{ "cells": [ { "cell_type": "code", "execution_count": 77, "id": "5712068a", "metadata": {}, "outputs": [], "source": [ "import sys\n", "import os\n", "import numpy as np\n", "import matplotlib as mpl\n", "#mpl.use('Agg')\n", "%matplotlib notebook\n", "import matplotlib.pyplot as plt\n", "from matplotlib.cm import get_cmap\n", "from matplotlib.gridspec import GridSpec\n", "from matplotlib.colors import LightSource\n", "from matplotlib.cm import get_cmap\n", "import cartopy.crs as ccrs\n", "import cartopy.feature as cf\n", "\n", "import xarray as xr\n", "sys.path.insert(1,'/discover/nobackup/cakelle2/GEOS_CF/Apps/cftools/external/cmcrameri')\n", "from cmcrameri import cm" ] }, { "cell_type": "code", "execution_count": 189, "id": "c04efe55", "metadata": {}, "outputs": [], "source": [ "files = os.listdir('/discover/nobackup/projects/gmao/geos_cf_dev/psturm/graph_benchmark/GCv14.0_GCMv1.17_c90/holding/gcc_cube') \n", "path = '/discover/nobackup/projects/gmao/geos_cf_dev/psturm/graph_benchmark/GCv14.0_GCMv1.17_c90/holding/gcc_kpp'" ] }, { "cell_type": "code", "execution_count": 190, "id": "90a0801e", "metadata": {}, "outputs": [], "source": [ "nc_regrid = xr.open_mfdataset(\n", " path + '/*.nc4',\n", ")" ] }, { "cell_type": "code", "execution_count": 191, "id": "9a19940e", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
<xarray.Dataset>\n",
       "Dimensions:             (lon: 360, lat: 181, lev: 72, time: 96)\n",
       "Coordinates:\n",
       "  * lon                 (lon) float64 -180.0 -179.0 -178.0 ... 177.0 178.0 179.0\n",
       "  * lat                 (lat) float64 -90.0 -89.0 -88.0 -87.0 ... 88.0 89.0 90.0\n",
       "  * lev                 (lev) float64 1.0 2.0 3.0 4.0 ... 69.0 70.0 71.0 72.0\n",
       "  * time                (time) datetime64[ns] 2019-07-01T21:15:00 ... 2019-07...\n",
       "Data variables:\n",
       "    KppAccSteps         (time, lev, lat, lon) float32 dask.array<chunksize=(1, 72, 181, 360), meta=np.ndarray>\n",
       "    KppAutoReducerNVAR  (time, lev, lat, lon) float32 dask.array<chunksize=(1, 72, 181, 360), meta=np.ndarray>\n",
       "    KppIntCounts        (time, lev, lat, lon) float32 dask.array<chunksize=(1, 72, 181, 360), meta=np.ndarray>\n",
       "    KppTime             (time, lev, lat, lon) float32 dask.array<chunksize=(1, 72, 181, 360), meta=np.ndarray>\n",
       "    KppTotSteps         (time, lev, lat, lon) float32 dask.array<chunksize=(1, 72, 181, 360), meta=np.ndarray>\n",
       "    Met_SUNCOSmid       (time, lat, lon) float32 dask.array<chunksize=(1, 181, 360), meta=np.ndarray>\n",
       "    SpeciesConc_NO      (time, lev, lat, lon) float32 dask.array<chunksize=(1, 72, 181, 360), meta=np.ndarray>\n",
       "    SpeciesConc_NO2     (time, lev, lat, lon) float32 dask.array<chunksize=(1, 72, 181, 360), meta=np.ndarray>\n",
       "    SpeciesConc_O3      (time, lev, lat, lon) float32 dask.array<chunksize=(1, 72, 181, 360), meta=np.ndarray>\n",
       "Attributes:\n",
       "    Comment:      NetCDF-4\n",
       "    Contact:      http://gmao.gsfc.nasa.gov\n",
       "    Conventions:  CF\n",
       "    Filename:     gcc_kpp\n",
       "    History:      File written by MAPL_PFIO\n",
       "    Institution:  NASA Global Modeling and Assimilation Office\n",
       "    References:   see MAPL documentation\n",
       "    Source:       GEOSgcm-v10.23.0 experiment_id: GCv14.0_GCMv1.17_c90\n",
       "    Title:        c90_test_run
" ], "text/plain": [ "\n", "Dimensions: (lon: 360, lat: 181, lev: 72, time: 96)\n", "Coordinates:\n", " * lon (lon) float64 -180.0 -179.0 -178.0 ... 177.0 178.0 179.0\n", " * lat (lat) float64 -90.0 -89.0 -88.0 -87.0 ... 88.0 89.0 90.0\n", " * lev (lev) float64 1.0 2.0 3.0 4.0 ... 69.0 70.0 71.0 72.0\n", " * time (time) datetime64[ns] 2019-07-01T21:15:00 ... 2019-07...