Voodoo_predictor_KAZR.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "cf743338",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import warnings\n",
    "import pprint\n",
    "\n",
    "import xarray as xr\n",
    "import numpy as np\n",
    "import toml\n",
    "import torch\n",
    "from scipy.ndimage import gaussian_filter, gaussian_filter1d\n",
    "\n",
    "import Voodoo.TorchModel as TM\n",
    "import Voodoo.Loader as Loader\n",
    "import Voodoo.Utils as UT\n",
    "\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.dates as mdates\n",
    "# show quicklook \n",
    "%matplotlib inline\n",
    "\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "\n",
    "p = 0.5\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9d297857",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "8d513d82",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "data_path = 'example_data/KAZR/nsakazrspeccmaskgecopolC1.a0.20190127.040010.cdf'\n",
    "\n",
    "data = xr.open_mfdataset(data_path)\n",
    "data['time'] = data['time_offset'].values + np.timedelta64(4,'h')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "b950c665",
   "metadata": {},
   "outputs": [],
   "source": [
    "hsrl = xr.open_mfdataset('example_data/KAZR/nsahsrlC1.a1.20190127.000000.nc')\n",
    "\n",
    "#hsrl = hsrl.sel(time=slice(data['time_offset'][0].values, data['time_offset'][-1].values))\n",
    "backscatter = hsrl['beta_a_backscatter']\n",
    "depol = hsrl['depol']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "bb18dec8",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "dad1a135",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "20fa4164",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "fa0d3087",
   "metadata": {},
   "outputs": [],
   "source": [
    "# get nonzero mask\n",
    "nonzeros_mask = data['locator_mask'].values > -1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "0f97c1d9",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-98.182816 -45.670033\n",
      "0.051919557 1.5522848\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# show spectra quicklook + normalize\n",
    "spectra_orig = np.flip(data['spectra'].values.copy(), axis=1)\n",
    "spectra_orig = gaussian_filter1d(spectra_orig, sigma=1)\n",
    "\n",
    "print(spectra_orig.min(), spectra_orig.max())\n",
    "\n",
    "# normalize between 0 and 1\n",
    "\n",
    "v_min = -100\n",
    "v_max = -65\n",
    "spectra_norm = (spectra_orig - v_min) / (v_max - v_min)\n",
    "plt.plot(spectra_norm[1000, :])\n",
    "\n",
    "print(spectra_norm.min(), spectra_norm.max())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "834c769a",
   "metadata": {},
   "outputs": [],
   "source": [
    "# concatenate 6 spectra to time-spectrogram\n",
    "X = np.zeros((spectra_norm.shape)+(6,))\n",
    "for i in range(spectra_norm.shape[0]):\n",
    "    for j in range(6):\n",
    "        X[i, :, j] = spectra_norm[i, :]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "592486e0",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "0acf76b2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "b0513a4580d44586a362110181046635",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, layout=Layout(flex='2'), max=275), HTML(value='')), layout=Layout(display=…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "prediction = Loader.VoodooPredictor(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "ceeab962",
   "metadata": {},
   "outputs": [],
   "source": [
    "# reshape to original grid\n",
    "_tmp = TM.VoodooNet.reshape(prediction[:, 1], ~nonzeros_mask)\n",
    "_tmp = gaussian_filter(_tmp, sigma=2)\n",
    "prediction_smoothed = np.ma.masked_where(~nonzeros_mask, _tmp)\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c19e04c9",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d2720bcb",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "f1462f2e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-70.221598723326 -34.827239509821595\n"
     ]
    }
   ],
   "source": [
    "# compute fake Z (sum of spectra)\n",
    "fake_Z = TM.VoodooNet.reshape3d(data['spectra'].values, ~nonzeros_mask)\n",
    "fake_Z = np.ma.masked_where(~nonzeros_mask, np.sum(10**(fake_Z/10), axis=2))\n",
    "fake_Z = 10*np.log10(fake_Z)\n",
    "print(fake_Z.min(), fake_Z.max())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "9650ff67",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 8400x1800 with 8 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "with plt.style.context(['science', 'ieee']):\n",
    "    fig, ax = plt.subplots(ncols=4, figsize=(14, 3))\n",
    "\n",
    "    # fake Z\n",
    "    pcmesh0 = ax[0].pcolormesh(\n",
    "        data['time_offset'].values,\n",
    "        data['range'].values,    \n",
    "        fake_Z.T,\n",
    "        cmap='jet',\n",
    "        vmin=fake_Z.min(), vmax=fake_Z.max(),\n",
    "    )\n",
    "    ax[0].set_title('fake Z (sum of power spectra)')\n",
    "\n",
    "    # probability for liquid cloud droplets\n",
    "    pcmesh1 = ax[1].pcolormesh(\n",
    "        data['time_offset'].values,\n",
    "        data['range'].values,    \n",
    "        prediction_smoothed.T, \n",
    "        cmap=UT.probability_cmap,\n",
    "        vmin=0.5, vmax=1\n",
    "    )\n",
    "    ax[1].set_title('Voodoo output - probabiltiy for cloud droplets')\n",
    "\n",
    "    # hsrl backscatter\n",
    "    pcmesh2 = ax[2].pcolormesh(\n",
    "        backscatter['time'].values,\n",
    "        backscatter['range'].values,    \n",
    "        np.log10(backscatter.values).T, \n",
    "        cmap='jet', \n",
    "        #vmin=0.9, vmax=1\n",
    "    )\n",
    "    ax[2].set_title('HSRL backscatter coef.')\n",
    "\n",
    "    # hsrl depol\n",
    "    pcmesh3 = ax[3].pcolormesh(\n",
    "        depol['time'].values,\n",
    "        depol['range'].values,    \n",
    "        depol.values.T, \n",
    "        cmap='jet', \n",
    "        vmin=0., vmax=0.2\n",
    "    )\n",
    "    ax[3].set_title('HSRL depol')\n",
    "\n",
    "    for iax, pcmesh in zip(ax, [pcmesh0, pcmesh1, pcmesh2, pcmesh3]):\n",
    "        cbar = fig.colorbar(pcmesh, ax=iax, fraction=0.05, orientation='horizontal', pad=0.15)    \n",
    "        iax.set_ylim([0, 3500])\n",
    "        iax.xaxis.set_major_formatter(mdates.DateFormatter('%H:%M'))\n",
    "\n",
    "    for iax in ax[2:]:    \n",
    "        iax.set_xlim([data['time'][0].values, data['time'][-1].values])\n",
    "\n",
    "    fig.savefig('test.png', facecolor='white')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8f7b1619",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "bdedfffd",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "46a0195c",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "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": "3.6.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}