event['data']);\n",
" }\n",
" function toolbar_mouse_event(event) {\n",
" return fig.toolbar_button_onmouseover(event['data']);\n",
" }\n",
"\n",
" for(var toolbar_ind in mpl.toolbar_items){\n",
" var name = mpl.toolbar_items[toolbar_ind][0];\n",
" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
" var image = mpl.toolbar_items[toolbar_ind][2];\n",
" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
"\n",
" if (!name) { continue; };\n",
"\n",
" var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
" button.click(method_name, toolbar_event);\n",
" button.mouseover(tooltip, toolbar_mouse_event);\n",
" nav_element.append(button);\n",
" }\n",
"\n",
" // Add the status bar.\n",
" var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
" nav_element.append(status_bar);\n",
" this.message = status_bar[0];\n",
"\n",
" // Add the close button to the window.\n",
" var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
" var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
" button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
" button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
" buttongrp.append(button);\n",
" var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
" titlebar.prepend(buttongrp);\n",
"}\n",
"\n",
"mpl.figure.prototype._root_extra_style = function(el){\n",
" var fig = this\n",
" el.on(\"remove\", function(){\n",
"\tfig.close_ws(fig, {});\n",
" });\n",
"}\n",
"\n",
"mpl.figure.prototype._canvas_extra_style = function(el){\n",
" // this is important to make the div 'focusable\n",
" el.attr('tabindex', 0)\n",
" // reach out to IPython and tell the keyboard manager to turn it's self\n",
" // off when our div gets focus\n",
"\n",
" // location in version 3\n",
" if (IPython.notebook.keyboard_manager) {\n",
" IPython.notebook.keyboard_manager.register_events(el);\n",
" }\n",
" else {\n",
" // location in version 2\n",
" IPython.keyboard_manager.register_events(el);\n",
" }\n",
"\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" var manager = IPython.notebook.keyboard_manager;\n",
" if (!manager)\n",
" manager = IPython.keyboard_manager;\n",
"\n",
" // Check for shift+enter\n",
" if (event.shiftKey && event.which == 13) {\n",
" this.canvas_div.blur();\n",
" event.shiftKey = false;\n",
" // Send a \"J\" for go to next cell\n",
" event.which = 74;\n",
" event.keyCode = 74;\n",
" manager.command_mode();\n",
" manager.handle_keydown(event);\n",
" }\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
" fig.ondownload(fig, null);\n",
"}\n",
"\n",
"\n",
"mpl.find_output_cell = function(html_output) {\n",
" // Return the cell and output element which can be found *uniquely* in the notebook.\n",
" // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
" // IPython event is triggered only after the cells have been serialised, which for\n",
" // our purposes (turning an active figure into a static one), is too late.\n",
" var cells = IPython.notebook.get_cells();\n",
" var ncells = cells.length;\n",
" for (var i=0; i<ncells; i++) {\n",
" var cell = cells[i];\n",
" if (cell.cell_type === 'code'){\n",
" for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
" var data = cell.output_area.outputs[j];\n",
" if (data.data) {\n",
" // IPython >= 3 moved mimebundle to data attribute of output\n",
" data = data.data;\n",
" }\n",
" if (data['text/html'] == html_output) {\n",
" return [cell, data, j];\n",
" }\n",
" }\n",
" }\n",
" }\n",
"}\n",
"\n",
"// Register the function which deals with the matplotlib target/channel.\n",
"// The kernel may be null if the page has been refreshed.\n",
"if (IPython.notebook.kernel != null) {\n",
" IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
"}\n"
],
"text/plain": [
"<IPython.core.display.Javascript object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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\" width=\"1000\">"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"t = 7\n",
"\n",
"plt.figure(figsize = (10,4))\n",
"ax = plt.subplot(121)\n",
"SIS_H.isel(time = t).SIS.plot(ax = ax)\n",
"plt.axis('equal')\n",
"\n",
"ax = plt.subplot(122)\n",
"SIS_H_proj_ds.isel(z = t).SIS_20151230.plot(ax = ax)\n",
"plt.axis('equal')\n",
"\n",
"plt.subplots_adjust(left = 0, hspace = 0.7, right = 1)\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<xarray.Dataset>\n",
"Dimensions: (lat: 103, lon: 241)\n",
"Coordinates:\n",
" * lon (lon) float32 5.75 5.7708335 5.791667 ... 10.708334 10.729167 10.75\n",
" * lat (lat) float32 45.75 45.770832 45.791664 ... 47.854164 47.875\n",
"Data variables:\n",
" SIS (lat, lon) float32 1871.074 1802.0314 ... 1656.8208 1648.7129"
]
},
"execution_count": 33,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# get daily sum:\n",
"SIS_H.sum('time')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Geographic projection using GDAL"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"SIS_H_file = '/Users/alinawalch/Downloads/MSG_SIS_H_2016/msg.SIS.H_ch02.lonlat_20160101000000.nc'\n",
"SIS_H_ds = gdal.Open('NETCDF:\"'+SIS_H_file+'\":SIS')"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/plain": [
"{'NC_GLOBAL#Conventions': 'CF-1.5',\n",
" 'NC_GLOBAL#Creator_Email': 'reto.stoeckli@meteoswiss.ch',\n",
" 'NC_GLOBAL#Creator_Name': 'Reto Stockli',\n",
" 'NC_GLOBAL#Creator_Url': 'http://www.meteoswiss.ch',\n",
" 'NC_GLOBAL#Digital_Object_Identifier': 'not assigned',\n",
" 'NC_GLOBAL#Institution': 'Federal Office of Meteorology and Climatology MeteoSwiss',\n",
" 'NC_GLOBAL#Metadata_Conventions': 'Unidata Dataset Discovery v1.0',\n",
" 'NC_GLOBAL#References': 'Reto Stockli (2013). The HelioMont Surface Solar Radiation Processing, Scientific Report MeteoSwiss, 93, 122 pp.',\n",
" 'NC_GLOBAL#Summary': 'Composited surface states, cloud properties and surface radiation fluxes from Meteteosat Second Generation SEVIRI data',\n",
" 'NC_GLOBAL#Title': 'The HelioMont Surface Solar Radiation Processing of MeteoSwiss (Composite File)',\n",
" 'NETCDF_DIM_EXTRA': '{time}',\n",
" 'NETCDF_DIM_time_DEF': '{24,6}',\n",
" 'NETCDF_DIM_time_VALUES': '{0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23}',\n",
" 'SIS#_FillValue': '9.96921e+36',\n",
" 'SIS#grid_mapping': 'geographic_projection',\n",
" 'SIS#long_name': 'Global Radiation (hourly mean)',\n",
" 'SIS#prod_date': '2017-02-28 08:55:11',\n",
" 'SIS#units': 'W m-2',\n",
" 'SIS#version': '2.4.0',\n",
" 'geographic_projection#datum': 'wgs84',\n",
" 'geographic_projection#grid_mapping_name': 'latitude_longitude',\n",
" 'geographic_projection#prod_date': '2017-02-28 08:55:11',\n",
" 'geographic_projection#semi_major_axis': '6378137',\n",
" 'geographic_projection#semi_minor_axis': '6356752.3',\n",
" 'geographic_projection#spatial_ref': 'GEOGCS[\"WGS 84\",DATUM[\"WGS_1984\",SPHEROID[\"WGS 84\",6378137,298.257223563,AUTHORITY[\"EPSG\",7030]],TOWGS84[0,0,0,0,0,0,0],AUTHORITY[\"EPSG\",6326]],PRIMEM[\"Greenwich\",0,AUTHORITY[\"EPSG\",8901]],UNIT[\"DMSH\",0.0174532925199433,AUTHORITY[\"EPSG\",9108]],AXIS[\"Lat\",NORTH],AXIS[\"Long\",EAST],AUTHORITY[\"EPSG\",4326]]',\n",
" 'geographic_projection#version': '2.4.0',\n",
" 'lat#long_name': 'latitude',\n",
" 'lat#units': 'degrees_north',\n",
" 'lon#long_name': 'longitude',\n",
" 'lon#units': 'degrees_east',\n",
" 'time#calendar': 'gregorian',\n",
" 'time#long_name': 'time',\n",
" 'time#units': 'hours since 2016-01-01 00:00:00'}"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"metadata = SIS_H_ds.GetMetadata()\n",
"metadata"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"SIS_H_proj = '/Users/alinawalch/Downloads/msg.SIS.H_ch02.lonlat_20160101000000_proj.tif'"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"SIS_H_projected = gdal.Warp(SIS_H_proj, SIS_H_ds, dstSRS='EPSG:2056', srcSRS='EPSG:4326')"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"<osgeo.gdal.Dataset; proxy of <Swig Object of type 'GDALDatasetShadow *' at 0x324de52a0> >"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"SIS_H_projected"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Future precipitation (from R)"
]
},
{
"cell_type": "code",
- "execution_count": 7,
+ "execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"def load_r_to_array( filename, var_name ):\n",
" # Read RData file and convert data and meta-data into useful formats\n",
" data = r.load( filename , verbose = True)\n",
" df = r(data[0])\n",
" attributes = r('attributes(%s)' %(data[0]))\n",
" \n",
" # Convert data into dictionary for further use\n",
" df_dict = dict(zip(df.names, list(df)))\n",
" attr_dict = dict(zip(attributes.names, list(attributes)))\n",
" \n",
" # convert integers to datetime indices\n",
" dates = [ pd.to_datetime(0) + pd.Timedelta(val, unit='d') for val in df_dict['data.time'] ] \n",
" \n",
" # create data array and add metadata\n",
" data_array = xr.DataArray(data = df_dict['data.series'], coords = [dates], dims = 'time', name='precipitation')\n",
" data_array.coords['station'] = attr_dict['station'][0]\n",
" data_array.attrs['period'] = attr_dict['qm.period'][0]\n",
" data_array.attrs['calibration_period'] = attr_dict['calibration.period'][0]\n",
" data_array.attrs['modelchain'] = attr_dict['modelchain'][0]\n",
" data_array.attrs['version'] = attr_dict['qm.version'][0]\n",
" \n",
" data_df = pd.DataFrame( data = data_array.to_pandas(), columns = [attr_dict['station'][0]])\n",
" \n",
" return data_array, data_df"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"pr = []\n",
"tas = []\n",
"rsds = []\n",
"\n",
"var_dict = {\n",
" 'pr' : pr ,\n",
" 'tas' : tas ,\n",
" 'rsds': rsds\n",
"}"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [],
"source": [
"files = [ 'tas_SMHI-RCA-IPSL-EUR44-RCP85_MVE.Rdata' ]\n",
"subdir = '/Users/alinawalch/Downloads'"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Loading objects:\n",
"\n",
" \n",
"results.qm\n",
"\n",
"Added /Users/alinawalch/Downloads/tas_SMHI-RCA-IPSL-EUR44-RCP85_MVE.Rdata\n",
"Failed to convert and save rsds: No objects to concatenate\n"
]
}
],
"source": [
"for file in files:\n",
" file_base = file.split('.')\n",
" if file_base[1] != 'Rdata': continue\n",
" \n",
" components = file_base[0].split('_')\n",
" var = components[0]\n",
" \n",
" fp = os.path.join( subdir, file )\n",
" arr, df = load_r_to_array( fp, var )\n",
" \n",
" var_dict[ var ].append( df )\n",
" \n",
" print(\"Added %s\" %fp)\n",
" \n",
"for key, df in var_dict.items():\n",
" try:\n",
" df = pd.concat(df)\n",
" # df.to_csv( '%s_%s.csv' %(subdir, key) )\n",
" \n",
" except Exception as e: print('Failed to convert and save %s: %s' %(key, e))"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Loading objects:\n",
"\n",
" \n",
"results.qm\n",
"\n"
]
}
],
"source": [
"arr, df = load_r_to_array('/Users/alinawalch/Downloads/tas_SMHI-RCA-IPSL-EUR44-RCP85_MVE.Rdata', 'pr')\n",
"var_dict['pr'].append(df)"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [],
"source": [
"data_array = var_dict[ var ][0]"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {
"scrolled": true
},
"outputs": [
{
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"</style>\n",
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" <th></th>\n",
" <th>MVE</th>\n",
" </tr>\n",
" <tr>\n",
" <th>time</th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
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" <th>1981-01-01</th>\n",
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" </tr>\n",
" <tr>\n",
" <th>1981-01-02</th>\n",
" <td>-0.002249</td>\n",
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" <th>1981-01-04</th>\n",
" <td>1.885565</td>\n",
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" <th>1981-01-05</th>\n",
" <td>-5.835846</td>\n",
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" <tr>\n",
" <th>1981-01-06</th>\n",
" <td>-3.525503</td>\n",
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" <tr>\n",
" <th>1981-01-07</th>\n",
" <td>0.571968</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1981-01-08</th>\n",
" <td>1.999521</td>\n",
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" <th>1981-01-09</th>\n",
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" <th>1981-01-11</th>\n",
" <td>1.476163</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1981-01-12</th>\n",
" <td>2.044344</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1981-01-13</th>\n",
" <td>-2.412006</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1981-01-14</th>\n",
" <td>-0.140964</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1981-01-15</th>\n",
" <td>0.987091</td>\n",
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" <tr>\n",
" <th>1981-01-16</th>\n",
" <td>-10.752150</td>\n",
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" <tr>\n",
" <th>1981-01-17</th>\n",
" <td>-4.542454</td>\n",
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" <tr>\n",
" <th>1981-01-18</th>\n",
" <td>-0.782648</td>\n",
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" <tr>\n",
" <th>1981-01-19</th>\n",
" <td>-3.220550</td>\n",
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" <th>1981-01-20</th>\n",
" <td>1.800475</td>\n",
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" <tr>\n",
" <th>1981-01-21</th>\n",
" <td>1.332688</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1981-01-22</th>\n",
" <td>-0.247258</td>\n",
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" <th>1981-01-23</th>\n",
" <td>1.385550</td>\n",
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" <th>1981-01-24</th>\n",
" <td>2.751176</td>\n",
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" <th>1981-01-25</th>\n",
" <td>3.088163</td>\n",
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" <th>1981-01-26</th>\n",
" <td>4.705993</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1981-01-27</th>\n",
" <td>2.000260</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1981-01-28</th>\n",
" <td>5.175273</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1981-01-29</th>\n",
" <td>5.930350</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1981-01-30</th>\n",
" <td>4.128995</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
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" <th>2099-12-02</th>\n",
" <td>4.860428</td>\n",
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" <th>2099-12-03</th>\n",
" <td>0.980967</td>\n",
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" <th>2099-12-08</th>\n",
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" <td>1.954330</td>\n",
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" <tr>\n",
" <th>2099-12-30</th>\n",
" <td>3.564370</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2099-12-31</th>\n",
" <td>-0.567975</td>\n",
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],
"text/plain": [
" MVE\n",
"time \n",
"1981-01-01 -4.371958\n",
"1981-01-02 -0.002249\n",
"1981-01-03 0.236144\n",
"1981-01-04 1.885565\n",
"1981-01-05 -5.835846\n",
"1981-01-06 -3.525503\n",
"1981-01-07 0.571968\n",
"1981-01-08 1.999521\n",
"1981-01-09 -3.294383\n",
"1981-01-10 -3.735109\n",
"1981-01-11 1.476163\n",
"1981-01-12 2.044344\n",
"1981-01-13 -2.412006\n",
"1981-01-14 -0.140964\n",
"1981-01-15 0.987091\n",
"1981-01-16 -10.752150\n",
"1981-01-17 -4.542454\n",
"1981-01-18 -0.782648\n",
"1981-01-19 -3.220550\n",
"1981-01-20 1.800475\n",
"1981-01-21 1.332688\n",
"1981-01-22 -0.247258\n",
"1981-01-23 1.385550\n",
"1981-01-24 2.751176\n",
"1981-01-25 3.088163\n",
"1981-01-26 4.705993\n",
"1981-01-27 2.000260\n",
"1981-01-28 5.175273\n",
"1981-01-29 5.930350\n",
"1981-01-30 4.128995\n",
"... ...\n",
"2099-12-02 4.860428\n",
"2099-12-03 0.980967\n",
"2099-12-04 -1.741642\n",
"2099-12-05 -0.763729\n",
"2099-12-06 2.265342\n",
"2099-12-07 1.381251\n",
"2099-12-08 3.923237\n",
"2099-12-09 0.251265\n",
"2099-12-10 1.954330\n",
"2099-12-11 -1.761408\n",
"2099-12-12 -1.646548\n",
"2099-12-13 0.856254\n",
"2099-12-14 3.792031\n",
"2099-12-15 -2.407269\n",
"2099-12-16 -2.861161\n",
"2099-12-17 -3.505703\n",
"2099-12-18 -1.090181\n",
"2099-12-19 2.912887\n",
"2099-12-20 -0.740709\n",
"2099-12-21 3.218044\n",
"2099-12-22 7.321482\n",
"2099-12-23 6.233831\n",
"2099-12-24 -0.670232\n",
"2099-12-25 2.611472\n",
"2099-12-26 6.587040\n",
"2099-12-27 2.461331\n",
"2099-12-28 -0.852884\n",
"2099-12-29 1.852551\n",
"2099-12-30 3.564370\n",
"2099-12-31 -0.567975\n",
"\n",
"[43464 rows x 1 columns]"
]
},
"execution_count": 27,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
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]
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{
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"metadata": {
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"outputs": [
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" // canvas in synch.\n",
" canvas_div.css('width', width)\n",
" canvas_div.css('height', height)\n",
"\n",
" canvas.attr('width', width * mpl.ratio);\n",
" canvas.attr('height', height * mpl.ratio);\n",
" canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
"\n",
" rubberband.attr('width', width);\n",
" rubberband.attr('height', height);\n",
" }\n",
"\n",
" // Set the figure to an initial 600x600px, this will subsequently be updated\n",
" // upon first draw.\n",
" this._resize_canvas(600, 600);\n",
"\n",
" // Disable right mouse context menu.\n",
" $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
" return false;\n",
" });\n",
"\n",
" function set_focus () {\n",
" canvas.focus();\n",
" canvas_div.focus();\n",
" }\n",
"\n",
" window.setTimeout(set_focus, 100);\n",
"}\n",
"\n",
"mpl.figure.prototype._init_toolbar = function() {\n",
" var fig = this;\n",
"\n",
" var nav_element = $('<div/>')\n",
" nav_element.attr('style', 'width: 100%');\n",
" this.root.append(nav_element);\n",
"\n",
" // Define a callback function for later on.\n",
" function toolbar_event(event) {\n",
" return fig.toolbar_button_onclick(event['data']);\n",
" }\n",
" function toolbar_mouse_event(event) {\n",
" return fig.toolbar_button_onmouseover(event['data']);\n",
" }\n",
"\n",
" for(var toolbar_ind in mpl.toolbar_items) {\n",
" var name = mpl.toolbar_items[toolbar_ind][0];\n",
" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
" var image = mpl.toolbar_items[toolbar_ind][2];\n",
" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
"\n",
" if (!name) {\n",
" // put a spacer in here.\n",
" continue;\n",
" }\n",
" var button = $('<button/>');\n",
" button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
" 'ui-button-icon-only');\n",
" button.attr('role', 'button');\n",
" button.attr('aria-disabled', 'false');\n",
" button.click(method_name, toolbar_event);\n",
" button.mouseover(tooltip, toolbar_mouse_event);\n",
"\n",
" var icon_img = $('<span/>');\n",
" icon_img.addClass('ui-button-icon-primary ui-icon');\n",
" icon_img.addClass(image);\n",
" icon_img.addClass('ui-corner-all');\n",
"\n",
" var tooltip_span = $('<span/>');\n",
" tooltip_span.addClass('ui-button-text');\n",
" tooltip_span.html(tooltip);\n",
"\n",
" button.append(icon_img);\n",
" button.append(tooltip_span);\n",
"\n",
" nav_element.append(button);\n",
" }\n",
"\n",
" var fmt_picker_span = $('<span/>');\n",
"\n",
" var fmt_picker = $('<select/>');\n",
" fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
" fmt_picker_span.append(fmt_picker);\n",
" nav_element.append(fmt_picker_span);\n",
" this.format_dropdown = fmt_picker[0];\n",
"\n",
" for (var ind in mpl.extensions) {\n",
" var fmt = mpl.extensions[ind];\n",
" var option = $(\n",
" '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
" fmt_picker.append(option)\n",
" }\n",
"\n",
" // Add hover states to the ui-buttons\n",
" $( \".ui-button\" ).hover(\n",
" function() { $(this).addClass(\"ui-state-hover\");},\n",
" function() { $(this).removeClass(\"ui-state-hover\");}\n",
" );\n",
"\n",
" var status_bar = $('<span class=\"mpl-message\"/>');\n",
" nav_element.append(status_bar);\n",
" this.message = status_bar[0];\n",
"}\n",
"\n",
"mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
" // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
" // which will in turn request a refresh of the image.\n",
" this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
"}\n",
"\n",
"mpl.figure.prototype.send_message = function(type, properties) {\n",
" properties['type'] = type;\n",
" properties['figure_id'] = this.id;\n",
" this.ws.send(JSON.stringify(properties));\n",
"}\n",
"\n",
"mpl.figure.prototype.send_draw_message = function() {\n",
" if (!this.waiting) {\n",
" this.waiting = true;\n",
" this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
" }\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
" var format_dropdown = fig.format_dropdown;\n",
" var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
" fig.ondownload(fig, format);\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
" var size = msg['size'];\n",
" if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
" fig._resize_canvas(size[0], size[1]);\n",
" fig.send_message(\"refresh\", {});\n",
" };\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
" var x0 = msg['x0'] / mpl.ratio;\n",
" var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
" var x1 = msg['x1'] / mpl.ratio;\n",
" var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
" x0 = Math.floor(x0) + 0.5;\n",
" y0 = Math.floor(y0) + 0.5;\n",
" x1 = Math.floor(x1) + 0.5;\n",
" y1 = Math.floor(y1) + 0.5;\n",
" var min_x = Math.min(x0, x1);\n",
" var min_y = Math.min(y0, y1);\n",
" var width = Math.abs(x1 - x0);\n",
" var height = Math.abs(y1 - y0);\n",
"\n",
" fig.rubberband_context.clearRect(\n",
" 0, 0, fig.canvas.width, fig.canvas.height);\n",
"\n",
" fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
" // Updates the figure title.\n",
" fig.header.textContent = msg['label'];\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
" var cursor = msg['cursor'];\n",
" switch(cursor)\n",
" {\n",
" case 0:\n",
" cursor = 'pointer';\n",
" break;\n",
" case 1:\n",
" cursor = 'default';\n",
" break;\n",
" case 2:\n",
" cursor = 'crosshair';\n",
" break;\n",
" case 3:\n",
" cursor = 'move';\n",
" break;\n",
" }\n",
" fig.rubberband_canvas.style.cursor = cursor;\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_message = function(fig, msg) {\n",
" fig.message.textContent = msg['message'];\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
" // Request the server to send over a new figure.\n",
" fig.send_draw_message();\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
" fig.image_mode = msg['mode'];\n",
"}\n",
"\n",
"mpl.figure.prototype.updated_canvas_event = function() {\n",
" // Called whenever the canvas gets updated.\n",
" this.send_message(\"ack\", {});\n",
"}\n",
"\n",
"// A function to construct a web socket function for onmessage handling.\n",
"// Called in the figure constructor.\n",
"mpl.figure.prototype._make_on_message_function = function(fig) {\n",
" return function socket_on_message(evt) {\n",
" if (evt.data instanceof Blob) {\n",
" /* FIXME: We get \"Resource interpreted as Image but\n",
" * transferred with MIME type text/plain:\" errors on\n",
" * Chrome. But how to set the MIME type? It doesn't seem\n",
" * to be part of the websocket stream */\n",
" evt.data.type = \"image/png\";\n",
"\n",
" /* Free the memory for the previous frames */\n",
" if (fig.imageObj.src) {\n",
" (window.URL || window.webkitURL).revokeObjectURL(\n",
" fig.imageObj.src);\n",
" }\n",
"\n",
" fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
" evt.data);\n",
" fig.updated_canvas_event();\n",
" fig.waiting = false;\n",
" return;\n",
" }\n",
" else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
" fig.imageObj.src = evt.data;\n",
" fig.updated_canvas_event();\n",
" fig.waiting = false;\n",
" return;\n",
" }\n",
"\n",
" var msg = JSON.parse(evt.data);\n",
" var msg_type = msg['type'];\n",
"\n",
" // Call the \"handle_{type}\" callback, which takes\n",
" // the figure and JSON message as its only arguments.\n",
" try {\n",
" var callback = fig[\"handle_\" + msg_type];\n",
" } catch (e) {\n",
" console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
" return;\n",
" }\n",
"\n",
" if (callback) {\n",
" try {\n",
" // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
" callback(fig, msg);\n",
" } catch (e) {\n",
" console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
" }\n",
" }\n",
" };\n",
"}\n",
"\n",
"// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
"mpl.findpos = function(e) {\n",
" //this section is from http://www.quirksmode.org/js/events_properties.html\n",
" var targ;\n",
" if (!e)\n",
" e = window.event;\n",
" if (e.target)\n",
" targ = e.target;\n",
" else if (e.srcElement)\n",
" targ = e.srcElement;\n",
" if (targ.nodeType == 3) // defeat Safari bug\n",
" targ = targ.parentNode;\n",
"\n",
" // jQuery normalizes the pageX and pageY\n",
" // pageX,Y are the mouse positions relative to the document\n",
" // offset() returns the position of the element relative to the document\n",
" var x = e.pageX - $(targ).offset().left;\n",
" var y = e.pageY - $(targ).offset().top;\n",
"\n",
" return {\"x\": x, \"y\": y};\n",
"};\n",
"\n",
"/*\n",
" * return a copy of an object with only non-object keys\n",
" * we need this to avoid circular references\n",
" * http://stackoverflow.com/a/24161582/3208463\n",
" */\n",
"function simpleKeys (original) {\n",
" return Object.keys(original).reduce(function (obj, key) {\n",
" if (typeof original[key] !== 'object')\n",
" obj[key] = original[key]\n",
" return obj;\n",
" }, {});\n",
"}\n",
"\n",
"mpl.figure.prototype.mouse_event = function(event, name) {\n",
" var canvas_pos = mpl.findpos(event)\n",
"\n",
" if (name === 'button_press')\n",
" {\n",
" this.canvas.focus();\n",
" this.canvas_div.focus();\n",
" }\n",
"\n",
" var x = canvas_pos.x * mpl.ratio;\n",
" var y = canvas_pos.y * mpl.ratio;\n",
"\n",
" this.send_message(name, {x: x, y: y, button: event.button,\n",
" step: event.step,\n",
" guiEvent: simpleKeys(event)});\n",
"\n",
" /* This prevents the web browser from automatically changing to\n",
" * the text insertion cursor when the button is pressed. We want\n",
" * to control all of the cursor setting manually through the\n",