\n", "Data variables:\n", " KppAccSteps (time, lev, lat, lon) float32 dask.array\n", " KppAutoReducerNVAR (time, lev, lat, lon) float32 dask.array\n", " KppIntCounts (time, lev, lat, lon) float32 dask.array\n", " KppTime (time, lev, lat, lon) float32 dask.array\n", " KppTotSteps (time, lev, lat, lon) float32 dask.array\n", " Met_SUNCOSmid (time, lat, lon) float32 dask.array\n", " SpeciesConc_NO (time, lev, lat, lon) float32 dask.array\n", " SpeciesConc_NO2 (time, lev, lat, lon) float32 dask.array\n", " SpeciesConc_O3 (time, lev, lat, lon) float32 dask.array\n", "Attributes:\n", " Comment: NetCDF-4\n", " Contact: http://gmao.gsfc.nasa.gov\n", " Conventions: CF\n", " Filename: gcc_kpp\n", " History: File written by MAPL_PFIO\n", " Institution: NASA Global Modeling and Assimilation Office\n", " References: see MAPL documentation\n", " Source: GEOSgcm-v10.23.0 experiment_id: GCv14.0_GCMv1.17_c90\n", " Title: c90_test_run" ] }, "execution_count": 191, "metadata": {}, "output_type": "execute_result" } ], "source": [ "nc_regrid" ] }, { "cell_type": "code", "execution_count": 193, "id": "b3e848f8", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/gpfsm/dnb32/tdirs/login/discover14.47864.psturm/ipykernel_733/774617048.py:1: DeprecationWarning: Behaviour of argmin/argmax with neither dim nor axis argument will change to return a dict of indices of each dimension. To get a single, flat index, please use np.argmin(da.data) or np.argmax(da.data) instead of da.argmin() or da.argmax().\n", " la_lon = (abs(nc_regrid.variables[\"lon\"][:]- -118.2436 )).argmin()\n", "/gpfsm/dnb32/tdirs/login/discover14.47864.psturm/ipykernel_733/774617048.py:2: DeprecationWarning: Behaviour of argmin/argmax with neither dim nor axis argument will change to return a dict of indices of each dimension. To get a single, flat index, please use np.argmin(da.data) or np.argmax(da.data) instead of da.argmin() or da.argmax().\n", " la_lat = (abs(nc_regrid.variables[\"lat\"][:]-34.0522 )).argmin()\n", "/gpfsm/dnb32/tdirs/login/discover14.47864.psturm/ipykernel_733/774617048.py:4: DeprecationWarning: Behaviour of argmin/argmax with neither dim nor axis argument will change to return a dict of indices of each dimension. To get a single, flat index, please use np.argmin(da.data) or np.argmax(da.data) instead of da.argmin() or da.argmax().\n", " in_lon = (abs(nc_regrid.variables[\"lon\"][:]- 75)).argmin()\n", "/gpfsm/dnb32/tdirs/login/discover14.47864.psturm/ipykernel_733/774617048.py:5: DeprecationWarning: Behaviour of argmin/argmax with neither dim nor axis argument will change to return a dict of indices of each dimension. To get a single, flat index, please use np.argmin(da.data) or np.argmax(da.data) instead of da.argmin() or da.argmax().\n", " in_lat = (abs(nc_regrid.variables[\"lat\"][:]- -5 )).argmin()\n" ] }, { "data": { "text/plain": [ "(\n", " array(34.)\n", " Attributes:\n", " long_name: latitude\n", " units: degrees_north,\n", " \n", " array(-118.)\n", " Attributes:\n", " long_name: longitude\n", " units: degrees_east)" ] }, "execution_count": 193, "metadata": {}, "output_type": "execute_result" } ], "source": [ "la_lon = (abs(nc_regrid.variables[\"lon\"][:]- -118.2436 )).argmin()\n", "la_lat = (abs(nc_regrid.variables[\"lat\"][:]-34.0522 )).argmin()\n", "\n", "in_lon = (abs(nc_regrid.variables[\"lon\"][:]- 75)).argmin()\n", "in_lat = (abs(nc_regrid.variables[\"lat\"][:]- -5 )).argmin()\n", "\n", "(nc_regrid.variables[\"lat\"][la_lat],nc_regrid.variables[\"lon\"][la_lon])" ] }, { "cell_type": "code", "execution_count": 166, "id": "fb5cb854", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(\n", " array(34.)\n", " Attributes:\n", " long_name: latitude\n", " units: degrees_north,\n", " \n", " array(-118.)\n", " Attributes:\n", " long_name: longitude\n", " units: degrees_east)" ] }, "execution_count": 166, "metadata": {}, "output_type": "execute_result" } ], "source": [] }, { "cell_type": "code", "execution_count": 224, "id": "05d34313", "metadata": {}, "outputs": [ { "ename": "SyntaxError", "evalue": "invalid syntax (940563186.py, line 18)", "output_type": "error", "traceback": [ "\u001b[0;36m Input \u001b[0;32mIn [224]\u001b[0;36m\u001b[0m\n\u001b[0;31m color = \"red\",\u001b[0m\n\u001b[0m ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m invalid syntax\n" ] } ], "source": [ "lowzenith_la = np.argmin(abs(nc_regrid.variables['Met_SUNCOSmid'][:,la_lat,la_lon].values))\n", "\n", "maxloc_la = np.argmax(nc_regrid.variables['KppIntCounts'][:,10:71-35,la_lat,la_lon].values)\n", "maxloc_la = np.unravel_index(maxloc_la, nc_regrid[\"KppIntCounts\"][:,10:71-35,la_lat,la_lon].shape)\n", "\n", "\n", "maxloc_in = np.argmax(nc_regrid.variables['KppIntCounts'][:,10:71-35,in_lat,in_lon].values)\n", "maxloc_in = np.unravel_index(maxloc_in, nc_regrid[\"KppIntCounts\"][:,10:71-35,in_lat,in_lon].shape)\n", "\n", "fig, axs = plt.subplots(nrows=1, ncols=2,figsize = (8,8))\n", "axs[0].plot(nc_regrid.variables['KppIntCounts'][maxloc_la[0],:,la_lat,la_lon].values,(list(range(72,0,-1))),\n", " color = \"orange\",\n", " label=\"cos(SZA) = \"+str(nc_regrid.variables['Met_SUNCOSmid'][maxloc_la[0],la_lat,la_lon].values))\n", "axs[0].plot(nc_regrid.variables['KppIntCounts'][maxloc_la[0]+8,:,la_lat,la_lon].values,(list(range(72,0,-1))),\n", " color = \"skyblue\",\n", " label=\"cos(SZA) = \"+str(nc_regrid.variables['Met_SUNCOSmid'][maxloc_la[0]+8,la_lat,la_lon].values))\n", "axs[1].plot(nc_regrid.variables['KppIntCounts'][maxloc_in[0],:,in_lat,in_lon].values,(list(range(72,0,-1))),\n", " color = \"red\",\n", " label=\"cos(SZA) = \"+str(nc_regrid.variables['Met_SUNCOSmid'][maxloc_la[0]+8,la_lat,la_lon].values))\n", "axs[1].plot(nc_regrid.variables['KppIntCounts'][maxloc_in[0]+8,:,in_lat,in_lon].values,(list(range(72,0,-1))),\n", " color = \"darkblue\",\n", " label=\"cos(SZA) = \"+str(nc_regrid.variables['Met_SUNCOSmid'][maxloc_la[0]+8,la_lat,la_lon].values))\n", "fig.legend()" ] }, { "cell_type": "code", "execution_count": 195, "id": "26175041", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([22. , 20.686087 , 23.770561 , 30.829704 , 37.605427 ,\n", " 37.53905 , 33.102688 , 37.458393 , 40.506664 , 40.52395 ,\n", " 35.02663 , 38.24238 , 38.224277 , 43.533836 , 44.9819 ,\n", " 43.429962 , 52.816765 , 47.256073 , 41.92841 , 40.394573 ,\n", " 40.394573 , 37.394573 , 35.842636 , 32.859917 , 31.376472 ,\n", " 31.310099 , 29.734026 , 29.734026 , 28.222588 , 28.222588 ,\n", " 28.205303 , 26.688751 , 21.128057 , 21.128057 , 19.710167 ,\n", " 18.151922 , 11.394301 , 18.262104 , 11.405824 , 11.405824 ,\n", " 18.262104 , 16.721962 , 15.692824 , 4.534654 , 6.0181017,\n", " 21.279388 , 17.400608 , 25.276075 , 13.923137 , 18.710926 ,\n", " 19.73979 , 25.416256 , 18.752892 , 19.583408 , 27. ,\n", " 27. , 26.930862 , 21.690441 , 27. , 28.481983 ,\n", " 28.516552 , 29.964613 , 30.033106 , 30.033106 , 30.033106 ,\n", " 32.860737 , 31.481167 , 42.351418 , 41.340385 , 41.353367 ,\n", " 40.35755 , 42.015003 ], dtype=float32)" ] }, "execution_count": 195, "metadata": {}, "output_type": "execute_result" } ], "source": [ "nc_regrid.variables['KppIntCounts'][61,:,la_lat,la_lon].values" ] }, { "cell_type": "code", "execution_count": 211, "id": "e6998aa6", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(61, 6)" ] }, "execution_count": 211, "metadata": {}, "output_type": "execute_result" } ], "source": [ "maxloc_la" ] }, { "cell_type": "code", "execution_count": 188, "id": "5f11d602", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "52.816765" ] }, "execution_count": 188, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.max(nc_regrid.variables['KppIntCounts'][:,10:71-35,la_lat,la_lon].values)" ] }, { "cell_type": "code", "execution_count": 154, "id": "8475c8ee", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([35.02663 , 38.24238 , 38.224277, 43.533836, 44.9819 , 43.429962,\n", " 52.816765, 47.256073, 41.92841 , 40.394573, 40.394573, 37.394573,\n", " 35.842636, 32.859917, 31.376472, 31.310099, 29.734026, 29.734026,\n", " 28.222588, 28.222588, 28.205303, 26.688751, 21.128057, 21.128057,\n", " 19.710167, 18.151922], dtype=float32)" ] }, "execution_count": 154, "metadata": {}, "output_type": "execute_result" } ], "source": [ "nc_regrid.variables['KppIntCounts'][26+12*4-13,10:71-35,la_lat,la_lon].values" ] }, { "cell_type": "code", "execution_count": 85, "id": "907f3054", "metadata": {}, "outputs": [], "source": [ "nc_regrid.variables['KppIntCounts'].max()\n", "\n", "maxloc = np.argmax(nc_regrid[\"KppIntCounts\"].values)\n", "maxloc= np.unravel_index(maxloc, nc_regrid[\"KppIntCounts\"].shape)" ] }, { "cell_type": "code", "execution_count": 86, "id": "b13fead3", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(78.36203, dtype=float32)" ] }, "execution_count": 86, "metadata": {}, "output_type": "execute_result" } ], "source": [ "nc_regrid.variables['KppIntCounts'][maxloc].values" ] }, { "cell_type": "code", "execution_count": 65, "id": "fa7547a0", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(0, 67, 170, 334)" ] }, "execution_count": 65, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Met_SUNCOSmid(maxloc" ] }, { "cell_type": "code", "execution_count": 196, "id": "99a8bb1e", "metadata": {}, "outputs": [ { "data": { "application/javascript": [ "/* Put everything inside the global mpl namespace */\n", "/* global mpl */\n", "window.mpl = {};\n", "\n", "mpl.get_websocket_type = function () {\n", " if (typeof WebSocket 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' +\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", "\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 = document.createElement('div');\n", " this.root.setAttribute('style', 'display: inline-block');\n", " this._root_extra_style(this.root);\n", "\n", " parent_element.appendChild(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 (fig.ratio !