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+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "id": "32432818",
+ "metadata": {},
+ "source": [
+ "# SMOS-derived Antarctic thin sea-ice thickness from 2010 to 2020: data description and validation in the Weddell Sea\n",
+ "\n",
+ "This is the main notebook that generates figures and statistics used in the ESSD paper with the same title.\n",
+ "\n",
+ "\n",
+ "## SMOS data\n",
+ "\n",
+ "Tian-Kunze, Xiangshan; Kaleschke, Lars (2021): SMOS-derived sea ice thickness in the Antarctic from 2010 to 2020. PANGAEA, https://doi.org/10.1594/PANGAEA.934732\n",
+ "\n",
+ "\n",
+ "As a first step the notebook entitled **SMOS sea ice thickness monthly mean and climatology** has to be used to generate monthly means and the climatology from the daily product.\n",
+ "\n",
+ "\n",
+ "## Validation data\n",
+ "\n",
+ "Three main datasets are used\n",
+ "\n",
+ " * Helicopter-based EM Bird (HEM) data¶\n",
+ " * Surface and Under-Ice Trawl (SUIT)\n",
+ " * Upward-Looking Sonars (ULS)\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 86,
+ "id": "718fd223",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Directory for daily product (data source)\n",
+ "smos_datadir ='/isibhv/projects/siral/product/smos/SMOS_v620_L3C_Sea_v3/south/'\n",
+ "# Directory for program output\n",
+ "smos_monthly ='repo_data/SMOS_monthly/'\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "7102d92a",
+ "metadata": {},
+ "source": [
+ "## Helicopter-based EM Bird (HEM) data\n",
+ "\n",
+ "HEM data have been submitted to Pangaea but the reference is not yet available. Therefore, the HEM data are included in this repository."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 81,
+ "id": "5a5c52c4",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Ant_HEM_2013-06-19_1343_sit.nc\tHEM_Ant29_20130619T134315_20130619T134258.nc\r\n",
+ "Ant_HEM_2013-06-20_1405_sit.nc\tHEM_Ant29_20130620T140530_20130620T132327.nc\r\n",
+ "Ant_HEM_2013-06-21_1145_sit.nc\tHEM_Ant29_20130621T114536_20130621T114519.nc\r\n",
+ "Ant_HEM_2013-07-07_1221_sit.nc\tHEM_Ant29_20130707T122107_20130707T122051.nc\r\n"
+ ]
+ }
+ ],
+ "source": [
+ "# This directory contains the HEM data, profiles and gridded.\n",
+ "grdvaldir='repo_data/HEM'\n",
+ "valdir='repo_data/HEM'\n",
+ "#!ls $grdvaldir\n",
+ "!ls $valdir"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 80,
+ "id": "c27b6af0",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#!gzip repo_data/HEM/*.nc\n",
+ "!gunzip repo_data/HEM/*.gz"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "50a679c0",
+ "metadata": {},
+ "source": [
+ "## SMOS grid definitions\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "id": "712e8b75",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/isibhv/projects/SMOS_ESL/isibhv_miniconda3/envs/jupyterlab/lib/python3.9/site-packages/pyproj/crs/crs.py:131: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
+ " in_crs_string = _prepare_from_proj_string(in_crs_string)\n"
+ ]
+ }
+ ],
+ "source": [
+ "%matplotlib notebook\n",
+ "from pylab import *\n",
+ "from mpl_toolkits.basemap import Basemap\n",
+ "from matplotlib.colors import LinearSegmentedColormap,ListedColormap,Normalize \n",
+ "import cmocean\n",
+ "import pandas as pd\n",
+ "import xarray as xr\n",
+ "import glob\n",
+ "import os.path\n",
+ "import pyproj\n",
+ "\n",
+ "pol=pyproj.Proj(\"+init=EPSG:3412\") # NSIDC Polar Stereographic South\n",
+ "\n",
+ "def mapxy(x,y):\n",
+ " lon,lat=pol(x*1000,y*1000, inverse=True)\n",
+ " return lat,lon\n",
+ "\n",
+ "def mapll(lat,lon):\n",
+ " x,y=pol(lon,lat, inverse=False)\n",
+ " return x,y\n",
+ "\n",
+ "def def_grids():\n",
+ " grids={}\n",
+ " grids.update({'Arc': [1,3750.0,5850.0,-3850.0,-5350.0]})\n",
+ " grids.update({'Ant': [-1,3950.0,4350.0,-3950.0,-3950.0]})\n",
+ " return grids\n",
+ " \n",
+ "\n",
+ "hemis='Ant'\n",
+ "grids=def_grids()\n",
+ "cs=12.5\n",
+ "sgn,cds= grids[hemis][0],grids[hemis][1:5]\n",
+ "X0,Y0,X2,Y2=cds[0],cds[1],cds[2],cds[3]\n",
+ "x0,y0,x2,y2=cds[0],cds[1],cds[2],cds[3]\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "3f57b058",
+ "metadata": {},
+ "source": [
+ "### SMOS climatological monthly mean and interannual standard deviation"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "id": "acca6c4f",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "/isibhv/projects/siral/product/smos/SMOS_v620_L3C_Sea_v3/south/monthly/climatology_SMOS_Icethickness_v3.2_south_04.nc\n",
+ "/isibhv/projects/siral/product/smos/SMOS_v620_L3C_Sea_v3/south/monthly/climatology_SMOS_Icethickness_v3.2_south_05.nc\n",
+ "/isibhv/projects/siral/product/smos/SMOS_v620_L3C_Sea_v3/south/monthly/climatology_SMOS_Icethickness_v3.2_south_06.nc\n",
+ "/isibhv/projects/siral/product/smos/SMOS_v620_L3C_Sea_v3/south/monthly/climatology_SMOS_Icethickness_v3.2_south_07.nc\n",
+ "/isibhv/projects/siral/product/smos/SMOS_v620_L3C_Sea_v3/south/monthly/climatology_SMOS_Icethickness_v3.2_south_08.nc\n",
+ "/isibhv/projects/siral/product/smos/SMOS_v620_L3C_Sea_v3/south/monthly/climatology_SMOS_Icethickness_v3.2_south_09.nc\n",
+ "/isibhv/projects/siral/product/smos/SMOS_v620_L3C_Sea_v3/south/monthly/climatology_SMOS_Icethickness_v3.2_south_10.nc\n"
+ ]
+ }
+ ],
+ "source": [
+ "smos_months=['04','05','06','07','08','09','10']\n",
+ "sy,sx=(664, 632)\n",
+ "SIT=zeros((sy,sx,7))\n",
+ "\n",
+ "fdir='/isibhv/projects/siral/product/smos/SMOS_v620_L3C_Sea_v3/south/monthly/'\n",
+ "#fdir='/isibhv/projects/siral/product/smos/SMOS_v724_L3C_Sea_v3.3/south/monthly/'\n",
+ "\n",
+ "for i,month in enumerate(smos_months):\n",
+ " smos_fn=fdir+'climatology_SMOS_Icethickness_v3.2_south_'+month+'.nc'\n",
+ " #smos_fn=fdir+'monthly_SMOS_Icethickness_v3.2_south_2010'+month+'.nc'\n",
+ " print(smos_fn)\n",
+ " sit=xr.open_dataarray(smos_fn)\n",
+ " SIT[:,:,i]=sit\n",
+ "SIT=ma.masked_invalid(SIT)\n",
+ "sitm=SIT.mean(axis=2)\n",
+ "\n",
+ "# Interannual variability (std)\n",
+ "smos_months=['04','05','06','07','08','09','10']\n",
+ "sy,sx=(664, 632)\n",
+ "SITs=zeros((sy,sx,7))\n",
+ "\n",
+ "fdir='/isibhv/projects/siral/product/smos/SMOS_v620_L3C_Sea_v3/south/monthly/'\n",
+ "#fdir='/isibhv/projects/siral/product/smos/SMOS_v724_L3C_Sea_v3.3/south/monthly/'\n",
+ "\n",
+ "for i,month in enumerate(smos_months):\n",
+ " smos_fn=fdir+'climatology_SMOS_Icethickness_v3.2_south_'+month+'.nc'\n",
+ " #smos_fn=fdir+'monthly_SMOS_Icethickness_v3.2_south_2010'+month+'.nc'\n",
+ " flistpat=fdir+'monthly_SMOS_Icethickness_v3.2_south_20??'+month+'.nc'\n",
+ " flist=!ls $flistpat\n",
+ " \n",
+ " nry=len(flist) # number years\n",
+ " SITsy=zeros((sy,sx,nry))\n",
+ " for j,smos_fn in enumerate(flist):\n",
+ " #print(j,smos_fn)\n",
+ " sit=xr.open_dataarray(smos_fn)\n",
+ " SITsy[:,:,j]=sit\n",
+ " SITsy=ma.masked_invalid(SITsy)\n",
+ " sits=SITsy.std(axis=2)\n",
+ " SITs[:,:,i]=sits\n",
+ " "
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "37887b6b",
+ "metadata": {},
+ "source": [
+ "## ULS Data \n",
+ "\n",
+ "### References\n",
+ "\n",
+ "Behrendt, A., Dierking, W., Fahrbach, E., and Witte, H.: Sea ice draft in the Weddell Sea, measured by upward looking sonars, Earth Syst. Sci. Data, 5, 209–226, https://doi.org/10.5194/essd-5-209-2013, 2013.\n",
+ "\n",
+ "Behrendt, A., W. Dierking, and H. Witte(2015), Thermodynamic sea ice growthin the central Weddell Sea, observed inupward-looking sonar data,J. Geophys.Res. Oceans,120, 2270–2286,doi:10.1002/2014JC010408\n",
+ "\n",
+ "The sea ice thickness in the Atlantic sector of the Southern Ocean, PhD thesis Axel Behrendt, 2013\n",
+ "http://wwwdb.dbod.de/login?url=https://d-nb.info/1072077566/34\n",
+ "\n",
+ "Harms, S., Fahrbach, E., & Strass, V. H. (2001). Sea ice transports in the Weddell Sea. Journal of Geophysical Research: Oceans, 106(C5), 9057-9073.\n",
+ "\n",
+ "Behrendt, Axel; Dierking, Wolfgang; Fahrbach, Eberhard; Witte, Hannelore (2013): Sea ice draft measured by upward looking sonars in the Weddell Sea (Antarctica). PANGAEA, https://doi.org/10.1594/PANGAEA.785565, Supplement to: Behrendt, A et al. (2013): Sea ice draft in the Weddell Sea, measured by upward looking sonars. Earth System Science Data, 5(1), 209-226, https://doi.org/10.5194/essd-5-209-2013\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "id": "e6b5bd4c",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "AWI206-4_sea-ice_draft.tab AWI229-6_sea-ice_draft.tab\r\n",
+ "AWI206-6_sea-ice_draft.tab AWI229-8_sea-ice_draft.tab\r\n",
+ "AWI207-2_sea-ice_draft.tab AWI230-2_sea-ice_draft.tab\r\n",
+ "AWI207-4_sea-ice_draft.tab AWI230-3_sea-ice_draft.tab\r\n",
+ "AWI207-6_sea-ice_draft.tab AWI231-1_sea-ice_draft.tab\r\n",
+ "AWI207-7_sea-ice_draft.tab AWI231-2_sea-ice_draft.tab\r\n",
+ "AWI208-3_sea-ice_draft.tab AWI231-3_sea-ice_draft.tab\r\n",
+ "AWI208-5_sea-ice_draft.tab AWI231-4_sea-ice_draft.tab\r\n",
+ "AWI209-3_sea-ice_draft.tab AWI231-6_sea-ice_draft.tab\r\n",
+ "AWI210-2_sea-ice_draft.tab AWI231-7_sea-ice_draft.tab\r\n",
+ "AWI212-2_sea-ice_draft.tab AWI232-1_sea-ice_draft.tab\r\n",
+ "AWI217_sea-ice_draft.tab AWI232-4_sea-ice_draft.tab\r\n",
+ "AWI227-3_sea-ice_draft.tab AWI232-5_sea-ice_draft.tab\r\n",
+ "AWI227-4_sea-ice_draft.tab AWI232-6_sea-ice_draft.tab\r\n",
+ "AWI227-6_sea-ice_draft.tab AWI232-8_sea-ice_draft.tab\r\n",
+ "AWI229-1_sea-ice_draft.tab AWI232-9_sea-ice_draft.tab\r\n",
+ "AWI229-2_sea-ice_draft.tab AWI233-2_sea-ice_draft.tab\r\n",
+ "AWI229-3_sea-ice_draft.tab AWI233-6_sea-ice_draft.tab\r\n",
+ "AWI229-4_sea-ice_draft.tab summary.txt\r\n",
+ "AWI229-5_sea-ice_draft.tab\r\n"
+ ]
+ }
+ ],
+ "source": [
+ "# Download data from Pangaea https://doi.org/10.5194/essd-5-209-2013 \n",
+ "# and store in the directory ULS_dir\n",
+ "ULS_dir=\"repo_data/ULS_Ant_Behrendt_2013/\"\n",
+ "!ls $ULS_dir"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "2a8102d4",
+ "metadata": {},
+ "source": [
+ "### Functions to read in ULS data"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "id": "9334555e",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Unique ULS data positions ['AWI206' 'AWI207' 'AWI208' 'AWI209' 'AWI210' 'AWI212' 'AWI217' 'AWI227'\n",
+ " 'AWI229' 'AWI230' 'AWI231' 'AWI232' 'AWI233']\n"
+ ]
+ }
+ ],
+ "source": [
+ "from pylab import *\n",
+ "import pandas as pd\n",
+ "import xarray as xr\n",
+ "import glob\n",
+ "import os.path\n",
+ "\n",
+ "def ts_fillnan(ts):\n",
+ " dr=pd.date_range(ts.index[0],ts.index[-1])\n",
+ " ind=pd.Series(data=ones(len(dr)),index=dr)\n",
+ " ind[:]=nan\n",
+ " ind[ts.index]=ts[ts.index]\n",
+ " return ind\n",
+ "\n",
+ "def headerlenght(fn):\n",
+ " fid=open(fn)\n",
+ " for l in range(40):\n",
+ " line=fid.readline()\n",
+ " if \"*/\" in line:\n",
+ " return(l+1)\n",
+ "\n",
+ "def latlon_fromheader(fn):\n",
+ " fid=open(fn)\n",
+ " for l in range(40):\n",
+ " line=fid.readline()\n",
+ " if \"Coverage:\" in line:\n",
+ " lat,lon=line.replace('\\n','').split('LATITUDE: ')[1].split('* LONGITUDE:')\n",
+ " lat,lon=float(lat),float(lon)\n",
+ " return(lat,lon)\n",
+ " \n",
+ "fl=!ls $ULS_dir/*.tab\n",
+ "\n",
+ "L=[]\n",
+ "for fn in fl:\n",
+ " awi_id=os.path.basename(fn)[0:6]\n",
+ " L.append(awi_id)\n",
+ "\n",
+ "awi_ids=unique(array(L))\n",
+ "print('Unique ULS data positions', awi_ids)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "05037629",
+ "metadata": {},
+ "source": [
+ "### Read ULS data and calculate monthly means"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 82,
+ "id": "58aef07b",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "repo_data/ULS_Ant_Behrendt_2013/AWI206-4_sea-ice_draft.tab\n",
+ "--> Selected parameter: Draft [m] (zero line correction, Calculated)\n",
+ "repo_data/ULS_Ant_Behrendt_2013/AWI206-6_sea-ice_draft.tab\n",
+ "--> Selected parameter: Draft [m] (zero line correction, Calculated)\n",
+ "Calculating daily averages AWI206-4\n",
+ "Calculating daily averages AWI206-6\n",
+ "Finished AWI206\n",
+ "repo_data/ULS_Ant_Behrendt_2013/AWI207-2_sea-ice_draft.tab\n",
+ "--> Selected parameter: Draft [m] (model correction, Calculated)\n",
+ "repo_data/ULS_Ant_Behrendt_2013/AWI207-4_sea-ice_draft.tab\n",
+ "--> Selected parameter: Draft [m] (model correction, Calculated)\n",
+ "repo_data/ULS_Ant_Behrendt_2013/AWI207-6_sea-ice_draft.tab\n",
+ "--> Selected parameter: Draft [m] (model correction, Calculated)\n",
+ "repo_data/ULS_Ant_Behrendt_2013/AWI207-7_sea-ice_draft.tab\n",
+ "--> Selected parameter: Draft [m] (model correction, Calculated)\n",
+ "Calculating daily averages AWI207-2\n",
+ "Calculating daily averages AWI207-4\n",
+ "Calculating daily averages AWI207-6\n",
+ "Calculating daily averages AWI207-7\n",
+ "Finished AWI207\n",
+ "repo_data/ULS_Ant_Behrendt_2013/AWI208-3_sea-ice_draft.tab\n",
+ "--> Selected parameter: Draft [m] (model correction, Calculated)\n",
+ "repo_data/ULS_Ant_Behrendt_2013/AWI208-5_sea-ice_draft.tab\n",
+ "--> Selected parameter: Draft [m] (model correction, Calculated)\n",
+ "Calculating daily averages AWI208-3\n",
+ "Calculating daily averages AWI208-5\n",
+ "Finished AWI208\n",
+ "repo_data/ULS_Ant_Behrendt_2013/AWI209-3_sea-ice_draft.tab\n",
+ "--> Selected parameter: Draft [m] (model correction, Calculated)\n",
+ "Calculating daily averages AWI209-3\n",
+ "Finished AWI209\n",
+ "repo_data/ULS_Ant_Behrendt_2013/AWI210-2_sea-ice_draft.tab\n",