" * 'cursor' event from matplotlib */\n",
" event.preventDefault();\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" // Handle any extra behaviour associated with a key event\n",
"}\n",
"\n",
"mpl.figure.prototype.key_event = function(event, name) {\n",
"\n",
" // Prevent repeat events\n",
" if (name == 'key_press')\n",
" {\n",
" if (event.which === this._key)\n",
" return;\n",
" else\n",
" this._key = event.which;\n",
" }\n",
" if (name == 'key_release')\n",
" this._key = null;\n",
"\n",
" var value = '';\n",
" if (event.ctrlKey && event.which != 17)\n",
" value += \"ctrl+\";\n",
" if (event.altKey && event.which != 18)\n",
" value += \"alt+\";\n",
" if (event.shiftKey && event.which != 16)\n",
" value += \"shift+\";\n",
"\n",
" value += 'k';\n",
" value += event.which.toString();\n",
"\n",
" this._key_event_extra(event, name);\n",
"\n",
" this.send_message(name, {key: value,\n",
" guiEvent: simpleKeys(event)});\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
" if (name == 'download') {\n",
" this.handle_save(this, null);\n",
" } else {\n",
" this.send_message(\"toolbar_button\", {name: name});\n",
" }\n",
"};\n",
"\n",
"mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
" this.message.textContent = tooltip;\n",
"};\n",
"mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
"\n",
"mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
"\n",
"mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
" // Create a \"websocket\"-like object which calls the given IPython comm\n",
" // object with the appropriate methods. Currently this is a non binary\n",
" // socket, so there is still some room for performance tuning.\n",
" var ws = {};\n",
"\n",
" ws.close = function() {\n",
" comm.close()\n",
" };\n",
" ws.send = function(m) {\n",
" //console.log('sending', m);\n",
" comm.send(m);\n",
" };\n",
" // Register the callback with on_msg.\n",
" comm.on_msg(function(msg) {\n",
" //console.log('receiving', msg['content']['data'], msg);\n",
" // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
" ws.onmessage(msg['content']['data'])\n",
" });\n",
" return ws;\n",
"}\n",
"\n",
"mpl.mpl_figure_comm = function(comm, msg) {\n",
" // This is the function which gets called when the mpl process\n",
" // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
"\n",
" var id = msg.content.data.id;\n",
" // Get hold of the div created by the display call when the Comm\n",
" // socket was opened in Python.\n",
" var element = $(\"#\" + id);\n",
" var ws_proxy = comm_websocket_adapter(comm)\n",
"\n",
" function ondownload(figure, format) {\n",
" window.open(figure.imageObj.src);\n",
" }\n",
"\n",
" var fig = new mpl.figure(id, ws_proxy,\n",
" ondownload,\n",
" element.get(0));\n",
"\n",
" // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
" // web socket which is closed, not our websocket->open comm proxy.\n",
" ws_proxy.onopen();\n",
"\n",
" fig.parent_element = element.get(0);\n",
" fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
" if (!fig.cell_info) {\n",
" console.error(\"Failed to find cell for figure\", id, fig);\n",
" return;\n",
" }\n",
"\n",
" var output_index = fig.cell_info[2]\n",
" var cell = fig.cell_info[0];\n",
"\n",
"};\n",
"\n",
"mpl.figure.prototype.handle_close = function(fig, msg) {\n",
" var width = fig.canvas.width/mpl.ratio\n",
" fig.root.unbind('remove')\n",
"\n",
" // Update the output cell to use the data from the current canvas.\n",
" fig.push_to_output();\n",
" var dataURL = fig.canvas.toDataURL();\n",
" // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
" // the notebook keyboard shortcuts fail.\n",
" IPython.keyboard_manager.enable()\n",
" $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
" fig.close_ws(fig, msg);\n",
"}\n",
"\n",
"mpl.figure.prototype.close_ws = function(fig, msg){\n",
" fig.send_message('closing', msg);\n",
" // fig.ws.close()\n",
"}\n",
"\n",
"mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
" // Turn the data on the canvas into data in the output cell.\n",
" var width = this.canvas.width/mpl.ratio\n",
" var dataURL = this.canvas.toDataURL();\n",
" this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
"}\n",
"\n",
"mpl.figure.prototype.updated_canvas_event = function() {\n",
" // Tell IPython that the notebook contents must change.\n",
" IPython.notebook.set_dirty(true);\n",
" this.send_message(\"ack\", {});\n",
" var fig = this;\n",
" // Wait a second, then push the new image to the DOM so\n",
" // that it is saved nicely (might be nice to debounce this).\n",
" setTimeout(function () { fig.push_to_output() }, 1000);\n",
"}\n",
"\n",
"mpl.figure.prototype._init_toolbar = function() {\n",
" var fig = this;\n",
"\n",
" var nav_element = $('<div/>')\n",
" nav_element.attr('style', 'width: 100%');\n",
" this.root.append(nav_element);\n",
"\n",
" // Define a callback function for later on.\n",
" function toolbar_event(event) {\n",
" return fig.toolbar_button_onclick(event['data']);\n",
" }\n",
" function toolbar_mouse_event(event) {\n",
" return fig.toolbar_button_onmouseover(event['data']);\n",
" }\n",
"\n",
" for(var toolbar_ind in mpl.toolbar_items){\n",
" var name = mpl.toolbar_items[toolbar_ind][0];\n",
" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
" var image = mpl.toolbar_items[toolbar_ind][2];\n",
" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
"\n",
" if (!name) { continue; };\n",
"\n",
" var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
" button.click(method_name, toolbar_event);\n",
" button.mouseover(tooltip, toolbar_mouse_event);\n",
" nav_element.append(button);\n",
" }\n",
"\n",
" // Add the status bar.\n",
" var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
" nav_element.append(status_bar);\n",
" this.message = status_bar[0];\n",
"\n",
" // Add the close button to the window.\n",
" var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
" var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
" button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
" button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
" buttongrp.append(button);\n",
" var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
" titlebar.prepend(buttongrp);\n",
"}\n",
"\n",
"mpl.figure.prototype._root_extra_style = function(el){\n",
" var fig = this\n",
" el.on(\"remove\", function(){\n",
"\tfig.close_ws(fig, {});\n",
" });\n",
"}\n",
"\n",
"mpl.figure.prototype._canvas_extra_style = function(el){\n",
" // this is important to make the div 'focusable\n",
" el.attr('tabindex', 0)\n",
" // reach out to IPython and tell the keyboard manager to turn it's self\n",
" // off when our div gets focus\n",
"\n",
" // location in version 3\n",
" if (IPython.notebook.keyboard_manager) {\n",
" IPython.notebook.keyboard_manager.register_events(el);\n",
" }\n",
" else {\n",
" // location in version 2\n",
" IPython.keyboard_manager.register_events(el);\n",
" }\n",
"\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" var manager = IPython.notebook.keyboard_manager;\n",
" if (!manager)\n",
" manager = IPython.keyboard_manager;\n",
"\n",
" // Check for shift+enter\n",
" if (event.shiftKey && event.which == 13) {\n",
" this.canvas_div.blur();\n",
" event.shiftKey = false;\n",
" // Send a \"J\" for go to next cell\n",
" event.which = 74;\n",
" event.keyCode = 74;\n",
" manager.command_mode();\n",
" manager.handle_keydown(event);\n",
" }\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
" fig.ondownload(fig, null);\n",
"}\n",
"\n",
"\n",
"mpl.find_output_cell = function(html_output) {\n",
" // Return the cell and output element which can be found *uniquely* in the notebook.\n",
" // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
" // IPython event is triggered only after the cells have been serialised, which for\n",
" // our purposes (turning an active figure into a static one), is too late.\n",
" var cells = IPython.notebook.get_cells();\n",
" var ncells = cells.length;\n",
" for (var i=0; i<ncells; i++) {\n",
" var cell = cells[i];\n",
" if (cell.cell_type === 'code'){\n",
" for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
" var data = cell.output_area.outputs[j];\n",
" if (data.data) {\n",
" // IPython >= 3 moved mimebundle to data attribute of output\n",
" data = data.data;\n",
" }\n",
" if (data['text/html'] == html_output) {\n",
" return [cell, data, j];\n",
" }\n",
" }\n",
" }\n",
" }\n",
"}\n",
"\n",
"// Register the function which deals with the matplotlib target/channel.\n",
"// The kernel may be null if the page has been refreshed.\n",
"if (IPython.notebook.kernel != null) {\n",
" IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
"}\n"
],
"text/plain": [
"<IPython.core.display.Javascript object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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\" width=\"640\">"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x31898ee10>"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data_array.plot()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.7.7"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
diff --git a/Solar_Future/mean_change_RSDS.ipynb b/Solar_Future/mean_change_RSDS.ipynb
index f9573ff..7ac87e7 100644
--- a/Solar_Future/mean_change_RSDS.ipynb
+++ b/Solar_Future/mean_change_RSDS.ipynb
@@ -1,4582 +1,5428 @@
{
"cells": [
{
"cell_type": "code",
- "execution_count": 162,
+ "execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"import xarray as xr\n",
"import os\n",
"import glob\n",
"import random\n",
- "from scipy.stats import describe\n",
+ "import time\n",
+ "# from scipy.stats import describe\n",
"\n",
"%matplotlib notebook\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
- "execution_count": 151,
+ "execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"path = '/work/hyenergy/output/future_climate/model_chains'\n",
- "files = 'rsds_*.csv'"
+ "files = 'tas_*.csv'"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Load 6 model chains"
]
},
{
"cell_type": "code",
- "execution_count": 152,
+ "execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"all_files = glob.glob( os.path.join( path, files ))\n",
"filenames = [ os.path.splitext( os.path.split( f )[-1] )[0] for f in all_files ]"
]
},
{
"cell_type": "code",
- "execution_count": 153,
+ "execution_count": 4,
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "['/work/hyenergy/output/future_climate/model_chains/tas_MPICSC-REMO1-MPIESM-EUR11-RCP26.csv',\n",
+ " '/work/hyenergy/output/future_climate/model_chains/tas_SMHI-RCA-NORESM-EUR44-RCP26.csv',\n",
+ " '/work/hyenergy/output/future_climate/model_chains/tas_SMHI-RCA-MPIESM-EUR44-RCP85.csv',\n",
+ " '/work/hyenergy/output/future_climate/model_chains/tas_SMHI-RCA-HADGEM-EUR11-RCP85.csv',\n",
+ " '/work/hyenergy/output/future_climate/model_chains/tas_KNMI-RACMO-HADGEM-EUR44-RCP85.csv',\n",
+ " '/work/hyenergy/output/future_climate/model_chains/tas_SMHI-RCA-MPIESM-EUR44-RCP26.csv',\n",
+ " '/work/hyenergy/output/future_climate/model_chains/tas_MPICSC-REMO2-MPIESM-EUR11-RCP26.csv',\n",
+ " '/work/hyenergy/output/future_climate/model_chains/tas_SMHI-RCA-MIROC-EUR44-RCP26.csv',\n",
+ " '/work/hyenergy/output/future_climate/model_chains/tas_SMHI-RCA-MPIESM-EUR44-RCP45.csv',\n",
+ " '/work/hyenergy/output/future_climate/model_chains/tas_DMI-HIRHAM-ECEARTH-EUR11-RCP26.csv',\n",
+ " '/work/hyenergy/output/future_climate/model_chains/tas_SMHI-RCA-CSIRO-EUR44-RCP45.csv',\n",
+ " '/work/hyenergy/output/future_climate/model_chains/tas_CLMCOM-CCLM4-ECEARTH-EUR11-RCP45.csv',\n",
+ " '/work/hyenergy/output/future_climate/model_chains/tas_CLMCOM-CCLM5-MPIESM-EUR44-RCP85.csv',\n",
+ " '/work/hyenergy/output/future_climate/model_chains/tas_SMHI-RCA-ECEARTH-EUR44-RCP85.csv',\n",
+ " '/work/hyenergy/output/future_climate/model_chains/tas_SMHI-RCA-IPSL-EUR11-RCP45.csv',\n",
+ " '/work/hyenergy/output/future_climate/model_chains/tas_SMHI-RCA-ECEARTH-EUR11-RCP45.csv',\n",
+ " '/work/hyenergy/output/future_climate/model_chains/tas_SMHI-RCA-MPIESM-EUR11-RCP85.csv',\n",
+ " '/work/hyenergy/output/future_climate/model_chains/tas_SMHI-RCA-IPSL-EUR44-RCP45.csv',\n",
+ " '/work/hyenergy/output/future_climate/model_chains/tas_CLMCOM-CCLM5-ECEARTH-EUR44-RCP85.csv',\n",
+ " '/work/hyenergy/output/future_climate/model_chains/tas_SMHI-RCA-NORESM-EUR44-RCP85.csv',\n",
+ " '/work/hyenergy/output/future_climate/model_chains/tas_MPICSC-REMO1-MPIESM-EUR44-RCP26.csv',\n",
+ " '/work/hyenergy/output/future_climate/model_chains/tas_CLMCOM-CCLM4-MPIESM-EUR11-RCP45.csv',\n",
+ " '/work/hyenergy/output/future_climate/model_chains/tas_SMHI-RCA-ECEARTH-EUR11-RCP85.csv',\n",
+ " '/work/hyenergy/output/future_climate/model_chains/tas_SMHI-RCA-CCCMA-EUR44-RCP85.csv',\n",
+ " '/work/hyenergy/output/future_climate/model_chains/tas_ICTP-REGCM-HADGEM-EUR44-RCP85.csv',\n",
+ " '/work/hyenergy/output/future_climate/model_chains/tas_CLMCOM-CCLM4-MPIESM-EUR44-RCP85.csv',\n",
+ " '/work/hyenergy/output/future_climate/model_chains/tas_SMHI-RCA-ECEARTH-EUR11-RCP26.csv',\n",
+ " '/work/hyenergy/output/future_climate/model_chains/tas_MPICSC-REMO2-MPIESM-EUR44-RCP26.csv',\n",
+ " '/work/hyenergy/output/future_climate/model_chains/tas_SMHI-RCA-CCCMA-EUR44-RCP45.csv',\n",
+ " '/work/hyenergy/output/future_climate/model_chains/tas_MPICSC-REMO2-MPIESM-EUR44-RCP85.csv',\n",
+ " '/work/hyenergy/output/future_climate/model_chains/tas_SMHI-RCA-HADGEM-EUR44-RCP85.csv',\n",
+ " '/work/hyenergy/output/future_climate/model_chains/tas_SMHI-RCA-HADGEM-EUR44-RCP45.csv',\n",
+ " '/work/hyenergy/output/future_climate/model_chains/tas_SMHI-RCA-NORESM-EUR44-RCP45.csv',\n",
+ " '/work/hyenergy/output/future_climate/model_chains/tas_DMI-HIRHAM-ECEARTH-EUR11-RCP45.csv',\n",
+ " '/work/hyenergy/output/future_climate/model_chains/tas_CLMCOM-CCLM4-MPIESM-EUR11-RCP85.csv',\n",
+ " '/work/hyenergy/output/future_climate/model_chains/tas_SMHI-RCA-IPSL-EUR11-RCP85.csv',\n",
+ " '/work/hyenergy/output/future_climate/model_chains/tas_CLMCOM-CCLM4-HADGEM-EUR44-RCP85.csv',\n",
+ " '/work/hyenergy/output/future_climate/model_chains/tas_CLMCOM-CCLM4-HADGEM-EUR11-RCP45.csv',\n",
+ " '/work/hyenergy/output/future_climate/model_chains/tas_MPICSC-REMO1-MPIESM-EUR11-RCP45.csv',\n",
+ " '/work/hyenergy/output/future_climate/model_chains/tas_KNMI-RACMO-HADGEM-EUR44-RCP45.csv',\n",
+ " '/work/hyenergy/output/future_climate/model_chains/tas_MPICSC-REMO2-MPIESM-EUR44-RCP45.csv',\n",
+ " '/work/hyenergy/output/future_climate/model_chains/tas_MPICSC-REMO1-MPIESM-EUR11-RCP85.csv',\n",
+ " '/work/hyenergy/output/future_climate/model_chains/tas_KNMI-RACMO-ECEARTH-EUR44-RCP85.csv',\n",
+ " '/work/hyenergy/output/future_climate/model_chains/tas_SMHI-RCA-HADGEM-EUR11-RCP45.csv',\n",
+ " '/work/hyenergy/output/future_climate/model_chains/tas_DMI-HIRHAM-ECEARTH-EUR44-RCP45.csv',\n",
+ " '/work/hyenergy/output/future_climate/model_chains/tas_MPICSC-REMO2-MPIESM-EUR11-RCP45.csv',\n",
+ " '/work/hyenergy/output/future_climate/model_chains/tas_SMHI-RCA-MIROC-EUR44-RCP45.csv',\n",
+ " '/work/hyenergy/output/future_climate/model_chains/tas_SMHI-RCA-GFDL-EUR44-RCP85.csv',\n",
+ " '/work/hyenergy/output/future_climate/model_chains/tas_MPICSC-REMO1-MPIESM-EUR44-RCP85.csv',\n",
+ " '/work/hyenergy/output/future_climate/model_chains/tas_SMHI-RCA-MPIESM-EUR11-RCP45.csv',\n",
+ " '/work/hyenergy/output/future_climate/model_chains/tas_CLMCOM-CCLM4-HADGEM-EUR11-RCP85.csv',\n",
+ " '/work/hyenergy/output/future_climate/model_chains/tas_SMHI-RCA-MIROC-EUR44-RCP85.csv',\n",
+ " '/work/hyenergy/output/future_climate/model_chains/tas_CLMCOM-CCLM4-ECEARTH-EUR11-RCP85.csv',\n",
+ " '/work/hyenergy/output/future_climate/model_chains/tas_MPICSC-REMO2-MPIESM-EUR11-RCP85.csv',\n",
+ " '/work/hyenergy/output/future_climate/model_chains/tas_CLMCOM-CCLM5-HADGEM-EUR44-RCP85.csv',\n",
+ " '/work/hyenergy/output/future_climate/model_chains/tas_SMHI-RCA-CSIRO-EUR44-RCP85.csv',\n",
+ " '/work/hyenergy/output/future_climate/model_chains/tas_CLMCOM-CCLM4-MPIESM-EUR44-RCP45.csv',\n",
+ " '/work/hyenergy/output/future_climate/model_chains/tas_SMHI-RCA-ECEARTH-EUR44-RCP45.csv',\n",
+ " '/work/hyenergy/output/future_climate/model_chains/tas_SMHI-RCA-IPSL-EUR44-RCP85.csv',\n",
+ " '/work/hyenergy/output/future_climate/model_chains/tas_SMHI-RCA-ECEARTH-EUR44-RCP26.csv',\n",
+ " '/work/hyenergy/output/future_climate/model_chains/tas_DMI-HIRHAM-ECEARTH-EUR11-RCP85.csv',\n",
+ " '/work/hyenergy/output/future_climate/model_chains/tas_SMHI-RCA-HADGEM-EUR44-RCP26.csv',\n",
+ " '/work/hyenergy/output/future_climate/model_chains/tas_KNMI-RACMO-HADGEM-EUR44-RCP26.csv',\n",
+ " '/work/hyenergy/output/future_climate/model_chains/tas_CLMCOM-CCLM5-MIROC-EUR44-RCP85.csv',\n",
+ " '/work/hyenergy/output/future_climate/model_chains/tas_KNMI-RACMO-ECEARTH-EUR44-RCP45.csv',\n",
+ " '/work/hyenergy/output/future_climate/model_chains/tas_DMI-HIRHAM-ECEARTH-EUR44-RCP85.csv',\n",
+ " '/work/hyenergy/output/future_climate/model_chains/tas_SMHI-RCA-GFDL-EUR44-RCP45.csv',\n",
+ " '/work/hyenergy/output/future_climate/model_chains/tas_MPICSC-REMO1-MPIESM-EUR44-RCP45.csv']"
+ ]
+ },
+ "execution_count": 4,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "all_files"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "52.87764525413513\n"
+ ]
+ }
+ ],
"source": [
- "rsds_SMHI_RCA_ECEARTH = []\n",
+ "tas_data = []\n",
+ "tt = time.time()\n",
"for file in all_files:\n",
- " rsds_SMHI_RCA_ECEARTH.append( pd.read_csv(file, index_col = 0) )"
+ " tas_data.append( pd.read_csv(file, index_col = 0, parse_dates = True) )\n",
+ "print(time.time()-tt)"
]
},
{
"cell_type": "code",
- "execution_count": 154,
+ "execution_count": 6,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "DatetimeIndex(['1981-01-01', '1981-01-02', '1981-01-03', '1981-01-04',\n",
+ " '1981-01-05', '1981-01-06', '1981-01-07', '1981-01-08',\n",
+ " '1981-01-09', '1981-01-10',\n",
+ " ...\n",
+ " '2099-12-22', '2099-12-23', '2099-12-24', '2099-12-25',\n",
+ " '2099-12-26', '2099-12-27', '2099-12-28', '2099-12-29',\n",
+ " '2099-12-30', '2099-12-31'],\n",
+ " dtype='datetime64[ns]', length=43464, freq=None)"
+ ]
+ },
+ "execution_count": 6,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "tas_data[0].index"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "var = []\n",
+ "modelchain = []\n",
+ "model = []\n",
+ "\n",
+ "for file in filenames:\n",
+ " var.append( file.split('_')[0] )\n",
+ " modelchain.append( file.split('-')[-1] )\n",
+ " model.append( file.replace( var[-1] + '_', '' ).replace( '-' + modelchain[-1], '' ) )"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# NEW TABS VERSION"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "for i, data in enumerate(tas_data):\n",
+ " print('Performing batch %d' %i)\n",
+ " new_data = (data.reset_index().rename({'index' : 'date'}, axis = 1)\n",
+ " .melt(id_vars = 'date', value_name = var[i], var_name = 'station')\n",
+ " .set_index(['date', 'station']).to_xarray())\n",
+ " new_data.coords['modelchain'] = modelchain[i]\n",
+ " new_data.coords['model'] = model[i]\n",
+ " new_data = new_data.expand_dims(['modelchain', 'model'])\n",
+ " \n",
+ " new_data.to_netcdf(os.path.join('/scratch/walch/scratch', filenames[i] + '.nc'))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "all_tas = xr.open_mfdataset('/scratch/walch/scratch/tas*.nc')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "all_tas.to_netcdf('/work/hyenergy/output/future_climate/tas_all_model_chains.nc')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Get degree days"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "T_base = 12 # base temperature (default 12 degree Celsius)\n",
+ "T_heat = 20 # indoor room temperature for heating\n",
+ "T_cool = 18.3 # reference for cooling [SOURCE??]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Performing batch 0\n",
+ "Performing batch 1\n",
+ "Performing batch 2\n",
+ "Performing batch 3\n",
+ "Performing batch 4\n",
+ "Performing batch 5\n",
+ "Performing batch 6\n",
+ "Performing batch 7\n",
+ "Performing batch 8\n",
+ "Performing batch 9\n",
+ "Performing batch 10\n",
+ "Performing batch 11\n",
+ "Performing batch 12\n",
+ "Performing batch 13\n",
+ "Performing batch 14\n",
+ "Performing batch 15\n",
+ "Performing batch 16\n",
+ "Performing batch 17\n",
+ "Performing batch 18\n",
+ "Performing batch 19\n",
+ "Performing batch 20\n",
+ "Performing batch 21\n",
+ "Performing batch 22\n",
+ "Performing batch 23\n",
+ "Performing batch 24\n",
+ "Performing batch 25\n",
+ "Performing batch 26\n",
+ "Performing batch 27\n",
+ "Performing batch 28\n",
+ "Performing batch 29\n",
+ "Performing batch 30\n",
+ "Performing batch 31\n",
+ "Performing batch 32\n",
+ "Performing batch 33\n",
+ "Performing batch 34\n",
+ "Performing batch 35\n",
+ "Performing batch 36\n",
+ "Performing batch 37\n",
+ "Performing batch 38\n",
+ "Performing batch 39\n",
+ "Performing batch 40\n",
+ "Performing batch 41\n",
+ "Performing batch 42\n",
+ "Performing batch 43\n",
+ "Performing batch 44\n",
+ "Performing batch 45\n",
+ "Performing batch 46\n",
+ "Performing batch 47\n",
+ "Performing batch 48\n",
+ "Performing batch 49\n",
+ "Performing batch 50\n",
+ "Performing batch 51\n",
+ "Performing batch 52\n",
+ "Performing batch 53\n",
+ "Performing batch 54\n",
+ "Performing batch 55\n",
+ "Performing batch 56\n",
+ "Performing batch 57\n",
+ "Performing batch 58\n",
+ "Performing batch 59\n",
+ "Performing batch 60\n",
+ "Performing batch 61\n",
+ "Performing batch 62\n",
+ "Performing batch 63\n",
+ "Performing batch 64\n",
+ "Performing batch 65\n",
+ "Performing batch 66\n",
+ "Performing batch 67\n"
+ ]
+ }
+ ],
+ "source": [
+ "for i, data in enumerate(tas_data):\n",
+ " print('Performing batch %d' %i)\n",
+ " d = ( data.reset_index().rename({'index' : 'date'}, axis = 1)\n",
+ " .melt(id_vars = 'date', value_name = var[i], var_name = 'station') )\n",
+ "\n",
+ " d['HDD_20-12'] = T_heat - d.loc[ d[ var[i] ] <= T_base, var[i] ]\n",
+ " d['ATD_12-12'] = T_base - d.loc[ d[ var[i] ] <= T_base, var[i] ]\n",
+ " d['CDD_18.3'] = d.loc[ d[ var[i] ] > T_cool, var[i] ] - T_cool\n",
+ "\n",
+ " d['month'] = d.date.dt.month\n",
+ " d['year'] = d.date.dt.year\n",
+ "\n",
+ " d_group = d.groupby(['year', 'month', 'station'])\n",
+ " \n",
+ " monthly_eval = pd.concat( [d_group[ var[i] ].mean().rename('TabsD'), \n",
+ " d_group[['HDD_20-12', 'ATD_12-12', 'CDD_18.3']].sum(), \n",
+ " d_group[['HDD_20-12', 'ATD_12-12', 'CDD_18.3']].count()\n",
+ " .rename({'HDD_20-12' : 'HDD_days',\n",
+ " 'ATD_12-12' : 'ATD_days',\n",
+ " 'CDD_18.3' : 'CDD_days'}, axis = 1)], axis = 1 ).to_xarray()\n",
+ " \n",
+ " monthly_eval.coords['modelchain'] = modelchain[i]\n",
+ " monthly_eval.coords['model'] = model[i]\n",
+ " monthly_eval = monthly_eval.expand_dims(['modelchain', 'model'])\n",
+ " \n",
+ " encoding_dict = {}\n",
+ " for eval_var in monthly_eval.variables:\n",
+ " encoding_dict[eval_var] = {'dtype' : monthly_eval[eval_var].dtype}\n",
+ " \n",
+ " monthly_eval.to_netcdf(os.path.join('/scratch/walch/scratch', filenames[i] + '_degree_days.nc'),\n",
+ " encoding = encoding_dict)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 22,
"metadata": {},
"outputs": [
{
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- " <th>ZER</th>\n",
- " <th>CDF</th>\n",
- " <th>ABO</th>\n",
- " <th>CIM</th>\n",
- " </tr>\n",
- " </thead>\n",
- " <tbody>\n",
- " <tr>\n",
- " <th>1981-01-01</th>\n",
- " <td>31.990834</td>\n",
- " <td>69.138654</td>\n",
- " <td>50.765234</td>\n",
- " <td>62.069281</td>\n",
- " <td>54.192643</td>\n",
- " <td>57.979279</td>\n",
- " <td>35.102324</td>\n",
- " <td>32.042368</td>\n",
- " <td>35.102324</td>\n",
- " <td>51.979279</td>\n",
- " <td>...</td>\n",
- " <td>50.571366</td>\n",
- " <td>77.981564</td>\n",
- " <td>41.279795</td>\n",
- " <td>44.543485</td>\n",
- " <td>39.635150</td>\n",
- " <td>53.543485</td>\n",
- " <td>66.009673</td>\n",
- " <td>67.543485</td>\n",
- " <td>66.042368</td>\n",
- " <td>55.279795</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>1981-01-02</th>\n",
- " <td>9.647000</td>\n",
- " <td>21.933563</td>\n",
- " <td>10.573937</td>\n",
- " <td>20.707218</td>\n",
- " <td>17.173275</td>\n",
- " <td>18.991722</td>\n",
- " <td>8.014110</td>\n",
- " <td>12.968498</td>\n",
- " <td>6.878255</td>\n",
- " <td>14.947678</td>\n",
- " <td>...</td>\n",
- " <td>9.170342</td>\n",
- " <td>46.170283</td>\n",
- " <td>25.433112</td>\n",
- " <td>11.958819</td>\n",
- " <td>22.947616</td>\n",
- " <td>13.809669</td>\n",
- " <td>35.849721</td>\n",
- " <td>20.809669</td>\n",
- " <td>23.525055</td>\n",
- " <td>34.899568</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>1981-01-03</th>\n",
- " <td>6.400781</td>\n",
- " <td>7.972841</td>\n",
- " <td>10.773576</td>\n",
- " <td>31.338219</td>\n",
- " <td>8.170786</td>\n",
- " <td>13.093285</td>\n",
- " <td>5.339531</td>\n",
- " <td>11.987672</td>\n",
- " <td>4.339531</td>\n",
- " <td>10.093285</td>\n",
- " <td>...</td>\n",
- " <td>5.682031</td>\n",
- " <td>40.999014</td>\n",
- " <td>21.214510</td>\n",
- " <td>5.961129</td>\n",
- " <td>19.214510</td>\n",
- " <td>6.961129</td>\n",
- " <td>37.495824</td>\n",
- " <td>10.942110</td>\n",
- " <td>20.031716</td>\n",
- " <td>30.156673</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>1981-01-04</th>\n",
- " <td>7.454799</td>\n",
- " <td>31.852802</td>\n",
- " <td>33.999972</td>\n",
- " <td>46.634292</td>\n",
- " <td>25.572215</td>\n",
- " <td>26.189940</td>\n",
- " <td>6.612821</td>\n",
- " <td>26.972587</td>\n",
- " <td>5.318527</td>\n",
- " <td>18.189940</td>\n",
- " <td>...</td>\n",
- " <td>17.394488</td>\n",
- " <td>43.701210</td>\n",
- " <td>56.057106</td>\n",
- " <td>16.982827</td>\n",
- " <td>57.992041</td>\n",
- " <td>20.624468</td>\n",
- " <td>31.445846</td>\n",
- " <td>28.624468</td>\n",
- " <td>58.550165</td>\n",
- " <td>74.057106</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>1981-01-05</th>\n",
- " <td>16.992475</td>\n",
- " <td>17.776856</td>\n",
- " <td>8.090841</td>\n",
- " <td>50.820902</td>\n",
- " <td>26.024916</td>\n",
- " <td>34.963946</td>\n",
- " <td>18.813684</td>\n",
- " <td>34.137387</td>\n",
- " <td>16.997868</td>\n",
