{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# FLORish Control Runs: B(1850)CN_f06g16_tigercpu_intelmpi_18_512E\n", "* Wenchang Yang (wenchang@princeton.edu)\n", "* Department of Geosciences, Princeton University" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "ExecuteTime": { "end_time": "2019-07-11T20:09:19.943825Z", "start_time": "2019-07-11T20:09:19.910758Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "**2019-07-11T16:09:19.923983**\n", ">>> Importing Python 3.7.3 packages...\n", "[OK]: import sys, os, os.path, datetime, glob\n", "[OK]: import numpy as np-1.16.3\n", "[OK]: import matplotlib as mpl-3.0.3; backend: module://ipykernel.pylab.backend_inline\n", "[OK]: #---import matplotlib.pyplot as plt\n", "[OK]: #---from pylab import *\n", "[OK]: import xarray as xr-0.12.1\n", "[OK]: #---import netCDF4\n", "[OK]: #---import dask\n", "[OK]: #---import bottleneck\n", "[OK]: import pandas as pd-0.24.2\n", "[OK]: from mpl_toolkits.basemap import Basemap\n", " PROJ_LIB = /scratch/gpfs/GEOCLIM/wenchang/miniconda3/envs/geoclim/share/proj\n", ">>>Import packages from Wenchang Yang (wython)...\n", "[OK]: import geoplots as gt\n", "[OK]: from geoplots import geoplot, fxyplot, mapplot, xticksyear\n", "[OK]: import geoxarray\n", "[OK]: import filter\n", "[OK]: import xlearn\n", "[OK]: import mysignal as sig\n", "**Done**\n" ] } ], "source": [ "# init\n", "%matplotlib inline\n", "%run -im pythonstartup\n", "%config InlineBackend.figure_format ='retina'\n", "plt.rcParams['figure.dpi'] = 150\n", "# https://www.dataquest.io/blog/jupyter-notebook-tips-tricks-shortcuts/\n", "# from IPython.core.interactiveshell import InteractiveShell\n", "# InteractiveShell.ast_node_interactivity = 'last' # options: 'all', 'none'\n", "# https://stackoverflow.com/questions/41125690/matplotlib-notebook-showing-a-blank-histogram\n", "# in case to switch back to the notebook backend, run the 2 lines below, \n", "# reload(plt)\n", "# %matplotlib notebook" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2019-07-11T18:48:23.393759Z", "start_time": "2019-07-11T18:48:23.342728Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[Start] matplotlib settings: ####################\n", "Python: 3.7.3\n", "matplotlib: 3.0.3 backend module://ipykernel.pylab.backend_inline\n", "interactive = True\n", "figure.max_open_warning = 50\n", "hatch.linewidth = 0.5\n", "hatch.color = gray\n", "legend.frameon = False\n", "savefig.bbox = tight\n", "savefig.format = pdf\n", "[End] matplotlib settings. ####################\n" ] } ], "source": [ "import datetime\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "# plt.rcParams['hatch.color']='g'\n", "import xarray as xr\n", "from scipy.stats import ttest_1samp\n", "from cftime import DatetimeNoLeap\n", "\n", "from plotsetting import *\n", "from geoplots import mapplot, xticksyear, xticksmonth\n", "import geoxarray" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "ExecuteTime": { "end_time": "2019-07-11T19:31:07.516784Z", "start_time": "2019-07-11T18:54:55.551927Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CTL1850\n", "CTL2000\n", "2xCO2_from_CTL1850\n", "RampCO2_1pct2X_from_CTL1850\n" ] } ], "source": [ "nclist = [\n", " {'tag': 'CTL1850', \n", " 'ncfile': '/tigress/wenchang/MODEL_OUT/cesm1_2_1/B1850CN_f05g16_FLORish_tigercpu_intelmpi18_512PE/atm/hist/B1850CN_f05g16_FLORish_tigercpu_intelmpi18_512PE.cam.h0.????-??.nc'\n", " },\n", " {'tag': 'CTL2000',\n", " 'ncfile': '/tigress/wenchang/MODEL_OUT/cesm1_2_1/BCN_f05g16_FLORish_tigercpu_intelmpi18_512PE/atm/hist/BCN_f05g16_FLORish_tigercpu_intelmpi18_512PE.cam.h0.????