+ "--> Selected parameter: Draft [m] (model correction, Calculated)\n",
+ "Calculating daily averages AWI210-2\n",
+ "Finished AWI210\n",
+ "repo_data/ULS_Ant_Behrendt_2013/AWI212-2_sea-ice_draft.tab\n",
+ "--> Selected parameter: Draft [m] (model correction, Calculated)\n",
+ "Calculating daily averages AWI212-2\n",
+ "Finished AWI212\n",
+ "repo_data/ULS_Ant_Behrendt_2013/AWI217_sea-ice_draft.tab\n",
+ "--> Selected parameter: Draft [m] (model correction, Calculated)\n",
+ "Calculating daily averages AWI217_s\n",
+ "Finished AWI217\n",
+ "repo_data/ULS_Ant_Behrendt_2013/AWI227-3_sea-ice_draft.tab\n",
+ "--> Selected parameter: Draft [m] (zero line correction, Calculated)\n",
+ "repo_data/ULS_Ant_Behrendt_2013/AWI227-4_sea-ice_draft.tab\n",
+ "--> Selected parameter: Draft [m] (model correction, Calculated)\n",
+ "repo_data/ULS_Ant_Behrendt_2013/AWI227-6_sea-ice_draft.tab\n",
+ "--> Selected parameter: Draft [m] (model correction, Calculated)\n",
+ "Calculating daily averages AWI227-3\n",
+ "Calculating daily averages AWI227-4\n",
+ "Calculating daily averages AWI227-6\n",
+ "Finished AWI227\n",
+ "repo_data/ULS_Ant_Behrendt_2013/AWI229-1_sea-ice_draft.tab\n",
+ "--> Selected parameter: Draft [m] (zero line correction, Calculated)\n",
+ "repo_data/ULS_Ant_Behrendt_2013/AWI229-2_sea-ice_draft.tab\n",
+ "--> Selected parameter: Draft [m] (zero line correction, Calculated)\n",
+ "repo_data/ULS_Ant_Behrendt_2013/AWI229-3_sea-ice_draft.tab\n",
+ "--> Selected parameter: Draft [m] (zero line correction, Calculated)\n",
+ "repo_data/ULS_Ant_Behrendt_2013/AWI229-4_sea-ice_draft.tab\n",
+ "--> Selected parameter: Draft [m] (zero line correction, Calculated)\n",
+ "repo_data/ULS_Ant_Behrendt_2013/AWI229-5_sea-ice_draft.tab\n",
+ "--> Selected parameter: Draft [m] (zero line correction, Calculated)\n",
+ "repo_data/ULS_Ant_Behrendt_2013/AWI229-6_sea-ice_draft.tab\n",
+ "--> Selected parameter: Draft [m] (zero line correction, Calculated)\n",
+ "repo_data/ULS_Ant_Behrendt_2013/AWI229-8_sea-ice_draft.tab\n",
+ "--> Selected parameter: Draft [m] (zero line correction, Calculated)\n",
+ "Calculating daily averages AWI229-1\n",
+ "Calculating daily averages AWI229-2\n",
+ "Calculating daily averages AWI229-3\n",
+ "Calculating daily averages AWI229-4\n",
+ "Calculating daily averages AWI229-5\n",
+ "Calculating daily averages AWI229-6\n",
+ "Calculating daily averages AWI229-8\n",
+ "Finished AWI229\n",
+ "repo_data/ULS_Ant_Behrendt_2013/AWI230-2_sea-ice_draft.tab\n",
+ "--> Selected parameter: Draft [m] (zero line correction, Calculated)\n",
+ "repo_data/ULS_Ant_Behrendt_2013/AWI230-3_sea-ice_draft.tab\n",
+ "--> Selected parameter: Draft [m] (model correction, Calculated)\n",
+ "Calculating daily averages AWI230-2\n",
+ "Calculating daily averages AWI230-3\n",
+ "Finished AWI230\n",
+ "repo_data/ULS_Ant_Behrendt_2013/AWI231-1_sea-ice_draft.tab\n",
+ "--> Selected parameter: Draft [m] (model correction, Calculated)\n",
+ "repo_data/ULS_Ant_Behrendt_2013/AWI231-2_sea-ice_draft.tab\n",
+ "--> Selected parameter: Draft [m] (model correction, Calculated)\n",
+ "repo_data/ULS_Ant_Behrendt_2013/AWI231-3_sea-ice_draft.tab\n",
+ "--> Selected parameter: Draft [m] (model correction, Calculated)\n",
+ "repo_data/ULS_Ant_Behrendt_2013/AWI231-4_sea-ice_draft.tab\n",
+ "--> Selected parameter: Draft [m] (model correction, Calculated)\n",
+ "repo_data/ULS_Ant_Behrendt_2013/AWI231-6_sea-ice_draft.tab\n",
+ "--> Selected parameter: Draft [m] (model correction, Calculated)\n",
+ "repo_data/ULS_Ant_Behrendt_2013/AWI231-7_sea-ice_draft.tab\n",
+ "--> Selected parameter: Draft [m] (model correction, Calculated)\n",
+ "Calculating daily averages AWI231-1\n",
+ "Calculating daily averages AWI231-2\n",
+ "Calculating daily averages AWI231-3\n",
+ "Calculating daily averages AWI231-4\n",
+ "Calculating daily averages AWI231-6\n",
+ "Calculating daily averages AWI231-7\n",
+ "Finished AWI231\n",
+ "repo_data/ULS_Ant_Behrendt_2013/AWI232-1_sea-ice_draft.tab\n",
+ "--> Selected parameter: Draft [m] (model correction, Calculated)\n",
+ "repo_data/ULS_Ant_Behrendt_2013/AWI232-4_sea-ice_draft.tab\n",
+ "--> Selected parameter: Draft [m] (model correction, Calculated)\n",
+ "repo_data/ULS_Ant_Behrendt_2013/AWI232-5_sea-ice_draft.tab\n",
+ "--> Selected parameter: Draft [m] (model correction, Calculated)\n",
+ "repo_data/ULS_Ant_Behrendt_2013/AWI232-6_sea-ice_draft.tab\n",
+ "--> Selected parameter: Draft [m] (model correction, Calculated)\n",
+ "repo_data/ULS_Ant_Behrendt_2013/AWI232-8_sea-ice_draft.tab\n",
+ "--> Selected parameter: Draft [m] (model correction, Calculated)\n",
+ "repo_data/ULS_Ant_Behrendt_2013/AWI232-9_sea-ice_draft.tab\n",
+ "--> Selected parameter: Draft [m] (model correction, Calculated)\n",
+ "Calculating daily averages AWI232-1\n",
+ "Calculating daily averages AWI232-4\n",
+ "Calculating daily averages AWI232-5\n",
+ "Calculating daily averages AWI232-6\n",
+ "Calculating daily averages AWI232-8\n",
+ "Calculating daily averages AWI232-9\n",
+ "Finished AWI232\n",
+ "repo_data/ULS_Ant_Behrendt_2013/AWI233-2_sea-ice_draft.tab\n",
+ "--> Selected parameter: Draft [m] (model correction, Calculated)\n",
+ "repo_data/ULS_Ant_Behrendt_2013/AWI233-6_sea-ice_draft.tab\n",
+ "--> Selected parameter: Draft [m] (model correction, Calculated)\n",
+ "Calculating daily averages AWI233-2\n",
+ "Calculating daily averages AWI233-6\n",
+ "Finished AWI233\n"
+ ]
+ }
+ ],
+ "source": [
+ "ULS_Dict_daily={}\n",
+ "ULS_Dict_monthly={}\n",
+ "ULS_latlon={}\n",
+ "\n",
+ "for uls_id in awi_ids:\n",
+ " fl=glob.glob(ULS_dir+uls_id+'*.tab')\n",
+ " fl.sort()\n",
+ " ULS_dict={}\n",
+ " for fn in fl:\n",
+ " print(fn)\n",
+ " ULS_name=os.path.basename(fn)[0:8]\n",
+ " skiprows=headerlenght(fn)\n",
+ " ULS_latlon[ULS_name[0:6]]=latlon_fromheader(fn)\n",
+ " uls=pd.read_csv(fn,sep='\\t',skiprows=skiprows)\n",
+ " #print(ULS_name,uls.keys())\n",
+ " for k in uls.keys():\n",
+ " if 'Draft' in k:\n",
+ " if 'model' in k:\n",
+ " draft_param=k\n",
+ " else:\n",
+ " if 'zero line' in k:\n",
+ " draft_param=k\n",
+ " print('--> Selected parameter:',draft_param)\n",
+ " draft=array(uls[draft_param].values).astype(float)\n",
+ " index=pd.to_datetime(uls['Date/Time'])\n",
+ " index.name='Date'\n",
+ " ULS_dict[ULS_name]=pd.Series(data=draft,index=index)\n",
+ " ULS_1d={}\n",
+ " for ULS_name in ULS_dict:\n",
+ " print('Calculating daily averages', ULS_name)\n",
+ " ULS_1d[ULS_name]=ULS_dict[ULS_name].resample('1d').mean() \n",
+ " L=[]\n",
+ " for uls in ULS_1d:\n",
+ " L.append(ULS_1d[uls])\n",
+ " ts=pd.concat(L)\n",
+ " ts1m=ts.resample('m').mean()\n",
+ " ULS_Dict_monthly[uls_id]=ts1m \n",
+ " print('Finished ',uls_id)\n",
+ "\n",
+ "xa1=xr.Dataset(ULS_Dict_monthly)# Monthly mean\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "95268a3d",
+ "metadata": {},
+ "source": [
+ "### Calculate seasonal cycle - climatological monthly means and interannual standard deviation"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "id": "1572d837",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "ULS_seasonal={}\n",
+ "ULS_seasonal_std={}\n",
+ "\n",
+ "for k in xa1:\n",
+ " ts=xa1[k]\n",
+ " dates=pd.to_datetime(ts.indexes['Date'])\n",
+ " month_index=dates.to_period(freq='M')\n",
+ " df=pd.DataFrame(ts)\n",
+ " df=pd.DataFrame(data=ts.data,index=dates,columns=['Draft'])\n",
+ " #df.index.name='Date'\n",
+ " df['year-month']=month_index\n",
+ " df['month']=month_index.month\n",
+ " seasonal=df.groupby('month').mean()\n",
+ " seasonal_std=df.groupby('month').std()\n",
+ " \n",
+ " ULS_seasonal[k]=seasonal\n",
+ " ULS_seasonal_std[k]=seasonal_std\n",
+ " \n",
+ "xas1=xr.Dataset(ULS_seasonal)\n",
+ "xass1=xr.Dataset(ULS_seasonal_std)\n",
+ "xas2=xr.Dataset(ULS_seasonal,attrs=ULS_latlon) \n",
+ "#xas2.to_netcdf('ULS_draft_monthly_seasonal.nc')\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "2cd221dc",
+ "metadata": {},
+ "source": [
+ "### Select suitable ULS data\n",
+ "\n",
+ "The data have to fulfill following criteria:\n",
+ "\n",
+ " * Range of SMOS sea ice thickness 0 - 1.5 m\n",
+ " * Long time series, at least 3 years of data"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 34,
+ "id": "0e0dc14c",
+ "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 !== 'undefined') {\n",
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+ " } else if (typeof MozWebSocket !== 'undefined') {\n",
+ " return MozWebSocket;\n",
+ " } else {\n",
+ " alert(\n",
+ " '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",
+ "\n",
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+ " if (warnings) {\n",
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+ " warnings.textContent =\n",
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+ " 'Performance may be slow.';\n",
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+ " 'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
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+ " 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",
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+ "\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",
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+ " 1;\n",
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+ " 'canvas'\n",
+ " ));\n",
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+ "\n",
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+ " // that occurs as the element is placed into the DOM, which should\n",
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+ "\n",
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+ "\n",
+ "mpl.figure.prototype._init_toolbar = function () {\n",
+ " var fig = this;\n",
+ "\n",
+ " var toolbar = document.createElement('div');\n",
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+ "\n",
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+ " buttonGroup.classList = 'mpl-button-group';\n",
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+ " if (buttonGroup.hasChildNodes()) {\n",
+ " toolbar.appendChild(buttonGroup);\n",
+ " }\n",
+ " buttonGroup = document.createElement('div');\n",
+ " buttonGroup.classList = 'mpl-button-group';\n",
+ " continue;\n",
+ " }\n",
+ "\n",
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+ " button.classList = 'mpl-widget';\n",
+ " button.setAttribute('role', 'button');\n",
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+ " button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+ "\n",
+ " var icon_img = document.createElement('img');\n",
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+ " 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",
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+ " }\n",
+ "\n",
+ " var fmt_picker = document.createElement('select');\n",
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+ " toolbar.appendChild(fmt_picker);\n",
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+ "\n",
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+ " var option = document.createElement('option');\n",
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+ " option.innerHTML = fmt;\n",
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+ " }\n",
+ "\n",
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+ " 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",
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+ " 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",
+ " var cursor = msg['cursor'];\n",
+ " switch (cursor) {\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.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 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",
+ " }\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",
+ " * 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",
+ " }\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, CTRL fixes aspect\", \"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(\"<div id='\" + id + \"'></div>\");\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",
+ " '<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 / this.ratio;\n",
+ " var dataURL = this.canvas.toDataURL();\n",
+ " this.cell_info[1]['text/html'] =\n",
+ " '<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 () {\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 = '<i class=\"fa ' + image + ' fa-lg\"></i>';\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 = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\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",
+ " var manager = IPython.notebook.keyboard_manager;\n",
+ " if (!manager) {\n",
+ " manager = IPython.keyboard_manager;\n",
+ " }\n",
+ "\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": [
+ "<IPython.core.display.Javascript object>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "text/html": [
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\" width=\"640\">"
+ ],
+ "text/plain": [
+ "<IPython.core.display.HTML object>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "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 !== 'undefined') {\n",
+ " return WebSocket;\n",
+ " } else if (typeof MozWebSocket !== 'undefined') {\n",
+ " return MozWebSocket;\n",
+ " } else {\n",
+ " alert(\n",
+ " '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",
+ "\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_dpi_ratio', { dpi_ratio: fig.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 = 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",