- " <td>25.035297</td>\n",
- " <td>...</td>\n",
- " <td>24.998868</td>\n",
- " <td>87.236229</td>\n",
- " <td>56.580358</td>\n",
- " <td>10.977387</td>\n",
- " <td>57.580358</td>\n",
- " <td>12.198608</td>\n",
- " <td>66.005642</td>\n",
- " <td>18.198608</td>\n",
- " <td>68.041291</td>\n",
- " <td>74.580358</td>\n",
- " </tr>\n",
- " </tbody>\n",
- "</table>\n",
- "<p>5 rows × 59 columns</p>\n",
- "</div>"
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+ " overflow: visible;\n",
+ " width: auto;\n",
+ " z-index: 1;\n",
+ "}\n",
+ "\n",
+ ".xr-var-attrs,\n",
+ ".xr-var-data {\n",
+ " display: none;\n",
+ " background-color: var(--xr-background-color) !important;\n",
+ " padding-bottom: 5px !important;\n",
+ "}\n",
+ "\n",
+ ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
+ ".xr-var-data-in:checked ~ .xr-var-data {\n",
+ " display: block;\n",
+ "}\n",
+ "\n",
+ ".xr-var-data > table {\n",
+ " float: right;\n",
+ "}\n",
+ "\n",
+ ".xr-var-name span,\n",
+ ".xr-var-data,\n",
+ ".xr-attrs {\n",
+ " padding-left: 25px !important;\n",
+ "}\n",
+ "\n",
+ ".xr-attrs,\n",
+ ".xr-var-attrs,\n",
+ ".xr-var-data {\n",
+ " grid-column: 1 / -1;\n",
+ "}\n",
+ "\n",
+ "dl.xr-attrs {\n",
+ " padding: 0;\n",
+ " margin: 0;\n",
+ " display: grid;\n",
+ " grid-template-columns: 125px auto;\n",
+ "}\n",
+ "\n",
+ ".xr-attrs dt, dd {\n",
+ " padding: 0;\n",
+ " margin: 0;\n",
+ " float: left;\n",
+ " padding-right: 10px;\n",
+ " width: auto;\n",
+ "}\n",
+ "\n",
+ ".xr-attrs dt {\n",
+ " font-weight: normal;\n",
+ " grid-column: 1;\n",
+ "}\n",
+ "\n",
+ ".xr-attrs dt:hover span {\n",
+ " display: inline-block;\n",
+ " background: var(--xr-background-color);\n",
+ " padding-right: 10px;\n",
+ "}\n",
+ "\n",
+ ".xr-attrs dd {\n",
+ " grid-column: 2;\n",
+ " white-space: pre-wrap;\n",
+ " word-break: break-all;\n",
+ "}\n",
+ "\n",
+ ".xr-icon-database,\n",
+ ".xr-icon-file-text2 {\n",
+ " display: inline-block;\n",
+ " vertical-align: middle;\n",
+ " width: 1em;\n",
+ " height: 1.5em !important;\n",
+ " stroke-width: 0;\n",
+ " stroke: currentColor;\n",
+ " fill: currentColor;\n",
+ "}\n",
+ "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
+ "Dimensions: (model: 31, modelchain: 3, month: 12, station: 85, year: 119)\n",
+ "Coordinates:\n",
+ " * year (year) int64 1981 1982 1983 1984 1985 ... 2096 2097 2098 2099\n",
+ " * model (model) object &#x27;CLMCOM-CCLM4-ECEARTH-EUR11&#x27; ... &#x27;SMHI-RCA-NOR...\n",
+ " * station (station) object &#x27;ABO&#x27; &#x27;AIG&#x27; &#x27;ALT&#x27; &#x27;ANT&#x27; ... &#x27;WFJ&#x27; &#x27;WYN&#x27; &#x27;ZER&#x27;\n",
+ " * month (month) int64 1 2 3 4 5 6 7 8 9 10 11 12\n",
+ " * modelchain (modelchain) object &#x27;RCP26&#x27; &#x27;RCP45&#x27; &#x27;RCP85&#x27;\n",
+ "Data variables:\n",
+ " TabsD (modelchain, model, year, month, station) float64 nan ... -0....\n",
+ " HDD_20-12 (modelchain, model, year, month, station) float64 nan ... 632.1\n",
+ " ATD_12-12 (modelchain, model, year, month, station) float64 nan ... 384.1\n",
+ " CDD_18.3 (modelchain, model, year, month, station) float64 nan ... 0.0\n",
+ " HDD_days (modelchain, model, year, month, station) float64 nan ... 31.0\n",
+ " ATD_days (modelchain, model, year, month, station) float64 nan ... 31.0\n",
+ " CDD_days (modelchain, model, year, month, station) float64 nan ... 0.0</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-78d2319c-4ced-4fa9-8eef-164495fbdda6' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-78d2319c-4ced-4fa9-8eef-164495fbdda6' class='xr-section-summary' title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>model</span>: 31</li><li><span class='xr-has-index'>modelchain</span>: 3</li><li><span class='xr-has-index'>month</span>: 12</li><li><span class='xr-has-index'>station</span>: 85</li><li><span class='xr-has-index'>year</span>: 119</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-18a3c839-6ed7-47fa-a722-9d6bff74e629' class='xr-section-summary-in' type='checkbox' checked><label for='section-18a3c839-6ed7-47fa-a722-9d6bff74e629' class='xr-section-summary' >Coordinates: <span>(5)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>year</span></div><div class='xr-var-dims'>(year)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1981 1982 1983 ... 2097 2098 2099</div><input id='attrs-0231c495-6a81-4917-a71e-2d509b0e600a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0231c495-6a81-4917-a71e-2d509b0e600a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4c84c37b-de6d-48e6-8d4b-cd3d6cff3636' class='xr-var-data-in' type='checkbox'><label for='data-4c84c37b-de6d-48e6-8d4b-cd3d6cff3636' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([1981, 1982, 1983, 1984, 1985, 1986, 1987, 1988, 1989, 1990, 1991, 1992,\n",
+ " 1993, 1994, 1995, 1996, 1997, 1998, 1999, 2000, 2001, 2002, 2003, 2004,\n",
+ " 2005, 2006, 2007, 2008, 2009, 2010, 2011, 2012, 2013, 2014, 2015, 2016,\n",
+ " 2017, 2018, 2019, 2020, 2021, 2022, 2023, 2024, 2025, 2026, 2027, 2028,\n",
+ " 2029, 2030, 2031, 2032, 2033, 2034, 2035, 2036, 2037, 2038, 2039, 2040,\n",
+ " 2041, 2042, 2043, 2044, 2045, 2046, 2047, 2048, 2049, 2050, 2051, 2052,\n",
+ " 2053, 2054, 2055, 2056, 2057, 2058, 2059, 2060, 2061, 2062, 2063, 2064,\n",
+ " 2065, 2066, 2067, 2068, 2069, 2070, 2071, 2072, 2073, 2074, 2075, 2076,\n",
+ " 2077, 2078, 2079, 2080, 2081, 2082, 2083, 2084, 2085, 2086, 2087, 2088,\n",
+ " 2089, 2090, 2091, 2092, 2093, 2094, 2095, 2096, 2097, 2098, 2099])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>model</span></div><div class='xr-var-dims'>(model)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>&#x27;CLMCOM-CCLM4-ECEARTH-EUR11&#x27; ......</div><input id='attrs-6fd20c93-f8f1-4434-81ba-34754068a546' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-6fd20c93-f8f1-4434-81ba-34754068a546' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-67907704-29b9-48bb-b94f-5ca74fe75e1a' class='xr-var-data-in' type='checkbox'><label for='data-67907704-29b9-48bb-b94f-5ca74fe75e1a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;CLMCOM-CCLM4-ECEARTH-EUR11&#x27;, &#x27;CLMCOM-CCLM4-HADGEM-EUR11&#x27;,\n",
+ " &#x27;CLMCOM-CCLM4-HADGEM-EUR44&#x27;, &#x27;CLMCOM-CCLM4-MPIESM-EUR11&#x27;,\n",
+ " &#x27;CLMCOM-CCLM4-MPIESM-EUR44&#x27;, &#x27;CLMCOM-CCLM5-ECEARTH-EUR44&#x27;,\n",
+ " &#x27;CLMCOM-CCLM5-HADGEM-EUR44&#x27;, &#x27;CLMCOM-CCLM5-MIROC-EUR44&#x27;,\n",
+ " &#x27;CLMCOM-CCLM5-MPIESM-EUR44&#x27;, &#x27;DMI-HIRHAM-ECEARTH-EUR11&#x27;,\n",
+ " &#x27;DMI-HIRHAM-ECEARTH-EUR44&#x27;, &#x27;ICTP-REGCM-HADGEM-EUR44&#x27;,\n",
+ " &#x27;KNMI-RACMO-ECEARTH-EUR44&#x27;, &#x27;KNMI-RACMO-HADGEM-EUR44&#x27;,\n",
+ " &#x27;MPICSC-REMO1-MPIESM-EUR11&#x27;, &#x27;MPICSC-REMO1-MPIESM-EUR44&#x27;,\n",
+ " &#x27;MPICSC-REMO2-MPIESM-EUR11&#x27;, &#x27;MPICSC-REMO2-MPIESM-EUR44&#x27;,\n",
+ " &#x27;SMHI-RCA-CCCMA-EUR44&#x27;, &#x27;SMHI-RCA-CSIRO-EUR44&#x27;,\n",
+ " &#x27;SMHI-RCA-ECEARTH-EUR11&#x27;, &#x27;SMHI-RCA-ECEARTH-EUR44&#x27;,\n",
+ " &#x27;SMHI-RCA-GFDL-EUR44&#x27;, &#x27;SMHI-RCA-HADGEM-EUR11&#x27;, &#x27;SMHI-RCA-HADGEM-EUR44&#x27;,\n",
+ " &#x27;SMHI-RCA-IPSL-EUR11&#x27;, &#x27;SMHI-RCA-IPSL-EUR44&#x27;, &#x27;SMHI-RCA-MIROC-EUR44&#x27;,\n",
+ " &#x27;SMHI-RCA-MPIESM-EUR11&#x27;, &#x27;SMHI-RCA-MPIESM-EUR44&#x27;,\n",
+ " &#x27;SMHI-RCA-NORESM-EUR44&#x27;], dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>station</span></div><div class='xr-var-dims'>(station)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>&#x27;ABO&#x27; &#x27;AIG&#x27; &#x27;ALT&#x27; ... &#x27;WYN&#x27; &#x27;ZER&#x27;</div><input id='attrs-dfe3b7e2-26cd-4844-b7ee-3a4a6491692f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-dfe3b7e2-26cd-4844-b7ee-3a4a6491692f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5bb1aa44-3df5-4ad8-b97c-aa349b82c4dc' class='xr-var-data-in' type='checkbox'><label for='data-5bb1aa44-3df5-4ad8-b97c-aa349b82c4dc' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;ABO&#x27;, &#x27;AIG&#x27;, &#x27;ALT&#x27;, &#x27;ANT&#x27;, &#x27;ARO&#x27;, &#x27;BAS&#x27;, &#x27;BEH&#x27;, &#x27;BER&#x27;, &#x27;BIL&#x27;, &#x27;BRL&#x27;,\n",
+ " &#x27;BUF&#x27;, &#x27;BUS&#x27;, &#x27;CDF&#x27;, &#x27;CGI&#x27;, &#x27;CHA&#x27;, &#x27;CHD&#x27;, &#x27;CHM&#x27;, &#x27;CHU&#x27;, &#x27;CIM&#x27;, &#x27;COV&#x27;,\n",
+ " &#x27;DAV&#x27;, &#x27;DEM&#x27;, &#x27;DIS&#x27;, &#x27;DOL&#x27;, &#x27;EBK&#x27;, &#x27;EIN&#x27;, &#x27;ELM&#x27;, &#x27;ENG&#x27;, &#x27;FAH&#x27;, &#x27;FRE&#x27;,\n",
+ " &#x27;GLA&#x27;, &#x27;GRA&#x27;, &#x27;GRC&#x27;, &#x27;GRH&#x27;, &#x27;GRO&#x27;, &#x27;GSB&#x27;, &#x27;GST&#x27;, &#x27;GUE&#x27;, &#x27;GUT&#x27;, &#x27;GVE&#x27;,\n",
+ " &#x27;HAI&#x27;, &#x27;HIR&#x27;, &#x27;HLL&#x27;, &#x27;INT&#x27;, &#x27;JUN&#x27;, &#x27;KLO&#x27;, &#x27;KOP&#x27;, &#x27;LAG&#x27;, &#x27;LUG&#x27;, &#x27;LUZ&#x27;,\n",
+ " &#x27;MAG&#x27;, &#x27;MER&#x27;, &#x27;MLS&#x27;, &#x27;MVE&#x27;, &#x27;NAP&#x27;, &#x27;NEU&#x27;, &#x27;OTL&#x27;, &#x27;PAY&#x27;, &#x27;PIL&#x27;, &#x27;PIO&#x27;,\n",
+ " &#x27;PUY&#x27;, &#x27;RAG&#x27;, &#x27;REH&#x27;, &#x27;RHF&#x27;, &#x27;ROB&#x27;, &#x27;RUE&#x27;, &#x27;SAE&#x27;, &#x27;SAM&#x27;, &#x27;SBE&#x27;, &#x27;SBO&#x27;,\n",
+ " &#x27;SCU&#x27;, &#x27;SHA&#x27;, &#x27;SIA&#x27;, &#x27;SIO&#x27;, &#x27;SMA&#x27;, &#x27;SMM&#x27;, &#x27;STG&#x27;, &#x27;TAE&#x27;, &#x27;ULR&#x27;, &#x27;VAD&#x27;,\n",
+ " &#x27;VIS&#x27;, &#x27;WAE&#x27;, &#x27;WFJ&#x27;, &#x27;WYN&#x27;, &#x27;ZER&#x27;], dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>month</span></div><div class='xr-var-dims'>(month)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1 2 3 4 5 6 7 8 9 10 11 12</div><input id='attrs-ae59919c-81f7-4e4d-a41a-507ce8ca8ebe' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ae59919c-81f7-4e4d-a41a-507ce8ca8ebe' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a2c74de1-b212-43a0-aa48-370afbd98708' class='xr-var-data-in' type='checkbox'><label for='data-a2c74de1-b212-43a0-aa48-370afbd98708' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>modelchain</span></div><div class='xr-var-dims'>(modelchain)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>&#x27;RCP26&#x27; &#x27;RCP45&#x27; &#x27;RCP85&#x27;</div><input id='attrs-43123faf-6190-4502-b726-e1162067bd01' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-43123faf-6190-4502-b726-e1162067bd01' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d95ffe08-411b-4c84-959a-35a7be07e268' class='xr-var-data-in' type='checkbox'><label for='data-d95ffe08-411b-4c84-959a-35a7be07e268' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;RCP26&#x27;, &#x27;RCP45&#x27;, &#x27;RCP85&#x27;], dtype=object)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-9dbe825d-f14b-4b3d-8fc3-bad5d17afe41' class='xr-section-summary-in' type='checkbox' checked><label for='section-9dbe825d-f14b-4b3d-8fc3-bad5d17afe41' class='xr-section-summary' >Data variables: <span>(7)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>TabsD</span></div><div class='xr-var-dims'>(modelchain, model, year, month, station)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan nan nan ... -3.92 4.294 -0.3899</div><input id='attrs-ee5685c5-1b72-4c73-bfcf-037acd02744d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ee5685c5-1b72-4c73-bfcf-037acd02744d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a17468bd-2cab-4151-89a5-53ecaf3a7da8' class='xr-var-data-in' type='checkbox'><label for='data-a17468bd-2cab-4151-89a5-53ecaf3a7da8' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[[[ nan, nan, nan, ...,\n",
+ " nan, nan, nan],\n",
+ " [ nan, nan, nan, ...,\n",
+ " nan, nan, nan],\n",
+ " [ nan, nan, nan, ...,\n",
+ " nan, nan, nan],\n",
+ " ...,\n",
+ " [ nan, nan, nan, ...,\n",
+ " nan, nan, nan],\n",
+ " [ nan, nan, nan, ...,\n",
+ " nan, nan, nan],\n",
+ " [ nan, nan, nan, ...,\n",
+ " nan, nan, nan]],\n",
+ "\n",
+ " [[ nan, nan, nan, ...,\n",
+ " nan, nan, nan],\n",
+ " [ nan, nan, nan, ...,\n",
+ " nan, nan, nan],\n",
+ " [ nan, nan, nan, ...,\n",
+ " nan, nan, nan],\n",
+ "...\n",
+ " [ 1.22754392e+01, 1.51164555e+01, 1.54569032e+01, ...,\n",
+ " 4.72628484e+00, 1.37882880e+01, 1.10431618e+01],\n",
+ " [ 3.43874435e+00, 6.81701145e+00, 6.61181622e+00, ...,\n",
+ " -3.18792187e+00, 6.06146077e+00, 1.72802238e+00],\n",
+ " [ 2.29552729e+00, 5.03405607e+00, 5.27139404e+00, ...,\n",
+ " -4.52115734e+00, 4.25842572e+00, -1.90024098e-02]],\n",
+ "\n",
+ " [[ 3.73221914e+00, 5.97944968e+00, 7.16244834e+00, ...,\n",
+ " -2.87222377e+00, 4.99749807e+00, 8.12951078e-01],\n",
+ " [ 2.61874706e+00, 6.50020419e+00, 6.51361257e+00, ...,\n",
+ " -4.49149149e+00, 4.59861250e+00, 2.58163249e-01],\n",
+ " [ 6.39112077e+00, 1.06699494e+01, 1.06700543e+01, ...,\n",
+ " -2.71907158e+00, 8.37346629e+00, 4.16612517e+00],\n",
+ " ...,\n",
+ " [ 1.24216851e+01, 1.53228383e+01, 1.60619721e+01, ...,\n",
+ " 5.64562766e+00, 1.41179744e+01, 1.05960756e+01],\n",
+ " [ 7.55879483e+00, 9.87483261e+00, 1.02520537e+01, ...,\n",
+ " 8.95053890e-01, 8.31462670e+00, 5.32642590e+00],\n",
+ " [ 2.24534860e+00, 5.40062614e+00, 5.31197362e+00, ...,\n",
+ " -3.92021592e+00, 4.29440527e+00, -3.89896072e-01]]]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>HDD_20-12</span></div><div class='xr-var-dims'>(modelchain, model, year, month, station)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan nan nan ... 741.5 486.9 632.1</div><input id='attrs-9024d7b5-354f-4340-98b7-03c6b27abdbf' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9024d7b5-354f-4340-98b7-03c6b27abdbf' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5009313d-1904-41ab-b2c9-655688126c7c' class='xr-var-data-in' type='checkbox'><label for='data-5009313d-1904-41ab-b2c9-655688126c7c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[[[ nan, nan, nan, ...,\n",
+ " nan, nan, nan],\n",
+ " [ nan, nan, nan, ...,\n",
+ " nan, nan, nan],\n",
+ " [ nan, nan, nan, ...,\n",
+ " nan, nan, nan],\n",
+ " ...,\n",
+ " [ nan, nan, nan, ...,\n",
+ " nan, nan, nan],\n",
+ " [ nan, nan, nan, ...,\n",
+ " nan, nan, nan],\n",
+ " [ nan, nan, nan, ...,\n",
+ " nan, nan, nan]],\n",
+ "\n",
+ " [[ nan, nan, nan, ...,\n",
+ " nan, nan, nan],\n",
+ " [ nan, nan, nan, ...,\n",
+ " nan, nan, nan],\n",
+ " [ nan, nan, nan, ...,\n",
+ " nan, nan, nan],\n",
+ "...\n",
+ " [142.85987405, 58.79381116, 68.85837557, ...,\n",
+ " 473.48516989, 72.88307609, 199.8311121 ],\n",
+ " [489.93458791, 357.37429361, 374.50665411, ...,\n",
+ " 695.63765606, 382.34761565, 541.34488047],\n",
+ " [548.83865396, 463.94426196, 449.87397064, ...,\n",
+ " 760.15587752, 487.98880268, 620.5890747 ]],\n",
+ "\n",
+ " [[504.30120655, 426.73647905, 351.0799479 , ...,\n",
+ " 709.03893699, 465.07755987, 594.79851658],\n",
+ " [486.67508224, 356.59847418, 336.81422224, ...,\n",
+ " 685.76176165, 423.24600626, 552.77142902],\n",
+ " [377.24554482, 253.07146516, 262.40121993, ...,\n",
+ " 704.29121897, 313.14013078, 477.51464383],\n",
+ " ...,\n",
+ " [140.28651781, 28.58368297, 20.58920441, ...,\n",
+ " 444.98554255, 66.04630588, 236.88101247],\n",
+ " [357.08507984, 280.34805934, 263.86486647, ...,\n",
+ " 573.14838331, 333.09648357, 421.33555225],\n",
+ " [550.39419341, 452.58058952, 449.69992856, ...,\n",
+ " 741.52669364, 486.87343671, 632.08677823]]]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ATD_12-12</span></div><div class='xr-var-dims'>(modelchain, model, year, month, station)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan nan nan ... 493.5 238.9 384.1</div><input id='attrs-9c587cde-77aa-475b-b34a-82fbaf3914d9' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9c587cde-77aa-475b-b34a-82fbaf3914d9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8e760121-274e-4645-9107-9e51426464a4' class='xr-var-data-in' type='checkbox'><label for='data-8e760121-274e-4645-9107-9e51426464a4' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[[[ nan, nan, nan, ...,\n",
+ " nan, nan, nan],\n",
+ " [ nan, nan, nan, ...,\n",
+ " nan, nan, nan],\n",
+ " [ nan, nan, nan, ...,\n",
+ " nan, nan, nan],\n",
+ " ...,\n",
+ " [ nan, nan, nan, ...,\n",
+ " nan, nan, nan],\n",
+ " [ nan, nan, nan, ...,\n",
+ " nan, nan, nan],\n",
+ " [ nan, nan, nan, ...,\n",
+ " nan, nan, nan]],\n",
+ "\n",
+ " [[ nan, nan, nan, ...,\n",
+ " nan, nan, nan],\n",
+ " [ nan, nan, nan, ...,\n",
+ " nan, nan, nan],\n",
+ " [ nan, nan, nan, ...,\n",
+ " nan, nan, nan],\n",
+ "...\n",
+ " [3.88598741e+01, 1.07938112e+01, 1.28583756e+01, ...,\n",
+ " 2.25485170e+02, 1.68830761e+01, 4.78311121e+01],\n",
+ " [2.57934588e+02, 1.65374294e+02, 1.74506654e+02, ...,\n",
+ " 4.55637656e+02, 1.82347616e+02, 3.09344880e+02],\n",
+ " [3.00838654e+02, 2.15944262e+02, 2.09873971e+02, ...,\n",
+ " 5.12155878e+02, 2.39988803e+02, 3.72589075e+02]],\n",
+ "\n",
+ " [[2.56301207e+02, 1.86736479e+02, 1.59079948e+02, ...,\n",
+ " 4.61038937e+02, 2.17077560e+02, 3.46798517e+02],\n",
+ " [2.62675082e+02, 1.56598474e+02, 1.60814222e+02, ...,\n",
+ " 4.61761762e+02, 2.07246006e+02, 3.28771429e+02],\n",
+ " [1.93245545e+02, 1.01071465e+02, 1.10401220e+02, ...,\n",
+ " 4.56291219e+02, 1.45140131e+02, 2.45514644e+02],\n",
+ " ...,\n",
+ " [2.82865178e+01, 4.58368297e+00, 4.58920441e+00, ...,\n",
+ " 1.96985543e+02, 1.00463059e+01, 5.28810125e+01],\n",
+ " [1.49085080e+02, 8.83480593e+01, 8.78648665e+01, ...,\n",
+ " 3.33148383e+02, 1.25096484e+02, 2.05335552e+02],\n",
+ " [3.02394193e+02, 2.04580590e+02, 2.09699929e+02, ...,\n",
+ " 4.93526694e+02, 2.38873437e+02, 3.84086778e+02]]]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>CDD_18.3</span></div><div class='xr-var-dims'>(modelchain, model, year, month, station)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan nan nan nan ... 0.0 0.0 0.0 0.0</div><input id='attrs-96a4a50f-97cd-463b-8770-b87656c103ff' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-96a4a50f-97cd-463b-8770-b87656c103ff' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6fa04499-07fe-411d-8861-823eda2c6da9' class='xr-var-data-in' type='checkbox'><label for='data-6fa04499-07fe-411d-8861-823eda2c6da9' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[[[ nan, nan, nan, ...,\n",
+ " nan, nan, nan],\n",
+ " [ nan, nan, nan, ...,\n",
+ " nan, nan, nan],\n",
+ " [ nan, nan, nan, ...,\n",
+ " nan, nan, nan],\n",
+ " ...,\n",
+ " [ nan, nan, nan, ...,\n",
+ " nan, nan, nan],\n",
+ " [ nan, nan, nan, ...,\n",
+ " nan, nan, nan],\n",
+ " [ nan, nan, nan, ...,\n",
+ " nan, nan, nan]],\n",
+ "\n",
+ " [[ nan, nan, nan, ...,\n",
+ " nan, nan, nan],\n",
+ " [ nan, nan, nan, ...,\n",
+ " nan, nan, nan],\n",
+ " [ nan, nan, nan, ...,\n",
+ " nan, nan, nan],\n",
+ "...\n",
+ " [0.00000000e+00, 4.10880258e+00, 8.22423992e+00, ...,\n",
+ " 0.00000000e+00, 1.31188268e+00, 0.00000000e+00],\n",
+ " [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
+ " 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
+ " [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
+ " 0.00000000e+00, 0.00000000e+00, 0.00000000e+00]],\n",
+ "\n",
+ " [[0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
+ " 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
+ " [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
+ " 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
+ " [0.00000000e+00, 3.80981970e+00, 6.75909647e+00, ...,\n",
+ " 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
+ " ...,\n",
+ " [0.00000000e+00, 2.56339522e+00, 1.01352905e+01, ...,\n",
+ " 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
+ " [0.00000000e+00, 1.39487939e+00, 6.76041562e+00, ...,\n",
+ " 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
+ " [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
+ " 0.00000000e+00, 0.00000000e+00, 0.00000000e+00]]]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>HDD_days</span></div><div class='xr-var-dims'>(modelchain, model, year, month, station)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan nan nan nan ... 31.0 31.0 31.0</div><input id='attrs-3b8b9815-0bd1-40d5-afcd-be3cbf5bbd4b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-3b8b9815-0bd1-40d5-afcd-be3cbf5bbd4b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c1919ee7-6409-428b-942d-583b8f4df446' class='xr-var-data-in' type='checkbox'><label for='data-c1919ee7-6409-428b-942d-583b8f4df446' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[[[nan, nan, nan, ..., nan, nan, nan],\n",
+ " [nan, nan, nan, ..., nan, nan, nan],\n",
+ " [nan, nan, nan, ..., nan, nan, nan],\n",
+ " ...,\n",
+ " [nan, nan, nan, ..., nan, nan, nan],\n",
+ " [nan, nan, nan, ..., nan, nan, nan],\n",
+ " [nan, nan, nan, ..., nan, nan, nan]],\n",
+ "\n",
+ " [[nan, nan, nan, ..., nan, nan, nan],\n",
+ " [nan, nan, nan, ..., nan, nan, nan],\n",
+ " [nan, nan, nan, ..., nan, nan, nan],\n",
+ " ...,\n",
+ " [nan, nan, nan, ..., nan, nan, nan],\n",
+ " [nan, nan, nan, ..., nan, nan, nan],\n",
+ " [nan, nan, nan, ..., nan, nan, nan]],\n",
+ "\n",
+ " [[nan, nan, nan, ..., nan, nan, nan],\n",
+ " [nan, nan, nan, ..., nan, nan, nan],\n",
+ " [nan, nan, nan, ..., nan, nan, nan],\n",
+ " ...,\n",
+ "...\n",
+ " ...,\n",
+ " [20., 10., 10., ..., 31., 16., 27.],\n",
+ " [28., 23., 22., ..., 30., 26., 29.],\n",
+ " [30., 29., 26., ..., 31., 31., 31.]],\n",
+ "\n",
+ " [[31., 30., 27., ..., 31., 31., 31.],\n",
+ " [28., 21., 19., ..., 28., 27., 28.],\n",
+ " [31., 28., 29., ..., 31., 31., 31.],\n",
+ " ...,\n",
+ " [13., 6., 7., ..., 31., 7., 19.],\n",
+ " [29., 24., 25., ..., 30., 25., 29.],\n",
+ " [31., 31., 30., ..., 31., 31., 31.]],\n",
+ "\n",
+ " [[31., 30., 24., ..., 31., 31., 31.],\n",
+ " [28., 25., 22., ..., 28., 27., 28.],\n",
+ " [23., 19., 19., ..., 31., 21., 29.],\n",
+ " ...,\n",
+ " [14., 3., 2., ..., 31., 7., 23.],\n",
+ " [26., 24., 22., ..., 30., 26., 27.],\n",
+ " [31., 31., 30., ..., 31., 31., 31.]]]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ATD_days</span></div><div class='xr-var-dims'>(modelchain, model, year, month, station)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan nan nan nan ... 31.0 31.0 31.0</div><input id='attrs-bf174b30-051a-4a74-8178-88bf84847690' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-bf174b30-051a-4a74-8178-88bf84847690' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c5f176b0-a2c4-4a31-86e5-9bf318810264' class='xr-var-data-in' type='checkbox'><label for='data-c5f176b0-a2c4-4a31-86e5-9bf318810264' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[[[nan, nan, nan, ..., nan, nan, nan],\n",
+ " [nan, nan, nan, ..., nan, nan, nan],\n",
+ " [nan, nan, nan, ..., nan, nan, nan],\n",
+ " ...,\n",
+ " [nan, nan, nan, ..., nan, nan, nan],\n",
+ " [nan, nan, nan, ..., nan, nan, nan],\n",
+ " [nan, nan, nan, ..., nan, nan, nan]],\n",
+ "\n",
+ " [[nan, nan, nan, ..., nan, nan, nan],\n",
+ " [nan, nan, nan, ..., nan, nan, nan],\n",
+ " [nan, nan, nan, ..., nan, nan, nan],\n",
+ " ...,\n",
+ " [nan, nan, nan, ..., nan, nan, nan],\n",
+ " [nan, nan, nan, ..., nan, nan, nan],\n",
+ " [nan, nan, nan, ..., nan, nan, nan]],\n",
+ "\n",
+ " [[nan, nan, nan, ..., nan, nan, nan],\n",
+ " [nan, nan, nan, ..., nan, nan, nan],\n",
+ " [nan, nan, nan, ..., nan, nan, nan],\n",
+ " ...,\n",
+ "...\n",
+ " ...,\n",
+ " [20., 10., 10., ..., 31., 16., 27.],\n",
+ " [28., 23., 22., ..., 30., 26., 29.],\n",
+ " [30., 29., 26., ..., 31., 31., 31.]],\n",
+ "\n",
+ " [[31., 30., 27., ..., 31., 31., 31.],\n",
+ " [28., 21., 19., ..., 28., 27., 28.],\n",
+ " [31., 28., 29., ..., 31., 31., 31.],\n",
+ " ...,\n",
+ " [13., 6., 7., ..., 31., 7., 19.],\n",
+ " [29., 24., 25., ..., 30., 25., 29.],\n",
+ " [31., 31., 30., ..., 31., 31., 31.]],\n",
+ "\n",
+ " [[31., 30., 24., ..., 31., 31., 31.],\n",
+ " [28., 25., 22., ..., 28., 27., 28.],\n",
+ " [23., 19., 19., ..., 31., 21., 29.],\n",
+ " ...,\n",
+ " [14., 3., 2., ..., 31., 7., 23.],\n",
+ " [26., 24., 22., ..., 30., 26., 27.],\n",
+ " [31., 31., 30., ..., 31., 31., 31.]]]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>CDD_days</span></div><div class='xr-var-dims'>(modelchain, model, year, month, station)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan nan nan nan ... 0.0 0.0 0.0 0.0</div><input id='attrs-3a770066-5bb1-4c37-a4bf-42a107f19182' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-3a770066-5bb1-4c37-a4bf-42a107f19182' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d3d3f124-4507-4c2e-af0c-4b5c38358995' class='xr-var-data-in' type='checkbox'><label for='data-d3d3f124-4507-4c2e-af0c-4b5c38358995' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[[[nan, nan, nan, ..., nan, nan, nan],\n",
+ " [nan, nan, nan, ..., nan, nan, nan],\n",
+ " [nan, nan, nan, ..., nan, nan, nan],\n",
+ " ...,\n",
+ " [nan, nan, nan, ..., nan, nan, nan],\n",
+ " [nan, nan, nan, ..., nan, nan, nan],\n",
+ " [nan, nan, nan, ..., nan, nan, nan]],\n",
+ "\n",
+ " [[nan, nan, nan, ..., nan, nan, nan],\n",
+ " [nan, nan, nan, ..., nan, nan, nan],\n",
+ " [nan, nan, nan, ..., nan, nan, nan],\n",
+ " ...,\n",
+ " [nan, nan, nan, ..., nan, nan, nan],\n",
+ " [nan, nan, nan, ..., nan, nan, nan],\n",
+ " [nan, nan, nan, ..., nan, nan, nan]],\n",
+ "\n",
+ " [[nan, nan, nan, ..., nan, nan, nan],\n",
+ " [nan, nan, nan, ..., nan, nan, nan],\n",
+ " [nan, nan, nan, ..., nan, nan, nan],\n",
+ " ...,\n",
+ "...\n",
+ " ...,\n",
+ " [ 0., 1., 3., ..., 0., 0., 0.],\n",
+ " [ 0., 0., 1., ..., 0., 0., 0.],\n",
+ " [ 0., 0., 0., ..., 0., 0., 0.]],\n",
+ "\n",
+ " [[ 0., 0., 0., ..., 0., 0., 0.],\n",
+ " [ 0., 0., 0., ..., 0., 0., 0.],\n",
+ " [ 0., 0., 0., ..., 0., 0., 0.],\n",
+ " ...,\n",
+ " [ 0., 3., 6., ..., 0., 1., 0.],\n",
+ " [ 0., 0., 0., ..., 0., 0., 0.],\n",
+ " [ 0., 0., 0., ..., 0., 0., 0.]],\n",
+ "\n",
+ " [[ 0., 0., 0., ..., 0., 0., 0.],\n",
+ " [ 0., 0., 0., ..., 0., 0., 0.],\n",
+ " [ 0., 4., 6., ..., 0., 0., 0.],\n",
+ " ...,\n",
+ " [ 0., 4., 7., ..., 0., 0., 0.],\n",
+ " [ 0., 1., 3., ..., 0., 0., 0.],\n",
+ " [ 0., 0., 0., ..., 0., 0., 0.]]]]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-baf10636-2ae3-4a0f-9091-94d67531fb51' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-baf10636-2ae3-4a0f-9091-94d67531fb51' class='xr-section-summary' title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
