storms_GB.ipynb 133 KB
Newer Older
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Load required modules\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import xarray as xr\n",
    "import pandas as pd\n",
    "import xarray.ufuncs as uf\n",
    "\n",
    "plt.rcParams['figure.figsize'] = [15, 7]\n",
    "plt.rcParams.update({'font.size': 17})\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "## CORE\n",
    "\n",
    "def resample(file):\n",
    "    ds=xr.open_mfdataset(file).sel(LAT=slice(lat0,lat1),LON=slice(lon0,lon1))\n",
    "    ds['time_counter']=pd.date_range(start=\"1958-01-01 00:00:00\",end=\"1958-12-31 18:00:00\",freq=\"6H\")\n",
    "    ds=ds.resample(time_counter='1d').mean()\n",
    "    ds['time_counter']=range(0,365)\n",
    "    return ds\n",
    "    \n",
    "\n",
    "#Load data\n",
    "wdir=\"/gfs1/work/shkpwagn/DATA/COREv2c_IOF/\"\n",
    "\n",
    "fileu=wdir+\"U_10_MOD_CORE2c_????.nc\"\n",
    "filev=wdir+\"V_10_MOD_CORE2c_????.nc\"\n",
    "\n",
    "datau=xr.open_mfdataset(fileu,concat_dim=\"time_counter\")\n",
    "datav=xr.open_mfdataset(filev,concat_dim=\"time_counter\")\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [],
   "source": [
    "lat0=50\n",
    "lat1=60\n",
    "lon0=350\n",
    "lon1=360\n",
    "\n",
    "u=datau['U_10_MOD'].sel(LON=slice(lon0,lon1),LAT=slice(lat0,lat1))\n",
    "v=datav['V_10_MOD'].sel(LON=slice(lon0,lon1),LAT=slice(lat0,lat1))\n",
    "w=uf.cos(u['LON']/180*np.pi); w=w[0]/w\n",
    "\n",
    "u=(u*w).mean(('LON','LAT')).load()\n",
    "v=(v*w).mean(('LON','LAT')).load()\n",
    "\n",
    "u=u-u.mean()\n",
    "v=v-v.mean()\n",
    "\n",
    "ustd=u.std().load()\n",
    "vstd=v.std().load()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "ename": "ModuleNotFoundError",
     "evalue": "No module named 'cftime'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mModuleNotFoundError\u001b[0m                       Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-82-662869aba21a>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0mitertools\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mproduct\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0;32mfrom\u001b[0m \u001b[0mcftime\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mDatetimeNoLeap\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'cftime'"
     ]
    }
   ],
   "source": [
    "from itertools import product\n",
    "from cftime import DatetimeNoLeap"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "\n",
    "In [29]: dates = [DatetimeNoLeap(year, month, 1) for year, month in\n",
    "   ....:          product(range(1, 3), range(1, 13))]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [],
   "source": [
    "siu=((u>=2*ustd) | (u<=-2*ustd)).groupby('time_counter.year')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x2aaad1071e80>]"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2aaadc6d1550>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "u[:2000].plot()\n",
    "plt.plot([u['time_counter'][0],u['time_counter'][999]],[2*ustd,2*ustd])\n",
    "plt.plot([u['time_counter'][0],u['time_counter'][999]],[-2*ustd,-2*ustd])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "\n",
    "\n",
    "for year in range(year1,year2+1):\n",
    "    print(year)\n",
    "    for p in prefix:\n",
    "        ifile=wdir+p+\"_10_MOD_CORE2c_\"+str(year)+\".nc\"\n",
    "        ofile=wdir+p+\"_10_MOD_CORE2c_\"+str(year)+\"_1d_NA.nc\"\n",
    "        ds=resample(fileu)\n",
    "        ds.to_netcdf(ofile,unlimited_dims='time_counter')\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "SSH shkpwagn@bdata2.hlrn.de python_py3_std_/gfs2/work/shkpwagn/NB_WDIR",
   "language": "",
   "name": "rik_ssh_shkpwagn_bdata2_hlrn_de_python_py3_std_gfs2workshkpwagnnb_wdir"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}