+ " var cursor = msg['cursor'];\n",
+ " switch (cursor) {\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.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 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",
+ " }\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",
+ " * 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",
+ " }\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, CTRL fixes aspect\", \"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(\"<div id='\" + id + \"'></div>\");\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",
+ " '<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 / this.ratio;\n",
+ " var dataURL = this.canvas.toDataURL();\n",
+ " this.cell_info[1]['text/html'] =\n",
+ " '<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 () {\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 = '<i class=\"fa ' + image + ' fa-lg\"></i>';\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 = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\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",
+ " var manager = IPython.notebook.keyboard_manager;\n",
+ " if (!manager) {\n",
+ " manager = IPython.keyboard_manager;\n",
+ " }\n",
+ "\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": [
+ "<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, 1.0, 'Selected ULS with 47+ months of data')"
+ ]
+ },
+ "execution_count": 34,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "for k in xa1:\n",
+ " if xa1[k].max()<1.5:\n",
+ " xa1[k].plot(label=k)\n",
+ "ylabel('Draft [m]')\n",
+ "legend(fontsize=8)\n",
+ "title('ULS < 1.5 m')\n",
+ "\n",
+ "figure()\n",
+ "\n",
+ "#Selected: AWI227, AWI229, AWI231\n",
+ "k='AWI227'\n",
+ "xa1[k].plot(label=k)\n",
+ "k='AWI229'\n",
+ "xa1[k].plot(label=k)\n",
+ "k='AWI231'\n",
+ "xa1[k].plot(label=k)\n",
+ "legend()\n",
+ "title('Selected ULS with 47+ months of data')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "98affb73",
+ "metadata": {},
+ "source": [
+ "### Extract SMOS values at ULS positions"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "08558000",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "SMOS_dict={}\n",
+ "SMOS_dict_s={}\n",
+ "\n",
+ "for k in xas2:\n",
+ " lat,lon=xas2.attrs[k]\n",
+ " ts1=xas2[k]\n",
+ " psxy=mapll(lat,lon)\n",
+ " posxy=(int((psxy[0]/1000-x2)/cs),int((psxy[1]/1000-y2)/cs))\n",
+ " xi,yi=posxy\n",
+ " #SIT_0[yi-1:yi+1,xi-1:xi+1]=-1\n",
+ " #print(k,lat,lon,xi,yi)\n",
+ " L=[nan]*3 # Month 1-3 not available\n",
+ " Ls=[nan]*3\n",
+ " for mi in range(7):\n",
+ " L.append(SIT[yi,xi,mi])\n",
+ " Ls.append(SITs[yi,xi,mi])\n",
+ " \n",
+ " L.append(nan)\n",
+ " L.append(nan) \n",
+ " Ls.append(nan)\n",
+ " Ls.append(nan) \n",
+ " \n",
+ " SMOS_dict[k]=array(L)\n",
+ " SMOS_dict_s[k]=array(Ls)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 30,
+ "id": "32971b21",
+ "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 !== 'undefined') {\n",
+ " return WebSocket;\n",
+ " } else if (typeof MozWebSocket !== 'undefined') {\n",
+ " return MozWebSocket;\n",
+ " } else {\n",
+ " alert(\n",
+ " '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",
+ "\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_dpi_ratio', { dpi_ratio: fig.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 = 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",
+ " var cursor = msg['cursor'];\n",
+ " switch (cursor) {\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.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 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",
+ " }\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",
+ " * 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",
+ " }\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, CTRL fixes aspect\", \"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(\"<div id='\" + id + \"'></div>\");\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",
+ " '<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 / this.ratio;\n",
+ " var dataURL = this.canvas.toDataURL();\n",
+ " this.cell_info[1]['text/html'] =\n",
+ " '<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 () {\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 = '<i class=\"fa ' + image + ' fa-lg\"></i>';\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 = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\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",
+ " var manager = IPython.notebook.keyboard_manager;\n",
+ " if (!manager) {\n",
+ " manager = IPython.keyboard_manager;\n",
+ " }\n",
+ "\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": [
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+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
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\" width=\"640\">"
+ ],
+ "text/plain": [
+ "<IPython.core.display.HTML object>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "AWI227 47\n",
+ "AWI229 129\n",
+ "AWI231 99\n"
+ ]
+ }
+ ],
+ "source": [
+ "selected=['AWI209','AWI227','AWI229','AWI231']\n",
+ "selected=['AWI227','AWI229','AWI231']\n",
+ "symdic={'AWI227':'o','AWI229':'v','AWI231':'^'}\n",
+ "coldic={'AWI227':'b','AWI229':'r','AWI231':'c'}\n",
+ "coldic={'AWI227':'k','AWI229':'k','AWI231':'k'}\n",
+ "\n",
+ "XL=[] # List for mean\n",
+ "YL=[]\n",
+ "XLS=[] # Std \n",
+ "YLS=[]\n",
+ "Lab=[] # Labels\n",
+ "\n",
+ "xx=arange(12)+1\n",
+ "ci=1\n",
+ "for k in selected:\n",
+ " subplot(3,1,ci)\n",
+ " lat,lon=xas2.attrs[k]\n",
+ " mu=float(xas2[k].mean())\n",
+ " mumax=float(xas2[k].max())\n",
+ " nrm=sum(isfinite(array(xa1[k])))\n",
+ " print(k,nrm)\n",
+ " ts1=xas2[k].values[:,0]\n",
+ " ts1=0.028+ts1*1.012\n",
+ " tss1=xass1[k].values[:,0]\n",
+ " fill_between(xx,ts1-tss1,ts1+tss1,alpha=0.3,color=coldic[k])\n",
+ "\n",
+ " plot(xx,ts1,label='ULS '+k,linestyle=':',color=coldic[k])\n",
+ " ts2=SMOS_dict[k]\n",
+ " tss2=SMOS_dict_s[k]\n",
+ " errorbar(xx,ts2,yerr=tss2,color=coldic[k],label='SMOS @'+k)\n",
+ " ci+=1\n",
+ " xlim([3.9,10.5])\n",
+ " ylim([0,1.3])\n",
+ " \n",
+ " legend(fontsize=8,loc=2)\n",
+ " xticks([])\n",
+ " ylabel('Thickness [m]')\n",
+ " # Store value pairs into list (mean, std)\n",
+ " ind=isfinite(ts2)\n",
+ " YL.extend(ts2[ind])\n",
+ " XL.extend(ts1[ind])\n",
+ " XLS.extend(tss1[ind])\n",
+ " YLS.extend(tss2[ind])\n",
+ " Lab.extend(array(((k+',')*12).split(',')[:-1])[ind])\n",
+ "\n",
+ "xticks(ticks=[4,5,6,7,8,9,10],labels=['April','May','June','July','Aug.','Sept.','Oct.'])\n",
+ "tight_layout()\n",
+ "#savefig('Seasonal_thickness_ULS_SMOS.pdf')\n",
+ "x=array(XL) # ULS\n",
+ "y=array(YL) # SMOS \n",
+ "xstd=array(XLS) \n",
+ "ystd=array(YLS) "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 32,
+ "id": "0041713f",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Standard metric -----------\n",
+ "Mean VAL, SMOS: 0.46 +- 0.32 , 0.49 +- 0.38\n",
+ "N: 21\n",
+ "Mean difference VAL-SMOS: -0.03\n",
+ "RMSD VAL-SMOS: 0.14\n",
+ "R: 0.94\n"
+ ]
+ },
+ {
+ "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 !== 'undefined') {\n",
+ " return WebSocket;\n",
+ " } else if (typeof MozWebSocket !== 'undefined') {\n",
+ " return MozWebSocket;\n",
+ " } else {\n",
+ " alert(\n",
+ " '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",
+ "\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_dpi_ratio', { dpi_ratio: fig.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 = 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",
+ " var cursor = msg['cursor'];\n",
+ " switch (cursor) {\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.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 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",
+ " }\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",
+ " * 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",
+ " }\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, CTRL fixes aspect\", \"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(\"<div id='\" + id + \"'></div>\");\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",
+ " '<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 / this.ratio;\n",
+ " var dataURL = this.canvas.toDataURL();\n",
+ " this.cell_info[1]['text/html'] =\n",
+ " '<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 () {\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 = '<i class=\"fa ' + image + ' fa-lg\"></i>';\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 = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\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",
+ " var manager = IPython.notebook.keyboard_manager;\n",
+ " if (!manager) {\n",
+ " manager = IPython.keyboard_manager;\n",
+ " }\n",
+ "\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": [
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+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
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+ "data": {
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\" width=\"600\">"
+ ],
+ "text/plain": [
+ "<IPython.core.display.HTML object>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "from sklearn.metrics import mean_squared_error\n",
+ "import scipy.stats as stats\n",
+ "\n",
+ "slope, intercept, r_value, p_value, std_err = stats.linregress(x, y)\n",
+ "\n",
+ "print('Standard metric -----------')\n",
+ "print(\"Mean VAL, SMOS: %1.2f +- %1.2f , %1.2f +- %1.2f\" % (mean(x),std(x),mean(y),std(y)))\n",
+ "print(\"N: \",len(x))\n",
+ "md=np.mean(x-y)\n",
+ "print(\"Mean difference VAL-SMOS: %1.2f\" % md)\n",
+ "rmsd=mean_squared_error(x,y,squared=False)\n",
+ "print(\"RMSD VAL-SMOS: %1.2f\" % rmsd)\n",
+ "print(\"R: %1.2f\" % r_value)\n",
+ "\n",
+ "plt.figure(figsize=(6,6))\n",
+ "xn=np.linspace(0,1.4)\n",
+ "plt.plot(xn,xn,'k:',label='Identity')\n",
+ "plt.plot(xn,xn*slope+intercept,'k-',label='Regression')\n",
+ "\n",
+ "for i,lab in enumerate(Lab):\n",
+ " marker=symdic[lab]\n",
+ " if i/7==int(i/7):\n",
+ " label=lab\n",
+ " else:\n",
+ " label=''\n",
+ " plt.plot([x[i]],[y[i]],color='k',marker=marker,ms=10,alpha=1.0,label=label)\n",
+ " \n",
+ "plt.errorbar(x,y,xerr=xstd,yerr=ystd,fmt='.',color='k')\n",
+ "\n",
+ "\n",
+ "grid()\n",
+ "xlabel('ULS sea ice thickness [m]')\n",
+ "ylabel('SMOS sea ice thickness [m]')\n",
+ "\n",
+ "xlim([-0.1,1.3])\n",
+ "ylim([-0.1,1.3])\n",
+ "\n",
+ "legend()\n",
+ "tight_layout()\n",
+ "#savefig('Scatter_SMOS_ULS_seasonal.pdf')\n",
+ "#savefig('Scatter_SMOS_ULS_seasonal.png')\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "68f8da1c",
+ "metadata": {},
+ "source": [
+ "### SUIT\n",
+ "\n",
+ "Castellani, Giulia; Flores, Hauke; Lange, Benjamin Allen; Schaafsma, Fokje L; Ehrlich, Julia; David, Carmen L; van Franeker, Jan Andries; Meijboom, Andre; van Dorssen, Michiel; Vortkamp, Martina; Van de Putte, Anton P (2019): Sea ice draft, under-ice irradiance and radiance, and surface water temperature, salinity and chlorophyl a from Surface and Under Ice Trawl (SUIT) measurements in 2012-2017. Alfred Wegener Institute, Helmholtz Centre for Polar and Marine Research, Bremerhaven, PANGAEA, https://doi.org/10.1594/PANGAEA.902056"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 36,
+ "id": "9506be52",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "2013-08-29\n",
+ "2013-09-09\n",
+ "2013-09-10\n",
+ "2013-09-11\n",
+ "2013-09-12\n",
+ "2013-09-16\n",
+ "2013-09-28\n",
+ "2013-09-29\n",
+ "2013-09-30\n",
+ "2013-10-02\n"
+ ]
+ },
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>Event</th>\n",
+ " <th>Date/Time</th>\n",
+ " <th>Latitude</th>\n",
+ " <th>Longitude</th>\n",
+ " <th>Haul</th>\n",
+ " <th>Station</th>\n",
+ " <th>Time [s]</th>\n",
+ " <th>Distance [m]</th>\n",
+ " <th>Sea ice draft [m]</th>\n",
+ " <th>Ice thick [m]</th>\n",
+ " <th>Chl a [mg/m**3]</th>\n",
+ " <th>Temp [°C]</th>\n",
+ " <th>Sal</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>PS81/549-1</td>\n",
+ " <td>2013-08-29</td>\n",
+ " <td>-61.251660</td>\n",
+ " <td>-42.066770</td>\n",
+ " <td>2</td>\n",
+ " <td>549</td>\n",
+ " <td>43027.002375</td>\n",
+ " <td>0.0</td>\n",
+ " <td>-0.802515</td>\n",
+ " <td>0.875152</td>\n",
+ " <td>0.122137</td>\n",
+ " <td>-1.859637</td>\n",
+ " <td>34.241937</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>PS81/549-1</td>\n",
+ " <td>2013-08-29</td>\n",
+ " <td>-61.249863</td>\n",
+ " <td>-42.066779</td>\n",
+ " <td>2</td>\n",
+ " <td>549</td>\n",
+ " <td>43028.032945</td>\n",
+ " <td>0.5</td>\n",
+ " <td>-0.698829</td>\n",
+ " <td>0.762081</td>\n",
+ " <td>0.126799</td>\n",
+ " <td>-1.859591</td>\n",
+ " <td>34.186280</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>PS81/549-1</td>\n",
+ " <td>2013-08-29</td>\n",
+ " <td>-61.252591</td>\n",
+ " <td>-42.066787</td>\n",
+ " <td>2</td>\n",
+ " <td>549</td>\n",
+ " <td>43029.054942</td>\n",
+ " <td>1.0</td>\n",
+ " <td>-0.426149</td>\n",
+ " <td>0.464721</td>\n",
+ " <td>0.130338</td>\n",
+ " <td>-1.859484</td>\n",
+ " <td>34.247329</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3</th>\n",
+ " <td>PS81/549-1</td>\n",
+ " <td>2013-08-29</td>\n",
+ " <td>-61.251435</td>\n",
+ " <td>-42.066796</td>\n",
+ " <td>2</td>\n",
+ " <td>549</td>\n",
+ " <td>43030.066205</td>\n",
+ " <td>1.5</td>\n",
+ " <td>-0.711586</td>\n",
+ " <td>0.775993</td>\n",
+ " <td>0.132577</td>\n",
