{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "99d57579-b85c-4c0f-9641-26c7bd587b4d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "6\n"
     ]
    }
   ],
   "source": [
    "from utils import CustomDataset, TestingDataset, transform\n",
    "from torch.utils.data import Dataset, DataLoader\n",
    "import torch\n",
    "import numpy as np\n",
    "from resnet_model_multichan_pool import  ResidualBlock, ResNet\n",
    "import torch\n",
    "import torch.nn as nn\n",
    "import torch.optim as optim\n",
    "import tqdm\n",
    "import torch.nn.functional as F\n",
    "from sklearn.metrics import accuracy_score\n",
    "%matplotlib inline\n",
    "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n",
    "# device = 'cpu'\n",
    "num_gpus = torch.cuda.device_count()\n",
    "print(num_gpus)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "11df53b2-8055-465f-9648-110211d5ea0f",
   "metadata": {},
   "outputs": [],
   "source": [
    "model = ResNet(3, ResidualBlock, [3, 4, 6, 3], num_classes=2).to(device)\n",
    "model = nn.DataParallel(model).to(device)\n",
    "\n",
    "model.load_state_dict(torch.load('../cnn/models_ab/model-37-99.035.pt'))\n",
    "model = model.eval()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "940dea95-11fe-4da5-ae0c-299bf016cb19",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create custom dataset instance\n",
    "test_data_dir = '/mnt/buf0/pma/frbnn/test_ready'\n",
    "test_dataset = TestingDataset(test_data_dir, transform=transform)\n",
    "# test_dataset = CustomDataset(test_data_dir, transform=transform)\n",
    "\n",
    "testloader = DataLoader(test_dataset, batch_size=128, shuffle=True, num_workers=32)\n",
    "num_classes = 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "312e2267-3c8a-4b46-9a99-5669a9ce8f8d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[6.40000000e-05 1.55505988e-04 3.77845506e-04 9.18081856e-04\n",
      " 2.23073791e-03 5.42020474e-03 1.31699108e-02 3.20000000e-02]\n"
     ]
    }
   ],
   "source": [
    "dm_ranges = np.linspace(5, 1000, 8)\n",
    "snr_ranges = np.linspace(10, 100, 8)\n",
    "freq_ranges = np.linspace(900, 2157.7199, 100)\n",
    "boxcar_ranges = np.power(10,np.linspace(np.log10(6.4e-5), np.log10(0.032), 8))\n",
    "print(boxcar_ranges)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "a59feeda-f188-4631-b962-a4d7f160ba4b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===========================\n",
      "accuracy:  99.185\n",
      "===========================\n"
     ]
    }
   ],
   "source": [
    "from tqdm import tqdm\n",
    "# eval\n",
    "model.training\n",
    "val_loss = 0.0\n",
    "correct_valid = 0\n",
    "total = 0\n",
    "results = {'pred': [], 'true':[], 'freq':[], 'snr':[], 'dm':[], 'boxcar':[]}\n",
    "model.eval()\n",
    "with torch.no_grad():\n",
    "    for images, labels in testloader:\n",
    "        inputs, labels = images.to(device), labels\n",
    "        outputs = model(inputs)\n",
    "        _, predicted = torch.max(outputs, 1)\n",
    "        results['pred'].extend(predicted.cpu().numpy().tolist())\n",
    "        results['true'].extend(labels[0].cpu().numpy().tolist())\n",
    "        results['freq'].extend(labels[2].cpu().numpy().tolist())\n",
    "        results['dm'].extend(labels[1].cpu().numpy().tolist())\n",
    "        results['snr'].extend(labels[3].cpu().numpy().tolist())\n",
    "        results['boxcar'].extend(labels[4].cpu().numpy().tolist())\n",
    "        total += labels[0].size(0)\n",
    "        correct_valid += (predicted.cpu() == labels[0].cpu()).sum().item()\n",
    "    \n",
