{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from matplotlib import pyplot as plt\n",
    "import matplotlib\n",
    "import pandas as pd\n",
    "import formatplot\n",
    "import seaborn as sns\n",
    "from netCDF4 import Dataset, num2date, date2num\n",
    "formatplot.myformat(\"neat\")\n",
    "from pandas.tseries.offsets import DateOffset\n",
    "import json\n",
    "from scipy.optimize import minimize\n",
    "from mpl_toolkits.basemap import Basemap\n",
    "from scipy.stats import pearsonr\n",
    "import scipy.stats as st\n",
    "import os\n",
    "from scipy.stats.kde import gaussian_kde\n",
    "import glob, sys\n",
    "%matplotlib inline\n",
    "import functions_rainfall as fun\n",
    "from matplotlib.patches import Polygon\n",
    "from matplotlib.collections import PatchCollection\n",
    "root=\"/work/orange/\"\n",
    "#root=\"\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/work/orange//work/data/saws/WC_all_accum.nc\n",
      "(61361, 311)\n"
     ]
    }
   ],
   "source": [
    "ncfile=root+\"/work/data/saws/WC_all_accum.nc\"\n",
    "print ncfile\n",
    "ncdset=Dataset(ncfile)\n",
    "#print ncdset.variables\n",
    "lats=ncdset.variables['latitude'][:]\n",
    "lons=ncdset.variables['longitude'][:]\n",
    "elevations=ncdset.variables['elevation'][:]\n",
    "ids=ncdset.variables['id'][:]\n",
    "names=ncdset.variables['name'][:]\n",
    "data=ncdset.variables['pr'][:]\n",
    "times=ncdset.variables['time']\n",
    "units=times.units\n",
    "calendar=times.calendar\n",
    "dates = num2date(times[:],units=times.units)\n",
    "ncdset.close()\n",
    "\n",
    "pr=np.ma.masked_invalid(data)\n",
    "obsdates=pd.date_range(\"1850-01-01\", \"2017-12-31\", freq=\"D\")\n",
    "pr_a=pd.DataFrame(pr, index=obsdates, columns=names)\n",
    "print pr_a.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/work/orange//work/data/saws/WC_all_no-accum.nc\n",
      "(61361, 311)\n"
     ]
    }
   ],
   "source": [
    "ncfile=root+\"/work/data/saws/WC_all_no-accum.nc\"\n",
    "print ncfile\n",
    "ncdset=Dataset(ncfile)\n",
    "#print ncdset.variables\n",
    "lats=ncdset.variables['latitude'][:]\n",
    "lons=ncdset.variables['longitude'][:]\n",
    "elevations=ncdset.variables['elevation'][:]\n",
    "ids=ncdset.variables['id'][:]\n",
    "names=ncdset.variables['name'][:]\n",
    "data=ncdset.variables['pr'][:]\n",
    "times=ncdset.variables['time']\n",
    "units=times.units\n",
    "calendar=times.calendar\n",
    "dates = num2date(times[:],units=times.units)\n",
    "ncdset.close()\n",
    "\n",
    "pr=np.ma.masked_invalid(data)\n",
    "obsdates=pd.date_range(\"1850-01-01\", \"2017-12-31\", freq=\"D\")\n",
    "pr_na=pd.DataFrame(pr, index=obsdates, columns=names)\n",
    "print pr_na.shape\n",
    "nstat=pr_na.shape[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "pr_a[pr_a<0]=np.nan\n",
    "pr_na[pr_na<0]=np.nan\n",
    "sel=np.isnan(pr_na) & np.invert(np.isnan(pr_a))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Kpr5C/qHlDaKJWN73joTG+M9v/iNf3LP8MmWF0AsEghXD6vJCbvSNAaB19qGrbEcyB1CC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\nRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f4cebec9350>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(pr_a, \"o\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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r/fj2VrYrj2Er3tHqRozugRDfe+ggQ94yIjSqVL6GbuPMtna++2B++OXmY4+g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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f4ceb2780d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(pr_na)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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OE1knDvCJxq0cbh5GFvLhHD45zGd3Tr9eiMErJc09notjWRxBf1+5hx8qKLT3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\nYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f4ceb37de10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(pr_a[sel], \"o\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "#filling gaps when accumulated value is there\n",
    "#inserting zeros into gaps with accumulated total\n",
    "pr_filled=pr_a.copy()\n",
    "isgap=np.isnan(pr_a)\n",
    "iscum=(~np.isnan(pr_a)) & (np.isnan(pr_na))\n",
    "counts=np.cumsum(iscum.iloc[::-1,:]).iloc[::-1,:]\n",
    "nrow,ncol=isgap.shape\n",
    "for i in range(ncol):\n",
    "    if np.sum(iscum.iloc[:,i])>0:\n",
    "#        print i\n",
    "        for j in np.where(iscum.iloc[:,i])[0]:\n",
    "            tofill=True\n",
    "            jj=np.copy(j)\n",
    "            fillindices=[]\n",
    "            while tofill:\n",
    "                jj=jj-1\n",
    "                if np.isnan(pr_filled.iloc[jj,i]):\n",
    "                    fillindices=fillindices+[jj]\n",
    "                else:\n",
    "                    tofill=False\n",
    "                    pr_filled.iloc[fillindices,i]=0\n",
    "#                    if len(fillindices)>10:\n",
    "#                        print len(fillindices), pr_filled.iloc[j,i], obsdates[j]\n",
