{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from matplotlib import pyplot as plt\n",
    "import pandas as pd\n",
    "import formatplot\n",
    "import functions_rainfall3 as fun\n",
    "from netCDF4 import Dataset, num2date, date2num\n",
    "from pandas.tseries.offsets import DateOffset\n",
    "import json\n",
    "from scipy.optimize import minimize\n",
    "from scipy.stats import pearsonr\n",
    "import scipy.stats as st\n",
    "import os\n",
    "from scipy.stats.kde import gaussian_kde\n",
    "from mpl_toolkits.basemap import Basemap\n",
    "from matplotlib.patches import Polygon, PathPatch\n",
    "from matplotlib.collections import PatchCollection\n",
    "import glob\n",
    "%matplotlib inline\n",
    "formatplot.myformat(\"neat\")\n",
    "root=\"\"\n",
    "#root=\"/work/life/\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "ename": "FileNotFoundError",
     "evalue": "[Errno 2] No such file or directory: b'/work/data/saws/WC_all_accum-filled.nc'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mFileNotFoundError\u001b[0m                         Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-6-ce67ee505d62>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m     42\u001b[0m         \u001b[0mrangeall\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m500\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m1800\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;31m#east\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     43\u001b[0m         \u001b[0mdatafile\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mroot\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0;34m\"/work/data/saws/WC_all_accum-filled.nc\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 44\u001b[0;31m         \u001b[0mpr_day\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mids\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mnames\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mlats\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mlons\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mfun\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mreadSAWSonefile\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdatafile\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbnds\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtimebnds\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtimecoverage\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mtimecoverage2\u001b[0m\u001b[0;34m,\u001b[0m  \u001b[0mexclude\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;31m#updated dataset\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     45\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     46\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0mdset\u001b[0m\u001b[0;34m==\u001b[0m\u001b[0;34m\"SAWS3b\"\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/work/projects/capetowndrought/scripts_trendspaper/functions_rainfall3.py\u001b[0m in \u001b[0;36mreadSAWSonefile\u001b[0;34m(ncfile, _bnds, _timebnds, _cov1, _cov2, _exclude)\u001b[0m\n\u001b[1;32m     10\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mreadSAWSonefile\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mncfile\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0m_bnds\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0m_timebnds\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0m_cov1\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0m_cov2\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0m_exclude\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     11\u001b[0m \u001b[0;31m#    print ncfile, _bnds, _timebnds, _cov1, _cov2, _exclude\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 12\u001b[0;31m     \u001b[0mncdset\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mDataset\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mncfile\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     13\u001b[0m     \u001b[0;31m#print ncdset.variables\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     14\u001b[0m     \u001b[0m_lats\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mncdset\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvariables\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'lat'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32mnetCDF4/_netCDF4.pyx\u001b[0m in \u001b[0;36mnetCDF4._netCDF4.Dataset.__init__\u001b[0;34m()\u001b[0m\n",