+ " <td>-1.859596</td>\n",
+ " <td>34.253710</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4</th>\n",
+ " <td>PS81/549-1</td>\n",
+ " <td>2013-08-29</td>\n",
+ " <td>-61.251739</td>\n",
+ " <td>-42.066805</td>\n",
+ " <td>2</td>\n",
+ " <td>549</td>\n",
+ " <td>43031.082798</td>\n",
+ " <td>2.0</td>\n",
+ " <td>-0.801220</td>\n",
+ " <td>0.873740</td>\n",
+ " <td>0.134420</td>\n",
+ " <td>-1.859658</td>\n",
+ " <td>34.194110</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " Event Date/Time Latitude Longitude Haul Station Time [s] \\\n",
+ "0 PS81/549-1 2013-08-29 -61.251660 -42.066770 2 549 43027.002375 \n",
+ "1 PS81/549-1 2013-08-29 -61.249863 -42.066779 2 549 43028.032945 \n",
+ "2 PS81/549-1 2013-08-29 -61.252591 -42.066787 2 549 43029.054942 \n",
+ "3 PS81/549-1 2013-08-29 -61.251435 -42.066796 2 549 43030.066205 \n",
+ "4 PS81/549-1 2013-08-29 -61.251739 -42.066805 2 549 43031.082798 \n",
+ "\n",
+ " Distance [m] Sea ice draft [m] Ice thick [m] Chl a [mg/m**3] Temp [°C] \\\n",
+ "0 0.0 -0.802515 0.875152 0.122137 -1.859637 \n",
+ "1 0.5 -0.698829 0.762081 0.126799 -1.859591 \n",
+ "2 1.0 -0.426149 0.464721 0.130338 -1.859484 \n",
+ "3 1.5 -0.711586 0.775993 0.132577 -1.859596 \n",
+ "4 2.0 -0.801220 0.873740 0.134420 -1.859658 \n",
+ "\n",
+ " Sal \n",
+ "0 34.241937 \n",
+ "1 34.186280 \n",
+ "2 34.247329 \n",
+ "3 34.253710 \n",
+ "4 34.194110 "
+ ]
+ },
+ "execution_count": 36,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "fn0='repo_data/PANGAEA_902260_PS81.tab'\n",
+ "dat=pd.read_csv(fn0,sep='\\t',skiprows=35)\n",
+ "di=pd.to_datetime(dat['Date/Time'])+pd.to_timedelta(dat['Time [s]'].values,unit='s')\n",
+ "Lat=pd.Series(data=dat['Latitude'].values,index=di)\n",
+ "Lon=pd.Series(data=dat['Longitude'].values,index=di)\n",
+ "Thick=pd.Series(data=dat['Ice thick [m]'].values,index=di)\n",
+ "Distance=pd.Series(data=dat['Distance [m]'].values,index=di)\n",
+ "\n",
+ "from numpy import unique, array\n",
+ "\n",
+ "days=unique(array(dat['Date/Time']))\n",
+ "for day in days:\n",
+ " print(day)\n",
+ " \n",
+ "dat.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 37,
+ "id": "ea04ace6",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
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+ " 'Your browser does not have WebSocket support. ' +\n",
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+ " 'width',\n",
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+ " );\n",
+ " canvas.setAttribute(\n",
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+ " 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",
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+ " // otherwise not happen due to the minimum size styling.\n",
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+ "};\n",
+ "\n",
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+ "\n",
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+ " }\n",
+ "\n",
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+ "\n",
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+ " /* 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",
+ " var cursor = msg['cursor'];\n",
+ " switch (cursor) {\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.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 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",
+ " }\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",
+ " * 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",
+ " }\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, CTRL fixes aspect\", \"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(\"<div id='\" + id + \"'></div>\");\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",
+ " '<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 / this.ratio;\n",
+ " var dataURL = this.canvas.toDataURL();\n",
+ " this.cell_info[1]['text/html'] =\n",
+ " '<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 () {\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 = '<i class=\"fa ' + image + ' fa-lg\"></i>';\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 = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\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",
+ " var manager = IPython.notebook.keyboard_manager;\n",
+ " if (!manager) {\n",
+ " manager = IPython.keyboard_manager;\n",
+ " }\n",
+ "\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": [
+ "<IPython.core.display.Javascript object>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "text/html": [
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\" width=\"900\">"
+ ],
+ "text/plain": [
+ "<IPython.core.display.HTML object>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Create SUIT profile plots, not used in the paper\n",
+ "close('all')\n",
+ "figure(figsize=(9,18))\n",
+ "spn=1\n",
+ "thresh=0.03\n",
+ "\n",
+ "L=[] \n",
+ "for day in days:\n",
+ " thick0=Thick.loc[day]\n",
+ " dist0=Distance.loc[day]\n",
+ " lat0=Lat.loc[day]\n",
+ " lon0=Lon.loc[day]\n",
+ " mlat=mean(lat0)\n",
+ " mlon=mean(lon0)\n",
+ " if len(thick0)>1000:\n",
+ " subplot(9,1,spn)\n",
+ " spn+=1\n",
+ " plot(dist0,thick0,'.',ms=1,alpha=0.5)\n",
+ " h_median=median(thick0)\n",
+ " h_mean=mean(thick0)\n",
+ " h0_str='$h_{median}$'+str('={:01.2f} m'.format(h_median))\n",
+ " h1_str='$h_{mean}$'+str('={:01.2f} m'.format(h_mean))\n",
+ " x0,x1=0,max(dist0)\n",
+ " plot([x0,x1],[h_median,h_median],'k:',label=h0_str)\n",
+ " plot([x0,x1],[h_mean,h_mean],'k.-',ms=0,lw=0.5,label=h1_str) \n",
+ " # Ice concentration / open water fraction\n",
+ " c0=thick0<=0.05\n",
+ " c1=thick0>0.05\n",
+ " ice_conc=100-sum(c0)/sum(c1)*100\n",
+ " c_str=str('$C$={:01.1f} %'.format(ice_conc))\n",
+ " plot(dist0[c0],thick0[c0],'r.',ms=1,alpha=0.5,label=c_str)\n",
+ " legend(loc=1,fontsize=8,title=day)\n",
+ " ylim([-0.1,5])\n",
+ " L.append([day,mlat,mlon,h_median,h_mean,ice_conc])\n",
+ " ylabel('Thickness [m]',fontsize=8)\n",
+ "xlabel('SUIT profile length [m]') \n",
+ "#savefig('figs/SUIT_profiles.pdf',dpi=200)\n",
+ "\n",
+ "L=array(L)\n",
+ "D={'Date':L[:,0],'Latitude':L[:,1].astype(float),'Longitude':L[:,2].astype(float),\n",
+ " 'H median':L[:,3].astype(float),'H mean':L[:,4].astype(float),'Ice concentration':L[:,5].astype(float)}\n",
+ "SUIT_xa=xr.Dataset(D)\n",
+ "#SUIT_xa.to_netcdf('data/SUIT_thickness_validation.nc')\n",
+ "#close('all')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "65151b57",
+ "metadata": {},
+ "source": [
+ "### Generate overview map"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 63,
+ "id": "61064cd1",
+ "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 !== 'undefined') {\n",
+ " return WebSocket;\n",
+ " } else if (typeof MozWebSocket !== 'undefined') {\n",
+ " return MozWebSocket;\n",
+ " } else {\n",
+ " alert(\n",
+ " '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",
+ "\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_dpi_ratio', { dpi_ratio: fig.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 = 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",
+ " var cursor = msg['cursor'];\n",
+ " switch (cursor) {\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.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 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",
+ " }\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",
+ " * 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",
+ " }\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, CTRL fixes aspect\", \"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(\"<div id='\" + id + \"'></div>\");\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",
+ " '<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 / this.ratio;\n",
+ " var dataURL = this.canvas.toDataURL();\n",
+ " this.cell_info[1]['text/html'] =\n",
+ " '<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 () {\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 = '<i class=\"fa ' + image + ' fa-lg\"></i>';\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 = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\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",
+ " var manager = IPython.notebook.keyboard_manager;\n",
+ " if (!manager) {\n",
+ " manager = IPython.keyboard_manager;\n",
+ " }\n",
+ "\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": [
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+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
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+ "data": {
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\" width=\"640\">"
+ ],
+ "text/plain": [
+ "<IPython.core.display.HTML object>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "finished\n"
+ ]
+ }
+ ],
+ "source": [
+ "import warnings\n",
+ "warnings.filterwarnings('ignore')\n",
+ "\n",
+ "i=4\n",
+ "# 0 April 1 May 2 June 3 July 4 August 5 Septmber 6 October\n",
+ "#sit0=SIT[:,:,i]\n",
+ "sit0=sitm\n",
+ "#sit0=SIT[:,:] # September 2010\n",
+ "if True:\n",
+ " sit0=ma.masked_invalid(sit0)\n",
+ " \n",
+ " #Extract subimage\n",
+ " x0,y0,x2,y2=1200,3700.0,-3000.0,700.0\n",
+ " \n",
+ " sit_region=sit0[int((y2-Y2)/cs):int((y0-Y2)/cs),int((x2-X2)/cs):int((x0-X2)/cs)]\n",
+ " \n",
+ " Cur=array(mapxy(x0,y0))\n",
+ " Cll=array(mapxy(x2,y2))\n",
+ "\n",
+ " palette = cm.gist_earth#bone \n",
+ " palette = cm.viridis\n",
+ " palette = cm.plasma\n",
+ " \n",
+ " palette.set_over(\"#ffffff\")\n",
+ " palette.set_bad(\"#d0d0d0\")\n",
+ " palette.set_under(\"#0000f0\")\n",
+ " \n",
+ " close()\n",
+ " fig=plt.figure()\n",
+ " \n",
+ " m = Basemap(projection='stere',resolution='l',llcrnrlon=Cll[1],llcrnrlat=Cll[0],\\\n",
+ " urcrnrlon=Cur[1],urcrnrlat=Cur[0],lat_ts=-70,lon_0=0,lat_0=-90,rsphere=(6378273.,6356889.))#,round=True)\n",
+ " \n",
+ " m.imshow(sit_region,interpolation='nearest',cmap=palette,vmin=0,vmax=1.0)\n",
+ " m.drawmeridians(arange(0, 360, 30),labels=[0,0,1,0],linewidth=0.5)\n",
+ " m.drawparallels(arange(-90, 90, 5),labels=[0,0,0,1],linewidth=0.5) \n",
+ " \n",
+ " plt.colorbar(shrink=0.5,extend='max',ticks=[0,0.5,1.0],pad=0.01,orientation='vertical').set_label(label='Sea-ice thickness [m]',size=10)#.set_label_position('left')\n",
+ " for k in ['AWI227', 'AWI229', 'AWI231']:\n",
+ " lat,lon=xas2.attrs[k]\n",
+ " \n",
+ " #mu=float(xas2[k][i+4].mean())\n",
+ " mu=float(xas2[k].mean())\n",
+ " \n",
+ " xsc,ysc=m(lon,lat)\n",
+ " ec='k'\n",
+ " mumax=float(xas2[k].max())\n",
+ " label=''\n",
+ " ec='w'\n",
+ " label='ULS '+k\n",
+ " msize=50\n",
+ " scatter(xsc,ysc,s=msize,color=palette(mu),vmin=0,vmax=1,edgecolors=ec,label=label)\n",
+ " va='bottom'\n",
+ " text(xsc,ysc,k[3:],va=va,fontsize=10)\n",
+ " # SUIT \n",
+ " for day in days:\n",
+ " thick0=mean(Thick.loc[day])\n",
+ " dist0=Distance.loc[day]\n",
+ " lat0=Lat.loc[day]\n",
+ " lon0=Lon.loc[day]\n",
+ " mlat=mean(lat0)\n",
+ " mlon=mean(lon0)\n",
+ " xsc,ysc=m(mlon,mlat)\n",
+ " ec='g'\n",
+ " label=''\n",
+ " scatter(xsc,ysc,s=30,marker='s',color=palette(thick0),vmin=0,vmax=1,edgecolors=ec,label=label)\n",
+ " label='SUIT'\n",
+ " scatter(xsc,ysc,s=30,marker='s',color=palette(thick0),vmin=0,vmax=1,edgecolors=ec,label=label)\n",
+ " \n",
+ " # HEM \n",
+ " fl=!ls $valdir/HEM_Ant29*.nc\n",
+ "\n",
+ " for fn in fl:\n",
+ " xhem=xr.open_mfdataset(fn)\n",
+ " thickness=xhem.THICKNESS.values\n",
+ " ind=isfinite(thickness)\n",
+ " thickness=thickness[ind]\n",
+ " xlat=xhem.LATITUDE.values[ind][::100]\n",
+ " xlon=xhem.LONGITUDE.values[ind][::100]\n",
+ " x,y=m(xlon,xlat)\n",
+ " #plot(x,y,'c.',ms=0.1) \n",
+ " mxlat=mean(xlat)\n",
+ " mxlon=mean(xlon)\n",
+ " mthickness=mean(thickness)\n",
+ " xsc,ysc=m(mxlon,mxlat)\n",
+ " ec='c'\n",
+ " label=''\n",
+ " scatter(xsc,ysc,marker='d',s=40,color=palette(mthickness),vmin=0,vmax=1,edgecolors=ec,label=label)\n",
+ " label='HEM'\n",
+ " scatter(xsc,ysc,marker='d',s=40,color=palette(mthickness),vmin=0,vmax=1,edgecolors=ec,label=label)\n",
+ " \n",
+ "legend(loc='lower right',title='Validation sites',fontsize=6)\n",
+ "tight_layout()\n",
+ "#savefig('ULS_map_SMOS_mean.pdf')\n",
+ "print('finished')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "33fa8270",
+ "metadata": {},
+ "source": [
+ "## SUIT single days"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 87,
+ "id": "4972e4b9",
+ "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 !== 'undefined') {\n",
+ " return WebSocket;\n",
+ " } else if (typeof MozWebSocket !== 'undefined') {\n",
+ " return MozWebSocket;\n",
+ " } else {\n",
+ " alert(\n",
+ " '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",
+ "\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_dpi_ratio', { dpi_ratio: fig.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 = 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",
+ " var cursor = msg['cursor'];\n",
+ " switch (cursor) {\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.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 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",
+ " }\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",
+ " * 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",
+ " }\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, CTRL fixes aspect\", \"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(\"<div id='\" + id + \"'></div>\");\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",
+ " '<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 / this.ratio;\n",