-??.nc'\n", " },\n", " {'tag': '2xCO2_from_CTL1850',\n", " 'ncfile': '/scratch/gpfs/wenchang/archive/cesm1_2_1/B1850CN_rampCO2cap2_f05g16_FLORish_tigercpu_intelmpi18_512PE/atm/hist/B1850CN_rampCO2cap2_f05g16_FLORish_tigercpu_intelmpi18_512PE.cam.h0.????-??.nc'\n", " },\n", " {'tag': 'RampCO2_1pct2X_from_CTL1850',\n", " 'ncfile': '/tigress/wenchang/MODEL_OUT/cesm1_2_1/TCR_B1850CN_f05g16_FLORish_tigercpu_intelmpi18_512PE/atm/hist/TCR_B1850CN_f05g16_FLORish_tigercpu_intelmpi18_512PE.cam.h0.????-??.nc'\n", " },\n", "]\n", "\n", "dss = dict()# key is tag, value is xr.Dataset\n", "for nc in nclist:\n", " tag = nc['tag']\n", " print(tag)\n", " ncfile = nc['ncfile']\n", " ds = xr.open_mfdataset(ncfile)\n", " dss[tag] = ds" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Global-mean ``t_surf``" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "ExecuteTime": { "end_time": "2019-07-11T20:04:47.866926Z", "start_time": "2019-07-11T19:51:27.288518Z" } }, "outputs": [], "source": [ "data_name = 'TS'\n", "tss = dict() # key is tag, value is xr.DataArray\n", "for tag,ds in dss.items():\n", " print(tag)\n", " ts = ds[data_name].geo.fldmean().load()\n", " tss[tag] = ts" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "ExecuteTime": { "end_time": "2019-07-11T20:09:24.852257Z", "start_time": "2019-07-11T20:09:23.135806Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 585, "width": 883 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# annual mean\n", "for nc in nclist:\n", " tag = nc['tag']\n", " ts = tss[tag]\n", " ts['time'] = dss[tag].indexes['time'].shift(-1, 'MS')\n", " ts.groupby('time.year').mean('time').plot(label=tag[0:7])\n", "plt.legend(frameon=True, ncol=3, loc='upper left')\n", "plt.grid(True)\n", "plt.title('Annual Mean TS (CESM1.2.1)')\n", "plt.ylabel('K')\n", "# plt.xlim(0, 200)\n", "# plt.ylim(286, 290)\n", "plt.autoscale()\n", "plt.ylim(None, 290)\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Climatology and change from 1850 to 2000" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "ExecuteTime": { "end_time": "2018-07-11T13:56:40.932039Z", "start_time": "2018-07-11T13:56:40.928890Z" } }, "outputs": [], "source": [ "years_clim = slice('0171-01','0200-12')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### ``t_surf``" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "ExecuteTime": { "end_time": "2018-07-11T13:57:19.169226Z", "start_time": "2018-07-11T13:56:46.800693Z" }, "scrolled": false }, "outputs": [], "source": [ "data_name = 'TS'\n", "da = dss['CTL1850'][data_name].sel(time=years_clim).groupby('time.season').mean('time').load()\n", "daa = dss['CTL2000'][data_name].sel(time=years_clim).groupby('time.season').mean('time').load() - da" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "ExecuteTime": { "end_time": "2018-07-11T13:59:00.349319Z", "start_time": "2018-07-11T13:58:59.630161Z" } }, "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 = $('
');\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", " '
');\n", " var titletext = $(\n", " '
');\n", " titlebar.append(titletext)\n", " this.root.append(titlebar);\n", " this.header = titletext[0];\n", "}\n", "\n", "\n", "\n", "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n", "\n", "}\n", "\n", "\n", "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n", "\n", "}\n", "\n", "mpl.figure.prototype._init_canvas = function() {\n", " var fig = this;\n", "\n", " var canvas_div = $('