      "\u001b[0;32mnetCDF4/_netCDF4.pyx\u001b[0m in \u001b[0;36mnetCDF4._netCDF4._ensure_nc_success\u001b[0;34m()\u001b[0m\n",
      "\u001b[0;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: b'/work/data/saws/WC_all_accum-filled.nc'"
     ]
    }
   ],
   "source": [
    "#loading data\n",
    "reg=\"ext\" #east, west, all, ext\n",
    "dset=\"SAWS3a\" #SAWS, DWS, MERGED, MERGED2\n",
    "dsets=[\"SAWS3a\", \"SAWS3c\", \"DWSa\", \"MERGEDa\", \"SAWS3b\"]\n",
    "#dsets=[\"MERGEDa\"]\n",
    "#reg=\"east\" #east, west, all, ext\n",
    "#dset=\"DWSa\" #SAWS, DWS, MERGED, MERGED2\n",
    "#dset=\"MERGEDa\"\n",
    "allrain={}\n",
    "for dset in dsets:\n",
    "    if reg==\"east\":\n",
    "        bnds=[18.8,19.3,-34.3,-33.3]\n",
    "        region=\"WCWSS dam region\"\n",
    "    elif reg==\"west\":\n",
    "        bnds=[18.31,18.8,-34.4,-33.3]\n",
    "        region=\"Coastal region\"\n",
    "    elif reg==\"all\":\n",
    "        bnds=[18.31,19.3,-34.4,-33.3]\n",
    "        region=\"Cape region\"\n",
    "    elif reg==\"south\":\n",
    "        bnds=[17.0,20.0,-35,-32.5]\n",
    "        region=\"WCWSS dam region\"\n",
    "    else:\n",
    "        bnds=[17,20.2,-34.4,-30.3]\n",
    "        region=\"Western Cape\"\n",
    "\n",
    "\n",
    "    ext=[17,21,-35,-31] #extent of map\n",
    "\n",
    "    if dset==\"SAWS3a\":\n",
    "        perc=0.9\n",
    "        fy=\"1933\"\n",
    "        ly=\"2017\"\n",
    "        timebnds=[fy,ly]\n",
    "        timecoverage=['1930','2017',perc]\n",
    "        timecoverage2=[]\n",
    "        exclude=[]\n",
    "        exclude=['BETTY_S_BAY_SPINNEKOPSNES', 'DISAVLEI', 'JONKERSNEK', 'DIE_PLAAT', 'AVALON']\n",
    "        exclude=exclude+[\"LANGEBAAN\", \"S_A_ASTRONOMICAL_OBSERVATORY\", \"NUWEBERG\", \"ALTYDGEDACHT\"]\n",
    "        exclude=exclude+[u'HOPEFIELD', u'OU_MURE', u'ALGERIA_-_BOS', u'NIEUWOUDTVILLE_SAPD']\n",
    "        rangeall=[0,800] #ext\n",
    "        rangeall=[500,1800] #east    \n",
    "        datafile=root+\"/work/data/saws/WC_all_accum-filled.nc\"\n",
    "        pr_day,ids,names,lats,lons=fun.readSAWSonefile(datafile, bnds, timebnds, timecoverage,timecoverage2,  exclude) #updated dataset\n",
    "\n",
    "    if dset==\"SAWS3b\":\n",
    "        perc=0.9\n",
    "        fy=\"1900\"\n",
    "        ly=\"2017\"\n",
    "        timebnds=[fy,ly]\n",
    "        timecoverage=['1900','2017',perc]\n",
    "        timecoverage2=[]\n",
    "        exclude=[]\n",
    "        exclude=['BETTY_S_BAY_SPINNEKOPSNES', 'DISAVLEI', 'JONKERSNEK', 'DIE_PLAAT', 'AVALON']\n",
    "        exclude=exclude+[\"LANGEBAAN\", \"S_A_ASTRONOMICAL_OBSERVATORY\", \"NUWEBERG\", \"ALTYDGEDACHT\"]\n",
    "        exclude=exclude+['ALGERIA_-_BOS', \"PAARL\"]\n",
    "        rangeall=[0,800] #ext\n",
    "        rangeall=[500,1800] #east    \n",
    "        datafile=root+\"/work/data/saws/WC_all_accum-filled.nc\"\n",
    "        pr_day,ids,names,lats,lons=fun.readSAWSonefile(datafile, bnds, timebnds, timecoverage,timecoverage2,  exclude) #updated dataset\n",
    "\n",
    "    if dset==\"SAWS3c\":\n",
    "        perc=0.9\n",
    "        fy=\"1981\"\n",
    "        ly=\"2017\"\n",
    "        timebnds=[fy,ly]\n",
    "        timecoverage=['1981','2017',perc]\n",
    "        timecoverage2=[]\n",
    "        exclude=[]\n",
    "        exclude=['BETTY_S_BAY_SPINNEKOPSNES', 'DIE_PLAAT', 'DISAVLEI', 'JONKERSNEK']\n",
    "        exclude=exclude+['LANGEBAAN', 'AVALON', 'WOLSELEY','ALGERIA_-_BOS','KOEKENAAP']\n",
    "        rangeall=[0,800] #ext\n",
    "        rangeall=[500,1800] #east    \n",
    "        datafile=root+\"/work/data/saws/WC_all_accum-filled.nc\"\n",
    "        pr_day,ids,names,lats,lons=fun.readSAWSonefile(datafile, bnds, timebnds, timecoverage,timecoverage2,  exclude) #updated dataset\n",
    "\n",
    "\n",
    "    if dset==\"DWSa\":\n",
    "        perc=0.8    \n",
    "        fy=\"1981\"\n",
    "        ly=\"2017\"\n",
    "        timebnds=[fy,ly]\n",
    "        timecoverage=['1981','2017',perc]\n",
    "        timecoverage2=[]\n",
    "        datafile=root+\"/work/data/dws/pr_dws_day_19000101-20180710.nc\"\n",
    "        pr_day,ids,names,lats,lons=fun.readDWS2(datafile, bnds, timebnds, timecoverage, timecoverage2, exclude)\n",