],
"text/plain": [
- " GUT FRE GLA ROB GVE CHU \\\n",
- "1981-01-01 31.990834 69.138654 50.765234 62.069281 54.192643 57.979279 \n",
- "1981-01-02 9.647000 21.933563 10.573937 20.707218 17.173275 18.991722 \n",
- "1981-01-03 6.400781 7.972841 10.773576 31.338219 8.170786 13.093285 \n",
- "1981-01-04 7.454799 31.852802 33.999972 46.634292 25.572215 26.189940 \n",
- "1981-01-05 16.992475 17.776856 8.090841 50.820902 26.024916 34.963946 \n",
- "\n",
- " WAE VIS SMA VAD ... BAS \\\n",
- "1981-01-01 35.102324 32.042368 35.102324 51.979279 ... 50.571366 \n",
- "1981-01-02 8.014110 12.968498 6.878255 14.947678 ... 9.170342 \n",
- "1981-01-03 5.339531 11.987672 4.339531 10.093285 ... 5.682031 \n",
- "1981-01-04 6.612821 26.972587 5.318527 18.189940 ... 17.394488 \n",
- "1981-01-05 18.813684 34.137387 16.997868 25.035297 ... 24.998868 \n",
- "\n",
- " GUE MAG NEU LUG FAH ZER \\\n",
- "1981-01-01 77.981564 41.279795 44.543485 39.635150 53.543485 66.009673 \n",
- "1981-01-02 46.170283 25.433112 11.958819 22.947616 13.809669 35.849721 \n",
- "1981-01-03 40.999014 21.214510 5.961129 19.214510 6.961129 37.495824 \n",
- "1981-01-04 43.701210 56.057106 16.982827 57.992041 20.624468 31.445846 \n",
- "1981-01-05 87.236229 56.580358 10.977387 57.580358 12.198608 66.005642 \n",
- "\n",
- " CDF ABO CIM \n",
- "1981-01-01 67.543485 66.042368 55.279795 \n",
- "1981-01-02 20.809669 23.525055 34.899568 \n",
- "1981-01-03 10.942110 20.031716 30.156673 \n",
- "1981-01-04 28.624468 58.550165 74.057106 \n",
- "1981-01-05 18.198608 68.041291 74.580358 \n",
- "\n",
- "[5 rows x 59 columns]"
+ "<xarray.Dataset>\n",
+ "Dimensions: (model: 31, modelchain: 3, month: 12, station: 85, year: 119)\n",
+ "Coordinates:\n",
+ " * year (year) int64 1981 1982 1983 1984 1985 ... 2096 2097 2098 2099\n",
+ " * model (model) object 'CLMCOM-CCLM4-ECEARTH-EUR11' ... 'SMHI-RCA-NOR...\n",
+ " * station (station) object 'ABO' 'AIG' 'ALT' 'ANT' ... 'WFJ' 'WYN' 'ZER'\n",
+ " * month (month) int64 1 2 3 4 5 6 7 8 9 10 11 12\n",
+ " * modelchain (modelchain) object 'RCP26' 'RCP45' 'RCP85'\n",
+ "Data variables:\n",
+ " TabsD (modelchain, model, year, month, station) float64 nan ... -0....\n",
+ " HDD_20-12 (modelchain, model, year, month, station) float64 nan ... 632.1\n",
+ " ATD_12-12 (modelchain, model, year, month, station) float64 nan ... 384.1\n",
+ " CDD_18.3 (modelchain, model, year, month, station) float64 nan ... 0.0\n",
+ " HDD_days (modelchain, model, year, month, station) float64 nan ... 31.0\n",
+ " ATD_days (modelchain, model, year, month, station) float64 nan ... 31.0\n",
+ " CDD_days (modelchain, model, year, month, station) float64 nan ... 0.0"
]
},
- "execution_count": 154,
+ "execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
- "rsds_SMHI_RCA_ECEARTH[0].head()"
+ "all_DD = xr.open_mfdataset('/scratch/walch/scratch/tas*_degree_days.nc').compute()\n",
+ "all_DD"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 26,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "encoding_dict = {}\n",
+ "for eval_var in all_DD.variables:\n",
+ " encoding_dict[eval_var] = {'dtype' : all_DD[eval_var].dtype}"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 28,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "all_DD.to_netcdf('/work/hyenergy/output/future_climate/tas_all_model_chains_degree_days.nc', encoding = encoding_dict)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# OLD RSDS VERSION"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Group data to yearly values and merge to dataset"
]
},
{
"cell_type": "code",
"execution_count": 155,
"metadata": {
"scrolled": true
},
"outputs": [],
"source": [
"model_chains = []\n",
"\n",
"for i, model in enumerate( rsds_SMHI_RCA_ECEARTH ):\n",
" model['year'] = pd.to_datetime( model.index ).year\n",
" \n",
" mean_yearly_rsds = model.groupby( 'year' ).mean()\n",
"\n",
" new_ds = xr.DataArray(data = mean_yearly_rsds.values, \n",
" dims = ['year', 'station'], \n",
" coords = { 'year' : mean_yearly_rsds.index, 'station' : mean_yearly_rsds.columns}, \n",
" name = filenames[i] )\n",
"\n",
" model_chains.append(new_ds)\n",
" \n",
"model_chains = xr.merge( model_chains )"
]
},
{
"cell_type": "code",
"execution_count": 156,
"metadata": {},
"outputs": [],
"source": [
"model_chains = model_chains.sel( year = range( 2004, 2100) )"
]
},
{
"cell_type": "code",
"execution_count": 160,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<xarray.Dataset>\n",
"Dimensions: (station: 59, year: 96)\n",
"Coordinates:\n",
" * station (station) object 'ABO' ... 'ZER'\n",
" * year (year) int64 2004 2005 ... 2098 2099\n",
"Data variables:\n",
" rsds_SMHI-RCA-IPSL-EUR44-RCP45 (year, station) float64 136.7 ... 146.3\n",
" rsds_KNMI-RACMO-ECEARTH-EUR44-RCP85 (year, station) float64 134.7 ... 151.4\n",
" rsds_CLMCOM-CCLM5-ECEARTH-EUR44-RCP85 (year, station) float64 131.2 ... 150.2\n",
" rsds_CLMCOM-CCLM5-MPIESM-EUR44-RCP85 (year, station) float64 135.0 ... 140.1\n",
" rsds_DMI-HIRHAM-ECEARTH-EUR44-RCP45 (year, station) float64 142.5 ... 159.9\n",
" rsds_MPICSC-REMO2-MPIESM-EUR11-RCP45 (year, station) float64 123.6 ... 148.8\n",
" rsds_MPICSC-REMO1-MPIESM-EUR44-RCP45 (year, station) float64 139.8 ... 158.3\n",
" rsds_SMHI-RCA-ECEARTH-EUR11-RCP26 (year, station) float64 135.2 ... 152.1\n",
" rsds_CLMCOM-CCLM4-ECEARTH-EUR11-RCP45 (year, station) float64 136.3 ... 151.5\n",
" rsds_SMHI-RCA-MPIESM-EUR44-RCP45 (year, station) float64 135.6 ... 151.0\n",
" rsds_SMHI-RCA-GFDL-EUR44-RCP45 (year, station) float64 124.3 ... 155.1\n",
" rsds_SMHI-RCA-MPIESM-EUR11-RCP45 (year, station) float64 136.9 ... 155.3\n",
" rsds_MPICSC-REMO2-MPIESM-EUR44-RCP45 (year, station) float64 123.3 ... 146.8\n",
" rsds_MPICSC-REMO2-MPIESM-EUR44-RCP85 (year, station) float64 122.7 ... 146.9\n",
" rsds_SMHI-RCA-MPIESM-EUR44-RCP26 (year, station) float64 136.0 ... 138.8\n",
" rsds_SMHI-RCA-HADGEM-EUR44-RCP45 (year, station) float64 132.6 ... 165.5\n",
" rsds_SMHI-RCA-HADGEM-EUR11-RCP85 (year, station) float64 128.1 ... 140.1\n",
" rsds_SMHI-RCA-ECEARTH-EUR11-RCP85 (year, station) float64 135.5 ... 138.8\n",
" rsds_DMI-HIRHAM-ECEARTH-EUR11-RCP45 (year, station) float64 137.2 ... 156.5\n",
" rsds_CLMCOM-CCLM4-MPIESM-EUR44-RCP85 (year, station) float64 134.1 ... 136.0\n",
" rsds_DMI-HIRHAM-ECEARTH-EUR11-RCP85 (year, station) float64 137.3 ... 151.2\n",
" rsds_CLMCOM-CCLM4-HADGEM-EUR11-RCP45 (year, station) float64 128.1 ... 157.5\n",
" rsds_CLMCOM-CCLM4-MPIESM-EUR11-RCP45 (year, station) float64 136.7 ... 148.9\n",
" rsds_MPICSC-REMO1-MPIESM-EUR44-RCP85 (year, station) float64 140.0 ... 142.4\n",
" rsds_KNMI-RACMO-HADGEM-EUR44-RCP26 (year, station) float64 133.1 ... 142.6\n",
" rsds_SMHI-RCA-NORESM-EUR44-RCP26 (year, station) float64 125.9 ... 156.5\n",
" rsds_CLMCOM-CCLM5-HADGEM-EUR44-RCP85 (year, station) float64 128.3 ... 144.9\n",
" rsds_KNMI-RACMO-ECEARTH-EUR44-RCP45 (year, station) float64 133.9 ... 151.3\n",
" rsds_KNMI-RACMO-HADGEM-EUR44-RCP85 (year, station) float64 133.2 ... 151.6\n",
" rsds_CLMCOM-CCLM4-HADGEM-EUR11-RCP85 (year, station) float64 127.3 ... 140.9\n",
" rsds_SMHI-RCA-IPSL-EUR44-RCP85 (year, station) float64 137.5 ... 139.8\n",
" rsds_SMHI-RCA-MIROC-EUR44-RCP45 (year, station) float64 135.3 ... 150.6\n",
" rsds_SMHI-RCA-NORESM-EUR44-RCP45 (year, station) float64 124.4 ... 155.6\n",
" rsds_SMHI-RCA-GFDL-EUR44-RCP85 (year, station) float64 124.4 ... 143.9\n",
" rsds_DMI-HIRHAM-ECEARTH-EUR44-RCP85 (year, station) float64 142.9 ... 155.4\n",
" rsds_SMHI-RCA-MIROC-EUR44-RCP26 (year, station) float64 135.3 ... 141.4\n",
" rsds_SMHI-RCA-HADGEM-EUR44-RCP26 (year, station) float64 132.9 ... 158.5\n",
" rsds_SMHI-RCA-NORESM-EUR44-RCP85 (year, station) float64 125.0 ... 145.3\n",
" rsds_MPICSC-REMO1-MPIESM-EUR11-RCP45 (year, station) float64 135.3 ... 154.4\n",
" rsds_SMHI-RCA-CSIRO-EUR44-RCP85 (year, station) float64 122.7 ... 150.7\n",
" rsds_SMHI-RCA-CSIRO-EUR44-RCP45 (year, station) float64 123.4 ... 158.2\n",
" rsds_KNMI-RACMO-HADGEM-EUR44-RCP45 (year, station) float64 134.3 ... 160.9\n",
" rsds_SMHI-RCA-HADGEM-EUR44-RCP85 (year, station) float64 132.0 ... 151.9\n",
" rsds_SMHI-RCA-ECEARTH-EUR44-RCP45 (year, station) float64 134.6 ... 142.4\n",
" rsds_SMHI-RCA-HADGEM-EUR11-RCP45 (year, station) float64 128.4 ... 155.6\n",
" rsds_SMHI-RCA-MPIESM-EUR11-RCP85 (year, station) float64 136.3 ... 138.6\n",
" rsds_CLMCOM-CCLM4-MPIESM-EUR11-RCP85 (year, station) float64 136.6 ... 139.7\n",
" rsds_MPICSC-REMO2-MPIESM-EUR44-RCP26 (year, station) float64 122.5 ... 150.6\n",
" rsds_SMHI-RCA-ECEARTH-EUR44-RCP85 (year, station) float64 135.0 ... 145.8\n",
" rsds_SMHI-RCA-ECEARTH-EUR11-RCP45 (year, station) float64 135.6 ... 149.3\n",
" rsds_MPICSC-REMO2-MPIESM-EUR11-RCP85 (year, station) float64 123.6 ... 145.7\n",
" rsds_CLMCOM-CCLM4-ECEARTH-EUR11-RCP85 (year, station) float64 136.4 ... 143.3\n",
" rsds_MPICSC-REMO1-MPIESM-EUR44-RCP26 (year, station) float64 140.1 ... 150.9\n",
" rsds_SMHI-RCA-IPSL-EUR11-RCP45 (year, station) float64 132.4 ... 150.6\n",
" rsds_SMHI-RCA-IPSL-EUR11-RCP85 (year, station) float64 133.3 ... 133.4\n",
" rsds_CLMCOM-CCLM4-MPIESM-EUR44-RCP45 (year, station) float64 133.6 ... 152.2\n",
" rsds_DMI-HIRHAM-ECEARTH-EUR11-RCP26 (year, station) float64 138.1 ... 160.0\n",
" rsds_CLMCOM-CCLM4-HADGEM-EUR44-RCP85 (year, station) float64 128.6 ... 147.8\n",
" rsds_SMHI-RCA-MPIESM-EUR44-RCP85 (year, station) float64 135.6 ... 138.6\n",
" rsds_MPICSC-REMO1-MPIESM-EUR11-RCP85 (year, station) float64 135.0 ... 143.4\n",
" rsds_CLMCOM-CCLM5-MIROC-EUR44-RCP85 (year, station) float64 133.1 ... 146.7\n",
" rsds_SMHI-RCA-MIROC-EUR44-RCP85 (year, station) float64 134.6 ... 148.6\n",
" rsds_MPICSC-REMO1-MPIESM-EUR11-RCP26 (year, station) float64 135.6 ... 145.5\n",
" rsds_MPICSC-REMO2-MPIESM-EUR11-RCP26 (year, station) float64 123.4 ... 148.6\n",
" rsds_SMHI-RCA-CCCMA-EUR44-RCP45 (year, station) float64 132.3 ... 146.4\n",
" rsds_SMHI-RCA-ECEARTH-EUR44-RCP26 (year, station) float64 134.6 ... 155.7\n",
" rsds_SMHI-RCA-CCCMA-EUR44-RCP85 (year, station) float64 132.4 ... 146.8"
]
},
"execution_count": 160,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"model_chains"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Create comparison to 2004-2015 average"
]
},
{
"cell_type": "code",
"execution_count": 157,
"metadata": {},
"outputs": [],
"source": [
"reference = model_chains.sel( year = range(2004, 2016) ).mean( dim = 'year' )"
]
},
{
"cell_type": "code",
"execution_count": 158,
"metadata": {},
"outputs": [],
"source": [
"percentage_change = (model_chains / reference) - 1\n",
"mean_percentage_change = percentage_change.mean( dim = 'station' )"
]
},
{
"cell_type": "code",
"execution_count": 159,
"metadata": {},
"outputs": [
{
"data": {
"application/javascript": [
"/* Put everything inside the global mpl namespace */\n",
"window.mpl = {};\n",
"\n",
"\n",
"mpl.get_websocket_type = function() {\n",
" if (typeof(WebSocket) !== 'undefined') {\n",
" return WebSocket;\n",
" } else if (typeof(MozWebSocket) !== 'undefined') {\n",
" return MozWebSocket;\n",
" } else {\n",
" alert('Your browser does not have WebSocket support.' +\n",
" 'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
" 'Firefox 4 and 5 are also supported but you ' +\n",
" 'have to enable WebSockets in about:config.');\n",
" };\n",
"}\n",
"\n",
"mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
" this.id = figure_id;\n",
"\n",
" this.ws = websocket;\n",
"\n",
" this.supports_binary = (this.ws.binaryType != undefined);\n",
"\n",
" if (!this.supports_binary) {\n",
" var warnings = document.getElementById(\"mpl-warnings\");\n",
" if (warnings) {\n",
" warnings.style.display = 'block';\n",
" warnings.textContent = (\n",
" \"This browser does not support binary websocket messages. \" +\n",
" \"Performance may be slow.\");\n",
" }\n",
" }\n",
"\n",
" this.imageObj = new Image();\n",
"\n",
" this.context = undefined;\n",
" this.message = undefined;\n",
" this.canvas = undefined;\n",
" this.rubberband_canvas = undefined;\n",
" this.rubberband_context = undefined;\n",
" this.format_dropdown = undefined;\n",
"\n",
" this.image_mode = 'full';\n",
"\n",
" this.root = $('<div/>');\n",
" this._root_extra_style(this.root)\n",
" this.root.attr('style', 'display: inline-block');\n",
"\n",
" $(parent_element).append(this.root);\n",
"\n",
" this._init_header(this);\n",
" this._init_canvas(this);\n",
" this._init_toolbar(this);\n",
"\n",
" var fig = this;\n",
"\n",
" this.waiting = false;\n",
"\n",
" this.ws.onopen = function () {\n",
" fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
" fig.send_message(\"send_image_mode\", {});\n",
" if (mpl.ratio != 1) {\n",
" fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
" }\n",
" fig.send_message(\"refresh\", {});\n",
" }\n",
"\n",
" this.imageObj.onload = function() {\n",
" if (fig.image_mode == 'full') {\n",
" // Full images could contain transparency (where diff images\n",
" // almost always do), so we need to clear the canvas so that\n",
" // there is no ghosting.\n",
" fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
" }\n",
" fig.context.drawImage(fig.imageObj, 0, 0);\n",
" };\n",
"\n",
" this.imageObj.onunload = function() {\n",
" fig.ws.close();\n",
" }\n",
"\n",
" this.ws.onmessage = this._make_on_message_function(this);\n",
"\n",
" this.ondownload = ondownload;\n",
"}\n",
"\n",
"mpl.figure.prototype._init_header = function() {\n",
" var titlebar = $(\n",
" '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
" 'ui-helper-clearfix\"/>');\n",
" var titletext = $(\n",
" '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
" 'text-align: center; padding: 3px;\"/>');\n",
" titlebar.append(titletext)\n",
" this.root.append(titlebar);\n",
" this.header = titletext[0];\n",
"}\n",
"\n",
"\n",
"\n",
"mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
"\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
"\n",
"}\n",
"\n",
"mpl.figure.prototype._init_canvas = function() {\n",
" var fig = this;\n",
"\n",
" var canvas_div = $('<div/>');\n",
"\n",
" canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
"\n",
" function canvas_keyboard_event(event) {\n",
" return fig.key_event(event, event['data']);\n",
" }\n",
"\n",
" canvas_div.keydown('key_press', canvas_keyboard_event);\n",
" canvas_div.keyup('key_release', canvas_keyboard_event);\n",
" this.canvas_div = canvas_div\n",
" this._canvas_extra_style(canvas_div)\n",
" this.root.append(canvas_div);\n",
"\n",
" var canvas = $('<canvas/>');\n",
" canvas.addClass('mpl-canvas');\n",
" canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
"\n",
" this.canvas = canvas[0];\n",
" this.context = canvas[0].getContext(\"2d\");\n",
"\n",
" var backingStore = this.context.backingStorePixelRatio ||\n",
"\tthis.context.webkitBackingStorePixelRatio ||\n",
"\tthis.context.mozBackingStorePixelRatio ||\n",
"\tthis.context.msBackingStorePixelRatio ||\n",
"\tthis.context.oBackingStorePixelRatio ||\n",
"\tthis.context.backingStorePixelRatio || 1;\n",
"\n",
" mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
"\n",
" var rubberband = $('<canvas/>');\n",
" rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
"\n",
" var pass_mouse_events = true;\n",
"\n",
" canvas_div.resizable({\n",
" start: function(event, ui) {\n",
" pass_mouse_events = false;\n",
" },\n",
" resize: function(event, ui) {\n",
" fig.request_resize(ui.size.width, ui.size.height);\n",
" },\n",
" stop: function(event, ui) {\n",
" pass_mouse_events = true;\n",
" fig.request_resize(ui.size.width, ui.size.height);\n",
" },\n",
" });\n",
"\n",
" function mouse_event_fn(event) {\n",
" if (pass_mouse_events)\n",
" return fig.mouse_event(event, event['data']);\n",
" }\n",
"\n",
" rubberband.mousedown('button_press', mouse_event_fn);\n",
" rubberband.mouseup('button_release', mouse_event_fn);\n",
" // Throttle sequential mouse events to 1 every 20ms.\n",
" rubberband.mousemove('motion_notify', mouse_event_fn);\n",
"\n",
" rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
" rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
"\n",
" canvas_div.on(\"wheel\", function (event) {\n",
" event = event.originalEvent;\n",
" event['data'] = 'scroll'\n",
" if (event.deltaY < 0) {\n",
" event.step = 1;\n",
" } else {\n",
" event.step = -1;\n",
" }\n",
" mouse_event_fn(event);\n",
" });\n",
"\n",
" canvas_div.append(canvas);\n",
" canvas_div.append(rubberband);\n",
"\n",
" this.rubberband = rubberband;\n",
" this.rubberband_canvas = rubberband[0];\n",
" this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
" this.rubberband_context.strokeStyle = \"#000000\";\n",
"\n",
" this._resize_canvas = function(width, height) {\n",
" // Keep the size of the canvas, canvas container, and rubber band\n",
" // canvas in synch.\n",
" canvas_div.css('width', width)\n",
" canvas_div.css('height', height)\n",
"\n",
" canvas.attr('width', width * mpl.ratio);\n",
" canvas.attr('height', height * mpl.ratio);\n",
" canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
"\n",
" rubberband.attr('width', width);\n",
" rubberband.attr('height', height);\n",
" }\n",
"\n",
" // Set the figure to an initial 600x600px, this will subsequently be updated\n",
" // upon first draw.\n",
" this._resize_canvas(600, 600);\n",
"\n",
" // Disable right mouse context menu.\n",
" $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
" return false;\n",
" });\n",
"\n",
" function set_focus () {\n",
" canvas.focus();\n",
" canvas_div.focus();\n",
" }\n",
"\n",
" window.setTimeout(set_focus, 100);\n",
"}\n",
"\n",
"mpl.figure.prototype._init_toolbar = function() {\n",
" var fig = this;\n",
"\n",
" var nav_element = $('<div/>')\n",
" nav_element.attr('style', 'width: 100%');\n",
" this.root.append(nav_element);\n",
"\n",
" // Define a callback function for later on.\n",
" function toolbar_event(event) {\n",
" return fig.toolbar_button_onclick(event['data']);\n",
" }\n",
" function toolbar_mouse_event(event) {\n",
" return fig.toolbar_button_onmouseover(event['data']);\n",
" }\n",
"\n",
" for(var toolbar_ind in mpl.toolbar_items) {\n",
" var name = mpl.toolbar_items[toolbar_ind][0];\n",
" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
" var image = mpl.toolbar_items[toolbar_ind][2];\n",
" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
"\n",
" if (!name) {\n",
" // put a spacer in here.\n",
" continue;\n",
" }\n",
" var button = $('<button/>');\n",
" button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
" 'ui-button-icon-only');\n",
" button.attr('role', 'button');\n",
" button.attr('aria-disabled', 'false');\n",
" button.click(method_name, toolbar_event);\n",
" button.mouseover(tooltip, toolbar_mouse_event);\n",
"\n",
" var icon_img = $('<span/>');\n",
" icon_img.addClass('ui-button-icon-primary ui-icon');\n",
" icon_img.addClass(image);\n",
" icon_img.addClass('ui-corner-all');\n",
"\n",
" var tooltip_span = $('<span/>');\n",
" tooltip_span.addClass('ui-button-text');\n",
" tooltip_span.html(tooltip);\n",
"\n",
" button.append(icon_img);\n",
" button.append(tooltip_span);\n",
"\n",
" nav_element.append(button);\n",
" }\n",
"\n",
" var fmt_picker_span = $('<span/>');\n",
"\n",
" var fmt_picker = $('<select/>');\n",
" fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
" fmt_picker_span.append(fmt_picker);\n",
" nav_element.append(fmt_picker_span);\n",
" this.format_dropdown = fmt_picker[0];\n",
"\n",
" for (var ind in mpl.extensions) {\n",
" var fmt = mpl.extensions[ind];\n",
" var option = $(\n",
" '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
" fmt_picker.append(option)\n",
" }\n",
"\n",
" // Add hover states to the ui-buttons\n",
" $( \".ui-button\" ).hover(\n",
" function() { $(this).addClass(\"ui-state-hover\");},\n",
" function() { $(this).removeClass(\"ui-state-hover\");}\n",
" );\n",
"\n",
" var status_bar = $('<span class=\"mpl-message\"/>');\n",
" nav_element.append(status_bar);\n",
" this.message = status_bar[0];\n",
"}\n",
"\n",
"mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
" // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
" // which will in turn request a refresh of the image.\n",
" this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
"}\n",
"\n",
"mpl.figure.prototype.send_message = function(type, properties) {\n",
" properties['type'] = type;\n",
" properties['figure_id'] = this.id;\n",
" this.ws.send(JSON.stringify(properties));\n",
"}\n",
"\n",
"mpl.figure.prototype.send_draw_message = function() {\n",
" if (!this.waiting) {\n",
" this.waiting = true;\n",
" this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
" }\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
" var format_dropdown = fig.format_dropdown;\n",
" var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
" fig.ondownload(fig, format);\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
" var size = msg['size'];\n",
" if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
" fig._resize_canvas(size[0], size[1]);\n",
" fig.send_message(\"refresh\", {});\n",
" };\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
" var x0 = msg['x0'] / mpl.ratio;\n",
" var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
" var x1 = msg['x1'] / mpl.ratio;\n",
" var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
" x0 = Math.floor(x0) + 0.5;\n",
" y0 = Math.floor(y0) + 0.5;\n",
" x1 = Math.floor(x1) + 0.5;\n",
" y1 = Math.floor(y1) + 0.5;\n",
" var min_x = Math.min(x0, x1);\n",
" var min_y = Math.min(y0, y1);\n",
" var width = Math.abs(x1 - x0);\n",
" var height = Math.abs(y1 - y0);\n",
"\n",
" fig.rubberband_context.clearRect(\n",
" 0, 0, fig.canvas.width, fig.canvas.height);\n",
"\n",
" fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
" // Updates the figure title.\n",
" fig.header.textContent = msg['label'];\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
" var cursor = msg['cursor'];\n",
" switch(cursor)\n",
" {\n",
" case 0:\n",
" cursor = 'pointer';\n",
" break;\n",
" case 1:\n",
" cursor = 'default';\n",
" break;\n",
" case 2:\n",
" cursor = 'crosshair';\n",
" break;\n",
" case 3:\n",
" cursor = 'move';\n",
" break;\n",
" }\n",
" fig.rubberband_canvas.style.cursor = cursor;\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_message = function(fig, msg) {\n",
" fig.message.textContent = msg['message'];\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
" // Request the server to send over a new figure.\n",
" fig.send_draw_message();\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
" fig.image_mode = msg['mode'];\n",
"}\n",
"\n",
"mpl.figure.prototype.updated_canvas_event = function() {\n",
" // Called whenever the canvas gets updated.\n",
" this.send_message(\"ack\", {});\n",
"}\n",
"\n",
"// A function to construct a web socket function for onmessage handling.\n",
"// Called in the figure constructor.\n",
"mpl.figure.prototype._make_on_message_function = function(fig) {\n",
" return function socket_on_message(evt) {\n",
" if (evt.data instanceof Blob) {\n",
" /* FIXME: We get \"Resource interpreted as Image but\n",
" * transferred with MIME type text/plain:\" errors on\n",
" * Chrome. But how to set the MIME type? It doesn't seem\n",
" * to be part of the websocket stream */\n",
" evt.data.type = \"image/png\";\n",
"\n",
" /* Free the memory for the previous frames */\n",
" if (fig.imageObj.src) {\n",
" (window.URL || window.webkitURL).revokeObjectURL(\n",
" fig.imageObj.src);\n",
" }\n",
"\n",
" fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
" evt.data);\n",
" fig.updated_canvas_event();\n",
" fig.waiting = false;\n",
" return;\n",
" }\n",
" else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
" fig.imageObj.src = evt.data;\n",
" fig.updated_canvas_event();\n",
" fig.waiting = false;\n",
" return;\n",
" }\n",
"\n",
" var msg = JSON.parse(evt.data);\n",
" var msg_type = msg['type'];\n",
"\n",
" // Call the \"handle_{type}\" callback, which takes\n",
" // the figure and JSON message as its only arguments.\n",
" try {\n",
" var callback = fig[\"handle_\" + msg_type];\n",
" } catch (e) {\n",
" console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
" return;\n",
" }\n",
"\n",
" if (callback) {\n",
" try {\n",
" // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
" callback(fig, msg);\n",
" } catch (e) {\n",
" console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
" }\n",
" }\n",
" };\n",
"}\n",
"\n",
"// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
"mpl.findpos = function(e) {\n",
" //this section is from http://www.quirksmode.org/js/events_properties.html\n",
" var targ;\n",
" if (!e)\n",
" e = window.event;\n",
" if (e.target)\n",
" targ = e.target;\n",
" else if (e.srcElement)\n",
" targ = e.srcElement;\n",
" if (targ.nodeType == 3) // defeat Safari bug\n",
" targ = targ.parentNode;\n",
"\n",
" // jQuery normalizes the pageX and pageY\n",
" // pageX,Y are the mouse positions relative to the document\n",
" // offset() returns the position of the element relative to the document\n",
" var x = e.pageX - $(targ).offset().left;\n",
" var y = e.pageY - $(targ).offset().top;\n",
"\n",
" return {\"x\": x, \"y\": y};\n",
"};\n",
"\n",
"/*\n",
" * return a copy of an object with only non-object keys\n",
" * we need this to avoid circular references\n",
" * http://stackoverflow.com/a/24161582/3208463\n",
" */\n",
"function simpleKeys (original) {\n",
" return Object.keys(original).reduce(function (obj, key) {\n",
" if (typeof original[key] !== 'object')\n",
" obj[key] = original[key]\n",
" return obj;\n",
" }, {});\n",
"}\n",
"\n",
"mpl.figure.prototype.mouse_event = function(event, name) {\n",
" var canvas_pos = mpl.findpos(event)\n",
"\n",
" if (name === 'button_press')\n",
" {\n",
" this.canvas.focus();\n",
" this.canvas_div.focus();\n",
" }\n",
"\n",
" var x = canvas_pos.x * mpl.ratio;\n",
" var y = canvas_pos.y * mpl.ratio;\n",
"\n",
" this.send_message(name, {x: x, y: y, button: event.button,\n",
" step: event.step,\n",
" guiEvent: simpleKeys(event)});\n",
"\n",
" /* This prevents the web browser from automatically changing to\n",
" * the text insertion cursor when the button is pressed. We want\n",
" * to control all of the cursor setting manually through the\n",
