{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Vertical profiles, time series and \"time-lev\" images\n",
    "\n",
    "In this notebook, we explore the characteristics of vertical profiles from various ERA-5 met fields and their change with time. First, we plot profiles at selected sites and time series at selected levels from these profiles. Then we calculate the differences"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Temperature : (72, 137) - ilon = 1183, ilat = 120\n"
     ]
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import numpy as np\n",
    "import netCDF4 as nc\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "PATH_TO_NC = '/p/scratch/deepacf/schultz1/'\n",
    "\n",
    "# user setting\n",
    "VAR = 't'\n",
    "xcoor = -5.  # degrees east\n",
    "ycoor = 54.  # degrees north\n",
    "\n",
    "filename = PATH_TO_NC + f'era5_20200215-17_{VAR}.nc'\n",
    "with nc.Dataset(filename) as f:\n",
    "    lon = f.variables['lon'][:]\n",
    "    lat = f.variables['lat'][:]\n",
    "    # convert lon coordinates to -180..180 and re-arrange data\n",
    "    lon[lon > 180.] -= 360.    \n",
    "    # find indices of lon and lat\n",
    "    # Note: in this simplified form the algorithm is not fail-safe, because lon is not arranged in ascending order\n",
    "    ilon = np.argmin(np.abs(lon-xcoor))\n",
    "    ilat = np.argmin(np.abs(lat-ycoor))\n",
    "    # retrieve variable data\n",
    "    v = f.variables[VAR]\n",
    "    val = v[:, :, ilat, ilon]\n",
    "    name = getattr(v, 'long_name')\n",
    "\n",
    "print(f'{name} : {str(val.shape)} - ilon = {ilon}, ilat = {ilat}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1008x720 with 8 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# set time steps for plotting profiles\n",
    "tsteps = [0, 6, 12, 24, 36, 48, 60, 71]\n",
    "\n",
    "# set up plot array for profile plots\n",
    "fig, axs = plt.subplots(1,8, sharex=True)\n",
    "fig.set_figwidth(14)\n",
    "fig.set_figheight(10)\n",
    "fig.suptitle(name)\n",
    "# create pseudo y axis for plotting\n",
    "y = list(range(val.shape[1], 0, -1))\n",
    "for t,ax in zip(tsteps, axs):\n",
    "    ax.plot(val[t, :], y)\n",
    "    ax.set_title(f't={t}')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1008x1008 with 8 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# now plot time series at various levels\n",
    "levs = [0, 32, 64, 73, 96, 108, 128, 135]\n",
    "\n",
    "fig, axs = plt.subplots(8, sharex=True, sharey=True)\n",
    "fig.set_figwidth(14)\n",
    "fig.set_figheight(14)\n",
    "fig.suptitle(name)\n",
    "# create pseudo x axis for plotting\n",
    "x = list(range(val.shape[0]))\n",
    "for l,ax in zip(levs, axs):\n",
    "    ax.plot(x, val[:, l])\n",
    "    ax.set_title(f'l={l}')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# create a contour plot of time versus level\n",
    "fig, ax = plt.subplots()\n",
    "fig.set_figwidth(12)\n",
    "fig.set_figheight(10)\n",
    "fig.suptitle(name)\n",
    "# create pseudo x axis for plotting\n",
    "x = list(range(val.shape[0]))\n",
    "y = list(range(val.shape[1], 0, -1))\n",
    "contours = ax.contourf(x, y, val.T)\n",
    "plt.colorbar(contours)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1008x720 with 8 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Now, let's calculate the differences\n",
    "# first vertically (note that indexes of ECMWF fields start at the top of the atmosphere)\n",
    "vdiff = np.diff(val, axis=1)\n",
    "\n",
    "# plot the profiles again\n",
    "# set time steps for plotting profiles\n",
    "tsteps = [0, 6, 12, 24, 36, 48, 60, 71]\n",
    "\n",
    "# set up plot array for profile plots\n",
    "fig, axs = plt.subplots(1,8, sharex=True)\n",
    "fig.set_figwidth(14)\n",
    "fig.set_figheight(10)\n",
    "fig.suptitle('delta '+ name)\n",
    "# create pseudo y axis for plotting\n",
    "y = list(range(val.shape[1]-1, 0, -1))\n",
    "for t,ax in zip(tsteps, axs):\n",
    "    ax.plot(vdiff[t, :], y)\n",
    "    ax.set_title(f't={t}')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1008x1008 with 8 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# in addition, compute differences in time\n",