+ " var dataURL = this.canvas.toDataURL();\n",
+ " this.cell_info[1]['text/html'] =\n",
+ " '<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 () {\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 = '<i class=\"fa ' + image + ' fa-lg\"></i>';\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 = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\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",
+ " var manager = IPython.notebook.keyboard_manager;\n",
+ " if (!manager) {\n",
+ " manager = IPython.keyboard_manager;\n",
+ " }\n",
+ "\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": [
+ "<IPython.core.display.Javascript object>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
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\" width=\"1500\">"
+ ],
+ "text/plain": [
+ "<IPython.core.display.HTML object>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "text/plain": [
+ "<AxesSubplot:>"
+ ]
+ },
+ "execution_count": 87,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "Outdir0=smos_datadir\n",
+ "\n",
+ "year2=2020 # This year\n",
+ "year1=2010 # Start of SMOS data\n",
+ "Ny=year2-year1\n",
+ "years=list(range(year1,year2+1))\n",
+ "dr=pd.date_range(str(year1)+'-01-01',str(year2)+'-12-31',freq='1d')\n",
+ "#dr=dr.to_period('D')\n",
+ "Nd=len(dr) # Total days in period\n",
+ "nans=zeros(Nd)\n",
+ "nans[:]=nan\n",
+ "ts2=pd.Series(data=nans,index=dr)\n",
+ "\n",
+ "ts=pd.Series()\n",
+ "df=pd.DataFrame()\n",
+ "\n",
+ "date_list=list(dr.astype(str))\n",
+ "\n",
+ "fl=[]\n",
+ "L_date=[]\n",
+ "for datestr in date_list:\n",
+ " yyyy,mm,dd,hh=datestr[0:4],datestr[5:7],datestr[8:10],datestr[11:13]\n",
+ " Outdir=Outdir0+'/'+yyyy+'/'+mm+'/'\n",
+ " fn=Outdir+'SMOS_Icethickness_v3.2_south_'+yyyy+mm+dd+'.nc'\n",
+ " \n",
+ " fl1=glob.glob(Outdir+'*'+yyyy+mm+dd+'*.nc')\n",
+ " if fl1==[]:\n",
+ " fn=''\n",
+ " else:\n",
+ " fn=fl1[0] \n",
+ " if os.path.exists(fn):\n",
+ " L_date.append(pd.to_datetime( yyyy+mm+dd))\n",
+ " fl.append(fn)\n",
+ "ind=array(L_date)\n",
+ "\n",
+ "ind2=pd.Series(data=ones(len(ind)),index=ind)\n",
+ "#ind2=ind2.to_period('12h')\n",
+ "smos_index=ts2.add(ind2,fill_value=0) \n",
+ "file_ind=pd.Series(array(fl),index=ind)\n",
+ "\n",
+ "figure(figsize=(15,5))\n",
+ "isfinite(smos_index).astype(float).plot.area(stacked=False)\n",
+ "#savefig('SMOS_L3_TB_NH_available.png',dpi=150)\n",
+ "#savefig('SMOS_L3_SH_available.png',dpi=150)\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 66,
+ "id": "960ee8b3",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "file_ind=pd.Series(array(fl),index=ind)\n",
+ "fn0=file_ind[day]\n",
+ "xa=xr.open_mfdataset(fn0)\n",
+ "land=array(xa.land)[0,:,:]\n",
+ "sit=array(xa.sea_ice_thickness)[0,:,:]\n",
+ "sy,sx=sit.shape[0],sit.shape[1]\n",
+ "lat=array(xa.latitude)\n",
+ "lon=array(xa.longitude)\n",
+ "tc='k'\n",
+ "#sit=sit0"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 67,
+ "id": "d8f63bf7",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "days=array(['2013-08-29', '2013-09-09', '2013-09-10', '2013-09-11',\n",
+ " '2013-09-12', '2013-09-16', '2013-09-28', '2013-09-29',\n",
+ " '2013-09-30', '2013-10-02'], dtype=object)\n",
+ "\n",
+ "days2=array(['2013-08-29', '2013-09-09', '2013-09-10', '2013-09-11',\n",
+ " '2013-09-12', '2013-09-16', '2013-09-29',\n",
+ " '2013-09-30', ], dtype=object)\n",
+ "#days=days2\n",
+ "\n",
+ "dayL=[]\n",
+ "fl0=[]\n",
+ "for day in days:\n",
+ " fn0=file_ind[day]\n",
+ " fl0.append(fn0)\n",
+ " \n",
+ " \n",
+ "xa=xr.open_mfdataset(fl0)\n",
+ "sit=xa.sea_ice_thickness.mean(dim='time')\n",
+ "situ=xa.ice_thickness_uncertainty.mean(dim='time')\n",
+ "satr=xa.saturation_ratio.mean(dim='time')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 88,
+ "id": "b05dfedd",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "SITL=[]\n",
+ "\n",
+ "vals=[]\n",
+ "#days_selected=days\n",
+ "days=array(['2013-08-29', '2013-09-09', '2013-09-10', '2013-09-11',\n",
+ " '2013-09-12', '2013-09-16', '2013-09-28', '2013-09-29',\n",
+ " '2013-09-30', '2013-10-02'], dtype=object)\n",
+ "\n",
+ "days2=array(['2013-08-29', '2013-09-09', '2013-09-10', '2013-09-11',\n",
+ " '2013-09-12', '2013-09-16', '2013-09-29',\n",
+ " '2013-09-30', ], dtype=object)\n",
+ "#days=days2\n",
+ "\n",
+ "dayL=[]\n",
+ "\n",
+ "for day in days:\n",
+ " fn0=file_ind[day]\n",
+ " xa=xr.open_mfdataset(fn0)\n",
+ " sit=ma.masked_invalid((xa.sea_ice_thickness)[0,:,:])\n",
+ " situ=ma.masked_invalid((xa.ice_thickness_uncertainty)[0,:,:])\n",
+ " satr=ma.masked_invalid((xa.saturation_ratio)[0,:,:])\n",
+ " \n",
+ " #SITL.append(sit)\n",
+ " lat0=Lat.loc[day].median()\n",
+ " lon0=Lon.loc[day].median()\n",
+ " thick0=Thick.loc[day]#.median()\n",
+ " mthick=thick0.median()\n",
+ " #mthick=thick0.mean()\n",
+ " \n",
+ " sthick=thick0.std()\n",
+ " q25thick=quantile(thick0,0.25)\n",
+ " q75thick=quantile(thick0,0.75)\n",
+ " \n",
+ " c0=thick0<=0.05\n",
+ " c1=thick0>0.05\n",
+ " ice_conc=100-sum(c0)/sum(c1)*100\n",
+ " #if day=='2013-10-02':\n",
+ " \n",
+ " \n",
+ " if len(Thick.loc[day])>1000:\n",
+ " iy,ix=unravel_index(argmin(abs(lat[:]-lat0)+abs(lon[:]-lon0)),lat.shape) # get closest index \n",
+ " vals.append([mthick,sthick,q25thick,q75thick,ice_conc,(sit[iy,ix]),situ[iy,ix],satr[iy,ix]])\n",
+ " dayL.append(day)\n",
+ " \n",
+ "v=array(vals)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 69,
+ "id": "9a11a24b",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "slope: 0.486081 intercept: 0.055360\n",
+ "R: 0.714217\n",
+ "R-squared: 0.510105\n",
+ "Std err: 0.180045\n",
+ "Mean difference VAL-SMOS: 0.246493\n",
+ "Standard metric -----------\n",
+ "Mean VAL, SMOS: 0.59 +- 0.24 , 0.34 +- 0.16\n",
+ "N: 9\n",
+ "Mean difference VAL-SMOS: 0.25\n",
+ "RMSD VAL-SMOS: 0.30\n",
+ "R: 0.71\n"
+ ]
+ },
+ {
+ "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 !== 'undefined') {\n",
+ " return WebSocket;\n",
+ " } else if (typeof MozWebSocket !== 'undefined') {\n",
+ " return MozWebSocket;\n",
+ " } else {\n",
+ " alert(\n",
+ " '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",
+ "\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_dpi_ratio', { dpi_ratio: fig.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 = 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",
+ " var cursor = msg['cursor'];\n",
+ " switch (cursor) {\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.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 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",
+ " }\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",
+ " * 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",
+ " }\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, CTRL fixes aspect\", \"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(\"<div id='\" + id + \"'></div>\");\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",
+ " '<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 / this.ratio;\n",
+ " var dataURL = this.canvas.toDataURL();\n",
+ " this.cell_info[1]['text/html'] =\n",
+ " '<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 () {\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 = '<i class=\"fa ' + image + ' fa-lg\"></i>';\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 = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\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",
+ " var manager = IPython.notebook.keyboard_manager;\n",
+ " if (!manager) {\n",
+ " manager = IPython.keyboard_manager;\n",
+ " }\n",
+ "\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": [
+ "<IPython.core.display.Javascript object>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "text/html": [
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\" width=\"600\">"
+ ],
+ "text/plain": [
+ "<IPython.core.display.HTML object>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "from sklearn.metrics import mean_squared_error\n",
+ "\n",
+ "#x,y,xe,ye=v[:,0],v[:,3],v[:,1],v[:,4]\n",
+ "x,y,xe0,xe1,ye1=v[:,0],v[:,5],v[:,2],v[:,3],v[:,6]\n",
+ "dmax=v[:,5]/v[:,7]*100\n",
+ "\n",
+ "\n",
+ "ye=array([ye1,dmax-y])\n",
+ "\n",
+ "xe=array([xe0,xe1])\n",
+ "\n",
+ "slope, intercept, r_value, p_value, std_err = stats.linregress(x, y)\n",
+ "print(\"slope: %f intercept: %f\" % (slope, intercept))\n",
+ "print(\"R: %f\" % r_value)\n",
+ "\n",
+ "print(\"R-squared: %f\" % r_value**2)\n",
+ "\n",
+ "print(\"Std err: %f\" % std_err)\n",
+ "md=np.mean(x-y)\n",
+ "print(\"Mean difference VAL-SMOS: %f\" % md)\n",
+ "\n",
+ "\n",
+ "print('Standard metric -----------')\n",
+ "print(\"Mean VAL, SMOS: %1.2f +- %1.2f , %1.2f +- %1.2f\" % (mean(x),std(x),mean(y),std(y)))\n",
+ "print(\"N: \",len(x))\n",
+ "md=np.mean(x-y)\n",
+ "print(\"Mean difference VAL-SMOS: %1.2f\" % md)\n",
+ "rmsd=mean_squared_error(x,y,squared=False)\n",
+ "print(\"RMSD VAL-SMOS: %1.2f\" % rmsd)\n",
+ "print(\"R: %1.2f\" % r_value)\n",
+ "\n",
+ "#plt.plot(x,y,'o')\n",
+ "plt.figure(figsize=(6,6))\n",
+ "xn=np.linspace(0,2)\n",
+ "plt.plot(xn,xn,'k:',label='Identity')\n",
+ "#plt.plot(xn,xn*slope+intercept,'k-',label='Ordinary regression')\n",
+ "plt.plot(x,y,'ko',ms=5,alpha=1.0,label='SMOS pixel based')\n",
+ "plt.errorbar(x,y,ms=5,xerr=xe,yerr=ye,fmt='ko',alpha=1.0)\n",
+ " \n",
+ "#plt.errorbar(x,y,xerr=xe,yerr=ye,fmt='ko',alpha=0.2,label='SMOS pixel based')\n",
+ "plt.plot(x,dmax,'r^',ms=5,alpha=1.0,label='$d_{max}$')\n",
+ "#plt.plot(xn,xn*wslope+wintercept,'k:',label='Weighted regression')\n",
+ "\n",
+ "#plt.plot(xn,xn,'k:')\n",
+ "#plt.grid()\n",
+ "plt.xlabel('Validation thickness [m]')\n",
+ "plt.ylabel('SMOS thickness [m]')\n",
+ "#plt.title('SMOS SIT version 3.2')\n",
+ "#plt.title('SMOS SIT version 2')\n",
+ "\n",
+ "plt.legend(loc=2)\n",
+ "plt.xlim([-0.1,1.5])\n",
+ "plt.ylim([-0.1,1.5])\n",
+ "#plt.savefig('SMOS_v2_scatter_fits.png',dpi=200)\n",
+ "\n",
+ "\n",
+ "for i,day in enumerate(dayL):\n",
+ " text(x[i]-0.05,y[i]-0.05,day[5:],color='r',fontsize=8)\n",
+ " \n",
+ "plt.tight_layout()\n",
+ "grid()\n",
+ "#plt.savefig('figs/SMOS_SUIT_scatter.pdf')\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "fcda86b3",
+ "metadata": {},
+ "source": [
+ "## HEM single days "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 72,
+ "id": "a4b3bcca",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
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+ ".xr-attrs dd {\n",
+ " padding: 0;\n",
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+ "}\n",
+ "\n",
+ ".xr-attrs dt {\n",
+ " font-weight: normal;\n",
+ " grid-column: 1;\n",
+ "}\n",
+ "\n",
+ ".xr-attrs dt:hover span {\n",
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+ " padding-right: 10px;\n",
+ "}\n",
+ "\n",
+ ".xr-attrs dd {\n",
+ " grid-column: 2;\n",
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+ " stroke: currentColor;\n",
+ " fill: currentColor;\n",
+ "}\n",
+ "</style><pre class='xr-text-repr-fallback'><xarray.Dataset>\n",
+ "Dimensions: (x: 632, y: 664, time: 4)\n",
+ "Coordinates:\n",
+ " * x (x) float64 -3.95e+03 -3.937e+03 ... 3.937e+03 3.95e+03\n",
+ " * y (y) float64 -3.95e+03 -3.937e+03 ... 4.337e+03 4.35e+03\n",
+ " * time (time) datetime64[ns] 2013-06-19T13:43:00 ... 2013-07-...\n",
+ "Data variables:\n",
+ " sea_ice_thickness (time, y, x) float32 dask.array<chunksize=(1, 664, 632), meta=np.ndarray></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-d33c85ed-4269-4fdb-8693-c35e4465f969' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-d33c85ed-4269-4fdb-8693-c35e4465f969' 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'>x</span>: 632</li><li><span class='xr-has-index'>y</span>: 664</li><li><span class='xr-has-index'>time</span>: 4</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-d3569020-123a-4129-9571-ac14f5a64456' class='xr-section-summary-in' type='checkbox' checked><label for='section-d3569020-123a-4129-9571-ac14f5a64456' class='xr-section-summary' >Coordinates: <span>(3)</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'>x</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-3.95e+03 -3.937e+03 ... 3.95e+03</div><input id='attrs-79d62672-5cf1-42b8-81fa-fdda1c660144' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-79d62672-5cf1-42b8-81fa-fdda1c660144' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9061dd09-0c80-4763-a763-43f9b049e041' class='xr-var-data-in' type='checkbox'><label for='data-9061dd09-0c80-4763-a763-43f9b049e041' 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([-3950. , -3937.48019, -3924.96038, ..., 3924.96038, 3937.48019,\n",
+ " 3950. ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>y</span></div><div class='xr-var-dims'>(y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-3.95e+03 -3.937e+03 ... 4.35e+03</div><input id='attrs-40f06273-3469-459d-8d4e-1147217dfcc4' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-40f06273-3469-459d-8d4e-1147217dfcc4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-616878a0-b9d7-4de0-b25e-d5757000c654' class='xr-var-data-in' type='checkbox'><label for='data-616878a0-b9d7-4de0-b25e-d5757000c654' 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([-3950. , -3937.481146, -3924.962293, ..., 4324.962293,\n",