    "        rangeall=[300,1500]\n",
    "\n",
    "\n",
    "    if dset==\"MERGEDa\":\n",
    "        perc=0.9\n",
    "        fy=\"1981\"\n",
    "        ly=\"2017\"\n",
    "        exclude=['BETTY_S_BAY_SPINNEKOPSNES', 'DIE_PLAAT', 'DISAVLEI', 'JONKERSNEK']\n",
    "        exclude=exclude+['LANGEBAAN', 'AVALON', 'WOLSELEY','ALGERIA_-_BOS','KOEKENAAP']\n",
    "        exclude=exclude+['WOODHEAD_DAM','TABLE_MOUNTAIN_HOUSE', 'STETTYNSKLOOF', 'DARLING', 'MOORREESBURG', 'PORTERVILLE',\n",
    "                         'REMHOOGTE', 'Haweqwas_Stateforest_Stettynskloof_Dam', 'Kogel_Baai_Steenbrasdam-Lower', \n",
    "                         'Zachariashoek_Wemmershoek_Dam','Tafelberg']\n",
    "        timebnds=[fy,ly]\n",
    "        timecoverage=['1981','2017',perc]\n",
    "        timecoverage2=[]\n",
    "        datafile=root+\"/work/data/dws/pr_dws_day_19000101-20180710.nc\"\n",
    "        pr_day2,ids2,names2,lats2,lons2=fun.readDWS2(datafile, bnds, timebnds, timecoverage, timecoverage2, exclude)\n",
    "        \n",
    "        datafile=root+\"/work/data/saws/WC_all_accum-filled.nc\"\n",
    "        pr_day1,ids1,names1,lats1,lons1=fun.readSAWSonefile(datafile,bnds, timebnds, timecoverage, timecoverage2, exclude) #updated dataset\n",
    "        rangeall=[300,800]\n",
    "        pr_day=pd.concat([pr_day1, pr_day2], axis=1)\n",
    "        lats=np.append(lats1,lats2)\n",
    "        lons=np.append(lons1,lons2)\n",
    "        names=np.append(names1,names2)\n",
    "        ids=np.append(ids1,ids2)\n",
    "    sel=ids!=\"0021825_W\" #paarl\n",
    "    pr_day=pr_day.iloc[:,sel]\n",
    "    names=names[sel]\n",
    "    lats=lats[sel]\n",
    "    lons=lons[sel]\n",
    "    ids=ids[sel]\n",
    "\n",
    "    nstat=len(names)\n",
    "    suffix=dset+\"_\"+fy+\"-\"+ly+\"_\"+reg\n",
    "\n",
    "    print (\"Station selection criteria:\")\n",
    "    print (\"dataset: \"+dset)\n",
    "    print (str(perc*100)+\"% of daily data available in the period of \"+timecoverage[0]+\" to \"+timecoverage[1])\n",
    "    print (\"Lat-Lon range:\", bnds)\n",
    "    print (\"selected: \"+str(nstat)+\" stations\")\n",
    "#    print names\n",
    "    print()\n",
    "    allrain[dset]=[lats,lons]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "ncdata=Dataset(root+\"/work/data/cru/cru_ts4.03.1901.2018.pre_ssaf.nc\")\n",
    "#print ncdata.variables"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1416, 22, 26) (22,) (26,)\n"
     ]
    },
    {
     "ename": "TypeError",
     "evalue": "<class 'cftime._cftime.DatetimeGregorian'> is not convertible to datetime",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-9-78b0b4ff320a>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m     27\u001b[0m \u001b[0;31m#dates=pd.date_range(\"1979-01-01\",periods=nts,freq=\"M\")\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     28\u001b[0m \u001b[0mdates\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mnum2date\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtimes\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0munits\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcal\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 29\u001b[0;31m \u001b[0mprpd\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mpd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mDataFrame\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpr\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mreshape\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnts\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mindex\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mpd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mto_datetime\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdates\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     30\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     31\u001b[0m \u001b[0mprpd_clim\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mprpd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgroupby\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mprpd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mindex\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmonth\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmean\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/lib/python3.8/site-packages/pandas/core/tools/datetimes.py\u001b[0m