');\n", "\n", " canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n", "\n", " function canvas_keyboard_event(event) {\n", " return fig.key_event(event, event['data']);\n", " }\n", "\n", " canvas_div.keydown('key_press', canvas_keyboard_event);\n", " canvas_div.keyup('key_release', canvas_keyboard_event);\n", " this.canvas_div = canvas_div\n", " this._canvas_extra_style(canvas_div)\n", " this.root.append(canvas_div);\n", "\n", " var canvas = $('');\n", " canvas.addClass('mpl-canvas');\n", " canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n", "\n", " this.canvas = canvas[0];\n", " this.context = canvas[0].getContext(\"2d\");\n", "\n", " var 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 = $('');\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 = $('
')\n", " nav_element.attr('style', 'width: 100%');\n", " this.root.append(nav_element);\n", "\n", " // Define a callback function for later on.\n", " function toolbar_event(event) {\n", " return fig.toolbar_button_onclick(event['data']);\n", " }\n", " function toolbar_mouse_event(event) {\n", " return fig.toolbar_button_onmouseover(event['data']);\n", " }\n", "\n", " for(var toolbar_ind in mpl.toolbar_items) {\n", " var name = mpl.toolbar_items[toolbar_ind][0];\n", " var tooltip = mpl.toolbar_items[toolbar_ind][1];\n", " var image = mpl.toolbar_items[toolbar_ind][2];\n", " var method_name = mpl.toolbar_items[toolbar_ind][3];\n", "\n", " if (!name) {\n", " // put a spacer in here.\n", " continue;\n", " }\n", " var button = $('');\n", " button.click(method_name, toolbar_event);\n", " button.mouseover(tooltip, toolbar_mouse_event);\n", " nav_element.append(button);\n", " }\n", "\n", " // Add the status bar.\n", " var status_bar = $('');\n", " nav_element.append(status_bar);\n", " this.message = status_bar[0];\n", "\n", " // Add the close button to the window.\n", " var buttongrp = $('
');\n", " var button = $('');\n", " button.click(function (evt) { fig.handle_close(fig, {}); } );\n", " button.mouseover('Stop Interaction', toolbar_mouse_event);\n", " buttongrp.append(button);\n", " var titlebar = this.root.find($('.ui-dialog-titlebar'));\n", " titlebar.prepend(buttongrp);\n", "}\n", "\n", "mpl.figure.prototype._root_extra_style = function(el){\n", " var fig = this\n", " el.on(\"remove\", function(){\n", "\tfig.close_ws(fig, {});\n", " });\n", "}\n", "\n", "mpl.figure.prototype._canvas_extra_style = function(el){\n", " // this is important to make the div 'focusable\n", " el.attr('tabindex', 0)\n", " // reach out to IPython and tell the keyboard manager to turn it's self\n", " // off when our div gets focus\n", "\n", " // location in version 3\n", " if (IPython.notebook.keyboard_manager) {\n", " IPython.notebook.keyboard_manager.register_events(el);\n", " }\n", " else {\n", " // location in version 2\n", " IPython.keyboard_manager.register_events(el);\n", " }\n", "\n", "}\n", "\n", "mpl.figure.prototype._key_event_extra = function(event, name) {\n", " var manager = IPython.notebook.keyboard_manager;\n", " if (!manager)\n", " manager = IPython.keyboard_manager;\n", "\n", " // Check for shift+enter\n", " if (event.shiftKey && event.which == 13) {\n", " this.canvas_div.blur();\n", " event.shiftKey = false;\n", " // Send a \"J\" for go to next cell\n", " event.which = 74;\n", " event.keyCode = 74;\n", " manager.command_mode();\n", " manager.handle_keydown(event);\n", " }\n", "}\n", "\n", "mpl.figure.prototype.handle_save = function(fig, msg) {\n", " fig.ondownload(fig, null);\n", "}\n", "\n", "\n", "mpl.find_output_cell = function(html_output) {\n", " // Return the cell and output element which can be found *uniquely* in the notebook.\n", " // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n", " // IPython event is triggered only after the cells have been serialised, which for\n", " // our purposes (turning an active figure into a static one), is too late.