    "# Calculate training accuracy after each epoch\n",
    "val_accuracy = correct_valid / total * 100.0\n",
    "print(\"===========================\")\n",
    "print('accuracy: ',  val_accuracy)\n",
    "print(\"===========================\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "98f4626a-1ec5-4d6a-9a50-c2e36400f196",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0\n",
      "freq  1065.3638743455497\n",
      "dm  0.0\n",
      "snr  0.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "idn = 20\n",
    "# plt.imshow(np.log10(inputs[idn,0,:,:].cpu().numpy()), aspect = 10)\n",
    "plt.imshow(inputs[idn,0,:,:].cpu().numpy(), aspect = 10)\n",
    "plt.xlabel('time [64 $\\mu$s]')\n",
    "plt.ylabel('freq [0.5 MHz]')\n",
    "print(labels[0].cpu().numpy().tolist()[idn])\n",
    "print('freq ',labels[2].cpu().numpy().tolist()[idn])\n",
    "print('dm ',labels[1].cpu().numpy().tolist()[idn])\n",
    "print('snr ',labels[3].cpu().numpy().tolist()[idn])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "8818c29b-13de-4e28-bb9e-96c8e565e114",
   "metadata": {},
   "outputs": [],
   "source": [
    "recall_matrix = np.zeros((dm_ranges.shape[0]-1,snr_ranges.shape[0]-1))\n",
    "for i in range(1, dm_ranges.shape[0]):\n",
    "    for j in range(1, snr_ranges.shape[0]):\n",
    "        end_dm = dm_ranges[i]\n",
    "        start_dm = dm_ranges[i-1]\n",
    "\n",
    "        start_snr = snr_ranges[j-1]\n",
    "        end_snr = snr_ranges[j]\n",
    "    \n",
    "        dm_index = set(np.where( np.logical_and(end_dm > np.array(results['dm']), start_dm<np.array(results['dm'])))[0].tolist())\n",
    "        snr_index = set(np.where( np.logical_and(end_snr > results['snr'], start_snr< results['snr']))[0].tolist())\n",
    "        label_index = set(np.where(1 == np.array(results['true']))[0].tolist())\n",
    "\n",
    "        filtered = (np.array(list(dm_index & snr_index & label_index )),) \n",
    "        pred = np.mean(np.array(results['pred'])[filtered])\n",
    "        recall_matrix[i-1,j-1] = pred * 100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "563a2cfc-ad8c-441b-a082-d8e505b964f4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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xI7P2qwCaNWumZs2alXQ38sTQJwAAAAAAAJOgogYAAAAAAJMy7I7FjMzaL2dHRQ0AAAAAAIBJkKgBAAAAAAAwCYY+AQAAAABgUoZhkWHSSXvN2i9nR0UNAAAAAACASVBRAwAAAACASVFRU/ZQUQMAAAAAAGASVNQAAAAAAGBSVNSUPVTUAAAAAAAAmASJGgAAAAAAAJNg6BMAAAAAACZlGOYdYmQYJd2D0omKGgAAAAAAAJOgogYAAAAAALMyLI7FjMzaLydHogYAAAAAAJRac+bMuWbnGjhwYJHbIFEDAAAAAABKrcGDB8tiufrVPxaLhUQNAAAAAAClmWFYTDyZsDn7lRfDiWY+JlEDAAAAAABKrfbt21+TipriQqIGAAAAAACToqKm6JYvX17SXSgUHs8NAAAAAABgElTUAAAAAABgUobdsZiRWfvl7AqcqNm1a9fV7Ee2Ro0aXZPzAAAAAAAAmE2BEzVNmjS56pPvWCwWZWZmXtVzAAAAAAAAmFWhhj5drcdZWSwWp3pUFgAAAAAA1wKTCZc9hUrUnK+oKe6kCkkaAAAAAABwNXTq1OmanMdisejPP/8scjtXNJlwzZo1NWDAAPXt21flypUrcicAAAAAAEBuVNQU3fLly6/6VC6GYRTbOQqcqHF1dVVWVpYkKTIyUq+99pomT56s3r17a+DAgYqIiLjqFw4AAAAAAFBYzjSSp8CJmujoaH3xxReaM2eOtm3bJklKSUnRV199pa+++kqVKlXSAw88oAEDBqhx48ZXrcMAAAAAAAAFNXPmzJLuQqFYjCtIK23btk2zZs3S119/rZMnTzoauqiapnnz5ho8eLD69eun0NDQ4ustnJ7ValVAQIDO/tBA/r6uJd0dFIK1Q0pJdwEAAECS5Hn6imZwQAmyJmapYsNDSkhIkL+/f0l3xymcf+/0V7fHVM7ds6S7k6ekjHTdsngKcS1mLldyUNOmTfXuu+/q2LFjWrhwoe699155enrKMAwZhqEtW7Zo1KhRqlKliu6880599913stlsxd13AAAAAACAUuWKEjXnubq6qkePHpo3b55OnDih6dOnq23bttkJm4yMDP3yyy+67777VKlSJQ0fPlxr164trr4X2jPPPCOLxZK9LF++PM/9du/eralTp2rQoEG64YYbFB4eLi8vL/n6+qpWrVq677779PPPP192jFt6errWrVunKVOmaMCAAapfv75cXFyyz38t3HfffTmuOTIyMt99N23apHfeeUf333+/mjZtqkqVKsnT01N+fn6qX7++Bg0apGXLll2Tfl8ru4+m64GJx1Sl315537FLtQbu02NTT+h0Qmae+yckZ+n5z0/quqEHVO7OXfK5Y5caPrRfo6efUGx83sfkZ8jkaLl225nvMn1hXHFcolPa8ne63ns7XgPuO