in \u001b[0;36mto_datetime\u001b[0;34m(arg, errors, dayfirst, yearfirst, utc, format, exact, unit, infer_datetime_format, origin, cache)\u001b[0m\n\u001b[1;32m    752\u001b[0m             \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_convert_and_box_cache\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0marg\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcache_array\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    753\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 754\u001b[0;31m             \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mconvert_listlike\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0marg\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mformat\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    755\u001b[0m     \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    756\u001b[0m         \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mconvert_listlike\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0marray\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0marg\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mformat\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/lib/python3.8/site-packages/pandas/core/tools/datetimes.py\u001b[0m in \u001b[0;36m_convert_listlike_datetimes\u001b[0;34m(arg, format, name, tz, unit, errors, infer_datetime_format, dayfirst, yearfirst, exact)\u001b[0m\n\u001b[1;32m    438\u001b[0m         \u001b[0;32massert\u001b[0m \u001b[0mformat\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m \u001b[0;32mor\u001b[0m \u001b[0minfer_datetime_format\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    439\u001b[0m         \u001b[0mutc\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtz\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;34m\"utc\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 440\u001b[0;31m         result, tz_parsed = objects_to_datetime64ns(\n\u001b[0m\u001b[1;32m    441\u001b[0m             \u001b[0marg\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    442\u001b[0m             \u001b[0mdayfirst\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdayfirst\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/lib/python3.8/site-packages/pandas/core/arrays/datetimes.py\u001b[0m in \u001b[0;36mobjects_to_datetime64ns\u001b[0;34m(data, dayfirst, yearfirst, utc, errors, require_iso8601, allow_object)\u001b[0m\n\u001b[1;32m   1846\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1847\u001b[0m     \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1848\u001b[0;31m         result, tz_parsed = tslib.array_to_datetime(\n\u001b[0m\u001b[1;32m   1849\u001b[0m             \u001b[0mdata\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1850\u001b[0m             \u001b[0merrors\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0merrors\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32mpandas/_libs/tslib.pyx\u001b[0m in \u001b[0;36mpandas._libs.tslib.array_to_datetime\u001b[0;34m()\u001b[0m\n",
      "\u001b[0;32mpandas/_libs/tslib.pyx\u001b[0m in \u001b[0;36mpandas._libs.tslib.array_to_datetime\u001b[0;34m()\u001b[0m\n",
      "\u001b[0;32mpandas/_libs/tslib.pyx\u001b[0m in \u001b[0;36mpandas._libs.tslib.array_to_datetime_object\u001b[0;34m()\u001b[0m\n",
      "\u001b[0;32mpandas/_libs/tslib.pyx\u001b[0m in \u001b[0;36mpandas._libs.tslib.array_to_datetime\u001b[0;34m()\u001b[0m\n",
      "\u001b[0;31mTypeError\u001b[0m: <class 'cftime._cftime.DatetimeGregorian'> is not convertible to datetime"
     ]
    }
   ],
   "source": [
    "lons=ncdata.variables['lon'][:]\n",
    "lats=ncdata.variables['lat'][:]\n",
    "sellons=(lons>12) & (lons<25)\n",
    "sellats=(lats>-36) & (lats<-25)\n",
    "#sellons=(lons>17) & (lons<19)\n",
    "#sellats=(lats>-35) & (lats<-32)\n",
    "\n",
    "pr=ncdata.variables['pre'][:]\n",
    "pr=pr[:,sellats,:]\n",
    "pr=pr[:,:,sellons]\n",
    "lats=lats[sellats]\n",
    "lons=lons[sellons]\n",
    "l=lats.tolist()\n",
    "s=l[1]-l[0]\n",
    "baselats=np.linspace(l[0], l[-1]+s, len(l)+1)\n",
    "l=lons.tolist()\n",
    "s=l[1]-l[0]\n",
    "baselons=np.linspace(l[0], l[-1]+s, len(l)+1)\n",
    "\n",
    "print (pr.shape, lats.shape, lons.shape)\n",
    "\n",
    "time=ncdata.variables['time']\n",
    "cal=time.calendar\n",