" * 'cursor' event from matplotlib */\n",
" event.preventDefault();\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" // Handle any extra behaviour associated with a key event\n",
"}\n",
"\n",
"mpl.figure.prototype.key_event = function(event, name) {\n",
"\n",
" // Prevent repeat events\n",
" if (name == 'key_press')\n",
" {\n",
" if (event.which === this._key)\n",
" return;\n",
" else\n",
" this._key = event.which;\n",
" }\n",
" if (name == 'key_release')\n",
" this._key = null;\n",
"\n",
" var value = '';\n",
" if (event.ctrlKey && event.which != 17)\n",
" value += \"ctrl+\";\n",
" if (event.altKey && event.which != 18)\n",
" value += \"alt+\";\n",
" if (event.shiftKey && event.which != 16)\n",
" value += \"shift+\";\n",
"\n",
" value += 'k';\n",
" value += event.which.toString();\n",
"\n",
" this._key_event_extra(event, name);\n",
"\n",
" this.send_message(name, {key: value,\n",
" guiEvent: simpleKeys(event)});\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
" if (name == 'download') {\n",
" this.handle_save(this, null);\n",
" } else {\n",
" this.send_message(\"toolbar_button\", {name: name});\n",
" }\n",
"};\n",
"\n",
"mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
" this.message.textContent = tooltip;\n",
"};\n",
"mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
"\n",
"mpl.extensions = [\"eps\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\"];\n",
"\n",
"mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
" // Create a \"websocket\"-like object which calls the given IPython comm\n",
" // object with the appropriate methods. Currently this is a non binary\n",
" // socket, so there is still some room for performance tuning.\n",
" var ws = {};\n",
"\n",
" ws.close = function() {\n",
" comm.close()\n",
" };\n",
" ws.send = function(m) {\n",
" //console.log('sending', m);\n",
" comm.send(m);\n",
" };\n",
" // Register the callback with on_msg.\n",
" comm.on_msg(function(msg) {\n",
" //console.log('receiving', msg['content']['data'], msg);\n",
" // Pass the mpl event to the 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(\"<div id='\" + id + \"'></div>\");\n",
" if (!fig.cell_info) {\n",
" console.error(\"Failed to find cell for figure\", id, fig);\n",
" return;\n",
" }\n",
"\n",
" var output_index = fig.cell_info[2]\n",
" var cell = fig.cell_info[0];\n",
"\n",
"};\n",
"\n",
"mpl.figure.prototype.handle_close = function(fig, msg) {\n",
" var width = fig.canvas.width/mpl.ratio\n",
" fig.root.unbind('remove')\n",
"\n",
" // Update the output cell to use the data from the current canvas.\n",
" fig.push_to_output();\n",
" var dataURL = fig.canvas.toDataURL();\n",
" // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
" // the notebook keyboard shortcuts fail.\n",
" IPython.keyboard_manager.enable()\n",
" $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
" fig.close_ws(fig, msg);\n",
"}\n",
"\n",
"mpl.figure.prototype.close_ws = function(fig, msg){\n",
" fig.send_message('closing', msg);\n",
" // fig.ws.close()\n",
"}\n",
"\n",
"mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
" // Turn the data on the canvas into data in the output cell.\n",
" var width = this.canvas.width/mpl.ratio\n",
" var dataURL = this.canvas.toDataURL();\n",
" this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
"}\n",
"\n",
"mpl.figure.prototype.updated_canvas_event = function() {\n",
" // Tell IPython that the notebook contents must change.\n",
" IPython.notebook.set_dirty(true);\n",
" this.send_message(\"ack\", {});\n",
" var fig = this;\n",
" // Wait a second, then push the new image to the DOM so\n",
" // that it is saved nicely (might be nice to debounce this).\n",
" setTimeout(function () { fig.push_to_output() }, 1000);\n",
"}\n",
"\n",
"mpl.figure.prototype._init_toolbar = function() {\n",
" var fig = this;\n",
"\n",
" var nav_element = $('<div/>')\n",
" nav_element.attr('style', 'width: 100%');\n",
" this.root.append(nav_element);\n",
"\n",
" // Define a callback function for later on.\n",
" function toolbar_event(event) {\n",
" return fig.toolbar_button_onclick(event['data']);\n",
" }\n",
" function toolbar_mouse_event(event) {\n",
" return fig.toolbar_button_onmouseover(event['data']);\n",
" }\n",
"\n",
" for(var toolbar_ind in mpl.toolbar_items){\n",
" var name = mpl.toolbar_items[toolbar_ind][0];\n",
" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
" var image = mpl.toolbar_items[toolbar_ind][2];\n",
" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
"\n",
" if (!name) { continue; };\n",
"\n",
" var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
" button.click(method_name, toolbar_event);\n",
" button.mouseover(tooltip, toolbar_mouse_event);\n",
" nav_element.append(button);\n",
" }\n",
"\n",
" // Add the status bar.\n",
" var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
" nav_element.append(status_bar);\n",
" this.message = status_bar[0];\n",
"\n",
" // Add the close button to the window.\n",
" var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
" var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
" button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
" button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
" buttongrp.append(button);\n",
" var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
" titlebar.prepend(buttongrp);\n",
"}\n",
"\n",
"mpl.figure.prototype._root_extra_style = function(el){\n",
" var fig = this\n",
" el.on(\"remove\", function(){\n",
"\tfig.close_ws(fig, {});\n",
" });\n",
"}\n",
"\n",
"mpl.figure.prototype._canvas_extra_style = function(el){\n",
" // this is important to make the div 'focusable\n",
" el.attr('tabindex', 0)\n",
" // reach out to IPython and tell the keyboard manager to turn it's self\n",
" // off when our div gets focus\n",
"\n",
" // location in version 3\n",
" if (IPython.notebook.keyboard_manager) {\n",
" IPython.notebook.keyboard_manager.register_events(el);\n",
" }\n",
" else {\n",
" // location in version 2\n",
" IPython.keyboard_manager.register_events(el);\n",
" }\n",
"\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" var manager = IPython.notebook.keyboard_manager;\n",
" if (!manager)\n",
" manager = IPython.keyboard_manager;\n",
"\n",
" // Check for shift+enter\n",
" if (event.shiftKey && event.which == 13) {\n",
" this.canvas_div.blur();\n",
" event.shiftKey = false;\n",
" // Send a \"J\" for go to next cell\n",
" event.which = 74;\n",
" event.keyCode = 74;\n",
" manager.command_mode();\n",
" manager.handle_keydown(event);\n",
" }\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
" fig.ondownload(fig, null);\n",
"}\n",
"\n",
"\n",
"mpl.find_output_cell = function(html_output) {\n",
" // Return the cell and output element which can be found *uniquely* in the notebook.\n",
" // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
" // IPython event is triggered only after the cells have been serialised, which for\n",
" // our purposes (turning an active figure into a static one), is too late.\n",
" var cells = IPython.notebook.get_cells();\n",
" var ncells = cells.length;\n",
" for (var i=0; i<ncells; i++) {\n",
" var cell = cells[i];\n",
" if (cell.cell_type === 'code'){\n",
" for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
" var data = cell.output_area.outputs[j];\n",
" if (data.data) {\n",
" // IPython >= 3 moved mimebundle to data attribute of output\n",
" data = data.data;\n",
" }\n",
" if (data['text/html'] == html_output) {\n",
" return [cell, data, j];\n",
" }\n",
" }\n",
" }\n",
" }\n",
"}\n",
"\n",
"// Register the function which deals with the matplotlib target/channel.\n",
"// The kernel may be null if the page has been refreshed.\n",
"if (IPython.notebook.kernel != null) {\n",
" IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
"}\n"
],
"text/plain": [
"<IPython.core.display.Javascript object>"
]
},
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"output_type": "display_data"
},
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\" width=\"640\">"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"<matplotlib.collections.QuadMesh at 0x7fe3cb1a7748>"
]
},
"execution_count": 159,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"plt.figure()\n",
"percentage_change_plot = percentage_change.assign_coords( station = range(len(percentage_change.station)) )\n",
"percentage_change_plot['rsds_SMHI-RCA-ECEARTH-EUR11-RCP26'].plot()"
]
},
{
"cell_type": "code",
"execution_count": 179,
"metadata": {},
"outputs": [],
"source": [
"random_stations = random.sample( filenames, 8 )"
]
},
{
"cell_type": "code",
"execution_count": 180,
"metadata": {},
"outputs": [
{
"data": {
"application/javascript": [
"/* Put everything inside the global mpl namespace */\n",
"window.mpl = {};\n",
"\n",
"\n",
"mpl.get_websocket_type = function() {\n",
" if (typeof(WebSocket) !== 'undefined') {\n",
" return WebSocket;\n",
" } else if (typeof(MozWebSocket) !== 'undefined') {\n",
" return MozWebSocket;\n",
" } else {\n",
" alert('Your browser does not have WebSocket support.' +\n",
" 'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
" 'Firefox 4 and 5 are also supported but you ' +\n",
" 'have to enable WebSockets in about:config.');\n",
" };\n",
"}\n",
"\n",
"mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
" this.id = figure_id;\n",
"\n",
" this.ws = websocket;\n",
"\n",
" this.supports_binary = (this.ws.binaryType != undefined);\n",
"\n",
" if (!this.supports_binary) {\n",
" var warnings = document.getElementById(\"mpl-warnings\");\n",
" if (warnings) {\n",
" warnings.style.display = 'block';\n",
" warnings.textContent = (\n",
" \"This browser does not support binary websocket messages. \" +\n",
" \"Performance may be slow.\");\n",
" }\n",
" }\n",
"\n",
" this.imageObj = new Image();\n",
"\n",
" this.context = undefined;\n",
" this.message = undefined;\n",
" this.canvas = undefined;\n",
" this.rubberband_canvas = undefined;\n",
" this.rubberband_context = undefined;\n",
" this.format_dropdown = undefined;\n",
"\n",
" this.image_mode = 'full';\n",
"\n",
" this.root = $('<div/>');\n",
" this._root_extra_style(this.root)\n",
" this.root.attr('style', 'display: inline-block');\n",
"\n",
" $(parent_element).append(this.root);\n",
"\n",
" this._init_header(this);\n",
" this._init_canvas(this);\n",
" this._init_toolbar(this);\n",
"\n",
" var fig = this;\n",
"\n",
" this.waiting = false;\n",
"\n",
" this.ws.onopen = function () {\n",
" fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
" fig.send_message(\"send_image_mode\", {});\n",
" if (mpl.ratio != 1) {\n",
" fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
" }\n",
" fig.send_message(\"refresh\", {});\n",
" }\n",
"\n",
" this.imageObj.onload = function() {\n",
" if (fig.image_mode == 'full') {\n",
" // Full images could contain transparency (where diff images\n",
" // almost always do), so we need to clear the canvas so that\n",
" // there is no ghosting.\n",
" fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
" }\n",
" fig.context.drawImage(fig.imageObj, 0, 0);\n",
" };\n",
"\n",
" this.imageObj.onunload = function() {\n",
" fig.ws.close();\n",
" }\n",
"\n",
" this.ws.onmessage = this._make_on_message_function(this);\n",
"\n",
" this.ondownload = ondownload;\n",
"}\n",
"\n",
"mpl.figure.prototype._init_header = function() {\n",
" var titlebar = $(\n",
" '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
" 'ui-helper-clearfix\"/>');\n",
" var titletext = $(\n",
" '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
" 'text-align: center; padding: 3px;\"/>');\n",
" titlebar.append(titletext)\n",
" this.root.append(titlebar);\n",
" this.header = titletext[0];\n",
"}\n",
"\n",
"\n",
"\n",
"mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
"\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
"\n",
"}\n",
"\n",
"mpl.figure.prototype._init_canvas = function() {\n",
" var fig = this;\n",
"\n",
" var canvas_div = $('<div/>');\n",
"\n",
" canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
"\n",
" function canvas_keyboard_event(event) {\n",
" return fig.key_event(event, event['data']);\n",
" }\n",
"\n",
" canvas_div.keydown('key_press', canvas_keyboard_event);\n",
" canvas_div.keyup('key_release', canvas_keyboard_event);\n",
" this.canvas_div = canvas_div\n",
" this._canvas_extra_style(canvas_div)\n",
" this.root.append(canvas_div);\n",
"\n",
" var canvas = $('<canvas/>');\n",
" canvas.addClass('mpl-canvas');\n",
" canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
"\n",
" this.canvas = canvas[0];\n",
" this.context = canvas[0].getContext(\"2d\");\n",
"\n",
" var backingStore = this.context.backingStorePixelRatio ||\n",
"\tthis.context.webkitBackingStorePixelRatio ||\n",
"\tthis.context.mozBackingStorePixelRatio ||\n",
"\tthis.context.msBackingStorePixelRatio ||\n",
"\tthis.context.oBackingStorePixelRatio ||\n",
"\tthis.context.backingStorePixelRatio || 1;\n",
"\n",
" mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
"\n",
" var rubberband = $('<canvas/>');\n",
" rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
"\n",
" var pass_mouse_events = true;\n",
"\n",
" canvas_div.resizable({\n",
" start: function(event, ui) {\n",
" pass_mouse_events = false;\n",
" },\n",
" resize: function(event, ui) {\n",
" fig.request_resize(ui.size.width, ui.size.height);\n",
" },\n",
" stop: function(event, ui) {\n",
" pass_mouse_events = true;\n",
" fig.request_resize(ui.size.width, ui.size.height);\n",
" },\n",
" });\n",
"\n",
" function mouse_event_fn(event) {\n",
" if (pass_mouse_events)\n",
" return fig.mouse_event(event, event['data']);\n",
" }\n",
"\n",
" rubberband.mousedown('button_press', mouse_event_fn);\n",
" rubberband.mouseup('button_release', mouse_event_fn);\n",
" // Throttle sequential mouse events to 1 every 20ms.\n",
" rubberband.mousemove('motion_notify', mouse_event_fn);\n",
"\n",
" rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
" rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
"\n",
" canvas_div.on(\"wheel\", function (event) {\n",
" event = event.originalEvent;\n",
" event['data'] = 'scroll'\n",
" if (event.deltaY < 0) {\n",
" event.step = 1;\n",
" } else {\n",
" event.step = -1;\n",
" }\n",
" mouse_event_fn(event);\n",
" });\n",
"\n",
" canvas_div.append(canvas);\n",
" canvas_div.append(rubberband);\n",
"\n",
" this.rubberband = rubberband;\n",
" this.rubberband_canvas = rubberband[0];\n",
" this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
" this.rubberband_context.strokeStyle = \"#000000\";\n",
"\n",
" this._resize_canvas = function(width, height) {\n",
" // Keep the size of the canvas, canvas container, and rubber band\n",
" // canvas in synch.\n",
" canvas_div.css('width', width)\n",
" canvas_div.css('height', height)\n",
"\n",
" canvas.attr('width', width * mpl.ratio);\n",
" canvas.attr('height', height * mpl.ratio);\n",
" canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
"\n",
" rubberband.attr('width', width);\n",
" rubberband.attr('height', height);\n",
" }\n",
"\n",
" // Set the figure to an initial 600x600px, this will subsequently be updated\n",
" // upon first draw.\n",
" this._resize_canvas(600, 600);\n",
"\n",
" // Disable right mouse context menu.\n",
" $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
" return false;\n",
" });\n",
"\n",
" function set_focus () {\n",
" canvas.focus();\n",
" canvas_div.focus();\n",
" }\n",
"\n",
" window.setTimeout(set_focus, 100);\n",
"}\n",
"\n",
"mpl.figure.prototype._init_toolbar = function() {\n",
" var fig = this;\n",
"\n",
" var nav_element = $('<div/>')\n",
" nav_element.attr('style', 'width: 100%');\n",
" this.root.append(nav_element);\n",
"\n",
" // Define a callback function for later on.\n",
" function toolbar_event(event) {\n",
" return fig.toolbar_button_onclick(event['data']);\n",
" }\n",
" function toolbar_mouse_event(event) {\n",
" return fig.toolbar_button_onmouseover(event['data']);\n",
" }\n",
"\n",
" for(var toolbar_ind in mpl.toolbar_items) {\n",
" var name = mpl.toolbar_items[toolbar_ind][0];\n",
" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
" var image = mpl.toolbar_items[toolbar_ind][2];\n",
" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
"\n",
" if (!name) {\n",
" // put a spacer in here.\n",
" continue;\n",
" }\n",
" var button = $('<button/>');\n",
" button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
" 'ui-button-icon-only');\n",
" button.attr('role', 'button');\n",
" button.attr('aria-disabled', 'false');\n",
" button.click(method_name, toolbar_event);\n",
" button.mouseover(tooltip, toolbar_mouse_event);\n",
"\n",
" var icon_img = $('<span/>');\n",
" icon_img.addClass('ui-button-icon-primary ui-icon');\n",
" icon_img.addClass(image);\n",
" icon_img.addClass('ui-corner-all');\n",
"\n",
" var tooltip_span = $('<span/>');\n",
" tooltip_span.addClass('ui-button-text');\n",
" tooltip_span.html(tooltip);\n",
"\n",
" button.append(icon_img);\n",
" button.append(tooltip_span);\n",
"\n",
" nav_element.append(button);\n",
" }\n",
"\n",
" var fmt_picker_span = $('<span/>');\n",
"\n",
" var fmt_picker = $('<select/>');\n",
" fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
" fmt_picker_span.append(fmt_picker);\n",
" nav_element.append(fmt_picker_span);\n",
" this.format_dropdown = fmt_picker[0];\n",
"\n",
" for (var ind in mpl.extensions) {\n",
" var fmt = mpl.extensions[ind];\n",
" var option = $(\n",
" '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
" fmt_picker.append(option)\n",
" }\n",
"\n",
" // Add hover states to the ui-buttons\n",
" $( \".ui-button\" ).hover(\n",
" function() { $(this).addClass(\"ui-state-hover\");},\n",
" function() { $(this).removeClass(\"ui-state-hover\");}\n",
" );\n",
"\n",
" var status_bar = $('<span class=\"mpl-message\"/>');\n",
" nav_element.append(status_bar);\n",
" this.message = status_bar[0];\n",
"}\n",
"\n",
"mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
" // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
" // which will in turn request a refresh of the image.\n",
" this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
"}\n",
"\n",
"mpl.figure.prototype.send_message = function(type, properties) {\n",
" properties['type'] = type;\n",
" properties['figure_id'] = this.id;\n",
" this.ws.send(JSON.stringify(properties));\n",
"}\n",
"\n",
"mpl.figure.prototype.send_draw_message = function() {\n",
" if (!this.waiting) {\n",
" this.waiting = true;\n",
" this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
" }\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
" var format_dropdown = fig.format_dropdown;\n",
" var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
" fig.ondownload(fig, format);\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
" var size = msg['size'];\n",
" if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
" fig._resize_canvas(size[0], size[1]);\n",
" fig.send_message(\"refresh\", {});\n",
" };\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
" var x0 = msg['x0'] / mpl.ratio;\n",
" var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
" var x1 = msg['x1'] / mpl.ratio;\n",
" var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
" x0 = Math.floor(x0) + 0.5;\n",
" y0 = Math.floor(y0) + 0.5;\n",
" x1 = Math.floor(x1) + 0.5;\n",
" y1 = Math.floor(y1) + 0.5;\n",
" var min_x = Math.min(x0, x1);\n",
" var min_y = Math.min(y0, y1);\n",
" var width = Math.abs(x1 - x0);\n",
" var height = Math.abs(y1 - y0);\n",
"\n",
" fig.rubberband_context.clearRect(\n",
" 0, 0, fig.canvas.width, fig.canvas.height);\n",
"\n",
" fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
" // Updates the figure title.\n",
" fig.header.textContent = msg['label'];\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
" var cursor = msg['cursor'];\n",
" switch(cursor)\n",
" {\n",
" case 0:\n",
" cursor = 'pointer';\n",
" break;\n",
" case 1:\n",
" cursor = 'default';\n",
" break;\n",
" case 2:\n",
" cursor = 'crosshair';\n",
" break;\n",
" case 3:\n",
" cursor = 'move';\n",
" break;\n",
" }\n",
" fig.rubberband_canvas.style.cursor = cursor;\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_message = function(fig, msg) {\n",
" fig.message.textContent = msg['message'];\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
" // Request the server to send over a new figure.\n",
" fig.send_draw_message();\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
" fig.image_mode = msg['mode'];\n",
"}\n",
"\n",
"mpl.figure.prototype.updated_canvas_event = function() {\n",
" // Called whenever the canvas gets updated.\n",
" this.send_message(\"ack\", {});\n",
"}\n",
"\n",
"// A function to construct a web socket function for onmessage handling.\n",
"// Called in the figure constructor.\n",
"mpl.figure.prototype._make_on_message_function = function(fig) {\n",
" return function socket_on_message(evt) {\n",
" if (evt.data instanceof Blob) {\n",
" /* FIXME: We get \"Resource interpreted as Image but\n",
" * transferred with MIME type text/plain:\" errors on\n",
" * Chrome. But how to set the MIME type? It doesn't seem\n",
" * to be part of the websocket stream */\n",
" evt.data.type = \"image/png\";\n",
"\n",
" /* Free the memory for the previous frames */\n",
" if (fig.imageObj.src) {\n",
" (window.URL || window.webkitURL).revokeObjectURL(\n",
" fig.imageObj.src);\n",
" }\n",
"\n",
" fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
" evt.data);\n",
" fig.updated_canvas_event();\n",
" fig.waiting = false;\n",
" return;\n",
" }\n",
" else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
" fig.imageObj.src = evt.data;\n",
" fig.updated_canvas_event();\n",
" fig.waiting = false;\n",
" return;\n",
" }\n",
"\n",
" var msg = JSON.parse(evt.data);\n",
" var msg_type = msg['type'];\n",
"\n",
" // Call the \"handle_{type}\" callback, which takes\n",
" // the figure and JSON message as its only arguments.\n",
" try {\n",
" var callback = fig[\"handle_\" + msg_type];\n",
" } catch (e) {\n",
" console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
" return;\n",
" }\n",
"\n",
" if (callback) {\n",
" try {\n",
" // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
" callback(fig, msg);\n",
" } catch (e) {\n",
" console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
" }\n",
" }\n",
" };\n",
"}\n",
"\n",
"// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
"mpl.findpos = function(e) {\n",
" //this section is from http://www.quirksmode.org/js/events_properties.html\n",
" var targ;\n",
" if (!e)\n",
" e = window.event;\n",
" if (e.target)\n",
" targ = e.target;\n",
" else if (e.srcElement)\n",
" targ = e.srcElement;\n",
" if (targ.nodeType == 3) // defeat Safari bug\n",
" targ = targ.parentNode;\n",
"\n",
" // jQuery normalizes the pageX and pageY\n",
" // pageX,Y are the mouse positions relative to the document\n",
" // offset() returns the position of the element relative to the document\n",
" var x = e.pageX - $(targ).offset().left;\n",
" var y = e.pageY - $(targ).offset().top;\n",
"\n",
" return {\"x\": x, \"y\": y};\n",
"};\n",
"\n",
"/*\n",
" * return a copy of an object with only non-object keys\n",
" * we need this to avoid circular references\n",
" * http://stackoverflow.com/a/24161582/3208463\n",
" */\n",
"function simpleKeys (original) {\n",
" return Object.keys(original).reduce(function (obj, key) {\n",
" if (typeof original[key] !== 'object')\n",
" obj[key] = original[key]\n",
" return obj;\n",
" }, {});\n",
"}\n",
"\n",
"mpl.figure.prototype.mouse_event = function(event, name) {\n",
" var canvas_pos = mpl.findpos(event)\n",
"\n",
" if (name === 'button_press')\n",
" {\n",
" this.canvas.focus();\n",
" this.canvas_div.focus();\n",
" }\n",
"\n",
" var x = canvas_pos.x * mpl.ratio;\n",
" var y = canvas_pos.y * mpl.ratio;\n",
"\n",
" this.send_message(name, {x: x, y: y, button: event.button,\n",
" step: event.step,\n",
" guiEvent: simpleKeys(event)});\n",
"\n",
" /* This prevents the web browser from automatically changing to\n",
" * the text insertion cursor when the button is pressed. We want\n",
" * to control all of the cursor setting manually through the\n",
" * 'cursor' event from matplotlib */\n",
" event.preventDefault();\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" // Handle any extra behaviour associated with a key event\n",
"}\n",
"\n",
"mpl.figure.prototype.key_event = function(event, name) {\n",
"\n",
" // Prevent repeat events\n",
" if (name == 'key_press')\n",
" {\n",
" if (event.which === this._key)\n",
" return;\n",
" else\n",
" this._key = event.which;\n",
" }\n",
" if (name == 'key_release')\n",
" this._key = null;\n",
"\n",
" var value = '';\n",
" if (event.ctrlKey && event.which != 17)\n",
" value += \"ctrl+\";\n",
" if (event.altKey && event.which != 18)\n",
" value += \"alt+\";\n",
" if (event.shiftKey && event.which != 16)\n",
" value += \"shift+\";\n",
"\n",
" value += 'k';\n",
" value += event.which.toString();\n",
"\n",
" this._key_event_extra(event, name);\n",
"\n",
" this.send_message(name, {key: value,\n",
" guiEvent: simpleKeys(event)});\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
" if (name == 'download') {\n",
" this.handle_save(this, null);\n",
" } else {\n",
" this.send_message(\"toolbar_button\", {name: name});\n",
" }\n",
"};\n",
"\n",
"mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
" this.message.textContent = tooltip;\n",
"};\n",
"mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
"\n",
"mpl.extensions = [\"eps\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\"];\n",
"\n",
"mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
" // Create a \"websocket\"-like object which calls the given IPython comm\n",
" // object with the appropriate methods. Currently this is a non binary\n",
" // socket, so there is still some room for performance tuning.\n",
" var ws = {};\n",
"\n",
" ws.close = function() {\n",
" comm.close()\n",
" };\n",
" ws.send = function(m) {\n",
" //console.log('sending', m);\n",
" comm.send(m);\n",
" };\n",
" // Register the callback with on_msg.\n",
" comm.on_msg(function(msg) {\n",
" //console.log('receiving', msg['content']['data'], msg);\n",
" // Pass the mpl event to the 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(\"<div id='\" + id + \"'></div>\");\n",