\n", " var cells = IPython.notebook.get_cells();\n", " var ncells = cells.length;\n", " for (var i=0; i= 3 moved mimebundle to data attribute of output\n", " data = data.data;\n", " }\n", " if (data['text/html'] == html_output) {\n", " return [cell, data, j];\n", " }\n", " }\n", " }\n", " }\n", "}\n", "\n", "// Register the function which deals with the matplotlib target/channel.\n", "// The kernel may be null if the page has been refreshed.\n", "if (IPython.notebook.kernel != null) {\n", " IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n", "}\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "Text(0,1,'PDctl $-$ PIctl: FLORish')" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# change from 1850 to 2000\n", "f = daa.plot.contourf(col='season', col_wrap=2, robust=True, center=0, levels=10)\n", "for ii, ax in enumerate(f.axes.flat):\n", " mapplot(ax=ax, coastlines_width=0.5)\n", "plt.suptitle('PDctl $-$ PIctl: FLORish', x=0, y=1, ha='left')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### `precip`" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "ExecuteTime": { "end_time": "2018-07-11T14:00:51.947270Z", "start_time": "2018-07-11T13:59:20.220914Z" } }, "outputs": [], "source": [ "data_name = 'PRECT'\n", "da = dss['CTL1850'][data_name].sel(time=years_clim).groupby('time.season').mean('time').load()\n", "daa = dss['CTL2000'][data_name].sel(time=years_clim).groupby('time.season').mean('time').load() - da" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "ExecuteTime": { "end_time": "2018-07-11T14:00:55.435062Z", "start_time": "2018-07-11T14:00:55.003994Z" } }, "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 = $('
');\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", " '
');\n", " var titletext = $(\n", " '
');\n", " titlebar.append(titletext)\n", " this.root.append(titlebar);\n", " this.header = titletext[0];\n", "}\n", "\n", "\n", "\n", "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n", "\n", "}\n", "\n", "\n", "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n", "\n", "}\n", "\n", "mpl.figure.prototype._init_canvas = function() {\n", " var fig = this;\n", "\n", " var canvas_div = $('
');\n", "\n", " canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n", "\n", " function canvas_keyboard_event(event) {\n", " return fig.key_event(event, event['data']);\n", " }\n", "\n", " canvas_div.keydown('key_press', canvas_keyboard_event);\n", " canvas_div.keyup('key_release', canvas_keyboard_event);\n", " this.canvas_div = canvas_div\n", " this._canvas_extra_style(canvas_div)\n", " this.root.append(canvas_div);\n", "\n", " var canvas = $('');\n", " canvas.addClass('mpl-canvas');\n", " canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n", "\n", " this.canvas = canvas[0];\n", " this.context = canvas[0].getContext(\"2d\");\n", "\n", " var 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 = $('');\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 = $('
')\n", " nav_element.attr('style', 'width: 100%');\n", " this.root.append(nav_element);\n", "\n", " // Define a callback function for later on.\n", " function toolbar_event(event) {\n", " return fig.toolbar_button_onclick(event['data']);\n", " }\n", " function toolbar_mouse_event(event) {\n", " return fig.toolbar_button_onmouseover(event['data']);\n", " }\n", "\n", " for(var toolbar_ind in mpl.toolbar_items) {\n", " var name = mpl.toolbar_items[toolbar_ind][0];\n", " var tooltip = mpl.toolbar_items[toolbar_ind][1];\n", " var image = mpl.toolbar_items[toolbar_ind][2];\n", " var method_name = mpl.toolbar_items[toolbar_ind][3];\n", "\n", " if (!name) {\n", " // put a spacer in here.\n", " continue;\n", " }\n", " var button = $('');\n", " button.click(method_name, toolbar_event);\n", " button.mouseover(tooltip, toolbar_mouse_event);\n", " nav_element.append(button);\n", " }\n", "\n", " // Add the status bar.\n", " var status_bar = $('');\n", " nav_element.append(status_bar);\n", " this.message = status_bar[0];\n", "\n", " // Add the close button to the window.\n", " var buttongrp = $('