    "units=time.units\n",
    "times=time[:]\n",
    "nts=len(times)\n",
    "#dates=pd.date_range(\"1979-01-01\",periods=nts,freq=\"M\")\n",
    "dates=num2date(times, units, cal)\n",
    "prpd=pd.DataFrame(pr.reshape(nts,-1), index=pd.to_datetime(dates))\n",
    "\n",
    "prpd_clim=prpd.groupby(prpd.index.month).mean()\n",
    "prpd_std=(prpd-prpd.mean(0))/prpd.std(0)\n",
    "prpd_stdclim=prpd_std.groupby(prpd_std.index.month).mean()\n",
    "\n",
    "nts,ny,nx=pr.shape\n",
    "print (ny,nx)\n",
    "from sklearn.cluster import FeatureAgglomeration\n",
    "X0=prpd_stdclim.values\n",
    "temp=X0.mean(0)\n",
    "X=X0[:,~np.isnan(temp)]\n",
    "print (X.shape)\n",
    "n_clusters=3\n",
    "ward1=FeatureAgglomeration(n_clusters, linkage='ward').fit(X)\n",
    "clu=ward1.labels_\n",
    "Y=np.copy(temp)\n",
    "Y[~np.isnan(temp)]=clu\n",
    "Y=Y.reshape(ny,nx)\n",
    "#Y[Y==0]=1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plotmap(_lats,_lons, title, color=\"blue\", edgecolor=\"blue\", cmap=plt.cm.RdYlBu_r, msize=4):\n",
    "    m=Basemap(projection='merc',resolution='i', lat_0=-30,lon_0=18.5, llcrnrlat=-35.1,urcrnrlat=-31, llcrnrlon=18, urcrnrlon=20.5,epsg = 4269)\n",
    "    m.drawmapboundary(fill_color='white', color=\"gray\")\n",
    "\n",
    "#    m.shadedrelief()\n",
    "    m.fillcontinents(color='0.8', lake_color='white', zorder=0)\n",
    "    m.readshapefile(root+\"/work/data/gis/southafrica/bigsix2d\", \"dams\")\n",
    "    patches   = []\n",
    "    for info, shape in zip(m.dams_info, m.dams):\n",
    "#        if info['nombre'] == 'Selva':\n",
    "            patches.append( Polygon(np.array(shape), True) )\n",
    "    pl.add_collection(PatchCollection(patches, facecolor= 'deepskyblue', edgecolor='deepskyblue', linewidths=1., zorder=2))\n",
    "    m.scatter(_lons,_lats, color=color, edgecolors=edgecolor, latlon=True, linewidth=3, s=msize, zorder=5, alpha=0.5)\n",
    "    m.arcgisimage(service = 'World_Shaded_Relief', xpixels = 500, verbose= False)    \n",
    "    return m\n",
    "\n",
    "def plotmapgrid(data, vmin, vmax, alat, alon, title, cmap=plt.cm.YlGn,ax=None):\n",
    "    alons, alats = np.meshgrid(alon,alat)\n",
    "    m = Basemap(projection='merc', llcrnrlon= 14, llcrnrlat=-36, urcrnrlon=24, urcrnrlat=-27, lon_0=18, lat_0=-31, resolution='i', ax=ax)\n",
    "    # resolution c, l, i, h, f in that order\n",
    "    m.drawmapboundary(fill_color='white')\n",
    "#    m.fillcontinents(color='0.8', lake_color='white', zorder=0)\n",
    "    m.drawcoastlines(color='0.6', linewidth=0.5)\n",
    "    m.drawcountries(color='0.6', linewidth=1)\n",
    "    m.drawparallels(np.arange(-40.,0.,5.), labels=[1,0,0,1], dashes=[1,1], linewidth=0.25, color='0.5')\n",
    "    m.drawmeridians(np.arange(10, 50., 10.), labels=[1,0,0,1], dashes=[1,1], linewidth=0.25, color='0.5')\n",
    "    \n",
    "    madata=np.ma.masked_where(np.isnan(data), data)\n",
    "    print madata.shape, data.shape, alons.shape, alats.shape\n",
    "    m.pcolormesh(alons, alats, madata, shading=\"flat\", cmap=cmap, latlon=True, vmin=vmin, vmax=vmax, alpha=0.6)\n",
    "\n",
    "#    m.bluemarble()\n",
    "#    m.shadedrelief()\n",
    "#    cbar = m.colorbar()\n",
    "#    cbar.solids.set_edgecolor(\"face\")\n",
    "#    cbar.set_ticks([vmin,vmax])\n",
    "    plt.title(title, fontsize=12)\n",
    "    return m\n",
    "#    plt.show()\n",
    "#    plt.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(22, 26) (22, 26) (23, 27) (23, 27)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 216x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#plotting classified map\n",
    "\n",
    "cmap = plt.cm.get_cmap('jet', n_clusters)\n",
    "fig=plt.figure(figsize=(3,7))\n",
    "pl = fig.add_subplot(2, 1, 1)\n",
    "m=plotmapgrid(Y,0,n_clusters,baselats, baselons, \"regions based on standardized monthly \\nrainfall climatology\\n CRU\", cmap, ax=pl)\n",
    "\n",
    "x1,y1 = m(17.5,-30)\n",
    "x2,y2 = m(17.5,-32.5)\n",
    "x3,y3 = m(20.0,-32.5)\n",
    "x4,y4 = m(20.0,-30)\n",
    "poly = Polygon([(x1,y1),(x2,y2),(x3,y3),(x4,y4)],facecolor='blue',edgecolor='grey',linewidth=3, alpha=0.2)\n",
    "#plt.gca().add_patch(poly)\n",
    "\n",
    "x1,y1 = m(17.5,-32.5)\n",
    "x2,y2 = m(17.5,-35.0)\n",
    "x3,y3 = m(20.0,-35.0)\n",
    "x4,y4 = m(20.0,-32.5)\n",