+ " 4337.481146, 4350. ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2013-06-19T13:43:00 ... 2013-07-...</div><input id='attrs-9531dd25-1c4e-48ba-9da5-8fd4cc42ef43' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9531dd25-1c4e-48ba-9da5-8fd4cc42ef43' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3950df3a-51a0-49e9-8ec3-fd826276f75b' class='xr-var-data-in' type='checkbox'><label for='data-3950df3a-51a0-49e9-8ec3-fd826276f75b' 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(['2013-06-19T13:43:00.000000000', '2013-06-20T14:05:00.000000000',\n",
+ " '2013-06-21T11:45:00.000000000', '2013-07-07T12:21:00.000000000'],\n",
+ " dtype='datetime64[ns]')</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-11ac7a17-155c-4044-82b4-1127320ace3e' class='xr-section-summary-in' type='checkbox' checked><label for='section-11ac7a17-155c-4044-82b4-1127320ace3e' class='xr-section-summary' >Data variables: <span>(1)</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>sea_ice_thickness</span></div><div class='xr-var-dims'>(time, y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array<chunksize=(1, 664, 632), meta=np.ndarray></div><input id='attrs-a58c901f-a697-4126-86e9-c91f1cd6330d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a58c901f-a697-4126-86e9-c91f1cd6330d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-eb9d6d3b-cc61-41a8-8683-f7e6e28745d3' class='xr-var-data-in' type='checkbox'><label for='data-eb9d6d3b-cc61-41a8-8683-f7e6e28745d3' 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'><table>\n",
+ " <tr>\n",
+ " <td>\n",
+ " <table>\n",
+ " <thead>\n",
+ " <tr>\n",
+ " <td> </td>\n",
+ " <th> Array </th>\n",
+ " <th> Chunk </th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " \n",
+ " <tr>\n",
+ " <th> Bytes </th>\n",
+ " <td> 6.40 MiB </td>\n",
+ " <td> 1.60 MiB </td>\n",
+ " </tr>\n",
+ " \n",
+ " <tr>\n",
+ " <th> Shape </th>\n",
+ " <td> (4, 664, 632) </td>\n",
+ " <td> (1, 664, 632) </td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th> Count </th>\n",
+ " <td> 12 Tasks </td>\n",
+ " <td> 4 Chunks </td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th> Type </th>\n",
+ " <td> float32 </td>\n",
+ " <td> numpy.ndarray </td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ " </table>\n",
+ " </td>\n",
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+ "</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-7ceab77e-2d9a-4bbf-b5fa-1254b8060ef4' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-7ceab77e-2d9a-4bbf-b5fa-1254b8060ef4' 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": [
+ "<xarray.Dataset>\n",
+ "Dimensions: (x: 632, y: 664, time: 4)\n",
+ "Coordinates:\n",
+ " * x (x) float64 -3.95e+03 -3.937e+03 ... 3.937e+03 3.95e+03\n",
+ " * y (y) float64 -3.95e+03 -3.937e+03 ... 4.337e+03 4.35e+03\n",
+ " * time (time) datetime64[ns] 2013-06-19T13:43:00 ... 2013-07-...\n",
+ "Data variables:\n",
+ " sea_ice_thickness (time, y, x) float32 dask.array<chunksize=(1, 664, 632), meta=np.ndarray>"
+ ]
+ },
+ "execution_count": 72,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "XA=xr.open_mfdataset('repo_data/HEM/Ant_*_*_sit.nc')\n",
+ "XA"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 89,
+ "id": "ba8503a1",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "/isibhv/projects/siral/product/smos/SMOS_v620_L3C_Sea_v3/south//2013/06/SMOS_Icethickness_v3.2_south_20130619.nc\n",
+ "11\n",
+ "/isibhv/projects/siral/product/smos/SMOS_v620_L3C_Sea_v3/south//2013/06/SMOS_Icethickness_v3.2_south_20130620.nc\n",
+ "25\n",
+ "/isibhv/projects/siral/product/smos/SMOS_v620_L3C_Sea_v3/south//2013/06/SMOS_Icethickness_v3.2_south_20130621.nc\n",
+ "41\n",
+ "/isibhv/projects/siral/product/smos/SMOS_v620_L3C_Sea_v3/south//2013/07/SMOS_Icethickness_v3.2_south_20130707.nc\n",
+ "53\n"
+ ]
+ }
+ ],
+ "source": [
+ "\n",
+ "zval=[]\n",
+ "zsmos=[]\n",
+ "zsmosu=[] # Uncertainty\n",
+ "zsmosr=[] # Saturation\n",
+ "\n",
+ "zvalm=[] # Mean for days\n",
+ "zsmosm=[]\n",
+ "zvals=[] # std for days\n",
+ "zsmoss=[]\n",
+ "\n",
+ "\n",
+ "for ti in XA.time:\n",
+ " SITval=ma.masked_invalid(XA.sel(time=ti).to_array())[0,:,:]\n",
+ " datestr=str(np.array(ti))[0:10]\n",
+ " yyyy,mm,dd,hh=datestr[0:4],datestr[5:7],datestr[8:10],datestr[11:13]\n",
+ " Outdir=Outdir0+'/'+yyyy+'/'+mm+'/'\n",
+ " fn=Outdir+'SMOS_Icethickness_v3.2_south_'+yyyy+mm+dd+'.nc'\n",
+ " print(fn)\n",
+ " xa=xr.open_mfdataset(fn)\n",
+ " SIT0=np.array(xa.sea_ice_thickness)[0,:,:]\n",
+ " SITU=np.array(xa.ice_thickness_uncertainty)[0,:,:]\n",
+ " SATR=np.array(xa.saturation_ratio)[0,:,:]\n",
+ " \n",
+ " ind=np.logical_not(SITval.mask)\n",
+ " zval.extend(SITval[ind].flatten().data)\n",
+ " zsmos.extend(SIT0[ind].flatten().data)\n",
+ " zsmosu.extend(SITU[ind].flatten().data)\n",
+ " zsmosr.extend(SATR[ind].flatten().data)\n",
+ " \n",
+ " zvalm.append(mean(SITval[ind].flatten().data))\n",
+ " zsmosm.append(mean(SIT0[ind].flatten().data))\n",
+ " zvals.append(std(SITval[ind].flatten().data))\n",
+ " zsmoss.append(std(SIT0[ind].flatten().data))\n",
+ " print(len(zval))\n",
+ "\n",
+ "x=np.array(zval)\n",
+ "y=np.array(zsmos)\n",
+ "ye=np.array(zsmosu)\n",
+ "dmax=y/np.array(zsmosr)*100\n",
+ "\n",
+ "\n",
+ "xm=np.array(zvalm)\n",
+ "ym=np.array(zsmosm)\n",
+ "\n",
+ "xms=np.array(zvals)\n",
+ "yms=np.array(zsmoss)\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 77,
+ "id": "c42f298b",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
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+ " titletext.classList = 'ui-dialog-title';\n",
+ " titletext.setAttribute(\n",
+ " 'style',\n",
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+ " 'outline: 0;' +\n",
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+ "\n",
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+ "\n",
+ " this.context = canvas.getContext('2d');\n",
+ "\n",
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+ " 1;\n",
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+ "\n",
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+ " '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",
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+ " 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",
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+ " 'mouseup',\n",
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+ " );\n",
+ " rubberband_canvas.addEventListener(\n",
+ " 'dblclick',\n",
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+ " );\n",
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+ " rubberband_canvas.addEventListener(\n",
+ " 'mousemove',\n",
+ " on_mouse_event_closure('motion_notify')\n",
+ " );\n",
+ "\n",
+ " rubberband_canvas.addEventListener(\n",
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+ " 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",
+ " var cursor = msg['cursor'];\n",
+ " switch (cursor) {\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.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 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",
+ " }\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",
+ " * 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",
+ " }\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, CTRL fixes aspect\", \"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(\"<div id='\" + id + \"'></div>\");\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",
+ " '<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 / this.ratio;\n",
+ " var dataURL = this.canvas.toDataURL();\n",
+ " this.cell_info[1]['text/html'] =\n",
+ " '<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 () {\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 = '<i class=\"fa ' + image + ' fa-lg\"></i>';\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 = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\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",
+ " var manager = IPython.notebook.keyboard_manager;\n",
+ " if (!manager) {\n",
+ " manager = IPython.keyboard_manager;\n",
+ " }\n",
+ "\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": [
+ "<IPython.core.display.Javascript object>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
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\" width=\"600\">"
+ ],
+ "text/plain": [
+ "<IPython.core.display.HTML object>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "ye2=array([ye,dmax-y])\n",
+ "ye3=array([0,dmax-y])\n",
+ "plt.figure(figsize=(6,6))\n",
+ "xn=np.linspace(0,2)\n",
+ "plt.plot(xn,xn,'k:',label='Identity')\n",
+ "plt.plot(x,y,'ko',ms=3,alpha=0.5,label='SMOS pixel based')\n",
+ "plt.errorbar(xm,ym,xerr=xms,yerr=yms,ms=10,fmt='ko',label='Flight mean')\n",
+ "plt.plot(x,dmax,'r^',ms=5,alpha=1.0,label='$d_{max}$')\n",
+ "plt.errorbar(x,y,yerr=ye2,ms=3,fmt='ko',alpha=0.3)#,label='SMOS pixel based')\n",
+ "plt.xlabel('Validation thickness [m]')\n",
+ "plt.ylabel('SMOS thickness [m]')\n",
+ "plt.legend(loc=2)\n",
+ "plt.xlim([0.0,2.0])\n",
+ "plt.ylim([0.0,2.0])\n",
+ "plt.grid()\n",
+ "#savefig('Ant_Val_HEM_Suit_Scatter.png',dpi=300)\n",
+ "#savefig('figs/Ant_Val_HEM_Scatter.pdf')\n"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "jupyerlab",
+ "language": "python",
+ "name": "jupyerlab"
+ },
+ "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
+}
diff --git a/SMOS_ESSD_Ant_monthly_climatology.ipynb b/SMOS_ESSD_Ant_monthly_climatology.ipynb
new file mode 100755
index 0000000000000000000000000000000000000000..916656dee6f2bfa5591fa9a414d403ca20fcbb57
--- /dev/null
+++ b/SMOS_ESSD_Ant_monthly_climatology.ipynb
@@ -0,0 +1,8371 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# SMOS sea ice thickness monthly mean and climatology\n",
+ "\n",
+ "This notebook calculates monthly means and the climatology (monthly means from all available years) from the daily averaged SMOS sea ice thickness product. A simple nanmean method is used. The output files are reduced to the main parameter. In addition, overview maps of the climatology are produced.\n",
+ "\n",
+ "## Data source\n",
+ "\n",
+ "Tian-Kunze, Xiangshan; Kaleschke, Lars (2021): SMOS-derived sea ice thickness in the Antarctic from 2010 to 2020. PANGAEA, https://doi.org/10.1594/PANGAEA.934732\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Directory for daily product (data source)\n",
+ "smos_datadir ='/isibhv/projects/siral/product/smos/SMOS_v620_L3C_Sea_v3/south/'\n",
+ "# Directory for program output\n",
+ "smos_monthly ='repo_data/SMOS_monthly/'\n",
+ "#!mkdir $smos_monthly\n",
+ "MAKEMAPS=True # Generate maps"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {
+ "scrolled": false
+ },
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/isibhv/projects/SMOS_ESL/isibhv_miniconda3/envs/jupyterlab/lib/python3.9/site-packages/pyproj/crs/crs.py:131: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
+ " in_crs_string = _prepare_from_proj_string(in_crs_string)\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "repo_data/SMOS_monthly/monthly_SMOS_Icethickness_v3.2_south_201004.nc\n",
+ "repo_data/SMOS_monthly/monthly_SMOS_Icethickness_v3.2_south_201104.nc\n",
+ "repo_data/SMOS_monthly/monthly_SMOS_Icethickness_v3.2_south_201204.nc\n",
+ "repo_data/SMOS_monthly/monthly_SMOS_Icethickness_v3.2_south_201304.nc\n",
+ "repo_data/SMOS_monthly/monthly_SMOS_Icethickness_v3.2_south_201404.nc\n",
+ "repo_data/SMOS_monthly/monthly_SMOS_Icethickness_v3.2_south_201504.nc\n",
+ "repo_data/SMOS_monthly/monthly_SMOS_Icethickness_v3.2_south_201604.nc\n",
+ "repo_data/SMOS_monthly/monthly_SMOS_Icethickness_v3.2_south_201704.nc\n",
+ "repo_data/SMOS_monthly/monthly_SMOS_Icethickness_v3.2_south_201804.nc\n",
+ "repo_data/SMOS_monthly/monthly_SMOS_Icethickness_v3.2_south_201904.nc\n",
+ "repo_data/SMOS_monthly/monthly_SMOS_Icethickness_v3.2_south_202004.nc\n",
+ "11\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/tmp/ipykernel_2549285/3567327516.py:83: RuntimeWarning: Mean of empty slice\n",
+ " month_iced=nanmean(month_iced,axis=0)\n"
+ ]
+ },
+ {
+ "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 !== 'undefined') {\n",
+ " return WebSocket;\n",
+ " } else if (typeof MozWebSocket !== 'undefined') {\n",
+ " return MozWebSocket;\n",
+ " } else {\n",
+ " alert(\n",
+ " '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",
+ "\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_dpi_ratio', { dpi_ratio: fig.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 = 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",
+ " var cursor = msg['cursor'];\n",
+ " switch (cursor) {\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.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 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",
+ " }\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",
+ " * 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",
+ " }\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, CTRL fixes aspect\", \"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(\"<div id='\" + id + \"'></div>\");\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",
+ " '<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 / this.ratio;\n",
+ " var dataURL = this.canvas.toDataURL();\n",
+ " this.cell_info[1]['text/html'] =\n",
+ " '<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 () {\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 = '<i class=\"fa ' + image + ' fa-lg\"></i>';\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 = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\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",