');\n", " var button = $('');\n", " button.click(function (evt) { fig.handle_close(fig, {}); } );\n", " button.mouseover('Stop Interaction', toolbar_mouse_event);\n", " buttongrp.append(button);\n", " var titlebar = this.root.find($('.ui-dialog-titlebar'));\n", " titlebar.prepend(buttongrp);\n", "}\n", "\n", "mpl.figure.prototype._root_extra_style = function(el){\n", " var fig = this\n", " el.on(\"remove\", function(){\n", "\tfig.close_ws(fig, {});\n", " });\n", "}\n", "\n", "mpl.figure.prototype._canvas_extra_style = function(el){\n", " // this is important to make the div 'focusable\n", " el.attr('tabindex', 0)\n", " // reach out to IPython and tell the keyboard manager to turn it's self\n", " // off when our div gets focus\n", "\n", " // location in version 3\n", " if (IPython.notebook.keyboard_manager) {\n", " IPython.notebook.keyboard_manager.register_events(el);\n", " }\n", " else {\n", " // location in version 2\n", " IPython.keyboard_manager.register_events(el);\n", " }\n", "\n", "}\n", "\n", "mpl.figure.prototype._key_event_extra = function(event, name) {\n", " var manager = IPython.notebook.keyboard_manager;\n", " if (!manager)\n", " manager = IPython.keyboard_manager;\n", "\n", " // Check for shift+enter\n", " if (event.shiftKey && event.which == 13) {\n", " this.canvas_div.blur();\n", " event.shiftKey = false;\n", " // Send a \"J\" for go to next cell\n", " event.which = 74;\n", " event.keyCode = 74;\n", " manager.command_mode();\n", " manager.handle_keydown(event);\n", " }\n", "}\n", "\n", "mpl.figure.prototype.handle_save = function(fig, msg) {\n", " fig.ondownload(fig, null);\n", "}\n", "\n", "\n", "mpl.find_output_cell = function(html_output) {\n", " // Return the cell and output element which can be found *uniquely* in the notebook.\n", " // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n", " // IPython event is triggered only after the cells have been serialised, which for\n", " // our purposes (turning an active figure into a static one), is too late.\n", " var cells = IPython.notebook.get_cells();\n", " var ncells = cells.length;\n", " for (var i=0; i= 3 moved mimebundle to data attribute of output\n", " data = data.data;\n", " }\n", " if (data['text/html'] == html_output) {\n", " return [cell, data, j];\n", " }\n", " }\n", " }\n", " }\n", "}\n", "\n", "// Register the function which deals with the matplotlib target/channel.\n", "// The kernel may be null if the page has been refreshed.\n", "if (IPython.notebook.kernel != null) {\n", " IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n", "}\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "Text(0,1,'PDctl $-$ PIctl: FLORish')" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# change from 1850 to 2000\n", "f = daa.pipe(lambda x:x*24*3600*1000).plot.contourf(col='season', col_wrap=2, robust=True,\n", " cmap='BrBG', levels=10, center=0)\n", "for ii, ax in enumerate(f.axes.flat):\n", " mapplot(ax=ax, coastlines_width=0.5)\n", "plt.suptitle('PDctl $-$ PIctl: FLORish', x=0, y=1, ha='left')" ] } ], "metadata": { "hide_input": false, "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.3" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": { "height": "calc(100% - 180px)", "left": "10px", "top": "150px", "width": "225px" }, "toc_section_display": true, "toc_window_display": true } }, "nbformat": 4, "nbformat_minor": 2 }