== 1) {\n", " fig.send_message('set_device_pixel_ratio', {\n", " device_pixel_ratio: fig.ratio,\n", " });\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 = document.createElement('div');\n", " titlebar.classList =\n", " 'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n", " var titletext = document.createElement('div');\n", " titletext.classList = 'ui-dialog-title';\n", " titletext.setAttribute(\n", " 'style',\n", " 'width: 100%; text-align: center; padding: 3px;'\n", " );\n", " titlebar.appendChild(titletext);\n", " this.root.appendChild(titlebar);\n", " this.header = titletext;\n", "};\n", "\n", "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n", "\n", "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n", "\n", "mpl.figure.prototype._init_canvas = function () {\n", " var fig = this;\n", "\n", " var canvas_div = (this.canvas_div = document.createElement('div'));\n", " canvas_div.setAttribute(\n", " 'style',\n", " 'border: 1px solid #ddd;' +\n", " 'box-sizing: content-box;' +\n", " 'clear: both;' +\n", " 'min-height: 1px;' +\n", " 'min-width: 1px;' +\n", " 'outline: 0;' +\n", " 'overflow: hidden;' +\n", " 'position: relative;' +\n", " 'resize: both;'\n", " );\n", "\n", " function on_keyboard_event_closure(name) {\n", " return function (event) {\n", " return fig.key_event(event, name);\n", " };\n", " }\n", "\n", " canvas_div.addEventListener(\n", " 'keydown',\n", " on_keyboard_event_closure('key_press')\n", " );\n", " canvas_div.addEventListener(\n", " 'keyup',\n", " on_keyboard_event_closure('key_release')\n", " );\n", "\n", " this._canvas_extra_style(canvas_div);\n", " this.root.appendChild(canvas_div);\n", "\n", " var canvas = (this.canvas = document.createElement('canvas'));\n", " canvas.classList.add('mpl-canvas');\n", " canvas.setAttribute('style', 'box-sizing: content-box;');\n", "\n", " this.context = canvas.getContext('2d');\n", "\n", " var backingStore =\n", " this.context.backingStorePixelRatio ||\n", " this.context.webkitBackingStorePixelRatio ||\n", " this.context.mozBackingStorePixelRatio ||\n", " this.context.msBackingStorePixelRatio ||\n", " this.context.oBackingStorePixelRatio ||\n", " this.context.backingStorePixelRatio ||\n", " 1;\n", "\n", " this.ratio = (window.devicePixelRatio || 1) / backingStore;\n", "\n", " var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n", " 'canvas'\n", " ));\n", " rubberband_canvas.setAttribute(\n", " 'style',\n", " 'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n", " );\n", "\n", " // Apply a ponyfill if ResizeObserver is not implemented by browser.\n", " if (this.ResizeObserver === undefined) {\n", " if (window.ResizeObserver !== undefined) {\n", " this.ResizeObserver = window.ResizeObserver;\n", " } else {\n", " var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n", " this.ResizeObserver = obs.ResizeObserver;\n", " }\n", " }\n", "\n", " this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n", " var nentries = entries.length;\n", " for (var i = 0; i < nentries; i++) {\n", " var entry = entries[i];\n", " var width, height;\n", " if (entry.contentBoxSize) {\n", " if (entry.contentBoxSize instanceof Array) {\n", " // Chrome 84 implements new version of spec.\n", " width = entry.contentBoxSize[0].inlineSize;\n", " height = entry.contentBoxSize[0].blockSize;\n", " } else {\n", " // Firefox implements old version of spec.\n", " width = entry.contentBoxSize.inlineSize;\n", " height = entry.contentBoxSize.blockSize;\n", " }\n", " } else {\n", " // Chrome <84 implements even older version of spec.\n", " width = entry.contentRect.width;\n", " height = entry.contentRect.height;\n", " }\n", "\n", " // Keep the size of the canvas and rubber band canvas in sync with\n", " // the canvas container.\n", " if (entry.devicePixelContentBoxSize) {\n", " // Chrome 84 implements new version of spec.