    "tvdiff = np.diff(vdiff, axis=0)\n",
    "\n",
    "# plot time series again\n",
    "fig, axs = plt.subplots(8, sharex=True, sharey=True)\n",
    "fig.set_figwidth(14)\n",
    "fig.set_figheight(14)\n",
    "fig.suptitle(name)\n",
    "# create pseudo x axis for plotting\n",
    "x = list(range(val.shape[0]-1))\n",
    "for l,ax in zip(levs, axs):\n",
    "    ax.plot(x, tvdiff[:, l])\n",
    "    ax.set_title(f'l={l}')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# finally plot contours of double differences\n",
    "fig, ax = plt.subplots()\n",
    "fig.set_figwidth(12)\n",
    "fig.set_figheight(10)\n",
    "fig.suptitle(name)\n",
    "# create pseudo x axis for plotting\n",
    "x = list(range(tvdiff.shape[0]))\n",
    "y = list(range(tvdiff.shape[1], 0, -1))\n",
    "contours = ax.contourf(x, y, tvdiff.T)\n",
    "plt.colorbar(contours)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [],
   "source": [
    "# save data array as image to test compression\n",
    "from PIL import Image\n",
    "\n",
    "# scale data to range 0..255\n",
    "tvmin = tvdiff.min()\n",
    "tvmax = tvdiff.max()\n",
    "tvscaled = (tvdiff-tvmin)/(tvmax-tvmin)*255\n",
    "tvscaled = tvscaled.astype('uint8')\n",
    "im = Image.fromarray(tvscaled)\n",
    "im.save('tvscaled_test.png')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "size of stored png image: 6419, size of numpy array: 38624, float32\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "print(f'size of stored png image: {os.stat(\"tvscaled_test.png\").st_size}, size of numpy array: {tvdiff.size*tvdiff.itemsize}, {tvdiff.dtype}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Now we revert the process:\n",
    "# read in the image\n",
    "im = Image.open('tvscaled_test.png')\n",
    "scaled_data = np.asarray(im, dtype='float32')\n",
    "# print(scaled_data)\n",
    "# re-scale to original (difference) values\n",
    "# NOTE: this requires that we still have tvmin and tvmax from a few cells above!\n",
    "# rec_ stands for reconstructed\n",
    "rec_tvdiff = scaled_data/255.*(tvmax-tvmin) + tvmin\n",
    "# revert the differencing operations\n",
    "# time-wise\n",
    "rec_vdiff = np.vstack([vdiff[0:1, :], rec_tvdiff]).cumsum(axis=0)\n",
    "# print(rec_vdiff, rec_vdiff.shape)\n",
    "# level-wise\n",
    "rec_val = np.hstack([val[:, 0:1], rec_vdiff]).cumsum(axis=1)\n",
    "# print(rec_val, rec_val.shape)\n",
    "# print(val, val.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Maximum/minimum difference = 198.6935577392578/0.0; max. absolute diff. = 198.6935577392578\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1008x720 with 8 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# generate comparison plots and print max differneces\n",
    "val_diff = val-rec_val\n",
    "print(f'Maximum/minimum difference = {val_diff.max()}/{val_diff.min()}; max. absolute diff. = {np.abs(val_diff).max()}')\n",
    "\n",
    "# set time steps for plotting profiles\n",
    "tsteps = [0, 6, 12, 24, 36, 48, 60, 71]\n",
    "\n",
    "# set up plot array for profile plots\n",
    "fig, axs = plt.subplots(1,8, sharex=True)\n",
    "fig.set_figwidth(14)\n",
    "fig.set_figheight(10)\n",
    "fig.suptitle(name)\n",
    "# create pseudo y axis for plotting\n",
    "y = list(range(val.shape[1], 0, -1))\n",
    "for t,ax in zip(tsteps, axs):\n",
    "    ax.plot(val[t, :], y)\n",
    "    ax.plot(rec_val[t, :], y)\n",
    "    ax.set_title(f't={t}')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# finally plot contours of differences\n",
    "fig, ax = plt.subplots()\n",
    "fig.set_figwidth(12)\n",
    "fig.set_figheight(10)\n",
    "fig.suptitle(name)\n",
    "# create pseudo x axis for plotting\n",
    "x = list(range(val.shape[0]))\n",
    "y = list(range(val.shape[1], 0, -1))\n",
    "contours = ax.contourf(x, y, val_diff.T)\n",
    "plt.colorbar(contours)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "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": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}