{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "23d37f6a",
   "metadata": {},
   "source": [
    "# Injection-Recovery"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6ae9c7d9",
   "metadata": {},
   "source": [
    "This notebook shows how the injection-recovery process works."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "66097587",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The autoreload extension is already loaded. To reload it, use:\n",
      "  %reload_ext autoreload\n"
     ]
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "%config InlineBackend.figure_format='retina'\n",
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from numpy.random import uniform, choice\n",
    "\n",
    "from muldoon.met_timeseries import MetTimeseries\n",
    "from muldoon.read_data import read_Perseverance_MEDA_data\n",
    "from muldoon.utils import modified_lorentzian"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "bf7629d4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x7fa0d133ba00>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 248,
       "width": 384
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Read in data file\n",
    "filename = \"WE__0089___________DER_PS__________________P01.CSV\"\n",
    "ind = filename.find(\"WE__\")\n",
    "\n",
    "time, pressure = read_Perseverance_MEDA_data(filename)\n",
    "mt = MetTimeseries(time, pressure)\n",
    "\n",
    "plt.scatter(mt.time, mt.pressure)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "30746e45",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x7fa0c258a5e0>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 249,
       "width": 380
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Next, the injection-recovery process detrends the data\n",
    "window_width = 500./3600. # 500 second-window\n",
    "mt.detrend_pressure_timeseries(window_width)\n",
    "\n",
    "plt.scatter(mt.time, mt.detrended_pressure)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "8c09a113",
   "metadata": {},
   "outputs": [],
   "source": [
    "mt.apply_lorentzian_matched_filter();\n",
    "mt.find_vortices(detection_threshold=detection_threshold);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "29f9e027",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 255,
       "width": 374
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Next set up a grid of vortex pressure signals\n",
    "# Grids are log-spaced because values usually span wide range.\n",
    "mn_deltaP = 0.1\n",
    "mx_deltaP = 10.\n",
    "num_deltaPs = 10\n",
    "deltaP_grid = 10.**(np.linspace(np.log10(mn_deltaP), np.log10(mx_deltaP), num_deltaPs))\n",
    "\n",
    "mn_Gamma = 2.0\n",
    "mx_Gamma = 200.\n",
    "num_Gammas = 10\n",
    "Gamma_grid = 10.**(np.linspace(np.log10(mn_Gamma), np.log10(mx_Gamma), num_Gammas))/3600. # convert to hours\n",
    "\n",
    "# Number of trials with each combination of deltaP and Gamma\n",
    "num_trials = 10\n",
    "\n",
    "matched_filter_fwhm = 2.*mt.sampling\n",
    "matched_filter_depth = 1./np.pi \n",
    "num_fwhms = 3.\n",
    "\n",
    "detection_threshold = 7.\n",
    "\n",
    "# Whether or not a detection was made\n",
    "detection_successful = np.zeros([num_deltaPs, num_Gammas, num_trials])\n",
    "for i in range(num_deltaPs):\n",
    "    for j in range(num_Gammas):\n",
    "        for k in range(num_trials):\n",
    "            \n",
    "            # Generate vortex at random time\n",
    "            correct_t0 = choice(mt.time)\n",
    "            vortex_signal = modified_lorentzian(mt.time, 0., 0., correct_t0, deltaP_grid[i], Gamma_grid[j])\n",
    "            \n",
    "            # Inject into flipped detrended time-series    \n",
    "            synthetic_time_series = mt.detrended_pressure + vortex_signal + mt.pressure_trend\n",
    "\n",
    "            # Make new object\n",
    "            new_mt = MetTimeseries(mt.time, synthetic_time_series)\n",
    "            \n",
    "            new_mt.detrend_pressure_timeseries(window_width)\n",
    "            \n",
    "            new_mt.apply_lorentzian_matched_filter(matched_filter_fwhm, matched_filter_depth, num_fwhms=num_fwhms)\n",
    "            new_mt.find_vortices(detection_threshold=detection_threshold)\n",
    "            \n",
    "            # If find_vortices found the vortex\n",
    "            if(np.any(np.abs(new_mt.time[new_mt.peak_indices] - correct_t0) < Gamma_grid[j])):\n",
    "                detection_successful[i,j,k] = 1.\n",
    "z = np.mean(detection_successful, axis=2)\n",
    "plt.imshow(z, aspect='auto', origin='lower', cmap='magma', \n",
    "           extent=[np.log10(mn_Gamma), np.log10(mx_Gamma), \n",
    "                   np.log10(mn_deltaP/mt.detrended_pressure_scatter), \n",
    "                   np.log10(mx_deltaP/mt.detrended_pressure_scatter)])\n",
    "plt.axhline(np.log10(7.))\n",
    "cbar = plt.colorbar()\n",
    "cbar.ax.tick_params(labelsize=18) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "2a515ea0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 638,
       "width": 662
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Or just run the object method - It can take awhile so add trials with care!\n",
    "# deltaP_grid, Gamma_grid, detection_stats = mt.pressure_timeseries_injection_recovery(num_trials=20)\n",
    "fig = plt.figure(figsize=(10, 10))\n",
    "\n",
    "plt.imshow(detection_stats, aspect='auto', origin='lower', cmap='cividis', \n",
    "           extent=[np.log10(np.min(Gamma_grid)), np.log10(np.max(Gamma_grid)), \n",
    "                   np.log10(np.min(deltaP_grid)/mt.detrended_pressure_scatter), \n",
    "                   np.log10(np.max(deltaP_grid)/mt.detrended_pressure_scatter)])\n",
    "\n",
    "plt.axhline(np.log10(mt.detection_threshold), lw=6, ls='--', color=\"k\")\n",
    "cbar = plt.colorbar()\n",
    "cbar.ax.tick_params(labelsize=24) \n",
    "\n",
    "plt.xlabel(r'$\\log_{10} \\left( \\Gamma/{\\rm s} \\right)$', fontsize=36)\n",
    "plt.ylabel(r'$\\log_{10} \\left( \\Delta P/\\sigma_{\\Delta P} \\right)$', fontsize=36)\n",
    "plt.tick_params(labelsize=24)"
   ]
  }
 ],
 "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": "3.9.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}