\n", " canvas.setAttribute(\n", " 'width',\n", " entry.devicePixelContentBoxSize[0].inlineSize\n", " );\n", " canvas.setAttribute(\n", " 'height',\n", " entry.devicePixelContentBoxSize[0].blockSize\n", " );\n", " } else {\n", " canvas.setAttribute('width', width * fig.ratio);\n", " canvas.setAttribute('height', height * fig.ratio);\n", " }\n", " canvas.setAttribute(\n", " 'style',\n", " 'width: ' + width + 'px; height: ' + height + 'px;'\n", " );\n", "\n", " rubberband_canvas.setAttribute('width', width);\n", " rubberband_canvas.setAttribute('height', height);\n", "\n", " // And update the size in Python. We ignore the initial 0/0 size\n", " // that occurs as the element is placed into the DOM, which should\n", " // otherwise not happen due to the minimum size styling.\n", " if (fig.ws.readyState == 1 && width != 0 && height != 0) {\n", " fig.request_resize(width, height);\n", " }\n", " }\n", " });\n", " this.resizeObserverInstance.observe(canvas_div);\n", "\n", " function on_mouse_event_closure(name) {\n", " return function (event) {\n", " return fig.mouse_event(event, name);\n", " };\n", " }\n", "\n", " rubberband_canvas.addEventListener(\n", " 'mousedown',\n", " on_mouse_event_closure('button_press')\n", " );\n", " rubberband_canvas.addEventListener(\n", " 'mouseup',\n", " on_mouse_event_closure('button_release')\n", " );\n", " rubberband_canvas.addEventListener(\n", " 'dblclick',\n", " on_mouse_event_closure('dblclick')\n", " );\n", " // Throttle sequential mouse events to 1 every 20ms.\n", " rubberband_canvas.addEventListener(\n", " 'mousemove',\n", " on_mouse_event_closure('motion_notify')\n", " );\n", "\n", " rubberband_canvas.addEventListener(\n", " 'mouseenter',\n", " on_mouse_event_closure('figure_enter')\n", " );\n", " rubberband_canvas.addEventListener(\n", " 'mouseleave',\n", " on_mouse_event_closure('figure_leave')\n", " );\n", "\n", " canvas_div.addEventListener('wheel', function (event) {\n", " if (event.deltaY < 0) {\n", " event.step = 1;\n", " } else {\n", " event.step = -1;\n", " }\n", " on_mouse_event_closure('scroll')(event);\n", " });\n", "\n", " canvas_div.appendChild(canvas);\n", " canvas_div.appendChild(rubberband_canvas);\n", "\n", " this.rubberband_context = rubberband_canvas.getContext('2d');\n", " this.rubberband_context.strokeStyle = '#000000';\n", "\n", " this._resize_canvas = function (width, height, forward) {\n", " if (forward) {\n", " canvas_div.style.width = width + 'px';\n", " canvas_div.style.height = height + 'px';\n", " }\n", " };\n", "\n", " // Disable right mouse context menu.\n", " this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n", " event.preventDefault();\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 toolbar = document.createElement('div');\n", " toolbar.classList = 'mpl-toolbar';\n", " this.root.appendChild(toolbar);\n", "\n", " function on_click_closure(name) {\n", " return function (_event) {\n", " return fig.toolbar_button_onclick(name);\n", " };\n", " }\n", "\n", " function on_mouseover_closure(tooltip) {\n", " return function (event) {\n", " if (!event.currentTarget.disabled) {\n", " return fig.toolbar_button_onmouseover(tooltip);\n", " }\n", " };\n", " }\n", "\n", " fig.buttons = {};\n", " var buttonGroup = document.createElement('div');\n", " buttonGroup.classList = 'mpl-button-group';\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", " /* Instead of a spacer, we start a new button group. */\n", " if (buttonGroup.hasChildNodes()) {\n", " toolbar.appendChild(buttonGroup);\n", " }\n", " buttonGroup = document.createElement('div');\n", " buttonGroup.classList = 'mpl-button-group';\n", " continue;\n", " }\n", "\n", " var button = (fig.buttons[name] = document.createElement('button'));\n", " button.classList = 'mpl-widget';\n", " button.setAttribute('role', 'button');\n", " button.setAttribute('aria-disabled', 'false');\n", " button.addEventListener('click', on_click_closure(method_name));\n", " button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n", "\n", " var icon_img = document.createElement('img');\n", " icon_img.src = '_images/' + image + '.png';\n", " icon_img.srcset = '_images/' + image + '_large.png 2x';\n", " icon_img.alt = tooltip;\n", " button.appendChild(icon_img);\n", "\n", " buttonGroup.appendChild(button);\n", " }\n", "\n", " if (buttonGroup.hasChildNodes()) {\n", " toolbar.appendChild(buttonGroup);\n", " }\n", "\n", " var fmt_picker = document.createElement('select');\n", " fmt_picker.classList = 'mpl-widget';\n", " toolbar.appendChild(fmt_picker);\n", " this.format_dropdown = fmt_picker;\n", "\n", " for (var ind in mpl.extensions) {\n", " var fmt = mpl.extensions[ind];\n", " var option = document.createElement('option');\n", " option.selected = fmt === mpl.default_extension;\n", " option.innerHTML = fmt;\n", " fmt_picker.appendChild(option);\n", " }\n", "\n", " var status_bar = document.createElement('span');\n", " status_bar.classList = 'mpl-message';\n", " toolbar.appendChild(status_bar);\n", " this.message = status_bar;\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", "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", "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], msg['forward']);\n", " fig.send_message('refresh', {});\n", " }\n", "};\n", "\n", "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n", " var x0 = msg['x0'] / fig.ratio;\n", " var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n", " var x1 = msg['x1'] / fig.ratio;\n", " var y1 = (fig.canvas.height - msg['y1']) / fig.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,\n", " 0,\n", " fig.canvas.width / fig.ratio,\n", " fig.canvas.height / fig.ratio\n", " );\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", " fig.rubberband_canvas.style.cursor = msg['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.handle_history_buttons = function (fig, msg) {\n", " for (var key in msg) {\n", " if (!(key in fig.buttons)) {\n", " continue;\n", " }\n", " fig.buttons[key].disabled = !msg[key];\n", " fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n", " }\n", "};\n", "\n", "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n", " if (msg['mode'] === 'PAN') {\n", " fig.buttons['Pan'].classList.add('active');\n", " fig.buttons['Zoom'].classList.remove('active');\n", " } else if (msg['mode'] === 'ZOOM') {\n", " fig.buttons['Pan'].classList.remove('active');\n", " fig.buttons['Zoom'].classList.add('active');\n", " } else {\n", " fig.buttons['Pan'].classList.remove('active');\n", " fig.buttons['Zoom'].classList.remove('active');\n", " }\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", " var img = evt.data;\n", " if (img.type !== 'image/png') {\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", " img.type = 'image/png';\n", " }\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", "\n", " fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n", " img\n", " );\n", " fig.updated_canvas_event();\n", " fig.waiting = false;\n", " return;\n", " } else if (\n", " typeof evt.data === 'string' &&\n", " evt.data.slice(0, 21) === 'data:image/png;base64'\n", " ) {\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(\n", " \"No handler for the '\" + msg_type + \"' message type: \",\n", " msg\n", " );\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(\n", " \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n", " e,\n", " e.stack,\n", " msg\n", " );\n", " }\n", " }\n", " };\n", "};\n", "\n", "// from https://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", " }\n", " if (e.target) {\n", " targ = e.target;\n", " } else if (e.srcElement) {\n", " targ = e.srcElement;\n", " }\n", " if (targ.nodeType === 3) {\n", " // defeat Safari bug\n", " targ = targ.parentNode;\n", " }\n", "\n", " // pageX,Y are the mouse positions relative to the document\n", " var boundingRect = targ.getBoundingClientRect();\n", " var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n", " var y = e.pageY - (boundingRect.top + document.body.scrollTop);\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", " * https://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", " }\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", " this.canvas.focus();\n", " this.canvas_div.focus();\n", " }\n", "\n", " var x = canvas_pos.x * this.ratio;\n", " var y = canvas_pos.y * this.ratio;\n", "\n", " this.send_message(name, {\n", " x: x,\n", " y: y,\n", " button: event.button,\n", " step: event.step,\n", " guiEvent: simpleKeys(event),\n", " });\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", " // Prevent repeat events\n", " if (name === 'key_press') {\n", " if (event.key === this._key) {\n", " return;\n", " } else {\n", " this._key = event.key;\n", " }\n", " }\n", " if (name === 'key_release') {\n", " this._key = null;\n", " }\n", "\n", " var value = '';\n", " if (event.ctrlKey && event.key !== 'Control') {\n", " value += 'ctrl+';\n", " }\n", " else if (event.altKey && event.key !== 'Alt') {\n", " value += 'alt+';\n", " }\n", " else if (event.shiftKey && event.key !