" if (!fig.cell_info) {\n",
" console.error(\"Failed to find cell for figure\", id, fig);\n",
" return;\n",
" }\n",
"\n",
" var output_index = fig.cell_info[2]\n",
" var cell = fig.cell_info[0];\n",
"\n",
"};\n",
"\n",
"mpl.figure.prototype.handle_close = function(fig, msg) {\n",
" var width = fig.canvas.width/mpl.ratio\n",
" fig.root.unbind('remove')\n",
"\n",
" // Update the output cell to use the data from the current canvas.\n",
" fig.push_to_output();\n",
" var dataURL = fig.canvas.toDataURL();\n",
" // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
" // the notebook keyboard shortcuts fail.\n",
" IPython.keyboard_manager.enable()\n",
" $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
" fig.close_ws(fig, msg);\n",
"}\n",
"\n",
"mpl.figure.prototype.close_ws = function(fig, msg){\n",
" fig.send_message('closing', msg);\n",
" // fig.ws.close()\n",
"}\n",
"\n",
"mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
" // Turn the data on the canvas into data in the output cell.\n",
" var width = this.canvas.width/mpl.ratio\n",
" var dataURL = this.canvas.toDataURL();\n",
" this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
"}\n",
"\n",
"mpl.figure.prototype.updated_canvas_event = function() {\n",
" // Tell IPython that the notebook contents must change.\n",
" IPython.notebook.set_dirty(true);\n",
" this.send_message(\"ack\", {});\n",
" var fig = this;\n",
" // Wait a second, then push the new image to the DOM so\n",
" // that it is saved nicely (might be nice to debounce this).\n",
" setTimeout(function () { fig.push_to_output() }, 1000);\n",
"}\n",
"\n",
"mpl.figure.prototype._init_toolbar = function() {\n",
" var fig = this;\n",
"\n",
" var nav_element = $('<div/>')\n",
" nav_element.attr('style', 'width: 100%');\n",
" this.root.append(nav_element);\n",
"\n",
" // Define a callback function for later on.\n",
" function toolbar_event(event) {\n",
" return fig.toolbar_button_onclick(event['data']);\n",
" }\n",
" function toolbar_mouse_event(event) {\n",
" return fig.toolbar_button_onmouseover(event['data']);\n",
" }\n",
"\n",
" for(var toolbar_ind in mpl.toolbar_items){\n",
" var name = mpl.toolbar_items[toolbar_ind][0];\n",
" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
" var image = mpl.toolbar_items[toolbar_ind][2];\n",
" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
"\n",
" if (!name) { continue; };\n",
"\n",
" var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
" button.click(method_name, toolbar_event);\n",
" button.mouseover(tooltip, toolbar_mouse_event);\n",
" nav_element.append(button);\n",
" }\n",
"\n",
" // Add the status bar.\n",
" var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
" nav_element.append(status_bar);\n",
" this.message = status_bar[0];\n",
"\n",
" // Add the close button to the window.\n",
" var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
" var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
" button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
" button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
" buttongrp.append(button);\n",
" var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
" titlebar.prepend(buttongrp);\n",
"}\n",
"\n",
"mpl.figure.prototype._root_extra_style = function(el){\n",
" var fig = this\n",
" el.on(\"remove\", function(){\n",
"\tfig.close_ws(fig, {});\n",
" });\n",
"}\n",
"\n",
"mpl.figure.prototype._canvas_extra_style = function(el){\n",
" // this is important to make the div 'focusable\n",
" el.attr('tabindex', 0)\n",
" // reach out to IPython and tell the keyboard manager to turn it's self\n",
" // off when our div gets focus\n",
"\n",
" // location in version 3\n",
" if (IPython.notebook.keyboard_manager) {\n",
" IPython.notebook.keyboard_manager.register_events(el);\n",
" }\n",
" else {\n",
" // location in version 2\n",
" IPython.keyboard_manager.register_events(el);\n",
" }\n",
"\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" var manager = IPython.notebook.keyboard_manager;\n",
" if (!manager)\n",
" manager = IPython.keyboard_manager;\n",
"\n",
" // Check for shift+enter\n",
" if (event.shiftKey && event.which == 13) {\n",
" this.canvas_div.blur();\n",
" event.shiftKey = false;\n",
" // Send a \"J\" for go to next cell\n",
" event.which = 74;\n",
" event.keyCode = 74;\n",
" manager.command_mode();\n",
" manager.handle_keydown(event);\n",
" }\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
" fig.ondownload(fig, null);\n",
"}\n",
"\n",
"\n",
"mpl.find_output_cell = function(html_output) {\n",
" // Return the cell and output element which can be found *uniquely* in the notebook.\n",
" // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
" // IPython event is triggered only after the cells have been serialised, which for\n",
" // our purposes (turning an active figure into a static one), is too late.\n",
" var cells = IPython.notebook.get_cells();\n",
" var ncells = cells.length;\n",
" for (var i=0; i<ncells; i++) {\n",
" var cell = cells[i];\n",
" if (cell.cell_type === 'code'){\n",
" for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
" var data = cell.output_area.outputs[j];\n",
" if (data.data) {\n",
" // IPython >= 3 moved mimebundle to data attribute of output\n",
" data = data.data;\n",
" }\n",
" if (data['text/html'] == html_output) {\n",
" return [cell, data, j];\n",
" }\n",
" }\n",
" }\n",
" }\n",
"}\n",
"\n",
"// Register the function which deals with the matplotlib target/channel.\n",
"// The kernel may be null if the page has been refreshed.\n",
"if (IPython.notebook.kernel != null) {\n",
" IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
"}\n"
],
"text/plain": [
"<IPython.core.display.Javascript object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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\" width=\"640\">"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure()\n",
"for station in random_stations:\n",
" mean_percentage_change[ station ].plot()\n",
"\n",
" # plt.legend()\n",
"plt.grid()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Compute 10-year rolling averages for comparability reasons"
]
},
{
"cell_type": "code",
"execution_count": 181,
"metadata": {},
"outputs": [],
"source": [
"mean_rsds_10yr = model_chains.rolling( year = 10, center = True ).mean().dropna( 'year' )\n",
"mean_change_10yr = (mean_rsds_10yr / reference) - 1\n",
"mean_change_10yr_all_stations = mean_change_10yr.median( dim = 'station' )"
]
},
{
"cell_type": "code",
"execution_count": 182,
"metadata": {},
"outputs": [
{
"data": {
"application/javascript": [
"/* Put everything inside the global mpl namespace */\n",
"window.mpl = {};\n",
"\n",
"\n",
"mpl.get_websocket_type = function() {\n",
" if (typeof(WebSocket) !== 'undefined') {\n",
" return WebSocket;\n",
" } else if (typeof(MozWebSocket) !== 'undefined') {\n",
" return MozWebSocket;\n",
" } else {\n",
" alert('Your browser does not have WebSocket support.' +\n",
" 'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
" 'Firefox 4 and 5 are also supported but you ' +\n",
" 'have to enable WebSockets in about:config.');\n",
" };\n",
"}\n",
"\n",
"mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
" this.id = figure_id;\n",
"\n",
" this.ws = websocket;\n",
"\n",
" this.supports_binary = (this.ws.binaryType != undefined);\n",
"\n",
" if (!this.supports_binary) {\n",
" var warnings = document.getElementById(\"mpl-warnings\");\n",
" if (warnings) {\n",
" warnings.style.display = 'block';\n",
" warnings.textContent = (\n",
" \"This browser does not support binary websocket messages. \" +\n",
" \"Performance may be slow.\");\n",
" }\n",
" }\n",
"\n",
" this.imageObj = new Image();\n",
"\n",
" this.context = undefined;\n",
" this.message = undefined;\n",
" this.canvas = undefined;\n",
" this.rubberband_canvas = undefined;\n",
" this.rubberband_context = undefined;\n",
" this.format_dropdown = undefined;\n",
"\n",
" this.image_mode = 'full';\n",
"\n",
" this.root = $('<div/>');\n",
" this._root_extra_style(this.root)\n",
" this.root.attr('style', 'display: inline-block');\n",
"\n",
" $(parent_element).append(this.root);\n",
"\n",
" this._init_header(this);\n",
" this._init_canvas(this);\n",
" this._init_toolbar(this);\n",
"\n",
" var fig = this;\n",
"\n",
" this.waiting = false;\n",
"\n",
" this.ws.onopen = function () {\n",
" fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
" fig.send_message(\"send_image_mode\", {});\n",
" if (mpl.ratio != 1) {\n",
" fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
" }\n",
" fig.send_message(\"refresh\", {});\n",
" }\n",
"\n",
" this.imageObj.onload = function() {\n",
" if (fig.image_mode == 'full') {\n",
" // Full images could contain transparency (where diff images\n",
" // almost always do), so we need to clear the canvas so that\n",
" // there is no ghosting.\n",
" fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
" }\n",
" fig.context.drawImage(fig.imageObj, 0, 0);\n",
" };\n",
"\n",
" this.imageObj.onunload = function() {\n",
" fig.ws.close();\n",
" }\n",
"\n",
" this.ws.onmessage = this._make_on_message_function(this);\n",
"\n",
" this.ondownload = ondownload;\n",
"}\n",
"\n",
"mpl.figure.prototype._init_header = function() {\n",
" var titlebar = $(\n",
" '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
" 'ui-helper-clearfix\"/>');\n",
" var titletext = $(\n",
" '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
" 'text-align: center; padding: 3px;\"/>');\n",
" titlebar.append(titletext)\n",
" this.root.append(titlebar);\n",
" this.header = titletext[0];\n",
"}\n",
"\n",
"\n",
"\n",
"mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
"\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
"\n",
"}\n",
"\n",
"mpl.figure.prototype._init_canvas = function() {\n",
" var fig = this;\n",
"\n",
" var canvas_div = $('<div/>');\n",
"\n",
" canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
"\n",
" function canvas_keyboard_event(event) {\n",
" return fig.key_event(event, event['data']);\n",
" }\n",
"\n",
" canvas_div.keydown('key_press', canvas_keyboard_event);\n",
" canvas_div.keyup('key_release', canvas_keyboard_event);\n",
" this.canvas_div = canvas_div\n",
" this._canvas_extra_style(canvas_div)\n",
" this.root.append(canvas_div);\n",
"\n",
" var canvas = $('<canvas/>');\n",
" canvas.addClass('mpl-canvas');\n",
" canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
"\n",
" this.canvas = canvas[0];\n",
" this.context = canvas[0].getContext(\"2d\");\n",
"\n",
" var backingStore = this.context.backingStorePixelRatio ||\n",
"\tthis.context.webkitBackingStorePixelRatio ||\n",
"\tthis.context.mozBackingStorePixelRatio ||\n",
"\tthis.context.msBackingStorePixelRatio ||\n",
"\tthis.context.oBackingStorePixelRatio ||\n",
"\tthis.context.backingStorePixelRatio || 1;\n",
"\n",
" mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
"\n",
" var rubberband = $('<canvas/>');\n",
" rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
"\n",
" var pass_mouse_events = true;\n",
"\n",
" canvas_div.resizable({\n",
" start: function(event, ui) {\n",
" pass_mouse_events = false;\n",
" },\n",
" resize: function(event, ui) {\n",
" fig.request_resize(ui.size.width, ui.size.height);\n",
" },\n",
" stop: function(event, ui) {\n",
" pass_mouse_events = true;\n",
" fig.request_resize(ui.size.width, ui.size.height);\n",
" },\n",
" });\n",
"\n",
" function mouse_event_fn(event) {\n",
" if (pass_mouse_events)\n",
" return fig.mouse_event(event, event['data']);\n",
" }\n",
"\n",
" rubberband.mousedown('button_press', mouse_event_fn);\n",
" rubberband.mouseup('button_release', mouse_event_fn);\n",
" // Throttle sequential mouse events to 1 every 20ms.\n",
" rubberband.mousemove('motion_notify', mouse_event_fn);\n",
"\n",
" rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
" rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
"\n",
" canvas_div.on(\"wheel\", function (event) {\n",
" event = event.originalEvent;\n",
" event['data'] = 'scroll'\n",
" if (event.deltaY < 0) {\n",
" event.step = 1;\n",
" } else {\n",
" event.step = -1;\n",
" }\n",
" mouse_event_fn(event);\n",
" });\n",
"\n",
" canvas_div.append(canvas);\n",
" canvas_div.append(rubberband);\n",
"\n",
" this.rubberband = rubberband;\n",
" this.rubberband_canvas = rubberband[0];\n",
" this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
" this.rubberband_context.strokeStyle = \"#000000\";\n",
"\n",
" this._resize_canvas = function(width, height) {\n",
" // Keep the size of the canvas, canvas container, and rubber band\n",
" // canvas in synch.\n",
" canvas_div.css('width', width)\n",
" canvas_div.css('height', height)\n",
"\n",
" canvas.attr('width', width * mpl.ratio);\n",
" canvas.attr('height', height * mpl.ratio);\n",
" canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
"\n",
" rubberband.attr('width', width);\n",
" rubberband.attr('height', height);\n",
" }\n",
"\n",
" // Set the figure to an initial 600x600px, this will subsequently be updated\n",
" // upon first draw.\n",
" this._resize_canvas(600, 600);\n",
"\n",
" // Disable right mouse context menu.\n",
" $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
" return false;\n",
" });\n",
"\n",
" function set_focus () {\n",
" canvas.focus();\n",
" canvas_div.focus();\n",
" }\n",
"\n",
" window.setTimeout(set_focus, 100);\n",
"}\n",
"\n",
"mpl.figure.prototype._init_toolbar = function() {\n",
" var fig = this;\n",
"\n",
" var nav_element = $('<div/>')\n",
" nav_element.attr('style', 'width: 100%');\n",
" this.root.append(nav_element);\n",
"\n",
" // Define a callback function for later on.\n",
" function toolbar_event(event) {\n",
" return fig.toolbar_button_onclick(event['data']);\n",
" }\n",
" function toolbar_mouse_event(event) {\n",
" return fig.toolbar_button_onmouseover(event['data']);\n",
" }\n",
"\n",
" for(var toolbar_ind in mpl.toolbar_items) {\n",
" var name = mpl.toolbar_items[toolbar_ind][0];\n",
" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
" var image = mpl.toolbar_items[toolbar_ind][2];\n",
" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
"\n",
" if (!name) {\n",
" // put a spacer in here.\n",
" continue;\n",
" }\n",
" var button = $('<button/>');\n",
" button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
" 'ui-button-icon-only');\n",
" button.attr('role', 'button');\n",
" button.attr('aria-disabled', 'false');\n",
" button.click(method_name, toolbar_event);\n",
" button.mouseover(tooltip, toolbar_mouse_event);\n",
"\n",
" var icon_img = $('<span/>');\n",
" icon_img.addClass('ui-button-icon-primary ui-icon');\n",
" icon_img.addClass(image);\n",
" icon_img.addClass('ui-corner-all');\n",
"\n",
" var tooltip_span = $('<span/>');\n",
" tooltip_span.addClass('ui-button-text');\n",
" tooltip_span.html(tooltip);\n",
"\n",
" button.append(icon_img);\n",
" button.append(tooltip_span);\n",
"\n",
" nav_element.append(button);\n",
" }\n",
"\n",
" var fmt_picker_span = $('<span/>');\n",
"\n",
" var fmt_picker = $('<select/>');\n",
" fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
" fmt_picker_span.append(fmt_picker);\n",
" nav_element.append(fmt_picker_span);\n",
" this.format_dropdown = fmt_picker[0];\n",
"\n",
" for (var ind in mpl.extensions) {\n",
" var fmt = mpl.extensions[ind];\n",
" var option = $(\n",
" '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
" fmt_picker.append(option)\n",
" }\n",
"\n",
" // Add hover states to the ui-buttons\n",
" $( \".ui-button\" ).hover(\n",
" function() { $(this).addClass(\"ui-state-hover\");},\n",
" function() { $(this).removeClass(\"ui-state-hover\");}\n",
" );\n",
"\n",
" var status_bar = $('<span class=\"mpl-message\"/>');\n",
" nav_element.append(status_bar);\n",
" this.message = status_bar[0];\n",
"}\n",
"\n",
"mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
" // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
" // which will in turn request a refresh of the image.\n",
" this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
"}\n",
"\n",
"mpl.figure.prototype.send_message = function(type, properties) {\n",
" properties['type'] = type;\n",
" properties['figure_id'] = this.id;\n",
" this.ws.send(JSON.stringify(properties));\n",
"}\n",
"\n",
"mpl.figure.prototype.send_draw_message = function() {\n",
" if (!this.waiting) {\n",
" this.waiting = true;\n",
" this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
" }\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
" var format_dropdown = fig.format_dropdown;\n",
" var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
" fig.ondownload(fig, format);\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
" var size = msg['size'];\n",
" if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
" fig._resize_canvas(size[0], size[1]);\n",
" fig.send_message(\"refresh\", {});\n",
" };\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
" var x0 = msg['x0'] / mpl.ratio;\n",
" var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
" var x1 = msg['x1'] / mpl.ratio;\n",
" var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
" x0 = Math.floor(x0) + 0.5;\n",
" y0 = Math.floor(y0) + 0.5;\n",
" x1 = Math.floor(x1) + 0.5;\n",
" y1 = Math.floor(y1) + 0.5;\n",
" var min_x = Math.min(x0, x1);\n",
" var min_y = Math.min(y0, y1);\n",
" var width = Math.abs(x1 - x0);\n",
" var height = Math.abs(y1 - y0);\n",
"\n",
" fig.rubberband_context.clearRect(\n",
" 0, 0, fig.canvas.width, fig.canvas.height);\n",
"\n",
" fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
" // Updates the figure title.\n",
" fig.header.textContent = msg['label'];\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
" var cursor = msg['cursor'];\n",
" switch(cursor)\n",
" {\n",
" case 0:\n",
" cursor = 'pointer';\n",
" break;\n",
" case 1:\n",
" cursor = 'default';\n",
" break;\n",
" case 2:\n",
" cursor = 'crosshair';\n",
" break;\n",
" case 3:\n",
" cursor = 'move';\n",
" break;\n",
" }\n",
" fig.rubberband_canvas.style.cursor = cursor;\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_message = function(fig, msg) {\n",
" fig.message.textContent = msg['message'];\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
" // Request the server to send over a new figure.\n",
" fig.send_draw_message();\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
" fig.image_mode = msg['mode'];\n",
"}\n",
"\n",
"mpl.figure.prototype.updated_canvas_event = function() {\n",
" // Called whenever the canvas gets updated.\n",
" this.send_message(\"ack\", {});\n",
"}\n",
"\n",
"// A function to construct a web socket function for onmessage handling.\n",
"// Called in the figure constructor.\n",
"mpl.figure.prototype._make_on_message_function = function(fig) {\n",
" return function socket_on_message(evt) {\n",
" if (evt.data instanceof Blob) {\n",
" /* FIXME: We get \"Resource interpreted as Image but\n",
" * transferred with MIME type text/plain:\" errors on\n",
" * Chrome. But how to set the MIME type? It doesn't seem\n",
" * to be part of the websocket stream */\n",
" evt.data.type = \"image/png\";\n",
"\n",
" /* Free the memory for the previous frames */\n",
" if (fig.imageObj.src) {\n",
" (window.URL || window.webkitURL).revokeObjectURL(\n",
" fig.imageObj.src);\n",
" }\n",
"\n",
" fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
" evt.data);\n",
" fig.updated_canvas_event();\n",
" fig.waiting = false;\n",
" return;\n",
" }\n",
" else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
" fig.imageObj.src = evt.data;\n",
" fig.updated_canvas_event();\n",
" fig.waiting = false;\n",
" return;\n",
" }\n",
"\n",
" var msg = JSON.parse(evt.data);\n",
" var msg_type = msg['type'];\n",
"\n",
" // Call the \"handle_{type}\" callback, which takes\n",
" // the figure and JSON message as its only arguments.\n",
" try {\n",
" var callback = fig[\"handle_\" + msg_type];\n",
" } catch (e) {\n",
" console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
" return;\n",
" }\n",
"\n",
" if (callback) {\n",
" try {\n",
" // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
" callback(fig, msg);\n",
" } catch (e) {\n",
" console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
" }\n",
" }\n",
" };\n",
"}\n",
"\n",
"// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
"mpl.findpos = function(e) {\n",
" //this section is from http://www.quirksmode.org/js/events_properties.html\n",
" var targ;\n",
" if (!e)\n",
" e = window.event;\n",
" if (e.target)\n",
" targ = e.target;\n",
" else if (e.srcElement)\n",
" targ = e.srcElement;\n",
" if (targ.nodeType == 3) // defeat Safari bug\n",
" targ = targ.parentNode;\n",
"\n",
" // jQuery normalizes the pageX and pageY\n",
" // pageX,Y are the mouse positions relative to the document\n",
" // offset() returns the position of the element relative to the document\n",
" var x = e.pageX - $(targ).offset().left;\n",
" var y = e.pageY - $(targ).offset().top;\n",
"\n",
" return {\"x\": x, \"y\": y};\n",
"};\n",
"\n",
"/*\n",
" * return a copy of an object with only non-object keys\n",
" * we need this to avoid circular references\n",
" * http://stackoverflow.com/a/24161582/3208463\n",
" */\n",
"function simpleKeys (original) {\n",
" return Object.keys(original).reduce(function (obj, key) {\n",
" if (typeof original[key] !== 'object')\n",
" obj[key] = original[key]\n",
" return obj;\n",
" }, {});\n",
"}\n",
"\n",
"mpl.figure.prototype.mouse_event = function(event, name) {\n",
" var canvas_pos = mpl.findpos(event)\n",
"\n",
" if (name === 'button_press')\n",
" {\n",
" this.canvas.focus();\n",
" this.canvas_div.focus();\n",
" }\n",
"\n",
" var x = canvas_pos.x * mpl.ratio;\n",
" var y = canvas_pos.y * mpl.ratio;\n",
"\n",
" this.send_message(name, {x: x, y: y, button: event.button,\n",
" step: event.step,\n",
" guiEvent: simpleKeys(event)});\n",
"\n",
" /* This prevents the web browser from automatically changing to\n",
" * the text insertion cursor when the button is pressed. We want\n",
" * to control all of the cursor setting manually through the\n",
" * 'cursor' event from matplotlib */\n",
" event.preventDefault();\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" // Handle any extra behaviour associated with a key event\n",
"}\n",
"\n",
"mpl.figure.prototype.key_event = function(event, name) {\n",
"\n",
" // Prevent repeat events\n",
" if (name == 'key_press')\n",
" {\n",
" if (event.which === this._key)\n",
" return;\n",
" else\n",
" this._key = event.which;\n",
" }\n",
" if (name == 'key_release')\n",
" this._key = null;\n",
"\n",
" var value = '';\n",
" if (event.ctrlKey && event.which != 17)\n",
" value += \"ctrl+\";\n",
" if (event.altKey && event.which != 18)\n",
" value += \"alt+\";\n",
" if (event.shiftKey && event.which != 16)\n",
" value += \"shift+\";\n",
"\n",
" value += 'k';\n",
" value += event.which.toString();\n",
"\n",
" this._key_event_extra(event, name);\n",
"\n",
" this.send_message(name, {key: value,\n",
" guiEvent: simpleKeys(event)});\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
" if (name == 'download') {\n",
" this.handle_save(this, null);\n",
" } else {\n",
" this.send_message(\"toolbar_button\", {name: name});\n",
" }\n",
"};\n",
"\n",
"mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
" this.message.textContent = tooltip;\n",
"};\n",
"mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
"\n",
"mpl.extensions = [\"eps\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\"];\n",
"\n",
"mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
" // Create a \"websocket\"-like object which calls the given IPython comm\n",
" // object with the appropriate methods. Currently this is a non binary\n",
" // socket, so there is still some room for performance tuning.\n",
" var ws = {};\n",
"\n",
" ws.close = function() {\n",
" comm.close()\n",
" };\n",
" ws.send = function(m) {\n",
" //console.log('sending', m);\n",
" comm.send(m);\n",
" };\n",
" // Register the callback with on_msg.\n",
" comm.on_msg(function(msg) {\n",
" //console.log('receiving', msg['content']['data'], msg);\n",
" // Pass the mpl event to the 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(\"<div id='\" + id + \"'></div>\");\n",
" if (!fig.cell_info) {\n",
" console.error(\"Failed to find cell for figure\", id, fig);\n",
" return;\n",
" }\n",
"\n",
" var output_index = fig.cell_info[2]\n",
" var cell = fig.cell_info[0];\n",
"\n",
"};\n",
"\n",
"mpl.figure.prototype.handle_close = function(fig, msg) {\n",
" var width = fig.canvas.width/mpl.ratio\n",
" fig.root.unbind('remove')\n",
"\n",
" // Update the output cell to use the data from the current canvas.\n",
" fig.push_to_output();\n",
" var dataURL = fig.canvas.toDataURL();\n",
" // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
" // the notebook keyboard shortcuts fail.\n",
" IPython.keyboard_manager.enable()\n",
" $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
" fig.close_ws(fig, msg);\n",
"}\n",
"\n",
"mpl.figure.prototype.close_ws = function(fig, msg){\n",
" fig.send_message('closing', msg);\n",
" // fig.ws.close()\n",
"}\n",
"\n",
"mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
" // Turn the data on the canvas into data in the output cell.\n",
" var width = this.canvas.width/mpl.ratio\n",
" var dataURL = this.canvas.toDataURL();\n",
" this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
"}\n",
"\n",
"mpl.figure.prototype.updated_canvas_event = function() {\n",
" // Tell IPython that the notebook contents must change.\n",
" IPython.notebook.set_dirty(true);\n",
" this.send_message(\"ack\", {});\n",
" var fig = this;\n",
" // Wait a second, then push the new image to the DOM so\n",
" // that it is saved nicely (might be nice to debounce this).\n",
" setTimeout(function () { fig.push_to_output() }, 1000);\n",
"}\n",
"\n",
"mpl.figure.prototype._init_toolbar = function() {\n",
" var fig = this;\n",
"\n",
" var nav_element = $('<div/>')\n",
" nav_element.attr('style', 'width: 100%');\n",
" this.root.append(nav_element);\n",
"\n",
" // Define a callback function for later on.\n",
" function toolbar_event(event) {\n",
" return fig.toolbar_button_onclick(event['data']);\n",
" }\n",
" function toolbar_mouse_event(event) {\n",