    "poly = Polygon([(x1,y1),(x2,y2),(x3,y3),(x4,y4)],facecolor='blue',edgecolor='grey',linewidth=3, alpha=0.2)\n",
    "#plt.gca().add_patch(poly)\n",
    "\n",
    "#_lats,_lons=allrain[]\n",
    "#_lats=np.append(_lats, -60)\n",
    "#_lons=np.append(_lons, -60)\n",
    "#m.scatter(_lons,_lats, color=\"red\", edgecolors=\"none\", latlon=True, linewidth=1, s=80, zorder=10, alpha=1)\n",
    "\n",
    "x1,y1 = m(18.8,-33.1)\n",
    "x2,y2 = m(18.8,-34.3)\n",
    "x3,y3 = m(19.4,-34.3)\n",
    "x4,y4 = m(19.4,-33.1)\n",
    "poly = Polygon([(x1,y1),(x2,y2),(x3,y3),(x4,y4)],facecolor='none',edgecolor='grey',linewidth=3)\n",
    "plt.gca().add_patch(poly)\n",
    "\n",
    "_lats,_lons=allrain['SAWS3c']\n",
    "m.scatter(_lons,_lats, color=\"black\", edgecolors=\"none\", marker=\".\", latlon=True, linewidth=1, s=40, zorder=15, alpha=1)\n",
    "\n",
    "\n",
    "#formatplot.myformat(\"neat\")\n",
    "#fig=plt.figure(figsize=(5,4))\n",
    "pl = fig.add_subplot(2, 1, 2)\n",
    "for i in range(n_clusters):\n",
    "    clustind=Y==i\n",
    "    pl.plot(prpd_stdclim.iloc[:,clustind.flatten()].mean(1), color=cmap(i), alpha=0.8)\n",
    "#pl.set_ylim(0,150)\n",
    "pl.set_xlim(1,12)\n",
    "pl.set_xticks([1,3,5,7,9,11])\n",
    "pl.set_xticklabels([\"Jan\",\"Mar\",\"May\",\"Jul\",\"Sep\",\"Nov\"])\n",
    "pl.set_xlabel(\"months\")\n",
    "pl.set_ylabel(\"[-]\")\n",
    "pl.set_title('standardized climatology of rainfall regions')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def truncate_colormap(cmap, minval=0.0, maxval=1.0, n=1000):\n",
    "    new_cmap = colors.LinearSegmentedColormap.from_list(\n",
    "        'trunc({n},{a:.2f},{b:.2f})'.format(n=cmap.name, a=minval, b=maxval),\n",
    "        cmap(np.linspace(minval, maxval, n)))\n",
    "    return new_cmap"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(720, 600)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from osgeo import gdal\n",
    "from mpl_toolkits.axes_grid1.anchored_artists import AnchoredSizeBar\n",
    "\n",
    "import matplotlib.colors as colors\n",
    "formatplot.myformat(\"neat\")\n",
    "\n",
    "fig=plt.figure(figsize=(7,7))\n",
    "\n",
    "pl = fig.add_subplot(1,1,1)\n",
    "\n",
    "m=Basemap(projection='merc',resolution='i', lat_0=-30,lon_0=18.5, llcrnrlat=-35.4,urcrnrlat=-31, llcrnrlon=17.8, urcrnrlon=20.5,epsg = 4269)\n",
    "#m=Basemap(projection='merc',resolution='i', lat_0=-30,lon_0=18.5, llcrnrlat=-35,urcrnrlat=-31, llcrnrlon=17.8, urcrnrlon=20.3,epsg = 4269)\n",
    "#m=Basemap(projection='merc',resolution='i', lat_0=-30,lon_0=18.5, llcrnrlat=-35.1,urcrnrlat=-31, llcrnrlon=18, urcrnrlon=20.5,epsg = 4269)\n",
    "#m=Basemap(projection='merc',resolution='i', lat_0=-30,lon_0=18.5, llcrnrlat=-34.5,urcrnrlat=-33, llcrnrlon=17.6, urcrnrlon=20,epsg = 4269)\n",
    "m.drawparallels(np.arange(-36.,-20.,1.), labels=[1,0,0,1], dashes=[1,1], linewidth=0.25, color='0.5')\n",
    "m.drawmeridians(np.arange(15, 22., 1.), labels=[1,0,0,1], dashes=[1,1], linewidth=0.25, color='0.5')\n",
    "\n",
    "gdat=np.copy(Y)\n",
    "gdat[gdat==1]=np.nan\n",
    "gdat[gdat==3]=np.nan\n",
    "gdat[gdat==4]=np.nan\n",
    "gdat[gdat==2]=2\n",
    "\n",
    "#m.fillcontinents(color='0.8', lake_color='white', zorder=0)\n",
    "\n",
    "#madata=np.ma.masked_where(np.isnan(gdat), gdat)\n",
    "#m.pcolormesh(baselons, baselats, madata, shading=\"flat\", cmap=cmap, latlon=True, vmin=0, vmax=n_clusters, alpha=0.3, facecolor=\"yellow\")\n",
    "\n",
    "\n",
    "m.readshapefile(root+\"/work/data/gis/southafrica/bigsix_catchments\", \"dams\")\n",
    "patches   = []\n",
    "for info, shape in zip(m.dams_info, m.dams):\n",
    "        patches.append( Polygon(np.array(shape), True) )\n",
    "pl.add_collection(PatchCollection(patches, facecolor= \"none\", edgecolor='magenta', linewidths=2., zorder=2))\n",
    "\n",
    "m.readshapefile(root+\"/work/data/gis/southafrica/bigsix2d\", \"dams\")\n",
    "patches   = []\n",
    "for info, shape in zip(m.dams_info, m.dams):\n",
    "        patches.append( Polygon(np.array(shape), True) )\n",
    "pl.add_collection(PatchCollection(patches, facecolor= \"blue\", edgecolor='blue', linewidths=2., zorder=2))\n",
    "\n",
    "\n",
    "#m.readshapefile(\"./wcape_regions\", \"regions\", linewidth=2, color=\"grey\")\n",
    "\n",
    "#cape town\n",