== 'Shift') {\n", " value += 'shift+';\n", " }\n", "\n", " value += 'k' + event.key;\n", "\n", " this._key_event_extra(event, name);\n", "\n", " this.send_message(name, { key: value, 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", "\n", "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n", "// prettier-ignore\n", "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\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\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n", "\n", "mpl.extensions = [\"eps\", \"jpeg\", \"pgf\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n", "\n", "mpl.default_extension = \"png\";/* global mpl */\n", "\n", "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.binaryType = comm.kernel.ws.binaryType;\n", " ws.readyState = comm.kernel.ws.readyState;\n", " function updateReadyState(_event) {\n", " if (comm.kernel.ws) {\n", " ws.readyState = comm.kernel.ws.readyState;\n", " } else {\n", " ws.readyState = 3; // Closed state.\n", " }\n", " }\n", " comm.kernel.ws.addEventListener('open', updateReadyState);\n", " comm.kernel.ws.addEventListener('close', updateReadyState);\n", " comm.kernel.ws.addEventListener('error', updateReadyState);\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", " var data = msg['content']['data'];\n", " if (data['blob'] !== undefined) {\n", " data = {\n", " data: new Blob(msg['buffers'], { type: data['blob'] }),\n", " };\n", " }\n", " // Pass the mpl event to the overridden (by mpl) onmessage function.\n", " ws.onmessage(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 = document.getElementById(id);\n", " var ws_proxy = comm_websocket_adapter(comm);\n", "\n", " function ondownload(figure, _format) {\n", " window.open(figure.canvas.toDataURL());\n", " }\n", "\n", " var fig = new mpl.figure(id, ws_proxy, ondownload, element);\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;\n", " fig.cell_info = mpl.find_output_cell(\"
\");\n", " if (!fig.cell_info) {\n", " console.error('Failed to find cell for figure', id, fig);\n", " return;\n", " }\n", " fig.cell_info[0].output_area.element.on(\n", " 'cleared',\n", " { fig: fig },\n", " fig._remove_fig_handler\n", " );\n", "};\n", "\n", "mpl.figure.prototype.handle_close = function (fig, msg) {\n", " var width = fig.canvas.width / fig.ratio;\n", " fig.cell_info[0].output_area.element.off(\n", " 'cleared',\n", " fig._remove_fig_handler\n", " );\n", " fig.resizeObserverInstance.unobserve(fig.canvas_div);\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.innerHTML =\n", " '';\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 / this.ratio;\n", " var dataURL = this.canvas.toDataURL();\n", " this.cell_info[1]['text/html'] =\n", " '';\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 () {\n", " fig.push_to_output();\n", " }, 1000);\n", "};\n", "\n", "mpl.figure.prototype._init_toolbar = function () {\n", " var fig = this;\n", "\n", " var toolbar = document.createElement('div');\n", " toolbar.classList = 'btn-toolbar';\n", " this.root.appendChild(toolbar);\n", "\n", " function on_click_closure(name) {\n", " return function (_event) {\n", " return fig.toolbar_button_onclick(name);\n", " };\n", " }\n", "\n", " function on_mouseover_closure(tooltip) {\n", " return function (event) {\n", " if (!event.currentTarget.disabled) {\n", " return fig.toolbar_button_onmouseover(tooltip);\n", " }\n", " };\n", " }\n", "\n", " fig.buttons = {};\n", " var buttonGroup = document.createElement('div');\n", " buttonGroup.classList = 'btn-group';\n", " var button;\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", " /* Instead of a spacer, we start a new button group. */\n", " if (buttonGroup.hasChildNodes()) {\n", " toolbar.appendChild(buttonGroup);\n", " }\n", " buttonGroup = document.createElement('div');\n", " buttonGroup.classList = 'btn-group';\n", " continue;\n", " }\n", "\n", " button = fig.buttons[name] = document.createElement('button');\n", " button.classList = 'btn btn-default';\n", " button.href = '#';\n", " button.title = name;\n", " button.innerHTML = '';\n", " button.addEventListener('click', on_click_closure(method_name));\n", " button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n", " buttonGroup.appendChild(button);\n", " }\n", "\n", " if (buttonGroup.hasChildNodes()) {\n", " toolbar.appendChild(buttonGroup);\n", " }\n", "\n", " // Add the status bar.\n", " var status_bar = document.createElement('span');\n", " status_bar.classList = 'mpl-message pull-right';\n", " toolbar.appendChild(status_bar);\n", " this.message = status_bar;\n", "\n", " // Add the close button to the window.