" return fig.toolbar_button_onmouseover(event['data']);\n",
" }\n",
"\n",
" for(var toolbar_ind in mpl.toolbar_items){\n",
" var name = mpl.toolbar_items[toolbar_ind][0];\n",
" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
" var image = mpl.toolbar_items[toolbar_ind][2];\n",
" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
"\n",
" if (!name) { continue; };\n",
"\n",
" var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
" button.click(method_name, toolbar_event);\n",
" button.mouseover(tooltip, toolbar_mouse_event);\n",
" nav_element.append(button);\n",
" }\n",
"\n",
" // Add the status bar.\n",
" var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
" nav_element.append(status_bar);\n",
" this.message = status_bar[0];\n",
"\n",
" // Add the close button to the window.\n",
" var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
" var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
" button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
" button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
" buttongrp.append(button);\n",
" var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
" titlebar.prepend(buttongrp);\n",
"}\n",
"\n",
"mpl.figure.prototype._root_extra_style = function(el){\n",
" var fig = this\n",
" el.on(\"remove\", function(){\n",
"\tfig.close_ws(fig, {});\n",
" });\n",
"}\n",
"\n",
"mpl.figure.prototype._canvas_extra_style = function(el){\n",
" // this is important to make the div 'focusable\n",
" el.attr('tabindex', 0)\n",
" // reach out to IPython and tell the keyboard manager to turn it's self\n",
" // off when our div gets focus\n",
"\n",
" // location in version 3\n",
" if (IPython.notebook.keyboard_manager) {\n",
" IPython.notebook.keyboard_manager.register_events(el);\n",
" }\n",
" else {\n",
" // location in version 2\n",
" IPython.keyboard_manager.register_events(el);\n",
" }\n",
"\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" var manager = IPython.notebook.keyboard_manager;\n",
" if (!manager)\n",
" manager = IPython.keyboard_manager;\n",
"\n",
" // Check for shift+enter\n",
" if (event.shiftKey && event.which == 13) {\n",
" this.canvas_div.blur();\n",
" event.shiftKey = false;\n",
" // Send a \"J\" for go to next cell\n",
" event.which = 74;\n",
" event.keyCode = 74;\n",
" manager.command_mode();\n",
" manager.handle_keydown(event);\n",
" }\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
" fig.ondownload(fig, null);\n",
"}\n",
"\n",
"\n",
"mpl.find_output_cell = function(html_output) {\n",
" // Return the cell and output element which can be found *uniquely* in the notebook.\n",
" // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
" // IPython event is triggered only after the cells have been serialised, which for\n",
" // our purposes (turning an active figure into a static one), is too late.\n",
" var cells = IPython.notebook.get_cells();\n",
" var ncells = cells.length;\n",
" for (var i=0; i<ncells; i++) {\n",
" var cell = cells[i];\n",
" if (cell.cell_type === 'code'){\n",
" for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
" var data = cell.output_area.outputs[j];\n",
" if (data.data) {\n",
" // IPython >= 3 moved mimebundle to data attribute of output\n",
" data = data.data;\n",
" }\n",
" if (data['text/html'] == html_output) {\n",
" return [cell, data, j];\n",
" }\n",
" }\n",
" }\n",
" }\n",
"}\n",
"\n",
"// Register the function which deals with the matplotlib target/channel.\n",
"// The kernel may be null if the page has been refreshed.\n",
"if (IPython.notebook.kernel != null) {\n",
" IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
"}\n"
],
"text/plain": [
"<IPython.core.display.Javascript object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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\" width=\"640\">"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"Text(0.5,1,'10-year average radiation changes')"
]
},
"execution_count": 182,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"plt.figure()\n",
"mean_change_10yr_plot = mean_change_10yr.assign_coords( station = range(len(mean_change_10yr.station)) )\n",
"mean_change_10yr_plot[ random_stations[0] ].plot()\n",
"plt.title('10-year average radiation changes')"
]
},
{
"cell_type": "code",
"execution_count": 189,
"metadata": {},
"outputs": [
{
"data": {
"application/javascript": [
"/* Put everything inside the global mpl namespace */\n",
"window.mpl = {};\n",
"\n",
"\n",
"mpl.get_websocket_type = function() {\n",
" if (typeof(WebSocket) !== 'undefined') {\n",
" return WebSocket;\n",
" } else if (typeof(MozWebSocket) !== 'undefined') {\n",
" return MozWebSocket;\n",
" } else {\n",
" alert('Your browser does not have WebSocket support.' +\n",
" 'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
" 'Firefox 4 and 5 are also supported but you ' +\n",
" 'have to enable WebSockets in about:config.');\n",
" };\n",
"}\n",
"\n",
"mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
" this.id = figure_id;\n",
"\n",
" this.ws = websocket;\n",
"\n",
" this.supports_binary = (this.ws.binaryType != undefined);\n",
"\n",
" if (!this.supports_binary) {\n",
" var warnings = document.getElementById(\"mpl-warnings\");\n",
" if (warnings) {\n",
" warnings.style.display = 'block';\n",
" warnings.textContent = (\n",
" \"This browser does not support binary websocket messages. \" +\n",
" \"Performance may be slow.\");\n",
" }\n",
" }\n",
"\n",
" this.imageObj = new Image();\n",
"\n",
" this.context = undefined;\n",
" this.message = undefined;\n",
" this.canvas = undefined;\n",
" this.rubberband_canvas = undefined;\n",
" this.rubberband_context = undefined;\n",
" this.format_dropdown = undefined;\n",
"\n",
" this.image_mode = 'full';\n",
"\n",
" this.root = $('<div/>');\n",
" this._root_extra_style(this.root)\n",
" this.root.attr('style', 'display: inline-block');\n",
"\n",
" $(parent_element).append(this.root);\n",
"\n",
" this._init_header(this);\n",
" this._init_canvas(this);\n",
" this._init_toolbar(this);\n",
"\n",
" var fig = this;\n",
"\n",
" this.waiting = false;\n",
"\n",
" this.ws.onopen = function () {\n",
" fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
" fig.send_message(\"send_image_mode\", {});\n",
" if (mpl.ratio != 1) {\n",
" fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
" }\n",
" fig.send_message(\"refresh\", {});\n",
" }\n",
"\n",
" this.imageObj.onload = function() {\n",
" if (fig.image_mode == 'full') {\n",
" // Full images could contain transparency (where diff images\n",
" // almost always do), so we need to clear the canvas so that\n",
" // there is no ghosting.\n",
" fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
" }\n",
" fig.context.drawImage(fig.imageObj, 0, 0);\n",
" };\n",
"\n",
" this.imageObj.onunload = function() {\n",
" fig.ws.close();\n",
" }\n",
"\n",
" this.ws.onmessage = this._make_on_message_function(this);\n",
"\n",
" this.ondownload = ondownload;\n",
"}\n",
"\n",
"mpl.figure.prototype._init_header = function() {\n",
" var titlebar = $(\n",
" '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
" 'ui-helper-clearfix\"/>');\n",
" var titletext = $(\n",
" '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
" 'text-align: center; padding: 3px;\"/>');\n",
" titlebar.append(titletext)\n",
" this.root.append(titlebar);\n",
" this.header = titletext[0];\n",
"}\n",
"\n",
"\n",
"\n",
"mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
"\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
"\n",
"}\n",
"\n",
"mpl.figure.prototype._init_canvas = function() {\n",
" var fig = this;\n",
"\n",
" var canvas_div = $('<div/>');\n",
"\n",
" canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
"\n",
" function canvas_keyboard_event(event) {\n",
" return fig.key_event(event, event['data']);\n",
" }\n",
"\n",
" canvas_div.keydown('key_press', canvas_keyboard_event);\n",
" canvas_div.keyup('key_release', canvas_keyboard_event);\n",
" this.canvas_div = canvas_div\n",
" this._canvas_extra_style(canvas_div)\n",
" this.root.append(canvas_div);\n",
"\n",
" var canvas = $('<canvas/>');\n",
" canvas.addClass('mpl-canvas');\n",
" canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
"\n",
" this.canvas = canvas[0];\n",
" this.context = canvas[0].getContext(\"2d\");\n",
"\n",
" var backingStore = this.context.backingStorePixelRatio ||\n",
"\tthis.context.webkitBackingStorePixelRatio ||\n",
"\tthis.context.mozBackingStorePixelRatio ||\n",
"\tthis.context.msBackingStorePixelRatio ||\n",
"\tthis.context.oBackingStorePixelRatio ||\n",
"\tthis.context.backingStorePixelRatio || 1;\n",
"\n",
" mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
"\n",
" var rubberband = $('<canvas/>');\n",
" rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
"\n",
" var pass_mouse_events = true;\n",
"\n",
" canvas_div.resizable({\n",
" start: function(event, ui) {\n",
" pass_mouse_events = false;\n",
" },\n",
" resize: function(event, ui) {\n",
" fig.request_resize(ui.size.width, ui.size.height);\n",
" },\n",
" stop: function(event, ui) {\n",
" pass_mouse_events = true;\n",
" fig.request_resize(ui.size.width, ui.size.height);\n",
" },\n",
" });\n",
"\n",
" function mouse_event_fn(event) {\n",
" if (pass_mouse_events)\n",
" return fig.mouse_event(event, event['data']);\n",
" }\n",
"\n",
" rubberband.mousedown('button_press', mouse_event_fn);\n",
" rubberband.mouseup('button_release', mouse_event_fn);\n",
" // Throttle sequential mouse events to 1 every 20ms.\n",
" rubberband.mousemove('motion_notify', mouse_event_fn);\n",
"\n",
" rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
" rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
"\n",
" canvas_div.on(\"wheel\", function (event) {\n",
" event = event.originalEvent;\n",
" event['data'] = 'scroll'\n",
" if (event.deltaY < 0) {\n",
" event.step = 1;\n",
" } else {\n",
" event.step = -1;\n",
" }\n",
" mouse_event_fn(event);\n",
" });\n",
"\n",
" canvas_div.append(canvas);\n",
" canvas_div.append(rubberband);\n",
"\n",
" this.rubberband = rubberband;\n",
" this.rubberband_canvas = rubberband[0];\n",
" this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
" this.rubberband_context.strokeStyle = \"#000000\";\n",
"\n",
" this._resize_canvas = function(width, height) {\n",
" // Keep the size of the canvas, canvas container, and rubber band\n",
" // canvas in synch.\n",
" canvas_div.css('width', width)\n",
" canvas_div.css('height', height)\n",
"\n",
" canvas.attr('width', width * mpl.ratio);\n",
" canvas.attr('height', height * mpl.ratio);\n",
" canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
"\n",
" rubberband.attr('width', width);\n",
" rubberband.attr('height', height);\n",
" }\n",
"\n",
" // Set the figure to an initial 600x600px, this will subsequently be updated\n",
" // upon first draw.\n",
" this._resize_canvas(600, 600);\n",
"\n",
" // Disable right mouse context menu.\n",
" $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
" return false;\n",
" });\n",
"\n",
" function set_focus () {\n",
" canvas.focus();\n",
" canvas_div.focus();\n",
" }\n",
"\n",
" window.setTimeout(set_focus, 100);\n",
"}\n",
"\n",
"mpl.figure.prototype._init_toolbar = function() {\n",
" var fig = this;\n",
"\n",
" var nav_element = $('<div/>')\n",
" nav_element.attr('style', 'width: 100%');\n",
" this.root.append(nav_element);\n",
"\n",
" // Define a callback function for later on.\n",
" function toolbar_event(event) {\n",
" return fig.toolbar_button_onclick(event['data']);\n",
" }\n",
" function toolbar_mouse_event(event) {\n",
" return fig.toolbar_button_onmouseover(event['data']);\n",
" }\n",
"\n",
" for(var toolbar_ind in mpl.toolbar_items) {\n",
" var name = mpl.toolbar_items[toolbar_ind][0];\n",
" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
" var image = mpl.toolbar_items[toolbar_ind][2];\n",
" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
"\n",
" if (!name) {\n",
" // put a spacer in here.\n",
" continue;\n",
" }\n",
" var button = $('<button/>');\n",
" button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
" 'ui-button-icon-only');\n",
" button.attr('role', 'button');\n",
" button.attr('aria-disabled', 'false');\n",
" button.click(method_name, toolbar_event);\n",
" button.mouseover(tooltip, toolbar_mouse_event);\n",
"\n",
" var icon_img = $('<span/>');\n",
" icon_img.addClass('ui-button-icon-primary ui-icon');\n",
" icon_img.addClass(image);\n",
" icon_img.addClass('ui-corner-all');\n",
"\n",
" var tooltip_span = $('<span/>');\n",
" tooltip_span.addClass('ui-button-text');\n",
" tooltip_span.html(tooltip);\n",
"\n",
" button.append(icon_img);\n",
" button.append(tooltip_span);\n",
"\n",
" nav_element.append(button);\n",
" }\n",
"\n",
" var fmt_picker_span = $('<span/>');\n",
"\n",
" var fmt_picker = $('<select/>');\n",
" fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
" fmt_picker_span.append(fmt_picker);\n",
" nav_element.append(fmt_picker_span);\n",
" this.format_dropdown = fmt_picker[0];\n",
"\n",
" for (var ind in mpl.extensions) {\n",
" var fmt = mpl.extensions[ind];\n",
" var option = $(\n",
" '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
" fmt_picker.append(option)\n",
" }\n",
"\n",
" // Add hover states to the ui-buttons\n",
" $( \".ui-button\" ).hover(\n",
" function() { $(this).addClass(\"ui-state-hover\");},\n",
" function() { $(this).removeClass(\"ui-state-hover\");}\n",
" );\n",
"\n",
" var status_bar = $('<span class=\"mpl-message\"/>');\n",
" nav_element.append(status_bar);\n",
" this.message = status_bar[0];\n",
"}\n",
"\n",
"mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
" // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
" // which will in turn request a refresh of the image.\n",
" this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
"}\n",
"\n",
"mpl.figure.prototype.send_message = function(type, properties) {\n",
" properties['type'] = type;\n",
" properties['figure_id'] = this.id;\n",
" this.ws.send(JSON.stringify(properties));\n",
"}\n",
"\n",
"mpl.figure.prototype.send_draw_message = function() {\n",
" if (!this.waiting) {\n",
" this.waiting = true;\n",
" this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
" }\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
" var format_dropdown = fig.format_dropdown;\n",
" var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
" fig.ondownload(fig, format);\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
" var size = msg['size'];\n",
" if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
" fig._resize_canvas(size[0], size[1]);\n",
" fig.send_message(\"refresh\", {});\n",
" };\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
" var x0 = msg['x0'] / mpl.ratio;\n",
" var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
" var x1 = msg['x1'] / mpl.ratio;\n",
" var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
" x0 = Math.floor(x0) + 0.5;\n",
" y0 = Math.floor(y0) + 0.5;\n",
" x1 = Math.floor(x1) + 0.5;\n",
" y1 = Math.floor(y1) + 0.5;\n",
" var min_x = Math.min(x0, x1);\n",
" var min_y = Math.min(y0, y1);\n",
" var width = Math.abs(x1 - x0);\n",
" var height = Math.abs(y1 - y0);\n",
"\n",
" fig.rubberband_context.clearRect(\n",
" 0, 0, fig.canvas.width, fig.canvas.height);\n",
"\n",
" fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
" // Updates the figure title.\n",
" fig.header.textContent = msg['label'];\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
" var cursor = msg['cursor'];\n",
" switch(cursor)\n",
" {\n",
" case 0:\n",
" cursor = 'pointer';\n",
" break;\n",
" case 1:\n",
" cursor = 'default';\n",
" break;\n",
" case 2:\n",
" cursor = 'crosshair';\n",
" break;\n",
" case 3:\n",
" cursor = 'move';\n",
" break;\n",
" }\n",
" fig.rubberband_canvas.style.cursor = cursor;\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_message = function(fig, msg) {\n",
" fig.message.textContent = msg['message'];\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
" // Request the server to send over a new figure.\n",
" fig.send_draw_message();\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
" fig.image_mode = msg['mode'];\n",
"}\n",
"\n",
"mpl.figure.prototype.updated_canvas_event = function() {\n",
" // Called whenever the canvas gets updated.\n",
" this.send_message(\"ack\", {});\n",
"}\n",
"\n",
"// A function to construct a web socket function for onmessage handling.\n",
"// Called in the figure constructor.\n",
"mpl.figure.prototype._make_on_message_function = function(fig) {\n",
" return function socket_on_message(evt) {\n",
" if (evt.data instanceof Blob) {\n",
" /* FIXME: We get \"Resource interpreted as Image but\n",
" * transferred with MIME type text/plain:\" errors on\n",
" * Chrome. But how to set the MIME type? It doesn't seem\n",
" * to be part of the websocket stream */\n",
" evt.data.type = \"image/png\";\n",
"\n",
" /* Free the memory for the previous frames */\n",
" if (fig.imageObj.src) {\n",
" (window.URL || window.webkitURL).revokeObjectURL(\n",
" fig.imageObj.src);\n",
" }\n",
"\n",
" fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
" evt.data);\n",
" fig.updated_canvas_event();\n",
" fig.waiting = false;\n",
" return;\n",
" }\n",
" else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
" fig.imageObj.src = evt.data;\n",
" fig.updated_canvas_event();\n",
" fig.waiting = false;\n",
" return;\n",
" }\n",
"\n",
" var msg = JSON.parse(evt.data);\n",
" var msg_type = msg['type'];\n",
"\n",
" // Call the \"handle_{type}\" callback, which takes\n",
" // the figure and JSON message as its only arguments.\n",
" try {\n",
" var callback = fig[\"handle_\" + msg_type];\n",
" } catch (e) {\n",
" console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
" return;\n",
" }\n",
"\n",
" if (callback) {\n",
" try {\n",
" // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
" callback(fig, msg);\n",
" } catch (e) {\n",
" console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
" }\n",
" }\n",
" };\n",
"}\n",
"\n",
"// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
"mpl.findpos = function(e) {\n",
" //this section is from http://www.quirksmode.org/js/events_properties.html\n",
" var targ;\n",
" if (!e)\n",
" e = window.event;\n",
" if (e.target)\n",
" targ = e.target;\n",
" else if (e.srcElement)\n",
" targ = e.srcElement;\n",
" if (targ.nodeType == 3) // defeat Safari bug\n",
" targ = targ.parentNode;\n",
"\n",
" // jQuery normalizes the pageX and pageY\n",
" // pageX,Y are the mouse positions relative to the document\n",
" // offset() returns the position of the element relative to the document\n",
" var x = e.pageX - $(targ).offset().left;\n",
" var y = e.pageY - $(targ).offset().top;\n",
"\n",
" return {\"x\": x, \"y\": y};\n",
"};\n",
"\n",
"/*\n",
" * return a copy of an object with only non-object keys\n",
" * we need this to avoid circular references\n",
" * http://stackoverflow.com/a/24161582/3208463\n",
" */\n",
"function simpleKeys (original) {\n",
" return Object.keys(original).reduce(function (obj, key) {\n",
" if (typeof original[key] !== 'object')\n",
" obj[key] = original[key]\n",
" return obj;\n",
" }, {});\n",
"}\n",
"\n",
"mpl.figure.prototype.mouse_event = function(event, name) {\n",
" var canvas_pos = mpl.findpos(event)\n",
"\n",
" if (name === 'button_press')\n",
" {\n",
" this.canvas.focus();\n",
" this.canvas_div.focus();\n",
" }\n",
"\n",
" var x = canvas_pos.x * mpl.ratio;\n",
" var y = canvas_pos.y * mpl.ratio;\n",
"\n",
" this.send_message(name, {x: x, y: y, button: event.button,\n",
" step: event.step,\n",
" guiEvent: simpleKeys(event)});\n",
"\n",
" /* This prevents the web browser from automatically changing to\n",
" * the text insertion cursor when the button is pressed. We want\n",
" * to control all of the cursor setting manually through the\n",
" * 'cursor' event from matplotlib */\n",
" event.preventDefault();\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" // Handle any extra behaviour associated with a key event\n",
"}\n",
"\n",
"mpl.figure.prototype.key_event = function(event, name) {\n",
"\n",
" // Prevent repeat events\n",
" if (name == 'key_press')\n",
" {\n",
" if (event.which === this._key)\n",
" return;\n",
" else\n",
" this._key = event.which;\n",
" }\n",
" if (name == 'key_release')\n",
" this._key = null;\n",
"\n",
" var value = '';\n",
" if (event.ctrlKey && event.which != 17)\n",
" value += \"ctrl+\";\n",
" if (event.altKey && event.which != 18)\n",
" value += \"alt+\";\n",
" if (event.shiftKey && event.which != 16)\n",
" value += \"shift+\";\n",
"\n",
" value += 'k';\n",
" value += event.which.toString();\n",
"\n",
" this._key_event_extra(event, name);\n",
"\n",
" this.send_message(name, {key: value,\n",
" guiEvent: simpleKeys(event)});\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
" if (name == 'download') {\n",
" this.handle_save(this, null);\n",
" } else {\n",
" this.send_message(\"toolbar_button\", {name: name});\n",
" }\n",
"};\n",
"\n",
"mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
" this.message.textContent = tooltip;\n",
"};\n",
"mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
"\n",
"mpl.extensions = [\"eps\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\"];\n",
"\n",
"mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
" // Create a \"websocket\"-like object which calls the given IPython comm\n",
" // object with the appropriate methods. Currently this is a non binary\n",
" // socket, so there is still some room for performance tuning.\n",
" var ws = {};\n",
"\n",
" ws.close = function() {\n",
" comm.close()\n",
" };\n",
" ws.send = function(m) {\n",
" //console.log('sending', m);\n",
" comm.send(m);\n",
" };\n",
" // Register the callback with on_msg.\n",
" comm.on_msg(function(msg) {\n",
" //console.log('receiving', msg['content']['data'], msg);\n",
" // Pass the mpl event to the 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(\"<div id='\" + id + \"'></div>\");\n",
" if (!fig.cell_info) {\n",
" console.error(\"Failed to find cell for figure\", id, fig);\n",
" return;\n",
" }\n",
"\n",
" var output_index = fig.cell_info[2]\n",
" var cell = fig.cell_info[0];\n",
"\n",
"};\n",
"\n",
"mpl.figure.prototype.handle_close = function(fig, msg) {\n",
" var width = fig.canvas.width/mpl.ratio\n",
" fig.root.unbind('remove')\n",
"\n",
" // Update the output cell to use the data from the current canvas.\n",
" fig.push_to_output();\n",
" var dataURL = fig.canvas.toDataURL();\n",
" // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
" // the notebook keyboard shortcuts fail.\n",
" IPython.keyboard_manager.enable()\n",
" $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
" fig.close_ws(fig, msg);\n",
"}\n",
"\n",
"mpl.figure.prototype.close_ws = function(fig, msg){\n",
" fig.send_message('closing', msg);\n",
" // fig.ws.close()\n",
"}\n",
"\n",
"mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
" // Turn the data on the canvas into data in the output cell.\n",
" var width = this.canvas.width/mpl.ratio\n",
" var dataURL = this.canvas.toDataURL();\n",
" this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
"}\n",
"\n",
"mpl.figure.prototype.updated_canvas_event = function() {\n",
" // Tell IPython that the notebook contents must change.\n",
" IPython.notebook.set_dirty(true);\n",
" this.send_message(\"ack\", {});\n",
" var fig = this;\n",
" // Wait a second, then push the new image to the DOM so\n",
" // that it is saved nicely (might be nice to debounce this).\n",
" setTimeout(function () { fig.push_to_output() }, 1000);\n",
"}\n",
"\n",
"mpl.figure.prototype._init_toolbar = function() {\n",
" var fig = this;\n",
"\n",
" var nav_element = $('<div/>')\n",
" nav_element.attr('style', 'width: 100%');\n",
" this.root.append(nav_element);\n",
"\n",
" // Define a callback function for later on.\n",
" function toolbar_event(event) {\n",
" return fig.toolbar_button_onclick(event['data']);\n",
" }\n",
" function toolbar_mouse_event(event) {\n",
" return fig.toolbar_button_onmouseover(event['data']);\n",
" }\n",
"\n",
" for(var toolbar_ind in mpl.toolbar_items){\n",
" var name = mpl.toolbar_items[toolbar_ind][0];\n",
" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
" var image = mpl.toolbar_items[toolbar_ind][2];\n",
" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
"\n",
" if (!name) { continue; };\n",
"\n",
" var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
" button.click(method_name, toolbar_event);\n",
" button.mouseover(tooltip, toolbar_mouse_event);\n",
" nav_element.append(button);\n",
" }\n",
"\n",
" // Add the status bar.\n",
" var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
" nav_element.append(status_bar);\n",
" this.message = status_bar[0];\n",
"\n",
" // Add the close button to the window.\n",
" var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
" var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
" button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
" button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
" buttongrp.append(button);\n",
" var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
" titlebar.prepend(buttongrp);\n",
"}\n",
"\n",
"mpl.figure.prototype._root_extra_style = function(el){\n",
" var fig = this\n",
" el.on(\"remove\", function(){\n",
"\tfig.close_ws(fig, {});\n",
" });\n",
"}\n",
"\n",
"mpl.figure.prototype._canvas_extra_style = function(el){\n",
" // this is important to make the div 'focusable\n",
" el.attr('tabindex', 0)\n",
" // reach out to IPython and tell the keyboard manager to turn it's self\n",
" // off when our div gets focus\n",
"\n",
" // location in version 3\n",
" if (IPython.notebook.keyboard_manager) {\n",
" IPython.notebook.keyboard_manager.register_events(el);\n",
" }\n",
" else {\n",
" // location in version 2\n",
" IPython.keyboard_manager.register_events(el);\n",
" }\n",
"\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" var manager = IPython.notebook.keyboard_manager;\n",
" if (!manager)\n",
" manager = IPython.keyboard_manager;\n",
"\n",
" // Check for shift+enter\n",
" if (event.shiftKey && event.which == 13) {\n",
" this.canvas_div.blur();\n",
" event.shiftKey = false;\n",
" // Send a \"J\" for go to next cell\n",
" event.which = 74;\n",