+ " var manager = IPython.notebook.keyboard_manager;\n",
+ " if (!manager) {\n",
+ " manager = IPython.keyboard_manager;\n",
+ " }\n",
+ "\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": [
+ "<IPython.core.display.Javascript object>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
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\" width=\"600\">"
+ ],
+ "text/plain": [
+ "<IPython.core.display.HTML object>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "repo_data/SMOS_monthly/monthly_SMOS_Icethickness_v3.2_south_201005.nc\n",
+ "repo_data/SMOS_monthly/monthly_SMOS_Icethickness_v3.2_south_201105.nc\n",
+ "repo_data/SMOS_monthly/monthly_SMOS_Icethickness_v3.2_south_201205.nc\n",
+ "repo_data/SMOS_monthly/monthly_SMOS_Icethickness_v3.2_south_201305.nc\n",
+ "repo_data/SMOS_monthly/monthly_SMOS_Icethickness_v3.2_south_201405.nc\n",
+ "repo_data/SMOS_monthly/monthly_SMOS_Icethickness_v3.2_south_201505.nc\n",
+ "repo_data/SMOS_monthly/monthly_SMOS_Icethickness_v3.2_south_201605.nc\n",
+ "repo_data/SMOS_monthly/monthly_SMOS_Icethickness_v3.2_south_201705.nc\n",
+ "repo_data/SMOS_monthly/monthly_SMOS_Icethickness_v3.2_south_201805.nc\n",
+ "repo_data/SMOS_monthly/monthly_SMOS_Icethickness_v3.2_south_201905.nc\n",
+ "repo_data/SMOS_monthly/monthly_SMOS_Icethickness_v3.2_south_202005.nc\n",
+ "11\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/tmp/ipykernel_2549285/3567327516.py:83: RuntimeWarning: Mean of empty slice\n",
+ " month_iced=nanmean(month_iced,axis=0)\n"
+ ]
+ },
+ {
+ "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 !== 'undefined') {\n",
+ " return WebSocket;\n",
+ " } else if (typeof MozWebSocket !== 'undefined') {\n",
+ " return MozWebSocket;\n",
+ " } else {\n",
+ " alert(\n",
+ " '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",
+ "\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_dpi_ratio', { dpi_ratio: fig.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 = 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",
+ " var cursor = msg['cursor'];\n",
+ " switch (cursor) {\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.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 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",
+ " }\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",
+ " * 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",
+ " }\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, CTRL fixes aspect\", \"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(\"<div id='\" + id + \"'></div>\");\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",
+ " '<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 / this.ratio;\n",
+ " var dataURL = this.canvas.toDataURL();\n",
+ " this.cell_info[1]['text/html'] =\n",
+ " '<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 () {\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 = '<i class=\"fa ' + image + ' fa-lg\"></i>';\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 = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\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",
+ " var manager = IPython.notebook.keyboard_manager;\n",
+ " if (!manager) {\n",
+ " manager = IPython.keyboard_manager;\n",
+ " }\n",
+ "\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": [
+ "<IPython.core.display.Javascript object>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
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\" width=\"600\">"
+ ],
+ "text/plain": [
+ "<IPython.core.display.HTML object>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "repo_data/SMOS_monthly/monthly_SMOS_Icethickness_v3.2_south_201006.nc\n",
+ "repo_data/SMOS_monthly/monthly_SMOS_Icethickness_v3.2_south_201106.nc\n",
+ "repo_data/SMOS_monthly/monthly_SMOS_Icethickness_v3.2_south_201206.nc\n",
+ "repo_data/SMOS_monthly/monthly_SMOS_Icethickness_v3.2_south_201306.nc\n",
+ "repo_data/SMOS_monthly/monthly_SMOS_Icethickness_v3.2_south_201406.nc\n",
+ "repo_data/SMOS_monthly/monthly_SMOS_Icethickness_v3.2_south_201506.nc\n",
+ "repo_data/SMOS_monthly/monthly_SMOS_Icethickness_v3.2_south_201606.nc\n",
+ "repo_data/SMOS_monthly/monthly_SMOS_Icethickness_v3.2_south_201706.nc\n",
+ "repo_data/SMOS_monthly/monthly_SMOS_Icethickness_v3.2_south_201806.nc\n",
+ "repo_data/SMOS_monthly/monthly_SMOS_Icethickness_v3.2_south_201906.nc\n",
+ "repo_data/SMOS_monthly/monthly_SMOS_Icethickness_v3.2_south_202006.nc\n",
+ "11\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/tmp/ipykernel_2549285/3567327516.py:83: RuntimeWarning: Mean of empty slice\n",
+ " month_iced=nanmean(month_iced,axis=0)\n"
+ ]
+ },
+ {
+ "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 !== 'undefined') {\n",
+ " return WebSocket;\n",
+ " } else if (typeof MozWebSocket !== 'undefined') {\n",
+ " return MozWebSocket;\n",
+ " } else {\n",
+ " alert(\n",
+ " '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",
+ "\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_dpi_ratio', { dpi_ratio: fig.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 = 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",
+ " var cursor = msg['cursor'];\n",
+ " switch (cursor) {\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.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 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",
+ " }\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",
+ " * 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",
+ " }\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, CTRL fixes aspect\", \"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(\"<div id='\" + id + \"'></div>\");\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",
+ " '<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 / this.ratio;\n",
+ " var dataURL = this.canvas.toDataURL();\n",
+ " this.cell_info[1]['text/html'] =\n",
+ " '<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 () {\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 = '<i class=\"fa ' + image + ' fa-lg\"></i>';\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 = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\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",
+ " var manager = IPython.notebook.keyboard_manager;\n",
+ " if (!manager) {\n",
+ " manager = IPython.keyboard_manager;\n",
+ " }\n",
+ "\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": [
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+ ]
+ },
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+ "output_type": "display_data"
+ },
+ {
+ "data": {
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+ "output_type": "stream",
+ "text": [
+ "/tmp/ipykernel_2549285/3567327516.py:83: RuntimeWarning: Mean of empty slice\n",
+ " month_iced=nanmean(month_iced,axis=0)\n"
+ ]
+ },
+ {
+ "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 !== 'undefined') {\n",
+ " return WebSocket;\n",
+ " } else if (typeof MozWebSocket !== 'undefined') {\n",
+ " return MozWebSocket;\n",
+ " } else {\n",
+ " alert(\n",
+ " '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",
+ "\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_dpi_ratio', { dpi_ratio: fig.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 = 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",
+ " var cursor = msg['cursor'];\n",
+ " switch (cursor) {\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.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 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",
+ " }\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",
+ " * 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",
+ " }\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, CTRL fixes aspect\", \"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(\"<div id='\" + id + \"'></div>\");\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",
+ " '<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 / this.ratio;\n",
+ " var dataURL = this.canvas.toDataURL();\n",
+ " this.cell_info[1]['text/html'] =\n",
+ " '<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 () {\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 = '<i class=\"fa ' + image + ' fa-lg\"></i>';\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 = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\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",
+ " var manager = IPython.notebook.keyboard_manager;\n",
+ " if (!manager) {\n",
+ " manager = IPython.keyboard_manager;\n",
+ " }\n",
+ "\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": [
+ "<IPython.core.display.Javascript object>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
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\" width=\"600\">"
+ ],
+ "text/plain": [
+ "<IPython.core.display.HTML object>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "repo_data/SMOS_monthly/monthly_SMOS_Icethickness_v3.2_south_201008.nc\n",
+ "repo_data/SMOS_monthly/monthly_SMOS_Icethickness_v3.2_south_201108.nc\n",
+ "repo_data/SMOS_monthly/monthly_SMOS_Icethickness_v3.2_south_201208.nc\n",
+ "repo_data/SMOS_monthly/monthly_SMOS_Icethickness_v3.2_south_201308.nc\n",
+ "repo_data/SMOS_monthly/monthly_SMOS_Icethickness_v3.2_south_201408.nc\n",
+ "repo_data/SMOS_monthly/monthly_SMOS_Icethickness_v3.2_south_201508.nc\n",
+ "repo_data/SMOS_monthly/monthly_SMOS_Icethickness_v3.2_south_201608.nc\n",
+ "repo_data/SMOS_monthly/monthly_SMOS_Icethickness_v3.2_south_201708.nc\n",
+ "repo_data/SMOS_monthly/monthly_SMOS_Icethickness_v3.2_south_201808.nc\n",
+ "repo_data/SMOS_monthly/monthly_SMOS_Icethickness_v3.2_south_201908.nc\n",
+ "repo_data/SMOS_monthly/monthly_SMOS_Icethickness_v3.2_south_202008.nc\n",
+ "11\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/tmp/ipykernel_2549285/3567327516.py:83: RuntimeWarning: Mean of empty slice\n",
+ " month_iced=nanmean(month_iced,axis=0)\n"
+ ]
+ },
+ {
+ "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 !== 'undefined') {\n",
+ " return WebSocket;\n",
+ " } else if (typeof MozWebSocket !== 'undefined') {\n",
+ " return MozWebSocket;\n",
+ " } else {\n",
+ " alert(\n",
+ " '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",
+ "\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_dpi_ratio', { dpi_ratio: fig.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 = 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",
+ " var cursor = msg['cursor'];\n",
+ " switch (cursor) {\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.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 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",
+ " }\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",
+ " * 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",
+ " }\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, CTRL fixes aspect\", \"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(\"<div id='\" + id + \"'></div>\");\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",
+ " '<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 / this.ratio;\n",
+ " var dataURL = this.canvas.toDataURL();\n",
+ " this.cell_info[1]['text/html'] =\n",
+ " '<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 () {\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 = '<i class=\"fa ' + image + ' fa-lg\"></i>';\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 = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\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",
+ " var manager = IPython.notebook.keyboard_manager;\n",
+ " if (!manager) {\n",
+ " manager = IPython.keyboard_manager;\n",
+ " }\n",
+ "\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": [
+ "<IPython.core.display.Javascript object>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
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\" width=\"600\">"
+ ],
+ "text/plain": [
+ "<IPython.core.display.HTML object>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "repo_data/SMOS_monthly/monthly_SMOS_Icethickness_v3.2_south_201009.nc\n",
+ "repo_data/SMOS_monthly/monthly_SMOS_Icethickness_v3.2_south_201109.nc\n",
+ "repo_data/SMOS_monthly/monthly_SMOS_Icethickness_v3.2_south_201209.nc\n",
+ "repo_data/SMOS_monthly/monthly_SMOS_Icethickness_v3.2_south_201309.nc\n",
+ "repo_data/SMOS_monthly/monthly_SMOS_Icethickness_v3.2_south_201409.nc\n",
+ "repo_data/SMOS_monthly/monthly_SMOS_Icethickness_v3.2_south_201509.nc\n",
+ "repo_data/SMOS_monthly/monthly_SMOS_Icethickness_v3.2_south_201609.nc\n",
+ "repo_data/SMOS_monthly/monthly_SMOS_Icethickness_v3.2_south_201709.nc\n",
+ "repo_data/SMOS_monthly/monthly_SMOS_Icethickness_v3.2_south_201809.nc\n",
+ "repo_data/SMOS_monthly/monthly_SMOS_Icethickness_v3.2_south_201909.nc\n",
+ "repo_data/SMOS_monthly/monthly_SMOS_Icethickness_v3.2_south_202009.nc\n",
+ "11\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/tmp/ipykernel_2549285/3567327516.py:83: RuntimeWarning: Mean of empty slice\n",
+ " month_iced=nanmean(month_iced,axis=0)\n"
+ ]
+ },
+ {
+ "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 !== 'undefined') {\n",
+ " return WebSocket;\n",
+ " } else if (typeof MozWebSocket !== 'undefined') {\n",
+ " return MozWebSocket;\n",
+ " } else {\n",
+ " alert(\n",
+ " '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",
+ "\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_dpi_ratio', { dpi_ratio: fig.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 = 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",