\n", " var buttongrp = document.createElement('div');\n", " buttongrp.classList = 'btn-group inline pull-right';\n", " button = document.createElement('button');\n", " button.classList = 'btn btn-mini btn-primary';\n", " button.href = '#';\n", " button.title = 'Stop Interaction';\n", " button.innerHTML = '';\n", " button.addEventListener('click', function (_evt) {\n", " fig.handle_close(fig, {});\n", " });\n", " button.addEventListener(\n", " 'mouseover',\n", " on_mouseover_closure('Stop Interaction')\n", " );\n", " buttongrp.appendChild(button);\n", " var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n", " titlebar.insertBefore(buttongrp, titlebar.firstChild);\n", "};\n", "\n", "mpl.figure.prototype._remove_fig_handler = function (event) {\n", " var fig = event.data.fig;\n", " if (event.target !== this) {\n", " // Ignore bubbled events from children.\n", " return;\n", " }\n", " fig.close_ws(fig, {});\n", "};\n", "\n", "mpl.figure.prototype._root_extra_style = function (el) {\n", " el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n", "};\n", "\n", "mpl.figure.prototype._canvas_extra_style = function (el) {\n", " // this is important to make the div 'focusable\n", " el.setAttribute('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", " } else {\n", " // location in version 2\n", " IPython.keyboard_manager.register_events(el);\n", " }\n", "};\n", "\n", "mpl.figure.prototype._key_event_extra = function (event, _name) {\n", " // Check for shift+enter\n", " if (event.shiftKey && event.which === 13) {\n", " this.canvas_div.blur();\n", " // select the cell after this one\n", " var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n", " IPython.notebook.select(index + 1);\n", " }\n", "};\n", "\n", "mpl.figure.prototype.handle_save = function (fig, _msg) {\n", " fig.ondownload(fig, null);\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(\n", " 'matplotlib',\n", " mpl.mpl_figure_comm\n", " );\n", "}\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "execution_count": 196, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fig, axs = plt.subplots(nrows=1, ncols=1,figsize = (7.5,7.5))\n", "\n", "ymax = np.max(nc_regrid[\"KppIntCounts\"].values)\n", "ymin = 0\n", "\n", "subtitles = [\"\"]\n", "axs.scatter(np.ndarray.flatten(nc_regrid[\"Met_SUNCOSmid\"].values[0:,:,:]),\n", " np.ndarray.flatten(np.sum(nc_regrid[\"KppIntCounts\"].values[0:,:,:,:],axis=1)), \n", " s = 0.04, label = \"No P/L\")" ] }, { "cell_type": "code", "execution_count": 24, "id": "21d57deb", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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<xarray.DataArray 'KppIntCounts' ()>\n",
       "array(65.75107, dtype=float32)\n",
       "Coordinates:\n",
       "    time     datetime64[ns] 2019-07-02T16:30:00\n",
       "    lon      float64 20.0\n",
       "    lat      float64 -8.0\n",
       "    lev      float64 72.0\n",
       "Attributes:\n",
       "    standard_name:   Number of calls to KPP integrator\n",
       "    long_name:       Number of calls to KPP integrator\n",
       "    units:           count\n",
       "    fmissing_value:  1000000000000000.0\n",
       "    regrid_method:   bilinear\n",
       "    vmax:            1000000000000000.0\n",
       "    vmin:            -1000000000000000.0
" ], "text/plain": [ "\n", "array(65.75107, dtype=float32)\n", "Coordinates:\n", " time datetime64[ns] 2019-07-02T16:30:00\n", " lon float64 20.0\n", " lat float64 -8.0\n", " lev float64 72.0\n", "Attributes:\n", " standard_name: Number of calls to KPP integrator\n", " long_name: Number of calls to KPP integrator\n", " units: count\n", " fmissing_value: 1000000000000000.0\n", " regrid_method: bilinear\n", " vmax: 1000000000000000.0\n", " vmin: -1000000000000000.0" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "maxloc = np.argmax(nc_regrid[\"KppIntCounts\"].values[2:,30:,:,:])\n", "maxloc= np.unravel_index(maxloc, nc_regrid[\"KppIntCounts\"].shape)\n", "nc_regrid[\"KppIntCounts\"][maxloc]" ] }, { "cell_type": "code", "execution_count": 23, "id": "5f222a40", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(77, 71, 82, 200)" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "maxloc" ] }, { "cell_type": "code", "execution_count": null, "id": "e4e90e61", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.9.9" } }, "nbformat": 4, "nbformat_minor": 5 }