{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import xray\n",
    "\n",
    "from numpy import linspace\n",
    "import numpy as np\n",
    "from scipy.interpolate import interp1d\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.dates as mdates\n",
    "import datetime as dt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "ds = xray.open_dataset(\"toga.nc\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "z = ds.u.values\n",
    "p = ds.p.values\n",
    "\n",
    "pint = linspace(p.min(), p.max(), 100)[::-1]\n",
    "\n",
    "pout = np.zeros((z.shape[0], len(pint)))\n",
    "\n",
    "for i in range(z.shape[0]):\n",
    "    pout[i,:] = interp1d(p[i,:], z[i,:], bounds_error=False)(pint)\n",
    "    \n",
    "    \n",
    "ds_int = xray.Dataset({'u': (['time', 'pressure'],  pout) },\n",
    "            coords={'time':ds.time, 'pressure': pint})\n",
    "\n",
    "\n",
    "ds_int.pressure.attrs['units'] = 'hPa'\n",
    "ds_int.u['units'] = 'm s^-1'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/scratch/noah/anaconda3/lib/python3.5/site-packages/matplotlib/collections.py:590: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n",
      "  if self._edgecolors == str('face'):\n"
     ]
    },
    {
     "data": {
      "image/png": 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nmYvK0QoFBJK9mb8SVpohaaS5vDtlrRORl5ZeI/D2HJOCyjo2BjOeurSP0pIk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ikiW7ALdzLwmj098K6w+RaHjIyMjDXAjt1MUV0tROQBwOuA6wLvF5HPquq9VfXnIvIa4NOYrvF+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\nAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f5f02138e10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ds_int.u.T.plot()\n",
    "\n",
    "ax = plt.gca()\n",
    "ax.xaxis.set_major_formatter(mdates.DateFormatter('%b %d'))\n",
    "\n",
    "plt.setp(ax.get_xticklabels(), rotation=45)\n",
    "ax.invert_yaxis()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}