{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import h5py\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from pathlib import Path"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "09c00353",
   "metadata": {},
   "outputs": [],
   "source": [
    "directory = Path.cwd()\n",
    "with h5py.File(Path(directory,'inputs','simgrid.h5')) as f:\n",
    "    alt_sim = np.array(f['alt'])\n",
    "    theta_sim = np.array(f['theta'])\n",
    "    phi_sim = np.array(f['phi'])\n",
    "\n",
    "mlat = 90-theta_sim*180/np.pi\n",
    "mlon = phi_sim*180/np.pi"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "9046b4bc",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(158, 64, 173)\n",
      "41\n"
     ]
    }
   ],
   "source": [
    "print(alt_sim.shape)\n",
    "h5files = np.array(list(directory.glob(\"*.h5\")))\n",
    "print(h5files.size)\n",
    "dens_plot1 = np.zeros((h5files.size,alt_sim.shape[-1]))\n",
    "dens_plot2 = np.zeros((h5files.size,alt_sim.shape[-1]))\n",
    "dens_plot3 = np.zeros((h5files.size,alt_sim.shape[-1]))\n",
    "aa1=round(alt_sim.shape[0]/4)\n",
    "aa2=2*round(alt_sim.shape[0]/4)\n",
    "aa3=3*round(alt_sim.shape[0]/4)\n",
    "bb=round(alt_sim.shape[1]/2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "6515b609",
   "metadata": {},
   "outputs": [],
   "source": [
    "for xx in range(h5files.size):\n",
    "    with h5py.File('20260210_' + str(35400+60*xx) + '.000000.h5','r') as f:\n",
    "        density = np.array(f['nsall'])\n",
    "        dens_plot1[xx,:] = density[-1,aa1,bb,:]\n",
    "        dens_plot2[xx,:] = density[-1,aa2,bb,:]\n",
    "        dens_plot3[xx,:] = density[-1,aa3,bb,:]\n",
    "        # plt.pcolor(mlat[:,32,:],alt_sim[:,32,:],np.log10(density[-1,:,32,:]))\n",
    "        # plt.clim([9,12.2])\n",
    "        # plt.title(xx*60+35400)\n",
    "        # plt.show()\n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "b370d1bf",
   "metadata": {},
   "outputs": [],
   "source": [
    "# plt.scatter(mlon[100,:,:],alt_sim[100,:,:])\n",
    "# plt.scatter(mlon[aa,bb,:],alt_sim[aa,bb,:])\n",
    "# plt.show()\n",
    "\n",
    "# plt.pcolor(mlat[:,bb,:],alt_sim[:,bb,:],np.log10(density[-1,:,bb,:]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "7c1a01be",
   "metadata": {},
   "outputs": [],
   "source": [
    "alt=alt_sim[aa1,bb,:]/1000\n",
    "time = np.arange(h5files.size)*60+35400\n",
    "[alt_grid, time_grid] = np.meshgrid(alt,time)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "45c470bb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.pcolor(time_grid,alt_grid,np.log10(dens_plot1))\n",
    "plt.colorbar(label='$log_{10}n_e [m^{-3}]$')\n",
    "plt.clim([9,12.2])\n",
    "plt.title('mlat: ' + str(mlat[aa1,bb,100]) + ', mlon: ' +  str(mlon[aa1,bb,100]))\n",
    "plt.ylabel(\"Alt. [km]\")\n",
    "plt.xlabel(\"Time [UTsec]\")\n",
    "plt.show()\n",
    "\n",
    "plt.pcolor(time_grid,alt_grid,np.log10(dens_plot2))\n",
    "plt.colorbar(label='$log_{10}n_e [m^{-3}]$')\n",
    "plt.clim([9,12.2])\n",
    "plt.title('mlat: ' + str(mlat[aa2,bb,100]) + ', mlon: ' +  str(mlon[aa2,bb,100]))\n",
    "plt.ylabel(\"Alt. [km]\")\n",
    "plt.xlabel(\"Time [UTsec]\")\n",
    "plt.show()\n",
    "\n",
    "plt.pcolor(time_grid,alt_grid,np.log10(dens_plot3))\n",
    "plt.colorbar(label='$log_{10}n_e [m^{-3}]$')\n",
    "plt.clim([9,12.2])\n",
    "plt.title('mlat: ' + str(mlat[aa3,bb,100]) + ', mlon: ' +  str(mlon[aa3,bb,100]))\n",
    "plt.ylabel(\"Alt. [km]\")\n",
    "plt.xlabel(\"Time [UTsec]\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "74603608",
   "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": "3.11.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