    "#        print"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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6HQnV8bufH8w5t88te//HayZozIU0SU0uwTCzu6NsG1IfbRERf+0pKuGdjzcw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\niIj47v8B+rOZBsw3I0YAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f4ceb486190>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#plotting\n",
    "fig=plt.figure(figsize=(8,3))\n",
    "\n",
    "fpyr='1850'\n",
    "lpyr='2017'\n",
    "\n",
    "pl=plt.subplot(1,1,1)\n",
    "#pl.plot(pr_a[fpyr:lpyr].index, np.invert(np.isnan(pr_a[fpyr:lpyr].values)).sum(1))\n",
    "#pl.plot(pr_na[fpyr:lpyr].index, np.invert(np.isnan(pr_na[fpyr:lpyr].values)).sum(1))\n",
    "pl.plot(pr_filled[fpyr:lpyr].index, np.invert(np.isnan(pr_filled[fpyr:lpyr].values)).sum(1))\n",
    "\n",
    "pl.set_ylabel(\"n of stations \\n reporting \\ndaily\")\n",
    "if nstat>4:\n",
    "    yticks=range(0,nstat, int(nstat/4))\n",
    "else:\n",
    "    yticks=range(nstat)\n",
    "pl.set_yticks(yticks)\n",
    "pl.set_xlim(fpyr+\"-01-01\", \"2018-01-01\")\n",
    "xticks=pd.date_range(fpyr+\"-01-01\", \"2018-01-01\", freq=\"10A\")\n",
    "pl.set_xticks(xticks)\n",
    "\n",
    "fig.subplots_adjust(left=0.15, right=0.95, top=0.9, bottom=0.1, hspace=0.7, wspace=0.1)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/work/orange//work/data/saws/WC_all_accum-filled.nc\n",
      "(61361, 311) (61361, 311)\n"
     ]
    }
   ],
   "source": [
    "nfeatures=len(names)\n",
    "nts=len(obsdates)\n",
    "outfile=root+\"/work/data/saws/WC_all_accum-filled.nc\"\n",
    "if os.path.exists(outfile):\n",
    "    os.remove(outfile)\n",
    "print outfile\n",
    "ncdataset=Dataset(outfile, \"w\", format='NETCDF4')\n",
    "\n",
    "ncdataset.createDimension('feature', nfeatures)\n",
    "ncdataset.createDimension('time', nts)\n",
    "\n",
    "nclongitudes = ncdataset.createVariable('lon',np.float32, ('feature',))\n",
    "nclatitudes  = ncdataset.createVariable('lat',np.float32, ('feature',))\n",
    "ncelevations = ncdataset.createVariable('elevation',np.float32, ('feature',))\n",
    "ncids = ncdataset.createVariable('id',str, ('feature',))\n",
    "ncnames = ncdataset.createVariable('name',str, ('feature',))\n",
    "nctimes      = ncdataset.createVariable('time',np.float32, ('time',))\n",
    "v          = ncdataset.createVariable('pr',np.float32, ('time','feature',), fill_value=1e+10, zlib=True)\n",
    "\n",
    "nctimes.units = units\n",
    "nctimes.calendar = calendar\n",
    "nclatitudes.long_name = \"latitude\" ;\n",
    "nclatitudes.units = \"degrees_north\" ;\n",
    "nclongitudes.long_name = \"longitude\" ;\n",
    "nclongitudes.units = \"degrees_east\" ;\n",
    "nclongitudes[:]=lons\n",
    "nclatitudes[:]=lats\n",
    "nctimes[:] = date2num(obsdates.to_pydatetime(),units=units,calendar=calendar)\n",
    "ncnames[:]=names\n",
    "ncids[:]=ids\n",
    "\n",
    "print v.shape, data.shape\n",
    "v[:,:]=pr_filled.values\n",
    "v.long_name=\"precipitation\"\n",
    "v.units=\"mm/day\"\n",
    "v.missing_value=-1.00E+20\n",
    "\n",
    "\n",
    "ncdataset.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/work/orange//work/data/saws/WC_all_accum.nc\n",
      "(61361, 311)\n"
     ]
    }
   ],
   "source": [
    "ncfile=root+\"/work/data/saws/WC_all_accum.nc\"\n",
    "print ncfile\n",
    "ncdset=Dataset(ncfile)\n",
    "#print ncdset.variables\n",
    "lats=ncdset.variables['latitude'][:]\n",
    "lons=ncdset.variables['longitude'][:]\n",
    "elevations=ncdset.variables['elevation'][:]\n",
    "ids=ncdset.variables['id'][:]\n",
    "names=ncdset.variables['name'][:]\n",
    "data=ncdset.variables['pr'][:]\n",
    "times=ncdset.variables['time']\n",
    "units=times.units\n",
    "calendar=times.calendar\n",
    "dates = num2date(times[:],units=times.units)\n",
    "ncdset.close()\n",
    "\n",
    "pr=np.ma.masked_invalid(data)\n",
    "obsdates=pd.date_range(\"1850-01-01\", \"2017-12-31\", freq=\"D\")\n",
    "pr_af=pd.DataFrame(pr, index=obsdates, columns=names)\n",
    "print pr_af.shape\n",
    "pr_af[pr_af<0]=np.nan"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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go779QxYKiCnrQMfR/3wwOU7o3refwvwZg39f/Nq/Mv3B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\nKPRBEAQtJwp9EARBy/kHKUMfAESHlt0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f4ceb42bad0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(pr_af)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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zScyp1MxMsFIm87LHqx/MgIIAQaoym5RG+RQwGXXTqxZ+swlT/9/DZ2gP6yw1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1AAAg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\noMEtzv8PvCUemEhicEYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f4ceb5200d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pr_af_mon=pr_af.resample(\"M\").sum()\n",
    "pr_af_year=pr_af.resample(\"A\").sum()\n",
    "plt.plot(pr_af_year)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.16"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