" event.keyCode = 74;\n",
" manager.command_mode();\n",
" manager.handle_keydown(event);\n",
" }\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
" fig.ondownload(fig, null);\n",
"}\n",
"\n",
"\n",
"mpl.find_output_cell = function(html_output) {\n",
" // Return the cell and output element which can be found *uniquely* in the notebook.\n",
" // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
" // IPython event is triggered only after the cells have been serialised, which for\n",
" // our purposes (turning an active figure into a static one), is too late.\n",
" var cells = IPython.notebook.get_cells();\n",
" var ncells = cells.length;\n",
" for (var i=0; i<ncells; i++) {\n",
" var cell = cells[i];\n",
" if (cell.cell_type === 'code'){\n",
" for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
" var data = cell.output_area.outputs[j];\n",
" if (data.data) {\n",
" // IPython >= 3 moved mimebundle to data attribute of output\n",
" data = data.data;\n",
" }\n",
" if (data['text/html'] == html_output) {\n",
" return [cell, data, j];\n",
" }\n",
" }\n",
" }\n",
" }\n",
"}\n",
"\n",
"// Register the function which deals with the matplotlib target/channel.\n",
"// The kernel may be null if the page has been refreshed.\n",
"if (IPython.notebook.kernel != null) {\n",
" IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
"}\n"
],
"text/plain": [
"<IPython.core.display.Javascript object>"
]
},
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"output_type": "display_data"
},
{
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\" width=\"640\">"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure()\n",
"for station in random_stations:\n",
" mean_change_10yr_all_stations[ station ].plot()\n",
"\n",
" # plt.legend()\n",
"plt.grid()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Get average statistics across all model chains, for all years and stations (10-year means)"
]
},
{
"cell_type": "code",
"execution_count": 183,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"count 5133.000000\n",
"mean -0.006483\n",
"std 0.017720\n",
"min -0.066435\n",
"25% -0.017872\n",
"50% -0.005864\n",
"75% 0.005556\n",
"max 0.046497\n",
"dtype: float64"
]
},
"execution_count": 183,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"mean_change_10yr.to_dataframe().describe().mean(axis = 1)"
]
},
{
"cell_type": "code",
"execution_count": 188,
"metadata": {},
"outputs": [
{
"data": {
"application/javascript": [
"/* Put everything inside the global mpl namespace */\n",
"window.mpl = {};\n",
"\n",
"\n",
"mpl.get_websocket_type = function() {\n",
" if (typeof(WebSocket) !== 'undefined') {\n",
" return WebSocket;\n",
" } else if (typeof(MozWebSocket) !== 'undefined') {\n",
" return MozWebSocket;\n",
" } else {\n",
" alert('Your browser does not have WebSocket support.' +\n",
" 'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
" 'Firefox 4 and 5 are also supported but you ' +\n",
" 'have to enable WebSockets in about:config.');\n",
" };\n",
"}\n",
"\n",
"mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
" this.id = figure_id;\n",
"\n",
" this.ws = websocket;\n",
"\n",
" this.supports_binary = (this.ws.binaryType != undefined);\n",
"\n",
" if (!this.supports_binary) {\n",
" var warnings = document.getElementById(\"mpl-warnings\");\n",
" if (warnings) {\n",
" warnings.style.display = 'block';\n",
" warnings.textContent = (\n",
" \"This browser does not support binary websocket messages. \" +\n",
" \"Performance may be slow.\");\n",
" }\n",
" }\n",
"\n",
" this.imageObj = new Image();\n",
"\n",
" this.context = undefined;\n",
" this.message = undefined;\n",
" this.canvas = undefined;\n",
" this.rubberband_canvas = undefined;\n",
" this.rubberband_context = undefined;\n",
" this.format_dropdown = undefined;\n",
"\n",
" this.image_mode = 'full';\n",
"\n",
" this.root = $('<div/>');\n",
" this._root_extra_style(this.root)\n",
" this.root.attr('style', 'display: inline-block');\n",
"\n",
" $(parent_element).append(this.root);\n",
"\n",
" this._init_header(this);\n",
" this._init_canvas(this);\n",
" this._init_toolbar(this);\n",
"\n",
" var fig = this;\n",
"\n",
" this.waiting = false;\n",
"\n",
" this.ws.onopen = function () {\n",
" fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
" fig.send_message(\"send_image_mode\", {});\n",
" if (mpl.ratio != 1) {\n",
" fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
" }\n",
" fig.send_message(\"refresh\", {});\n",
" }\n",
"\n",
" this.imageObj.onload = function() {\n",
" if (fig.image_mode == 'full') {\n",
" // Full images could contain transparency (where diff images\n",
" // almost always do), so we need to clear the canvas so that\n",
" // there is no ghosting.\n",
" fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
" }\n",
" fig.context.drawImage(fig.imageObj, 0, 0);\n",
" };\n",
"\n",
" this.imageObj.onunload = function() {\n",
" fig.ws.close();\n",
" }\n",
"\n",
" this.ws.onmessage = this._make_on_message_function(this);\n",
"\n",
" this.ondownload = ondownload;\n",
"}\n",
"\n",
"mpl.figure.prototype._init_header = function() {\n",
" var titlebar = $(\n",
" '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
" 'ui-helper-clearfix\"/>');\n",
" var titletext = $(\n",
" '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
" 'text-align: center; padding: 3px;\"/>');\n",
" titlebar.append(titletext)\n",
" this.root.append(titlebar);\n",
" this.header = titletext[0];\n",
"}\n",
"\n",
"\n",
"\n",
"mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
"\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
"\n",
"}\n",
"\n",
"mpl.figure.prototype._init_canvas = function() {\n",
" var fig = this;\n",
"\n",
" var canvas_div = $('<div/>');\n",
"\n",
" canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
"\n",
" function canvas_keyboard_event(event) {\n",
" return fig.key_event(event, event['data']);\n",
" }\n",
"\n",
" canvas_div.keydown('key_press', canvas_keyboard_event);\n",
" canvas_div.keyup('key_release', canvas_keyboard_event);\n",
" this.canvas_div = canvas_div\n",
" this._canvas_extra_style(canvas_div)\n",
" this.root.append(canvas_div);\n",
"\n",
" var canvas = $('<canvas/>');\n",
" canvas.addClass('mpl-canvas');\n",
" canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
"\n",
" this.canvas = canvas[0];\n",
" this.context = canvas[0].getContext(\"2d\");\n",
"\n",
" var backingStore = this.context.backingStorePixelRatio ||\n",
"\tthis.context.webkitBackingStorePixelRatio ||\n",
"\tthis.context.mozBackingStorePixelRatio ||\n",
"\tthis.context.msBackingStorePixelRatio ||\n",
"\tthis.context.oBackingStorePixelRatio ||\n",
"\tthis.context.backingStorePixelRatio || 1;\n",
"\n",
" mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
"\n",
" var rubberband = $('<canvas/>');\n",
" rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
"\n",
" var pass_mouse_events = true;\n",
"\n",
" canvas_div.resizable({\n",
" start: function(event, ui) {\n",
" pass_mouse_events = false;\n",
" },\n",
" resize: function(event, ui) {\n",
" fig.request_resize(ui.size.width, ui.size.height);\n",
" },\n",
" stop: function(event, ui) {\n",
" pass_mouse_events = true;\n",
" fig.request_resize(ui.size.width, ui.size.height);\n",
" },\n",
" });\n",
"\n",
" function mouse_event_fn(event) {\n",
" if (pass_mouse_events)\n",
" return fig.mouse_event(event, event['data']);\n",
" }\n",
"\n",
" rubberband.mousedown('button_press', mouse_event_fn);\n",
" rubberband.mouseup('button_release', mouse_event_fn);\n",
" // Throttle sequential mouse events to 1 every 20ms.\n",
" rubberband.mousemove('motion_notify', mouse_event_fn);\n",
"\n",
" rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
" rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
"\n",
" canvas_div.on(\"wheel\", function (event) {\n",
" event = event.originalEvent;\n",
" event['data'] = 'scroll'\n",
" if (event.deltaY < 0) {\n",
" event.step = 1;\n",
" } else {\n",
" event.step = -1;\n",
" }\n",
" mouse_event_fn(event);\n",
" });\n",
"\n",
" canvas_div.append(canvas);\n",
" canvas_div.append(rubberband);\n",
"\n",
" this.rubberband = rubberband;\n",
" this.rubberband_canvas = rubberband[0];\n",
" this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
" this.rubberband_context.strokeStyle = \"#000000\";\n",
"\n",
" this._resize_canvas = function(width, height) {\n",
" // Keep the size of the canvas, canvas container, and rubber band\n",
" // canvas in synch.\n",
" canvas_div.css('width', width)\n",
" canvas_div.css('height', height)\n",
"\n",
" canvas.attr('width', width * mpl.ratio);\n",
" canvas.attr('height', height * mpl.ratio);\n",
" canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
"\n",
" rubberband.attr('width', width);\n",
" rubberband.attr('height', height);\n",
" }\n",
"\n",
" // Set the figure to an initial 600x600px, this will subsequently be updated\n",
" // upon first draw.\n",
" this._resize_canvas(600, 600);\n",
"\n",
" // Disable right mouse context menu.\n",
" $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
" return false;\n",
" });\n",
"\n",
" function set_focus () {\n",
" canvas.focus();\n",
" canvas_div.focus();\n",
" }\n",
"\n",
" window.setTimeout(set_focus, 100);\n",
"}\n",
"\n",
"mpl.figure.prototype._init_toolbar = function() {\n",
" var fig = this;\n",
"\n",
" var nav_element = $('<div/>')\n",
" nav_element.attr('style', 'width: 100%');\n",
" this.root.append(nav_element);\n",
"\n",
" // Define a callback function for later on.\n",
" function toolbar_event(event) {\n",
" return fig.toolbar_button_onclick(event['data']);\n",
" }\n",
" function toolbar_mouse_event(event) {\n",
" return fig.toolbar_button_onmouseover(event['data']);\n",
" }\n",
"\n",
" for(var toolbar_ind in mpl.toolbar_items) {\n",
" var name = mpl.toolbar_items[toolbar_ind][0];\n",
" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
" var image = mpl.toolbar_items[toolbar_ind][2];\n",
" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
"\n",
" if (!name) {\n",
" // put a spacer in here.\n",
" continue;\n",
" }\n",
" var button = $('<button/>');\n",
" button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
" 'ui-button-icon-only');\n",
" button.attr('role', 'button');\n",
" button.attr('aria-disabled', 'false');\n",
" button.click(method_name, toolbar_event);\n",
" button.mouseover(tooltip, toolbar_mouse_event);\n",
"\n",
" var icon_img = $('<span/>');\n",
" icon_img.addClass('ui-button-icon-primary ui-icon');\n",
" icon_img.addClass(image);\n",
" icon_img.addClass('ui-corner-all');\n",
"\n",
" var tooltip_span = $('<span/>');\n",
" tooltip_span.addClass('ui-button-text');\n",
" tooltip_span.html(tooltip);\n",
"\n",
" button.append(icon_img);\n",
" button.append(tooltip_span);\n",
"\n",
" nav_element.append(button);\n",
" }\n",
"\n",
" var fmt_picker_span = $('<span/>');\n",
"\n",
" var fmt_picker = $('<select/>');\n",
" fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
" fmt_picker_span.append(fmt_picker);\n",
" nav_element.append(fmt_picker_span);\n",
" this.format_dropdown = fmt_picker[0];\n",
"\n",
" for (var ind in mpl.extensions) {\n",
" var fmt = mpl.extensions[ind];\n",
" var option = $(\n",
" '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
" fmt_picker.append(option)\n",
" }\n",
"\n",
" // Add hover states to the ui-buttons\n",
" $( \".ui-button\" ).hover(\n",
" function() { $(this).addClass(\"ui-state-hover\");},\n",
" function() { $(this).removeClass(\"ui-state-hover\");}\n",
" );\n",
"\n",
" var status_bar = $('<span class=\"mpl-message\"/>');\n",
" nav_element.append(status_bar);\n",
" this.message = status_bar[0];\n",
"}\n",
"\n",
"mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
" // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
" // which will in turn request a refresh of the image.\n",
" this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
"}\n",
"\n",
"mpl.figure.prototype.send_message = function(type, properties) {\n",
" properties['type'] = type;\n",
" properties['figure_id'] = this.id;\n",
" this.ws.send(JSON.stringify(properties));\n",
"}\n",
"\n",
"mpl.figure.prototype.send_draw_message = function() {\n",
" if (!this.waiting) {\n",
" this.waiting = true;\n",
" this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
" }\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
" var format_dropdown = fig.format_dropdown;\n",
" var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
" fig.ondownload(fig, format);\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
" var size = msg['size'];\n",
" if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
" fig._resize_canvas(size[0], size[1]);\n",
" fig.send_message(\"refresh\", {});\n",
" };\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
" var x0 = msg['x0'] / mpl.ratio;\n",
" var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
" var x1 = msg['x1'] / mpl.ratio;\n",
" var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
" x0 = Math.floor(x0) + 0.5;\n",
" y0 = Math.floor(y0) + 0.5;\n",
" x1 = Math.floor(x1) + 0.5;\n",
" y1 = Math.floor(y1) + 0.5;\n",
" var min_x = Math.min(x0, x1);\n",
" var min_y = Math.min(y0, y1);\n",
" var width = Math.abs(x1 - x0);\n",
" var height = Math.abs(y1 - y0);\n",
"\n",
" fig.rubberband_context.clearRect(\n",
" 0, 0, fig.canvas.width, fig.canvas.height);\n",
"\n",
" fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
" // Updates the figure title.\n",
" fig.header.textContent = msg['label'];\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
" var cursor = msg['cursor'];\n",
" switch(cursor)\n",
" {\n",
" case 0:\n",
" cursor = 'pointer';\n",
" break;\n",
" case 1:\n",
" cursor = 'default';\n",
" break;\n",
" case 2:\n",
" cursor = 'crosshair';\n",
" break;\n",
" case 3:\n",
" cursor = 'move';\n",
" break;\n",
" }\n",
" fig.rubberband_canvas.style.cursor = cursor;\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_message = function(fig, msg) {\n",
" fig.message.textContent = msg['message'];\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
" // Request the server to send over a new figure.\n",
" fig.send_draw_message();\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
" fig.image_mode = msg['mode'];\n",
"}\n",
"\n",
"mpl.figure.prototype.updated_canvas_event = function() {\n",
" // Called whenever the canvas gets updated.\n",
" this.send_message(\"ack\", {});\n",
"}\n",
"\n",
"// A function to construct a web socket function for onmessage handling.\n",
"// Called in the figure constructor.\n",
"mpl.figure.prototype._make_on_message_function = function(fig) {\n",
" return function socket_on_message(evt) {\n",
" if (evt.data instanceof Blob) {\n",
" /* FIXME: We get \"Resource interpreted as Image but\n",
" * transferred with MIME type text/plain:\" errors on\n",
" * Chrome. But how to set the MIME type? It doesn't seem\n",
" * to be part of the websocket stream */\n",
" evt.data.type = \"image/png\";\n",
"\n",
" /* Free the memory for the previous frames */\n",
" if (fig.imageObj.src) {\n",
" (window.URL || window.webkitURL).revokeObjectURL(\n",
" fig.imageObj.src);\n",
" }\n",
"\n",
" fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
" evt.data);\n",
" fig.updated_canvas_event();\n",
" fig.waiting = false;\n",
" return;\n",
" }\n",
" else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
" fig.imageObj.src = evt.data;\n",
" fig.updated_canvas_event();\n",
" fig.waiting = false;\n",
" return;\n",
" }\n",
"\n",
" var msg = JSON.parse(evt.data);\n",
" var msg_type = msg['type'];\n",
"\n",
" // Call the \"handle_{type}\" callback, which takes\n",
" // the figure and JSON message as its only arguments.\n",
" try {\n",
" var callback = fig[\"handle_\" + msg_type];\n",
" } catch (e) {\n",
" console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
" return;\n",
" }\n",
"\n",
" if (callback) {\n",
" try {\n",
" // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
" callback(fig, msg);\n",
" } catch (e) {\n",
" console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
" }\n",
" }\n",
" };\n",
"}\n",
"\n",
"// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
"mpl.findpos = function(e) {\n",
" //this section is from http://www.quirksmode.org/js/events_properties.html\n",
" var targ;\n",
" if (!e)\n",
" e = window.event;\n",
" if (e.target)\n",
" targ = e.target;\n",
" else if (e.srcElement)\n",
" targ = e.srcElement;\n",
" if (targ.nodeType == 3) // defeat Safari bug\n",
" targ = targ.parentNode;\n",
"\n",
" // jQuery normalizes the pageX and pageY\n",
" // pageX,Y are the mouse positions relative to the document\n",
" // offset() returns the position of the element relative to the document\n",
" var x = e.pageX - $(targ).offset().left;\n",
" var y = e.pageY - $(targ).offset().top;\n",
"\n",
" return {\"x\": x, \"y\": y};\n",
"};\n",
"\n",
"/*\n",
" * return a copy of an object with only non-object keys\n",
" * we need this to avoid circular references\n",
" * http://stackoverflow.com/a/24161582/3208463\n",
" */\n",
"function simpleKeys (original) {\n",
" return Object.keys(original).reduce(function (obj, key) {\n",
" if (typeof original[key] !== 'object')\n",
" obj[key] = original[key]\n",
" return obj;\n",
" }, {});\n",
"}\n",
"\n",
"mpl.figure.prototype.mouse_event = function(event, name) {\n",
" var canvas_pos = mpl.findpos(event)\n",
"\n",
" if (name === 'button_press')\n",
" {\n",
" this.canvas.focus();\n",
" this.canvas_div.focus();\n",
" }\n",
"\n",
" var x = canvas_pos.x * mpl.ratio;\n",
" var y = canvas_pos.y * mpl.ratio;\n",
"\n",
" this.send_message(name, {x: x, y: y, button: event.button,\n",
" step: event.step,\n",
" guiEvent: simpleKeys(event)});\n",
"\n",
" /* This prevents the web browser from automatically changing to\n",
" * the text insertion cursor when the button is pressed. We want\n",
" * to control all of the cursor setting manually through the\n",
" * 'cursor' event from matplotlib */\n",
" event.preventDefault();\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" // Handle any extra behaviour associated with a key event\n",
"}\n",
"\n",
"mpl.figure.prototype.key_event = function(event, name) {\n",
"\n",
" // Prevent repeat events\n",
" if (name == 'key_press')\n",
" {\n",
" if (event.which === this._key)\n",
" return;\n",
" else\n",
" this._key = event.which;\n",
" }\n",
" if (name == 'key_release')\n",
" this._key = null;\n",
"\n",
" var value = '';\n",
" if (event.ctrlKey && event.which != 17)\n",
" value += \"ctrl+\";\n",
" if (event.altKey && event.which != 18)\n",
" value += \"alt+\";\n",
" if (event.shiftKey && event.which != 16)\n",
" value += \"shift+\";\n",
"\n",
" value += 'k';\n",
" value += event.which.toString();\n",
"\n",
" this._key_event_extra(event, name);\n",
"\n",
" this.send_message(name, {key: value,\n",
" guiEvent: simpleKeys(event)});\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
" if (name == 'download') {\n",
" this.handle_save(this, null);\n",
" } else {\n",
" this.send_message(\"toolbar_button\", {name: name});\n",
" }\n",
"};\n",
"\n",
"mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
" this.message.textContent = tooltip;\n",
"};\n",
"mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
"\n",
"mpl.extensions = [\"eps\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\"];\n",
"\n",
"mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
" // Create a \"websocket\"-like object which calls the given IPython comm\n",
" // object with the appropriate methods. Currently this is a non binary\n",
" // socket, so there is still some room for performance tuning.\n",
" var ws = {};\n",
"\n",
" ws.close = function() {\n",
" comm.close()\n",
" };\n",
" ws.send = function(m) {\n",
" //console.log('sending', m);\n",
" comm.send(m);\n",
" };\n",
" // Register the callback with on_msg.\n",
" comm.on_msg(function(msg) {\n",
" //console.log('receiving', msg['content']['data'], msg);\n",
" // Pass the mpl event to the 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(\"<div id='\" + id + \"'></div>\");\n",
" if (!fig.cell_info) {\n",
" console.error(\"Failed to find cell for figure\", id, fig);\n",
" return;\n",
" }\n",
"\n",
" var output_index = fig.cell_info[2]\n",
" var cell = fig.cell_info[0];\n",
"\n",
"};\n",
"\n",
"mpl.figure.prototype.handle_close = function(fig, msg) {\n",
" var width = fig.canvas.width/mpl.ratio\n",
" fig.root.unbind('remove')\n",
"\n",
" // Update the output cell to use the data from the current canvas.\n",
" fig.push_to_output();\n",
" var dataURL = fig.canvas.toDataURL();\n",
" // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
" // the notebook keyboard shortcuts fail.\n",
" IPython.keyboard_manager.enable()\n",
" $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
" fig.close_ws(fig, msg);\n",
"}\n",
"\n",
"mpl.figure.prototype.close_ws = function(fig, msg){\n",
" fig.send_message('closing', msg);\n",
" // fig.ws.close()\n",
"}\n",
"\n",
"mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
" // Turn the data on the canvas into data in the output cell.\n",
" var width = this.canvas.width/mpl.ratio\n",
" var dataURL = this.canvas.toDataURL();\n",
" this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
"}\n",
"\n",
"mpl.figure.prototype.updated_canvas_event = function() {\n",
" // Tell IPython that the notebook contents must change.\n",
" IPython.notebook.set_dirty(true);\n",
" this.send_message(\"ack\", {});\n",
" var fig = this;\n",
" // Wait a second, then push the new image to the DOM so\n",
" // that it is saved nicely (might be nice to debounce this).\n",
" setTimeout(function () { fig.push_to_output() }, 1000);\n",
"}\n",
"\n",
"mpl.figure.prototype._init_toolbar = function() {\n",
" var fig = this;\n",
"\n",
" var nav_element = $('<div/>')\n",
" nav_element.attr('style', 'width: 100%');\n",
" this.root.append(nav_element);\n",
"\n",
" // Define a callback function for later on.\n",
" function toolbar_event(event) {\n",
" return fig.toolbar_button_onclick(event['data']);\n",
" }\n",
" function toolbar_mouse_event(event) {\n",
" return fig.toolbar_button_onmouseover(event['data']);\n",
" }\n",
"\n",
" for(var toolbar_ind in mpl.toolbar_items){\n",
" var name = mpl.toolbar_items[toolbar_ind][0];\n",
" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
" var image = mpl.toolbar_items[toolbar_ind][2];\n",
" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
"\n",
" if (!name) { continue; };\n",
"\n",
" var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
" button.click(method_name, toolbar_event);\n",
" button.mouseover(tooltip, toolbar_mouse_event);\n",
" nav_element.append(button);\n",
" }\n",
"\n",
" // Add the status bar.\n",
" var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
" nav_element.append(status_bar);\n",
" this.message = status_bar[0];\n",
"\n",
" // Add the close button to the window.\n",
" var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
" var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
" button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
" button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
" buttongrp.append(button);\n",
" var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
" titlebar.prepend(buttongrp);\n",
"}\n",
"\n",
"mpl.figure.prototype._root_extra_style = function(el){\n",
" var fig = this\n",
" el.on(\"remove\", function(){\n",
"\tfig.close_ws(fig, {});\n",
" });\n",
"}\n",
"\n",
"mpl.figure.prototype._canvas_extra_style = function(el){\n",
" // this is important to make the div 'focusable\n",
" el.attr('tabindex', 0)\n",
" // reach out to IPython and tell the keyboard manager to turn it's self\n",
" // off when our div gets focus\n",
"\n",
" // location in version 3\n",
" if (IPython.notebook.keyboard_manager) {\n",
" IPython.notebook.keyboard_manager.register_events(el);\n",
" }\n",
" else {\n",
" // location in version 2\n",
" IPython.keyboard_manager.register_events(el);\n",
" }\n",
"\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" var manager = IPython.notebook.keyboard_manager;\n",
" if (!manager)\n",
" manager = IPython.keyboard_manager;\n",
"\n",
" // Check for shift+enter\n",
" if (event.shiftKey && event.which == 13) {\n",
" this.canvas_div.blur();\n",
" event.shiftKey = false;\n",
" // Send a \"J\" for go to next cell\n",
" event.which = 74;\n",
" event.keyCode = 74;\n",
" manager.command_mode();\n",
" manager.handle_keydown(event);\n",
" }\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
" fig.ondownload(fig, null);\n",
"}\n",
"\n",
"\n",
"mpl.find_output_cell = function(html_output) {\n",
" // Return the cell and output element which can be found *uniquely* in the notebook.\n",
" // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
" // IPython event is triggered only after the cells have been serialised, which for\n",
" // our purposes (turning an active figure into a static one), is too late.\n",
" var cells = IPython.notebook.get_cells();\n",
" var ncells = cells.length;\n",
" for (var i=0; i<ncells; i++) {\n",
" var cell = cells[i];\n",
" if (cell.cell_type === 'code'){\n",
" for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
" var data = cell.output_area.outputs[j];\n",
" if (data.data) {\n",
" // IPython >= 3 moved mimebundle to data attribute of output\n",
" data = data.data;\n",
" }\n",
" if (data['text/html'] == html_output) {\n",
" return [cell, data, j];\n",
" }\n",
" }\n",
" }\n",
" }\n",
"}\n",
"\n",
"// Register the function which deals with the matplotlib target/channel.\n",
"// The kernel may be null if the page has been refreshed.\n",
"if (IPython.notebook.kernel != null) {\n",
" IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
"}\n"
],
"text/plain": [
"<IPython.core.display.Javascript object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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\" width=\"640\">"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure()\n",
"mean_change_10yr.to_dataframe().boxplot( column = random_stations )\n",
"plt.title('10-year mean GHI change in CH for selected model chains')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.6.1"
+ "version": "3.6.7"
}
},
"nbformat": 4,
"nbformat_minor": 2
}

Event Timeline