+ " var cursor = msg['cursor'];\n",
+ " switch (cursor) {\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.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 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",
+ " }\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",
+ " * 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",
+ " }\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, CTRL fixes aspect\", \"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(\"<div id='\" + id + \"'></div>\");\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",
+ " '<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 / this.ratio;\n",
+ " var dataURL = this.canvas.toDataURL();\n",
+ " this.cell_info[1]['text/html'] =\n",
+ " '<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 () {\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 = '<i class=\"fa ' + image + ' fa-lg\"></i>';\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 = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\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",
+ " var manager = IPython.notebook.keyboard_manager;\n",
+ " if (!manager) {\n",
+ " manager = IPython.keyboard_manager;\n",
+ " }\n",
+ "\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": [
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+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
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\" width=\"600\">"
+ ],
+ "text/plain": [
+ "<IPython.core.display.HTML object>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "repo_data/SMOS_monthly/monthly_SMOS_Icethickness_v3.2_south_201010.nc\n",
+ "repo_data/SMOS_monthly/monthly_SMOS_Icethickness_v3.2_south_201110.nc\n",
+ "repo_data/SMOS_monthly/monthly_SMOS_Icethickness_v3.2_south_201210.nc\n",
+ "repo_data/SMOS_monthly/monthly_SMOS_Icethickness_v3.2_south_201310.nc\n",
+ "repo_data/SMOS_monthly/monthly_SMOS_Icethickness_v3.2_south_201410.nc\n",
+ "repo_data/SMOS_monthly/monthly_SMOS_Icethickness_v3.2_south_201510.nc\n",
+ "repo_data/SMOS_monthly/monthly_SMOS_Icethickness_v3.2_south_201610.nc\n",
+ "repo_data/SMOS_monthly/monthly_SMOS_Icethickness_v3.2_south_201710.nc\n",
+ "repo_data/SMOS_monthly/monthly_SMOS_Icethickness_v3.2_south_201810.nc\n",
+ "repo_data/SMOS_monthly/monthly_SMOS_Icethickness_v3.2_south_201910.nc\n",
+ "repo_data/SMOS_monthly/monthly_SMOS_Icethickness_v3.2_south_202010.nc\n",
+ "11\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/tmp/ipykernel_2549285/3567327516.py:83: RuntimeWarning: Mean of empty slice\n",
+ " month_iced=nanmean(month_iced,axis=0)\n"
+ ]
+ },
+ {
+ "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 !== 'undefined') {\n",
+ " return WebSocket;\n",
+ " } else if (typeof MozWebSocket !== 'undefined') {\n",
+ " return MozWebSocket;\n",
+ " } else {\n",
+ " alert(\n",
+ " '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",
+ "\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_dpi_ratio', { dpi_ratio: fig.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 = 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",
+ " var cursor = msg['cursor'];\n",
+ " switch (cursor) {\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.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 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",
+ " }\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",
+ " * 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",
+ " }\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, CTRL fixes aspect\", \"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(\"<div id='\" + id + \"'></div>\");\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",
+ " '<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 / this.ratio;\n",
+ " var dataURL = this.canvas.toDataURL();\n",
+ " this.cell_info[1]['text/html'] =\n",
+ " '<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 () {\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 = '<i class=\"fa ' + image + ' fa-lg\"></i>';\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 = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\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",
+ " var manager = IPython.notebook.keyboard_manager;\n",
+ " if (!manager) {\n",
+ " manager = IPython.keyboard_manager;\n",
+ " }\n",
+ "\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": [
+ "<IPython.core.display.Javascript object>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
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\" width=\"600\">"
+ ],
+ "text/plain": [
+ "<IPython.core.display.HTML object>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "%matplotlib notebook\n",
+ "\n",
+ "from pylab import *\n",
+ "import glob,os,os.path\n",
+ "import xarray as xr\n",
+ "import matplotlib\n",
+ "from mpl_toolkits.basemap import Basemap, addcyclic\n",
+ "import matplotlib.pyplot as plt\n",
+ "import numpy.ma as ma\n",
+ "import numpy as np\n",
+ "from netCDF4 import Dataset\n",
+ "import pyproj\n",
+ "\n",
+ "def mapxy(x,y):\n",
+ " lon,lat=pol(x*1000,y*1000, inverse=True)\n",
+ " return lat,lon\n",
+ "\n",
+ "def mapll(lat,lon):\n",
+ " x,y=pol(lon,lat, inverse=False)\n",
+ " return x/1000,y/1000\n",
+ "\n",
+ "take_region='Ant'\n",
+ "cs=12.5 #km\n",
+ "\n",
+ "if take_region=='Ant':\n",
+ " ydim=664\n",
+ " xdim=632\n",
+ " hem='south'\n",
+ " X0,Y0,X2,Y2=3950.0,4350.0,-3950.0,-3950.0\n",
+ " pol=pyproj.Proj(\"+init=EPSG:3976\") # NSIDC Polar Stereographic South\n",
+ "elif take_region=='Arc':\n",
+ " ydim=896\n",
+ " xdim=608\n",
+ " hem='north'\n",
+ " X0,Y0,X2,Y2=3750.0,5850.0,-3850.0,-5350.0\n",
+ " pol=pyproj.Proj(\"+init=EPSG:3413\") # NSIDC Polar Stereographic North\n",
+ "\n",
+ "\n",
+ "start_year=2010\n",
+ "end_year=2021\n",
+ "monthlist=['04','05','06','07','08','09','10']\n",
+ "\n",
+ "for month in monthlist:\n",
+ " for year in range(start_year,end_year):\n",
+ " fn=smos_monthly+'/'+'monthly_SMOS_Icethickness_v3.2_'+hem+'_'+str(year)+month+'.nc'\n",
+ " if not(os.path.exists(fn)):\n",
+ " filelist=glob.glob(smos_datadir+str(year)+'/'+month+'/'+'SMOS_Icethickness_v3.2_'+hem+'_'+str(year)+month+'*'+'.nc')\n",
+ " daily_iced=zeros((len(filelist),ydim,xdim))\n",
+ " for i in range(len(filelist)):\n",
+ " XA=xr.open_dataset(filelist[i])\n",
+ " iced=XA.sea_ice_thickness.values\n",
+ " daily_iced[i]=iced[0]\n",
+ " \n",
+ " month_iced=nanmean(daily_iced,axis=0) \n",
+ " f=Dataset(fn,'w') # netcdf4\n",
+ " dim=month_iced.shape\n",
+ " # create a dimension\n",
+ " f.createDimension('x',dim[1])\n",
+ " f.createDimension('y',dim[0])\n",
+ " f.createVariable('sea_ice_thickness', 'f', ('y','x'))\n",
+ " f.variables['sea_ice_thickness'].standard_name=\"monthly mean sea ice thickness\";\n",
+ " f.variables['sea_ice_thickness'].units = \"m\"\n",
+ " f.variables['sea_ice_thickness'].scale_factor = np.float32(1.0)\n",
+ " f.variables['sea_ice_thickness'].missing_value = np.float32(-999.0)\n",
+ " f.variables['sea_ice_thickness'].coordinates = \"longitude latitude\" ;\n",
+ " f.variables['sea_ice_thickness'][:,:] =month_iced.astype(float32).astype(float32)\n",
+ " f.close()\n",
+ " \n",
+ "\n",
+ "for month in monthlist:\n",
+ " filelist=[]\n",
+ " for year in range(start_year,end_year):\n",
+ " filelist.extend(glob.glob(smos_monthly+'/monthly_SMOS_Icethickness_v3.2_'+hem+'_'+str(year)+month+'*'+'.nc'))\n",
+ " month_iced=zeros((len(filelist),ydim,xdim))\n",
+ " for f in filelist:\n",
+ " print(f)\n",
+ " print (len(filelist))\n",
+ " for i in range(len(filelist)):\n",
+ " XA=xr.open_dataset(filelist[i])\n",
+ " iced=XA.sea_ice_thickness.values\n",
+ " month_iced[i]=iced#[0]\n",
+ " \n",
+ " month_iced=nanmean(month_iced,axis=0) \n",
+ " \n",
+ " fn=smos_monthly+'climatology_SMOS_Icethickness_v3.2_'+hem+'_'+month+'.nc'\n",
+ " f=Dataset(fn,'w') # netcdf4\n",
+ " dim=month_iced.shape\n",
+ " # create a dimension\n",
+ " f.createDimension('x',dim[1])\n",
+ " f.createDimension('y',dim[0])\n",
+ " f.createVariable('sea_ice_thickness', 'f', ('y','x'))\n",
+ " f.variables['sea_ice_thickness'].standard_name=\"monthly mean sea ice thickness\";\n",
+ " f.variables['sea_ice_thickness'].units = \"m\"\n",
+ " f.variables['sea_ice_thickness'].scale_factor = np.float32(1.0)\n",
+ " f.variables['sea_ice_thickness'].missing_value = np.float32(-999.0)\n",
+ " f.variables['sea_ice_thickness'].coordinates = \"longitude latitude\" ;\n",
+ " f.variables['sea_ice_thickness'][:,:] =month_iced.astype(float32).astype(float32)\n",
+ " f.close()\n",
+ "\n",
+ " if MAKEMAPS==True:\n",
+ " Cur=array(mapxy(X0,Y0))\n",
+ " Cll=array(mapxy(X2,Y2))\n",
+ " palette = mpl.cm.get_cmap(\"plasma\").copy()\n",
+ " palette.set_over(\"#ffffff\")\n",
+ " palette.set_bad(\"#a0a0a0\")\n",
+ " palette.set_under(\"#0000f0\")\n",
+ " month_iced=ma.masked_invalid(month_iced)\n",
+ " fig=plt.figure(figsize=(6,6))\n",
+ " if take_region=='Arc':\n",
+ " m = Basemap(projection='stere',resolution='i',llcrnrlon=Cll[1],llcrnrlat=Cll[0],\\\n",
+ " urcrnrlon=Cur[1],urcrnrlat=Cur[0],lat_ts=70,lon_0=0,lat_0=90,rsphere=(6378273.,6356889.),round=True)\n",
+ " else:\n",
+ " m = Basemap(projection='stere',resolution='i',llcrnrlon=Cll[1],llcrnrlat=Cll[0],\\\n",
+ " urcrnrlon=Cur[1],urcrnrlat=Cur[0],lat_ts=-70,lon_0=0,lat_0=-90,rsphere=(6378273.,6356889.),round=True)\n",
+ "\n",
+ " m.imshow(month_iced,interpolation='none',cmap=palette,vmin=0,vmax=1)\n",
+ " # plt.colorbar(shrink=0.5,extend='both',ticks=[0,0.2,0.4,0.6,0.8,1.0],pad=0.01,orientation='horizontal').set_label(label='Sea-ice thickness (m)',size=16,fontname='Helvetica')#.set_label_position('left')\n",
+ " m.fillcontinents(color='#a0a070',lake_color='#909090')\n",
+ " m.drawmeridians(arange(0, 360, 30),labels=[0,0,0,0],linewidth=0.5)\n",
+ " m.drawparallels(arange(-90, 90, 5),labels=[0,0,0,0],linewidth=0.5)\n",
+ " plt.tight_layout()\n",
+ " plt.savefig(smos_monthly+'climatology_SMOS_'+month+'.pdf')\n",
+ " #close()\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "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 !== 'undefined') {\n",
+ " return WebSocket;\n",
+ " } else if (typeof MozWebSocket !== 'undefined') {\n",
+ " return MozWebSocket;\n",
+ " } else {\n",
+ " alert(\n",
+ " '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",
+ "\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_dpi_ratio', { dpi_ratio: fig.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 = 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",
+ " var cursor = msg['cursor'];\n",
+ " switch (cursor) {\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.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 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",
+ " }\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",
+ " * 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",
+ " }\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, CTRL fixes aspect\", \"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(\"<div id='\" + id + \"'></div>\");\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",
+ " '<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 / this.ratio;\n",
+ " var dataURL = this.canvas.toDataURL();\n",
+ " this.cell_info[1]['text/html'] =\n",
+ " '<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 () {\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 = '<i class=\"fa ' + image + ' fa-lg\"></i>';\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 = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\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",
+ " var manager = IPython.notebook.keyboard_manager;\n",
+ " if (!manager) {\n",
+ " manager = IPython.keyboard_manager;\n",
+ " }\n",
+ "\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": [
+ "<IPython.core.display.Javascript object>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
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\" width=\"900\">"
+ ],
+ "text/plain": [
+ "<IPython.core.display.HTML object>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/tmp/ipykernel_2549285/1874301301.py:9: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n",
+ " plt.tight_layout()\n"
+ ]
+ }
+ ],
+ "source": [
+ "# Generate colorbar for composit figure\n",
+ "a = np.array([[0,1]])\n",
+ "\n",
+ "plt.figure(figsize=(9, 1))\n",
+ "img = plt.imshow(a, cmap=palette)\n",
+ "plt.gca().set_visible(False)\n",
+ "cax = plt.axes([0.1,0.3,0.8,0.3])\n",
+ "plt.colorbar(extend='max',orientation=\"horizontal\", cax=cax)\n",
+ "plt.tight_layout()\n",
+ "#plt.savefig(\"colorbar_horizontal.pdf\")\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "jupyerlab",
+ "language": "python",
+ "name": "jupyerlab"
+ },
+ "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": 2
+}
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diff --git a/repo_data/HEM/HEM_Ant29_20130621T114536_20130621T114519.nc.gz b/repo_data/HEM/HEM_Ant29_20130621T114536_20130621T114519.nc.gz
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diff --git a/repo_data/ULS_Ant_Behrendt_2013 b/repo_data/ULS_Ant_Behrendt_2013
new file mode 120000
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--- /dev/null
+++ b/repo_data/ULS_Ant_Behrendt_2013
@@ -0,0 +1 @@
+/isibhv/projects/SMOS_ESL/Validation_data/ULS_Ant_Behrendt_2013/
\ No newline at end of file