6nGtY8qyOuwgrwOX/a4r+YkqnO7aIWHRKpmpSPq2ytG69emXfKYdWvS1LdXjGpWOqLwkEh1bheteV8kXnHff/0lRbdHnFC1sEhVC4vUHV1OaPGvZaMaibg5J+LmnIibcyJupdOe/TYNGRmjmjccUmCtA2rQ+rCefD5Wp+Oy8tw/JdWuiR/EqUWnIwqufUDhTQ6q1wPRWrmm8K/n3P9Z5RO+P99l4PATRb08mMD5yYTNuqD4XdHQp8s5ePCgZs+erS+++CJHYuB8cqJ27doaOHCgXnjhheI+db62bNmili1bKjPzwpvpZcuWqWPHjrn2feCBB/Tll19ets0OHTro+++/V0hISJ7bhwwZolmzZuV7/NWezGjhwoXq2bNnjnWHDx9WjRo18ty/Xbt2Wr169WXb7du3r+bMmSMvL69C98lMQ5+WbklSr5eOKiXdUIOqHmpYzVM7j6Rr3zGbwkPdtPr9WgoPc8/e/3RCpto9eVj7o22qGOymlvW8JUkb96UqJi5TlYLdtPr9mqpewaNA5x8yOVpzfo9X1xblVDE4d/nuwIhA3drct3guthhcy6FP/fue1KIFuc93Nq1mvseMG3NG06da5e1t0a0R3kpPM7RiWaoMQ5r9dXndfmfu13L+j8l68IFY2e1S23ZeCgl10YplaUqIt2vkKH+9NjHvn+38TJuSoOfGxsnNTerQyVuenhYt+yNVqamGJr0XokeGle5yUOLmnIibcyJuzom4FR+zDH1avjpF9ww+rpRUQ/XruKtBXQ/t2mvT/kMZqlLJTct+Dld45Qv3k0nJdt127zH9vTVdwYEuanWjt6yJWdrwd5oyM6WP3y6vQfcHFPj8c/9n1X9Gn9R1jTzUrHHuoTE3Xu+lRwYGFselFhlDnwrv/HunlV0fN/XQp/ZLPiSuxeyqJGoutnLlSs2ePVvfffedEhMvZPEtFkv2U6SuNrvdrtatW2vjxo0qX768YmNjJeWfqBk8eLD27Nmjm2++Wdddd50qVqyosLAwnT17Vnv27NEnn3yiHTt2SJLatGmjVatWycUld3HS4MGDNXv2bEmSn5+fbrjhBu3du1cxMTGSrm6iJikpSY0bN9bRo0dzXPOlEjWdO3dWVlaW2rZtq4YNG6pSpUoKDg7WqVOntHXrVk2fPl2HDzs+9bnvvvs0b968QvfLLImalDS76gzer5NnM/Vi/zC9PLC8JEdMnplxUu98d0ZdWvjqtzdrZB/z1Ccxev+HM+rZ2k/zng+Xl4cj5mk2u/pPPKafVidqQESAZo0NL1Afzidq/nyrhjo2M09CJj/XMlHz/uR4pSQbuv5GT93QwkPN6h9TerqR743s8j9T1fv2GAWHuGjJisqqXcdxQ7RhXZp6dj0hbx8Xbd0TroDAC99zZ+Oy1KxBlBKthubMK6+edzliEHsyS907Hdehg5lasLii2nXwLlCf9++zqc310XJzs2j+4oq6qbUjkXlgf4a6dTwua4Jd67eGq1Zt98u05LyIm3Mibs6JuDkn4lZ8zJCoSUm1q1HbSMWeytK4UcF6cYwjAWYYhp5//bTe/yReER18NP/LKtnHjH4hVtNnJej6pp76aW5lhYU4rmPdplTd2T9atgxp28rqqhZesNfzfKLmuSeD9cJThUvAXWskagqPRE3ZVaShTwXRvn17/fe//9WqVavUpEmTEnmE94cffqiNGzeqQYMGeuihhy67/4wZM7Ru3Tq98847Gjx4sG677Ta1aNFCERERGjlypLZs2aI+ffpIktauXauFCxfm2U737t01c+ZM7dixQ/Hx8Vq+fLnq169frNeWnxdeeEFHjx5V586d1b179wIds3jxYi1fvlxvvvmmBgwYoIiICN1www3q1q2bnn76ae3cuVOtW7eWJH3zzTfZT/9yRj+sturk2UzVD/fQSw+EZa+3WCx6Y0gF1ajgrt83J2vrwQtlxX9tT5YkPXt/aHaSRpK8PFz0wv852ti079JlyCiYUWMC9dz4IHW/3UcVKl7+RuyjDxMkSWOeDcy+iZWkm1p7achQfyXE2zV3VlKOY+bMTFSi1VCPnj7ZN7GSVL6Cq155M1iSNPWDhAL3efpUq7KypCFD/bJvYiWpTl13PfVMoDIzHfuUZsTNORE350TcnBNxK11+XpSk2FNZqlfbXc+PDs5eb7FY9Mqzoape1U1/rEjRtl3pkiSbzdCcbxyv1TuvhmUnaSSp9Y3eGvZgoGw2Q1NnxF/T64D5lfTQprI69MlqtWrPnj1av369Vq5cWeClOFzVRE1CQoI+/fRTtWvXTs2bN9fOnTuv5unydPToUb344ouSpOnTp8vD4/LDUtzcLv2H09XVVWPHjs3+/19//ZXnfvfdd58GDx6sxo0b51lxc7Vs2rRJU6ZMkaenpz7++OMCH3e56/b29tYTTzyR/f/8rtsZ/L0/VZJ0y3W+cnHJ+cvF3c2ito19JEnz11648fB0v/wvoRA/nmR1raWm2vXXckeC7M7euSuTzq/77ZecFUFLfk3N95iu3X3k5WXRiqVpSkuzF6gfS86N0y9MH8oy4uaciJtzIm7OibiZ3z/bHQmYm1t5576fdLeozY2OqqWFix3JtD0HbEpJNeTpaVGrFrmnEOjQ1nH/uXBJUq5tAK6NI0eO6JlnnlGDBg0UHBysxo0bq23btrr11lsLtHTq1KlY+lHs2QO73Z5jAuFhw4Zp7dq12RMMu7m5qWfPnvr222+L+9R5GjFihJKSkjRo0CB16NCh2Nr18/PL/jotzTxVFJmZmRo6dKjsdrueffZZ1atXr1jbN+t1F1ZymmPYWVC5vH8EQvwdCZethy5cY5cW5SRJk745rTTbhZubNJtdr391SpI05LbAQvflx9VWPf7RCY2YclyTvz2tPUfTC91GWXZgX4bS0w2FhrmoSnjuZGOz6x3J2Z07cj55bsd2W47tF/PwsKhhY3elpRk6sP/yk0QnxGfpWJRjKGfT5rnbC6/qppBQF0UdzZTVWrAb49KOuDkn4uaciJtzIm7ml5ziuOaggLw/qAsOcqzffq6iJuXc/gF+LnmOMggOctyXRh7NlDWxcFNE/LM9Xc+9dkojnzmp1yaf0V9ry2byrLQq6YqZslJRM23aNDVq1EiTJ0/W/v37Zbfbs/MYhVmKQ7EN7vznn380Z84cff311zp1yvGm9eJOtmjRQgMHDlS/fv0UGhpaXKe9pP/9739auHChgoODNXny5GJt++L5WRo0aFCsbRfFu+++qy1btqhu3boaN25csbdv1usurLBzf1CPxGbkuf1wjGP90Yu2P3VPqFZuS9H8tYmqPWi/bqrv+JRkw95UpdnsentoBQ3uGlTovkz9OefTnZ7970k9ekeQ3h9WSW6upecX39USFeW40axcJe9fZ76+LgoIdFH8WbsSE+3y83OR1WqXNcF+yeMqV3HTP5ttijqaqSbXXboSL+rcTWxgkIt8ffNO/lWu4qYzpx3tNW5SsAmnSzPi5pyIm3Mibs6JuJlfaIjjfvJodN73k5FR5+4nox2xDA127H/qTJZSU+3y9s75mkYevZA8i4rOVOMGBa/U/vWPZP36x4X/T3hfuqW1t+ZMq6gKYSU/nw9gdjNmzNCIESNyrAsNDVVSUpLS0tJksVhUrVo1JSYmKj4+Xna743ft+aRreHh4sY6iKVJLJ06c0Ntvv62mTZvqxhtv1IcffqjY2NjsTFKVKlX09NNPa8eOHdq4caMee+yxa5akiY+Pzx6mM2nSpGI57+nTp7V27Vo99NBDeuONNyQ5gte/f/8it10cDh8+rFdeeUWS9PHHH8vTs+gTTtntdp08eVJLly5V79699cUXX0hyJGm6detW5PZLyi3XOUp1F21IyvUo7ujTGfrjb0fJaWLqhU+HfL1ctOC1aurfOUAxcZmavzZR89cmKiYuU9fX9tbNTXwK1Yfra3vp48crac/ndZQ0v6EOzK6rqSMrKdDXVdMWnNXTn8UU8SrLhuQkR0LY2zv/pJavr2NbUqL93DEX4urjk/dx59efP+bSfbBfsq3CtlcWEDfnRNycE3FzTsTN/Nq1cnxo99ufybkexR19IlNLVzqqWpLOvY61a7qrYgVXGYb0xXe55/WZ882FuYOSkgv2elYs76rnRwdr7eJqitldS4f/qalvZ1ZS/Tru+mtdqu4efFxZWVf3SbO4BgyLZDfpUgoqak6fPq0nn3xSkiPx0qdPHx04cECxsbE5RuUcPnxYp0+fVmJiopYuXaoBAwZkJ2oaN26sTZs2ZT98p6gKnV5NTU3VDz/8oDlz5mjp0qXZmaTz1TM+Pj7q3bu3Bg0apM6dO5fI5MGS9PTTTysmJkY333xzgSYQzk/Hjh21YsWKPLeFhobqxx9/VGBg4BW3X5weffRRpaSkqF+/foqIiChSWzVq1NCRI0fy3FarVi398MMPl53Txsy6tvDVDXW89PeBNN3+whFNGVFJjap7avvhdA378Lgyz/1Bu3i48dFYm3q+eFQn4jI1a2wV3XajYyjUrxuT9NQnMeo0NlK/vVk9Owl0OY/3zjkzf82KHhrWM1jtr/PRjSMP6aP5cXqyT6iqli+9T78AAABwVhEdfNT8Ok9t2Z6uuwZE673Xy6thPQ/t3JOux56JvXA/ee6jcYvFojHDgzVm/Ck9//ppeXpYdEfXckpMsmvKZ/H67c8UublJmZkq8HuoLh191aXjhXtPfz/p9i7l1KGtj27uflR/b03X9wuSdO9dfpdoBSjbPvvsMyUnJ8tisah79+769ttvL/kz6O3trY4dO6pjx44aPny4evXqpcWLF+vWW2/V+vXr5e1dsKfqXUqBK2qWLVumIUOGqGLFiho4cKD++OMPZWVlZSdobr31Vs2cOVMnT57U3LlzFRERUWJJmr/++kszZsyQm5ubpk+fflX68fjjj2v37t1q165dsbd9Jb744gstWbJEAQEBeu+9967KOdzc3PT6669ry5YtatiwYYGOSU9Pl9VqzbGYgcVi0XcvVVXj6p7atC9NbZ44rIC79qjdk4cVG5+l8Q84HtcdVO5CyemQt6O1IzJdnz5ZWQMiAhUW6KawQDcN7BKoT0ZVVprN0NOfnSxy3xrX8FLP1n7KzJL+3MJkcpfjW87x852amv+nRcnJjm3l/FzOHXPhV19KSt7HnV9//phL98Hlkm0Vtr2ygLg5J+LmnIibcyJu5mexWDTvs0pqVN9Df29NV4eeUSpf/6Bu7XVMsWey9Pxox4dygRfNYTPswQANGxKgpGRDjz4Vq/DrDqlhm0hNmxmv8U+HZM93ExRYtNeznK+Lhj0YKEn6Y0VykdoCSrulS5dmfz1x4sRC5Q9atWqlRYsWydXVVTt37szx0KGiKHBJxPnqmIvnnalfv74GDBigAQMGqGrVqsXSoaKy2Wx65JFHZBiGnnzySTVp0qRI7c2cOVPJyckyDEPx8fHatGmTpk2bpqlTp+rQoUOaMWOGKlSoUEy9vzJnzpzR6NGjJUlvvvlmsfRnyZIlstlsstvtOnPmjFavXq1p06bp1Vdf1d69e/Xxxx+rXLlyl21nwoQJ2cOxzKZ6BQ/9Pa22flxt1dpdKUpNN9S4hqf+79YA/bA6UZLUqLpj+FhUbIaWb0uRp7tFPVvl/kSiVxs/ebhbtHGfY76aix/ffSXqVnaM8Y6Ju/xEf2Vd1aqOX2PHo/N+rZKT7UqItyswyEV+524i/f1d5B/gImuCXcejM+Xvn3tM/fn2qla7/K/JqlUdN1XxZ+1KTrbnOY6/MO2VBcTNORE350TcnBNxcw7Vwt21bnE1zf8tSes2pSk1za5G9Tx1X28//fyr4wO3hvUuxMFiseid18pr4P0BWrg4ScdjMhUW6qq7epRTw7oeev2dM/L2sqhmtaJXVNep6WgjJrZwExPDfMw8aa9Z+1UYu3fvliRVqlTpkvmDrKwsubrmnjvqhhtuUP/+/TV79mzNnj1bb731lnx8Cjctxr8V+jeqxWJRjRo19MADD6hVq1aSpO3bt2v79u1F6sh5PXr0KNLxb775pvbs2aNq1app/PjxRe5PzZo1c/z/lltu0bBhw9S3b18tXLhQLVu21Jo1axQeHl7kc12pp556SqdOndJNN92kRx99tFja/PfTom699VaNGDFC3bp109y5c7V161atXr36ssmacePGZSeRJMez6M2S1JMkN1eL+rYPUN/2ATnWr93lGFPcoZmjlPTYacdkcL5eLnLNY4JfV1eLfD1ddDYjS/FJWaoYXLREzdmkrOzz4dLq1HOXp6dFp085bkr/PXni1n8cT7/49wSHTa7z0JpVadr6j00NGubclpFhaPfODHl5WVSn7uV/TQYEuiq8qquORWVp2xab2tyc85Gbx6Iydea0XVWrucnfn5hKxM1ZETfnRNycE3FzHm5uFvW5w0997sj5Yd66zY6nh7Zvk3sYRLPGnmrWOOd8kqvWpSorS2rT1ktubkV/8xt/bmJpn0vMcwRAiouLk8ViUe3atXNtc3e/kDRNTU3N9/1vjx49NHv2bKWkpGj58uVFzmtc0W/UyMhIvf766+rZs2exLnfeeWeRLmbPnj2aMGGCJGnKlCny9S3YXCGF5eXlpZkzZ8rHx0dRUVF6+umnr8p5CmLp0qWaPXu2XF1dNX369GKdafrfgoKCNHv2bEnStm3b9Oabb172GE9PT/n7++dYzC4mLkPfr7IqxN9VfW529LdisONmJi4xS4djbLmOOXjcprNJWfL1clFoQNE+UUq32bVog+MTmOvreF1mb3h7u+iWjo7X6ecfcpf2zv/Rse6223Nmtbt2986x/WKLF6UoLc1Qh05e8ipgsqxrd59828uvD2UZcXNOxM05ETfnRNycW0xspn76JUkhQS7q1f3yVeiSNG1mvCTpwf4Bl96xgH5a5LifbH4d95POrqQfv11WHs/t4ZG7CtHP70IC9sSJE/keW6lSpeyvo6KiityXIr2rL87nhBdHW++9955sNptq1aqllJQUzZs3L9eyY8eO7P2XLl2avT45uXBjN0NDQ3XzzTdLkn7++WdlZOT9WL6rbdKkSZKkG2+8UXv37s3zmi+eeXrBggXZ669Ew4YNVbduXUnSd999V/QLKEE7ItOUZss5o/6xUxnq/XKUElPsevuRivL2dPyI1KzooaY1HZ96PPrBcSUkXyghjU/K0rAPjkuSerX1y/FI7Q17UtToof3q8kxkjvPsOZquuX/EK/1f5z8Vn6l+E44p6lSGmtXy0s2NufEpiBGPO25oJk+M18EDF34WN6xL06wZiQoIdNGAwTlvkgYO8ZOfv0WLFqRowU8Xfv5PxWZp/HOOR6aPfCL3jdJNTY/ppqbHcpWiPzrSX66u0szPErVxfVr2+oMHMvTOpHi5uTn2wQXEzTkRN+dE3JwTcTO/nXvSlZb2r/vJ4xm698HjSkyya8JLYTkewx17OlNR/3qcd2amodcmn9GPvySpQ1vvXJU5ktS8Q6Sad4hU9Imc8Xl7alyuJ05lZBh6490z+mFhkry9LBpwb9mND1AQwcHBkpTnfKoXJ2B27dqVbxtnz57N8+srVaiP/vNLpBRXsqao0tPTJUmHDh1Sv379Lrv/a6+9lv314cOHC12BExYWJklKSUnR6dOncwTxWjl/zevXry/QNT/++OPZX99///1XdM6wsDDt378/36dCOYt3vjujn1ZbdUMdL1UMdtep+Eyt2pmi9AxDL/xfmAZ1Ccyx//RRldX12SP64+9k1RuyXzfVd3xitX5Pqs5Ys1SjgrsmPZxzfqCUdEN7j9mUlpHzZyTmbKYGvx2tJ6fFqEU9L4UFuOnEmQxtPpCmxBS7wkPdNO/58BKbkLukLf41RZMnxGf/32ZzvH5d2h/PXjdmXKC6nfuUr2Nnbz060l/Tp1rV/qZodezsLZvN0PI/U2UY0kefhikgMOd40qBgV039JExD+sdqUL9YtWvvpeAQFy1fmqaEeLtGPOGvdh1ylyrv3+e4ucr8V0zr1vPQqxOC9fzTcerR+YQ6dvaWh4dFy/5IVWqqoUnvBqtW7dL9BC/i5pyIm3Mibs6JuJU+H3xyVvN/S1bzJp6qWN5Vp85kac3GNKWnG3r2iWA90DdnkmTPPpu63xetZk08VaOquwzD0Pq/0xRzMkvNmnjqy0/yfj+x7+C5+GTmjM/4iWf05ntxuqGpp8Iru8maaNe2nen6f/buOzyqMu3j+G/SG+n03kGQjgIihCaLNAEFkaUpdlRWRcWC2BZFsKEv4MpSdW0gAiogCihIkSJFOhJKAqEmk97mvH8MGYjpjZxJvh+uua5hzjnPuWfuTLvnKWei0uXladHcD6qoetXyOX8QkF+NGzdWZGSkjh07lmVby5YtHde///57DRw4MNs2Vq1a5bgeFBRU5Jjy/azNWIYbV0VERDiu52di3bIi4347+30e2KmCzl5K057jSdq0P1FBfi7q3c5PTwwKUVjLrEW7m5v4aOf/1de0Ly/o5z/i9NOueLm4SHUre2hcnyA9fWeIgv3z95RqVMNDTwwK1taDidoXnqyLVvtExY2qe6hfhwp6/I4QBVXIOlFVeXHxfLq2b0vOcvu1t108n/nXo6nTQ3RjCw/9Z7ZV639KlLuHRV27e2vipEDd3DH7Lr8DBvnqu7VVNf3NaG3flqzUFEONm7rr/of8NXxkwZexfOTxANWt766Z70Rryyb7r46t2njo8acC9Y/by37vKPLmnMibcyJvzom8lT39evvp7Ll07T2QrM3b0xUU4KpeYT4af1+gunTK+tjUq+OuEXdV0Jbfk7Rmnf2zZMP6HprwYJAeGhMoD4+C/Ug3aUKwtu1M0uFjKfpjb7IMQ6pe1U33/dNXj90fpEb1sw7lgPMxDPvFjMwaV0G0b99e69at0+XLlxUeHq46deo4tvXu3Vuurq6y2WxatGiR7r33XsdcvRl+/vlnffLJJ47/t2vXrsgxWQyzdIe5TqZMmeJYhWjdunUKCwsrVDunT59W/fr1lZKSotq1ays8PDxfx4WFhWnDhg2Srl9PpDFjxjjmljl+/HimP7yC+v3333XTTTdJkrp27ar169cX6Hir1aqAgABdXtpE/r7ltxDhjKxdE0o7BAAAAEmS5wV6iTgba2y6qjT9SzExMU4xb6UZZHx3+insKfm5eeZ9QCmIS0tWj/UznDqva9eu1W233SaLxaIPPvhAjz76aKbtw4YN01dffSXJPo/NiBEjHMWYTZs26csvv1RaWposFotuvPFG/fHHH0WOqfxOz56Dw4cPZ1pHPTsxMTG65557lJJin1R21KhRJRqTxWJxrLZVUrZt26adO3fmuk9ERIRGjx7t+H9J328AAAAAKPdMMGFwjhMJl4HJhMPCwhQcHCzDMDL1jMnw7rvvKjQ0VBaLRSkpKZo/f77Gjx+v8ePH63//+5/S0uxzR3l4eGjOnDnFEhOl6L+JjIxUjx491LJlS91xxx1q27atqlSpIjc3N509e1abNm3S3LlzdfbsWUlS8+bN9dxzz2Xb1tmzZzONVcu4LcP8+fMzbevcubMaNGhQvHcon/bv36+xY8eqU6dO6t+/v1q1auWYgyciIkLr1q3TvHnzFBMTI0nq2bOnxowZUyqxAgAAAABQHNzc3LRkyRKdPn1akn0Zbm/vq3N5VatWTevXr9fQoUO1f//+bEfGVKlSRZ9++mmWYVGFjqlYWimDdu/erd27d+e6T9++fR3LdGfn4MGDGjt2bI7H/33bvHnzSq1Qk+G3337Tb7/9lus+Y8aM0UcffVSiS4EDAAAAAK4uz21GZo2roLp27Zrr9htuuEF79uzRihUr9OOPP+rkyZNKTU1V1apV1bVrVw0bNkxeXtnPG1YYxVaouXjxojZu3Khjx47p8uXLunTpkiwWi4KDgxUcHKz69eurc+fOxTIDckm65ZZbtHr1aq1du1bbt2/X6dOnFRUVpYSEBPn7+6tu3brq0KGDhg8f7lieuywYNmyYgoKC9PPPP2vnzp2KjIxUVFSUUlNTFRAQoAYNGuiWW27RyJEj1aJFi9IOFwAAAACA68bFxUUDBw7MceWn4lSkyYSTkpL0n//8R3PmzNGBAwfyPpnFohtuuEEPP/yw7rvvPnl4MAt5ecNkws6LyYQBAIBZMJmw82Ey4YLL+O60tstE+Zp0MuH4tGT1/OVt8lrMCj125dtvv1WdOnU0YcIExzit3Go+hmHIZrNp3759Gj9+vOrUqaPvvvuusKcHAAAAAKDMK+0Jg/OcUBjFrlCFmrfffltDhgzRuXPnZBiGLJarycko2Pz9ksFiscgwDJ09e1Z33HGH3n333aLfCwAAAAAAgDKgwIWapUuX6tlnn5XNZnMUaPz9/fXggw9qwYIF2rt3r86cOaOkpCQlJCTozJkz2rNnj+bNm6dx48bJz89Pkr1gk56erqefflrLly8v3nsFAAAAAEAZUNo9Zsp6j5qUlBTVq1dPwcHBqlevnhISCjblw4wZMxxz8xbX8twFKtRERUXpwQcflGQvtLi6uurf//63IiIiNGvWLI0cOVLNmjVT5cqV5eHhIS8vL1WuXFnNmzfX6NGj9fHHHysiIkKvvvqqXF1dHb1r7r//fp0/f75Y7hAAAAAAAEB+LF++XOHh4YqJidHdd9+d46rOObnvvvuUlJSk6OhozZ49u1hiKlCh5qOPPtLFixdlsVjk7e2t9evX67nnnivQHfHz89OLL76otWvXysvLSxaLRRcuXND//d//FTh4AAAAAACAwvrhhx8c1++5554CHx8YGKjbb79dkrRnzx6dOXOmyDHlu1CTnp6uuXPnOv4/a9YsderUqdAn7tKliz766CPHHDaffPKJbDZbodsDAAAAAKCsMWwWU1+c3c6dOyVJwcHBat68eaHa6Nq1q+P6jh07ihxTvgs1v/zyi86cOSOLxaKWLVtq5MiRRT75mDFj1LJlS0lSZGSkfvnllyK3CQAAAAAAkB/h4eGyWCxq2LBhodto1KiR4/rx48eLHFO+CzW