    "_lons=[18.45,60,60]\n",
    "_lats=[-34.0,-60,-60]\n",
    "m.scatter(_lons,_lats, color=\"none\", edgecolors=\"black\", marker=\"s\", latlon=True, linewidth=2, s=500, zorder=9, alpha=0.9)\n",
    "\n",
    "#ds = gdal.Open(\"/work/data/hydro_topo/hydroSHEDS/test.tif\")\n",
    "ds = gdal.Open(\"/work/data/hydro_topo/hydroSHEDS/wcape.tif\")\n",
    "data = ds.ReadAsArray()\n",
    "data=data.astype(\"float32\")\n",
    "print data.shape\n",
    "x = np.linspace(17, 22, data.shape[1])\n",
    "y = np.linspace(-36, -30, data.shape[0])\n",
    "xx, yy = np.meshgrid(x, y)\n",
    "data[data==-9999]=np.nan\n",
    "sel=np.unique(data.flatten())\n",
    "sel=sel[~np.isnan(sel)]\n",
    "ncols=len(sel)\n",
    "\n",
    "cmap=plt.get_cmap('terrain')\n",
    "new_cmap = truncate_colormap(cmap, 0.2, 0.8)\n",
    "\n",
    "#m.contourf(xx, yy, np.flipud(data), cmap=new_cmap)\n",
    "mm=m.pcolormesh(xx, yy, np.flipud(data), cmap=new_cmap)\n",
    "\n",
    "\n",
    "#m.arcgisimage(service = 'World_Shaded_Relief', xpixels = 500, verbose= False)\n",
    "#m.arcgisimage(service = 'World_Physical_Map', xpixels = 500, verbose= False)\n",
    "#m.arcgisimage(server=\"http://server.arcgisonline.com/arcgis/rest/services/Elevation/\", service = 'ESRI_Elevation_World', xpixels = 500, verbose= False)\n",
    "#m.etopo()\n",
    "\n",
    "    \n",
    "l4 = plt.scatter([],[], s=200, color=\"none\", marker=\"s\", edgecolors='black', linewidth=2, alpha=0.9)\n",
    "l5 = plt.scatter([],[], s=200,  marker=\"s\", edgecolors=\"magenta\", color=\"none\", linewidth=2)\n",
    "l6 = plt.scatter([],[], s=200,  marker=\"s\", edgecolors=\"blue\", color=\"blue\", linewidth=2)\n",
    "\n",
    "leg1=plt.legend([l6], [\"Reservoirs\"], ncol=2, frameon=False, fontsize=11, handlelength=0, loc = (0,0.05), borderpad = 1, handletextpad=1, title='', scatterpoints = 1)\n",
    "\n",
    "labels2=[\"Cape Town\",  \"Catchments\", \"Reservoirs\"]\n",
    "leg2 = plt.legend([l4,l5], labels2, ncol=3, frameon=False, fontsize=11,\n",
    "handlelength=0, loc = (0,0), borderpad = 1,\n",
    "handletextpad=1, title='', scatterpoints = 1)\n",
    "pl.add_artist(leg2)\n",
    "pl.add_artist(leg1)\n",
    "\n",
    "scalebar = AnchoredSizeBar(pl.transData,\n",
    "                           0.91, '100 km', \n",
    "                           loc=\"upper left\", \n",
    "                           pad=1,\n",
    "                           frameon=False,\n",
    "                           size_vertical=0.01)\n",
    "\n",
    "pl.add_artist(scalebar)\n",
    "\n",
    "plt.colorbar(mm, ax=pl, shrink=0.5, pad=0.01)\n",
    "pl.text(1.02,0.77,\"[m a.m.s.l]\", transform=pl.transAxes, color=\"0.3\")\n",
    "#fig.subplots_adjust(left=0.01, right=0.99, top=0.99, bottom=0.1, hspace=0., wspace=0.)\n",
    "\n",
    "#m.drawrivers(color=\"blue\")\n",
    "#m.drawlsmask(land_color='coral',ocean_color='aqua',lakes=True)\n",
    "plt.savefig(\"../figures_trend/fig1a.pdf\", dpi=300)\n",
    "plt.savefig(\"../figures_trend/fig1a.png\")\n",
    "#plt.savefig(\"../figures_trend/fig1a.eps\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.colors.LinearSegmentedColormap at 0x7f5cdc3e16d0>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plt.cm.terrain(np.linspace(0.25, 1, 200))\n",
    "plt.cm.terrain"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.9090909090909091"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "100/110.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "formatplot.myformat(\"neat\")\n",
    "\n",
    "fig=plt.figure(figsize=(8,9))\n",
    "pl = fig.add_subplot(1,1,1)\n",
    "\n",
    "m=Basemap(projection='merc',resolution='i', lat_0=-30,lon_0=18.5, llcrnrlat=-35,urcrnrlat=-31, llcrnrlon=17.6, urcrnrlon=20.3,epsg = 4269)\n",
    "m.drawparallels(np.arange(-50.,0.,2), labels=[1,0,0,0], dashes=[1,1], linewidth=0.25, color='0.5')\n",
    "m.drawmeridians(np.arange(-10, 100., 2), labels=[0,0,1,0], dashes=[1,1], linewidth=0.25, color='0.5')\n",
    "\n",
    "#m.readshapefile(root+\"/work/data/gis/southafrica/bigsix2d\", \"dams\")\n",
    "m.readshapefile(root+\"/work/data/gis/southafrica/bigsix_catchments\", \"dams\")\n",
    "patches   = []\n",
    "for info, shape in zip(m.dams_info, m.dams):\n",
    "        patches.append( Polygon(np.array(shape), True) )\n",
    "pl.add_collection(PatchCollection(patches, facecolor= \"magenta\", edgecolor='magenta', linewidths=1., zorder=2, alpha=0.5))\n",
    "\n",
    "_lons=[18.45,60,60]\n",
    "_lats=[-34.0,-60,-60]\n",
    "m.scatter(_lons,_lats, color=\"none\", edgecolors=\"black\", marker=\"s\", latlon=True, linewidth=2, s=500, zorder=9, alpha=0.9)\n",
    "\n",
    "m.arcgisimage(service = 'World_Physical_Map', xpixels = 500, verbose= False)\n",
    "#m.arcgisimage(server=\"http://server.arcgisonline.com/arcgis/rest/services/Elevation/\", service = 'ESRI_Elevation_World', xpixels = 500, verbose= False)\n",
    "\n",
    "\n",
    "l2 = plt.scatter([],[], 100, color=\"black\", marker=\"*\", edgecolors='none')\n",
    "l1 = plt.scatter([],[], s=60, color=\"red\", edgecolors='none')\n",
    "l3 = plt.scatter([],[], s=200, color=\"none\", marker=\"s\", edgecolors='grey', linewidth=2)\n",
    "l4 = plt.scatter([],[], s=200, color=\"none\", marker=\"s\", edgecolors='black', linewidth=2, alpha=0.9)\n",
    "l5 = plt.scatter([],[], s=200,  marker=\"s\", edgecolors=\"magenta\", color=\"magenta\", linewidth=2)\n",
    "\n",
    "labels = [\"1930-2017 stations\",\"1981-2017 stations\"]\n",
    "leg1=plt.legend([l1, l2], labels, ncol=2, frameon=False, fontsize=10, handlelength=0, loc = (0,0.05), borderpad = 1, handletextpad=1, title='', scatterpoints = 1)\n",
    "\n",
    "labels2=[\"Cape Town\", \"WSA region\", \"Reservoir catchments\"]\n",
    "leg2 = plt.legend([l4,l3, l5], labels2, ncol=3, frameon=False, fontsize=10,\n",
    "handlelength=0, loc = (0,0), borderpad = 1,\n",
    "handletextpad=1, title='', scatterpoints = 1)\n",
    "\n",
    "pl.add_artist(leg2)\n",
    "pl.add_artist(leg1)\n",
    "\n",
    "#tit=leg.get_title()\n",
    "#tit.set_fontsize(14)\n",
    "\n",
    "x1,y1 = m(18.8,-33.1)\n",
    "x2,y2 = m(18.8,-34.3)\n",
    "x3,y3 = m(19.4,-34.3)\n",
    "x4,y4 = m(19.4,-33.1)\n",
    "poly = Polygon([(x1,y1),(x2,y2),(x3,y3),(x4,y4)],facecolor='none',edgecolor='grey',linewidth=3)\n",
    "plt.gca().add_patch(poly)\n",
    "\n",
    "#m.drawcoastlines()\n",
    "m.drawrivers(color=\"blue\")\n",
    "#m.drawlsmask(land_color='coral',ocean_color='aqua',lakes=True)\n",
    "#plt.savefig(\"../figures_bams/fig1c.pdf\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(22, 26) (22, 26) (23, 27) (23, 27)\n",
      "South-East\n",
      "South-West\n",
      "North\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 216x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "regs=[\"North\", \"South-West\", \"South-East\"]\n",
    "regdefs={\"South-East\":(19.4,20.4,-34.8,-33.7), \"North\":(18.0,20.7,-32.8,-31.2), \"South-West\":(18.0,19.4,-34.8,-32.8)}\n",
    "cmap = plt.cm.get_cmap('jet', n_clusters)\n",
    "fig=plt.figure(figsize=(3,7))\n",
    "pl = fig.add_subplot(2, 1, 1)\n",
    "m=plotmapgrid(Y,0,n_clusters,baselats, baselons, \"regions based on standardized monthly \\nrainfall climatology\\n CRU\", cmap, ax=pl)\n",
    "\n",
    "for reg in regdefs:\n",
    "    print reg\n",
    "    ll=regdefs[reg]\n",
    "    x1,y1 = m(ll[0],ll[3])\n",
    "    x2,y2 = m(ll[0],ll[2])\n",
    "    x3,y3 = m(ll[1],ll[2])\n",
    "    x4,y4 = m(ll[1],ll[3])\n",
    "    poly = Polygon([(x1,y1),(x2,y2),(x3,y3),(x4,y4)],facecolor='blue',edgecolor='grey',linewidth=3, alpha=0.2)\n",
    "    plt.gca().add_patch(poly)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "4.0\n",
      "saved wcape_regions.nc\n"
     ]
    }
   ],
   "source": [
    "outfile=\"wcape_regions.nc\"\n",
    "ncdataset=Dataset(outfile, \"w\", format='NETCDF3_CLASSIC')\n",
    "ncdataset.createDimension('lon', len(lons))\n",
    "ncdataset.createDimension('lat', len(lats))\n",
    "longitudes = ncdataset.createVariable('lon',np.float32, ('lon',))\n",
    "latitudes  = ncdataset.createVariable('lat',np.float32, ('lat',))\n",
    "latitudes.long_name = \"latitude\" ;\n",
    "latitudes.units = \"degrees_north\" ;\n",
    "longitudes.long_name = \"longitude\" ;\n",
    "longitudes.units = \"degrees_east\" ;\n",
    "longitudes[:]=lons\n",
    "latitudes[:]=lats\n",
    "v=ncdataset.createVariable(\"region\",np.float32,('lat', 'lon',))\n",
    "print np.nanmax(Y)\n",
    "v[:,:]=Y\n",
    "v.units=\"cluster\"\n",
    "ncdataset.close()\n",
    "print \"saved\", outfile"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
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