///674/r48eOLfOLs2rr2HAAAAAAAlHeGYeYJhUv70Sm6+Ph4SZKvr2+h28hYNEmSYmNjixxTvgs113bf6d69e5FPnKFHjx6O69u3by+2dgEAAAAAAHITGBgoSbp48WKh27j22GuLNoWV70LNoUOHJEmhoaGqU6dOkU+coU6dOqpYsWKmcwAAAAAAADP3pikby3NXqVJFhmFo//79jt41BbV161bH9cqVKxc5pnwXamJiYmSxWFSlSpUin/TvqlatKsMwFB0dXextAwAAAAAAZOeWW26RJKWmpmrBggUFPj45OVmLFy92/L9Dhw5FjqlAhRpJCgoKKvJJ/y6jq5HVai32tgEAAAAAALIzYMAAx/XJkycXeKTPU089pVOnTslisah58+aqXbt2kWPKd6Emo4ji4+NT5JP+nbe3t6TimXQHAAAAAICyorSHNpX1oU99+vRRmzZtJEmXLl1SWFiYVq5cmedx0dHRGj16tGbNmuW47aWXXiqWmNzyu6PNZpPFUrJJsNlsJdo+AAAAAADAtebMmaOuXbsqMTFRUVFRGjhwoFq0aKHBgwerbdu2qlixojw9PRUTE6MjR47ol19+0ZIlS5SQkCDDMGSxWHTHHXfozjvvLJZ48l2oAQAAAAAA15eZe66YNa6Catu2rT7//HPdfffdSkxMlGEY2rNnj/bs2ZPjMRkFGknq1q2bPvvss2KLJ99DnwAAAAAAAMqifv36adu2bWrbtq0keyHGMIxM16+9SPZpXKZMmaI1a9bI09Oz2GIpcI+abdu2qXv37sUWgKRcq1QAAAAAAAAl7YYbbtC2bdu0bt06/e9//9Ovv/6qw4cPZ9qnQoUK6tChg3r16qV7771XwcHBxR5HgQs1ly9f1oYNG4o9EAAAAAAAkBlDn66/bt26qVu3bpLsvWkuX76s5ORkBQYGOhZDKkkFKtRkdO8BAAAAAAAo6ywWS4n0mslNvgs1o0ePLsk4AAAAAADA39CjpvzJd6Fm3rx5JRkHAAAAAACAqcTGxiomJkY2m021atW6LudkeW4AAAAAAEyKHjXX18mTJzVnzhz9/PPP+uOPP5SSkiLJPgQqLS0ty/4LFixQcnKyJGnMmDHy8PAocgwUagAAAAAAQLmWmpqq5557TjNnzlR6erqk/M3Tu2nTJs2dO1eSFBgYqKFDhxY5FpcitwAAAAAAAOCkkpKS1KNHD7333ntKS0uTYRj5Xkzp8ccfd+z72WefFUs8FGoAAAAAADApw7DIsJn0UkaGPt1///3auHGjDMOQm5ubHn74YW3cuFHR0dHq3bt3rsc2b95cTZs2lWEYWrdunaM3TlEw9AkAAAAAAJRLW7du1aeffipJ8vX11XfffacuXboUqI2ePXvqwIEDiouL0969e9WqVasixUSPGgAAAAAATCpjMmGzXpzdokWLJNknC54xY0aBizSS1Lp1a8f1gwcPFjkmCjUAAAAAAKBcWrdunSTJz89P9957b6HaqFq1quN6VFRUkWOiUAMAAAAAAMqlyMhIWSwWNW/eXG5uhZsdxs/Pz3E9Pj6+yDExRw0AAAAAACZlGPaLGZk1roJITk6WJHl5eRW6jdjYWMf1ChUqFDkmetQAAAAAAIByqVKlSjIMQ5GRkYVu49p5aSpVqlTkmCjUAAAAAABgUjbDYuqLs2vcuLEk6ciRIzpz5kyh2li5cqXjert27YocE4UaAAAAAABQLvXp00eSZBiGpk+fXuDjN27cqJ9//lkWi0X16tVT/fr1ixwThRoAAAAAAEyqtJffLuvLc48cOVIBAQGSpPfff19ffvllvo89dOiQ7r77bsf/J0yYUCwxUagBAAAAAADlUkhIiF5++WUZhiHDMHTPPffogQce0P79+3M8Jjw8XK+88opuuukmnTlzRhaLRTfccIMeeOCBYomJVZ8AAAAAAEC5NWHCBO3fv1+ffPKJJGnu3LmaO3euQkNDHatCSVKLFi107tw5nT9/XpJ9uJQkhYaGavny5XJ3dy+WeCjUAAAAAABgVmYeYmTWuAphzpw5qlevnl5++WWlpqZKks6fPy+LxSKLxX4///zzT0dxJkPLli21dOlS1a1bt9hiYegTAAAAAAAo1ywWi5577jnt27dPDz74oPz9/SXJMSQq45KhadOm+vjjj7Vt27ZiLdJI9KgBAAAAAMC0zDxpr1njKoqGDRtq1qxZ+r//+z/t3r1b+/bt08WLFxUfH6+AgABVrlxZHTp0UI0aNUosBgo1AAAAAAAA17BYLGrVqpVatWqV72NsNptcXIo+cImhTwAAAAAAAIWUnp6u//73v2rSpEmxtEePGgAAAAAATIqhT+aVmpqq//73v3rrrbd04sSJYmuXQg0AAAAAAEA+JScn6+OPP9a0adMUGRkpyT7pcMbqUEVFoQalIn5nLbl6Fc8a87hOuu4v7QgAwNT8DrqWdggohLgm6aUdAgohOTSttENAASV72Eo7BKdl2CwyiqkAUNwMmznjyo/Vq1fr559/1vHjxxUTE6MKFSqoefPmGjx4sFq0aJHtMWlpaZo1a5amTp2qqKgoR3EmYzWoNm3aFEtsFGoAAAAAAEC5sGPHDo0dO1Z//vlnlm3ffPONXnvtNd1zzz36+OOP5e3t7di2evVqPfLIIwoPD8/Ue8YwDN1888166aWXdPvttxdLjEwmDAAAAACASWXMUWPWS0HFxsZqwoQJql27try9vdWpUyf9/vvv2e770EMPyWKx6L333ivio2i3fft2devWTX/++aejF8zfGYahzz77TIMGDXLc9swzz+j2229XeHh4pv26dOmiNWvWaPPmzcVWpJHoUQMAAAAAAK6TcePGad++fVq0aJGqVaumxYsXq2fPntq/f7+qV6/u2O+bb77Rli1bVK1atWI5r81m06hRoxQXF5epN4yvr68CAwN1+fJlJSQkOG7/8ccf9emnn+rAgQOaPn16piFOPXv21EsvvaRbb721WGL7O3rUAAAAAACAEpeYmKglS5Zo2rRp6tKlixo0aKApU6aoQYMGmjVrlmO/iIgIPfbYY/r000/l7l48c5v+8MMPOnjwoKPg0r9/f+3cuVOxsbE6deqU4uLitHXrVv3jH/9wHPPaa6/p7bfflmQv3rRo0ULr1q3TmjVrSqxII9GjBgAAAAAA03KG5bmtVmum2z09PeXp6Zll/7S0NKWnp8vLyyvT7d7e3tq4caMke8+XkSNHauLEiWrWrFmxxbps2TLH9TvvvFNffvllln3at2+v77//XoMHD9ayZct05MgRx3w048aN00cffSQ3t5Ivo9CjBgAAAAAAFFrNmjUVEBDguEydOjXb/SpUqKCOHTvqtddeU2RkpNLT07V48WJt3rxZZ86ckSS99dZbcnNz0+OPP16sMe7YscNxfdq0abnuO336dMd1i8Wizp07a86cOdelSCPRowYAAAAAANNyhh41p06dkr+/v+P27HrTZFi0aJHuvfdeVa9eXa6urmrTpo2GDx+uHTt2aMeOHXr//fe1c+dOxzwyxeX06dOyWCxq0KCB6tSpk+u+9erVU8OGDXXkyBFZLBY9/fTTxRpLXuhRAwAAAAAACs3f3z/TJbdCTf369bVhwwbFxcXp1KlT2rZtm1JTU1WvXj39+uuvOnfunGrVqiU3Nze5ubnpxIkTeuqpp/IsruQlJiZGklSjRo187X/tfq1atSrSuQuKHjUAAAAAAOC68vX1la+vry5fvqzVq1dr2rRpGjJkiHr27Jlpv969e2vkyJEaO3Zskc6Xmpoqi8WSaxHpWh4eHo7r165GdT1QqAEAAAAAwKRshmQz6dAnm1HwY1avXi3DMNS4cWMdPXpUEydOVJMmTTR27Fi5u7srJCQk0/7u7u6qUqWKGjduXExRF5yLy/UdjMTQJwAAAAAAcF3ExMTo0UcfVZMmTTRq1Ch17txZq1evLrZluMsCetQAAAAAAGBSzjCZcEEMHTpUQ4cOzff+4eHhBT6Hs6NQAwAAAAAAyoVt27ape/fuee63Z88ex/X87C/Zl/L+6aefCh1bBgo1AAAAAACgXLh8+bI2bNiQr30zlgjPz/6GYRTbkuIUagAAAAAAMKmyNvSpNBlGIWY/LgUUagAAAAAAQJk2evTo0g4h3yjUAAAAAABgUoYhGbbSjiJ7TtJBRZI0b9680g4h31ieGwAAAAAAwCToUQMAAAAAgEkxR035Q48aAAAAAAAAk6BQAwAAAAAAYBIMfQIAAAAAwKRshkU2kw4xMmtczo4eNQAAAAAAACZBjxoAAAAAAEyKyYTLH3rUAAAAAAAAmASFGgAAAAAAAJNg6BMAAAAAACbF0Kfyhx41AAAAAAAAJkGPGgAAAAAATIoeNeUPPWoAAAAAAABMgh41AAAAAACYlGFYZDNpzxV61JQMetQAAAAAAACYBIUaAAAAAAAAk2DoEwAAAAAAJmUY9osZmTUuZ0ePGgAAAAAAAJOgRw0AAAAAACZl2CwyZM5Jew2bOeNydvSoAQAAAAAAMAkKNQAAAAAAACbB0CcAAAAAAEzKMCwyDHMOMTJrXM6OHjUAAAAAAAAmQY8aAAAAAABMymZYZDNpzxWzxuXs6FEDAAAAAABgEvSoAQAAAADApAzDfjEjs8bl7OhRAwAAAAAAYBJlslBjsVjydQkLC8tybHh4eL6Pz7jUqVMn2zi+++47TZkyRX379lXTpk0VGhoqd3d3BQUFqW3btnrqqad06NChIt/fgsQ8ZsyYbNtYv359ge93do+fszl0Llb3fblLDd9cq9CXf1Dz6T/rqRX7dDE+Jcu+zaf/LP8Xv8v10mLGzwWO4dOdpxQ2a6OqvrpKtd5YoyELt2nryUvFcfec1h87k/Xu29EaOSxKzeqfVJDXcQV5Hc/zuM8WxqpH5wjVCAlX3aondNfAs9q6OSnXY7b8lqS7Bp5V3aonVCMkXD06R+jzxbGFjv2H7xLUt+cZ1aoYrloVw9Wv1xmt/iGh0O05E/LmnMhb2XTgrxSNnHRWNXsel2/7o2rQJ1yPTz2vC5fTs90/IdGmf//nkloOPqkKNx9T5a5/qd+jkdrwe+Efz5Ub4tX9vtMKvuWYgm85ph73ndb3v8QXur2ygOebcyJvAK43hj4Vg8aNG2e5LS0tTf369ct2/+joaO3cuVM7d+7UzJkz9eqrr+q5554r6TCLXXb325lsOHZBwxZvV0JquhpV9NXNtYK0/1ys/rP1hL4/EKW1D3ZS9QBvx/4Dm1XRxYTUbNvadPyiTkQnqmPt4ALF8Ox3f2rW5nB5u7uoe4OKSkqzad3RC/r56AUturuN+t1QpUj30Vm9PTVa368o2IeISU9f1OwPrfL2tqhbT28lJxla/1Oi1q1N1IL/VVLfAb5Zjln+Tbzu/ec52WxSp85eCgl10YZ1SXp43AX9uS9Fr70ZUqAYZs2M0fMTL8nNTera3VuenhatW5uouwdF6a13Q/TAw/4Fas/ZkDfnRN7KnnXbEnTH42eUkGSoSV13dWzppT+PpmjWFzFasT5evy6soRqVr34EjEuwqee4CO3Yn6zgABf1uNlbMXE2/bw1QWt+S9Cclytp7B0FezzfXxytp6dfkJub1ONmH3m6W/TjlgQNfPyM3nsuVI/eHVjM99o58HxzTuQNpY3lucsfi2GUvVFlFov9j+Xhhx/WI488kuN+vr6+qlu3bqbbUlNT89XLZerUqfrss88kSZ9++qnuueeeTNvT0tIUGhqqsLAw3XzzzapXr56qVq0qHx8fRUZGav369frvf/+rmJgYSdKsWbP00EMPFeh+ZggPD3fcj9dff10DBw7Mcd+goCBVr149y+3x8fE6fjzvXwbGjx+vDRs2SJI2bdqkTp06FShWq9WqgIAAnX7xNvl7uRfo2OKUkJKuFu+s07m4ZD3braFe6NFIkmQYhl5afVAfbPxL3RuEatmYm/Nsy2Yz1OTtn3Q2NlnfjrlZ3RqE5iuGdUcvaOD8rQr2cdfaB25Rg1D7G/bWk5fVd+4W+bi7aM9T3RXoXXqP07XSn95/3c713vRoJcQbat3OU23aeqhl49NKTjZ0Oalutvuv/ylRg/qeVXCIi9ZsqKb6DeyP2bYtSep/2xl5+7ho98EaCgh0dRxz+VK6WjY5pViroYWfV1L/O+yP/7modPXpHqm/jqVpxeoq6tzVO9tz/t2Rwynq2DpCbm4WLV9dRTd18JIkHT2Sqt5hkbLG2LR1dw3Vq2+OfJYE8uacyFvx8TvomvdOJSwh0aZG/U4o6mK6XnwgSC8/Yv9iZxiGnnv3ot5ZGK1eHb31/ayrnwWeePO8/u/zGLW5wVMrP6ymisH2+/HbH4nq+0ikUlIN7f+2tmpXy9/jeSg8RS2HnJSbq0U//qeaOra05/XwiRR1GX1aMXE27V1aSw1qeRTzvS+cuCbZ9zIqCTzfnBN5Kx5Wq021K51QTEyM/P0pEuVHxnenmRU/krdL/nJ/vSXaEvXY+UfJazErk0OfMlSqVEnNmzfP8fL3Io0kubu753pM8+bN1bRpU61fv16SVKFCBQ0aNChLO25ubrp48aKWLVumSZMmadiwYerSpYvatWunAQMG6J133tGuXbsUFBQkSZo8ebLS04v+QaF69eq5xp5dkUayF63yut81atTQli1bJEkNGjQocJHGTJbvP6NzcclqGOqrSd0aOm63WCx6uVdj1Q701s9HL2jvGWueba3/64LOxiarmr+XutbL/y8dH/72lyRpYlhDR5FGkm6uFaR7b6ql6KQ0LdpxqgD3quyY8HSgnn85SH36+qhylbw7/n30gb3g+fRzgY4PQ5J0Uwcvjb3fXzHRNi2aH5fpmIXzYhVrNXR7fx/HhyFJqlTZVa/8294z6sP3Y/Id8+wPrUpPl8beX8HxYUiSGjR011PPBiotzb5PWUbenBN5K1u++TleURfT1biOu1566GovT4vFotcfC1Gdam76cXOidh9KliSlpBqav8z+WL37TKijSCNJnVp5a/zwQKWkSh98Gp3vGGZ+Gq30dOmBO/0dRRpJalTbQ8/dF6y0NGnmZ/nPd1nC8805kTeUtozluc16QfEr04WakrJ27VpFRkZKku688055e2df3XR1zf2Xtbp162ro0KGSpPPnz+vgwYPFG2gx++KLL5ScbP9gN3LkyFKOpmj+iLS/Md1SJ1guLplfXNxdXXRzbXsB7bsDUXm29cUfEZKku1pUy9JWThJT0/XLXxclSXc0yzq86Y5mVSVJPxzM+/zlXWKiTb+ut4/3HjAoazfijNtWfZe5y/KaHxJzPOa2Pj7y8rJow89JSkqy5SuONVfGexckhvKMvDkn8mZ+O/fb89O5jXfW9zd3izq2sn9hW7HePlfMgb9SlJBkyNPDoo4tvfR3Ye29M+2fHz9stD/2g3v5Zdk2pJc9P99tKN9z1eQHzzfnRN4AFAcKNYWwcOFCx/XRo0cXqa0KFSo4ricl5T65WGnLuN8Wi0WjRo0q5WiKJiElTZJyHFYU7GPvjr3vbO6/NCSmpmvllWLOsFbZ91bKzpELcUpOsynU1yPTPDgZWlazdxvcF1X4yePKi6OHU5WcbCi0oouq18j6K1fL1vZc/rkv8wTR+/amZNp+LQ8Pi5o2c1dSkqGjR9LyjCEmOl2nT9l7xLVolbW9GjXdFBLqolMn02S15u8DVllH3pwTeTO/+ET7iPYg/+w/4oUE2H9E2nM4+cr+9scowM/FMXT8WsFXhmYcj0iTNS7vxzPamq6TZ+x5bN3EM8v2mlXcFRrkohNn8tdeecbzzTmRNwDFgUJNAcXGxmrZsmWSpDp16qhLly6FbisxMVHffvutJMnFxUWNGjUqjhBLxLFjx/Tbb79Jkm699dYcV7pyFqG+9jetk9GJ2W4/cdn+C8OpHLZnWLn/rGKT09S8SgU1r5L/MZmno+1Fuer+WX+9lCRfDzcFerkpOjFVscl5vyGXZ6dO2R+fatWz74rs6+uigEAXRV+2KTbW/mHEarXJGmPL9biM20+dzPvxP3Xlw1BgkIt8fbN/WS1Ie+UBeXNO5M38KgbZCysZxZK/C4+0T4p/4sr2jP3PX05XYja/1IdHXJ1E/+TZ7CfUv9bJs/Z2g/xd5OudfX6qV3K7EkPe7ZVnPN+cE3lDSTAMc19Q/Mp0oearr77SDTfcIB8fH1WoUEENGzbU6NGjtW7dukK3+fXXXyshwf4lfuTIkdn++pSb1NRUnTx5Up9//rk6deqkI0eOSJLuvffeTL1rCmvmzJlq0KCBvLy8FBAQoGbNmumhhx7Szp07i9RucfYiMoNOdexzyaw5dC7LUtyR1iStO3pBkhSbkvub1+e77cOe7i5AbxpJirvSrrd7zsPjfDzsb6BxFGpyFR9nf3fw9s75uejra98Wd+UDUfw1v+L6+GR/XMbtGcfkHoMt17YK2l55QN6cE3kzv1vb2n8A+P7X+CxLcUdEpWntFvsPEHHx9semQS13Va3oKsOQFq7I2oszY/4aSYqNz/vxjEu4kh+vXP5GrhRw8tNeecbzzTmRNwDFoUwXavbv368DBw4oMTFRcXFxOnr0qBYuXKju3btr0KBBjhWXCuLagkV+h/+Eh4fLYrHIYrHIw8NDtWvX1vDhw/XHH39Iknr37q0ZM2YUOJbs7Ny5U8eOHVNycrKsVqv279+vOXPmqG3btnrooYccc8wUhGEYWrx4sSTJ29tbd911V7HEWpp6NAhVq2r+iktJ1+CF27T9dLTiktO09eRlDVmwTWk2+5tsblPOnI9L1rqjF+Rike5qUbBCDQAAJaFXRx+1buqpuARD/R6N1La9SYpLsGnz7kT1Gx+ptPQr729XPgFaLBZNHGufl+25dy9o/jKrLsWkKzwiVf9667y+/zVBbld+4M/vPGwAgOKVsTy3WS8ofnlPW+6EfHx8NGDAAPXo0UNNmjSRn5+fzp8/rw0bNmj27NmO1ZgGDhyoH3/8Ue7u+VuW7uTJk46lqTt16qQGDRoUKc7Q0FB99NFHGjJkSJ4TD+clMDBQgwYNUlhYmBo2bCgvLy+dOXNGa9as0dy5cxUXF6c5c+YoNjZWn376aYHa3rhxo/76y75C0aBBgwrU8yc5OTlTcchqNcfs8haLRYuHt9Vdi37XrogYdZ+9ybGtkp+nJnVvqNfWHlZgLkuIf703Umk2Q93qh6pqDkOYcuJ3pbdMYmrOK31lzKPj51kmn6bFxtfP/uaQmJhzv8v4ePs2vwouV465WqNOSDDk75/1DSYhIfMxucfgkumY7BSkvfKAvDkn8mZ+FotFX82oooGPndGO/cm6ZeRpx7bKIa6a/GCwJn90SYEVrn7uGD88QMdOpeqj/8Xo/inndP+UjLakVx8N1szPYnT+cnqO895cy8/nSn6ScvkbuTIvToUchmTAjuebcyJvAIpDmfwGGBERocDAwCy39+rVS4899pj69OmjXbt2acOGDZo1a5Yef/zxfLW7ePFiGVcG4RVkMt3q1atr7969kqS0tDRFRERo1apVmjt3rh566CEdO3ZMkyZNynd7f1etWjVFRETIx8cn0+2tW7fW7bffrkcffVQ9e/bUyZMn9dlnn2nYsGEaMGBAvttftGiR43pBJxGeOnWqXnnllQIdc73UCvLRpkdv1YoDUdp68rKSUtPVpJKfhrasrhX7z0qSmlbKuSiVsdpTQSYRzlAj0F7YibBmP4F0fEqaopPSFOjtrgoUanJVs6b98YmMyH6IWHy8TTHRNgUGuajClQ8j/v4u8g9wkTXGpsiINPn7Z51oL6O9mrXyfvxr1rR/4Ym+bFN8vC3b8eAFaa88IG/Oibw5h9rV3LX9i5pa9nO8Nu9OVGKyoRvqe+ie2yvom5/sSwLfUP9qHiwWi957tqLGDPTXivXxijiXpkrBrhrU00831PPQK7MvydvLonrV8/5hq9aVpYsvW22KT7RlO09NxDl7fmpXzd8PZeUVzzfnRN5QEsy8DLZZ43J2ZbKEml2RJkPlypX19ddfO3rRzJw5M9/tZhQsPD09NWzYsHwf5+7urubNm6t58+Zq1aqV+vbtq5kzZ2rLli2yWCx6/vnnde+99+a7vb/z8PDIUqS5VsOGDR1Dl6SC3eekpCR99dVXkuwFoZ49exYotkmTJikmJsZxOXXqVIGOL2luri4a1Lyq3rz9Br038EY91LGugn08tPXkZUlS57oh2R535EKcdkbEyMfdVQNuyLq8dl4ahvrJ081FF+JTFJlNsWb3leXDm1cu+rxFZV2DRu7y9LTownlbth+Kdu+yz0HUrHnmDz3Nb/TItP1aqamGDvyZKi8vixo0zPsDTECgq2pc+VC054+s7Z0+laaLF2yqWctN/vn4Rbo8IG/Oibw5Dzc3i+68zU8zJlbU/71YSeOHByo4wFWbd9vfc7q2y7riYKsmnnrpoWDNnlxJr44PUesmntq2N0np6VKnll5yc8v7w3igv6tqVbXncdfBrMOtT51N1YXLNtWu6iZ/v/Kbn/zg+eacyBuA4lAun5n16tVTr169JElHjx5VZGRknsds27ZNBw8elCQNGDAg12JQfrVo0UKvv/66JGnevHlas2ZNkdvMya233qobbrhBkn0ok82Wv4nDli9frujoaEnSiBEjCjxEy9PTU/7+/pkuZhcVm6Rv/zyrYB93DWiWfREmozdNvxsqF2pokre7q7rUsxeBvtl3Jsv2ZX/ab+vTpHKB2y5vvL1ddGuYvYfSt0vjs2xf/o39tn/0zVzMvK2Pd6bt11r9fYKSkgx17e4lL6/8vUze1scnx/ZyiqE8I2/Oibw5t7MX0rR0bZxCAl00qIdvvo756H/RkqRxQwLyfZ4+ne2P/dIf47JsW/KjPT99u+bv/OUZzzfnRN4AFIdyWaiR5ChaSPahUnkpzCTC+TFw4EDH9a+//rrY2s1Oxn1OSkrSxYsX83VMSd1vM9gfFaukv80RExGTqLs/3aHY5DS98Y8bclyV6cvd9uLe3a1q5HqOSGuS2r63Xm3fW59l2/hO9SRJb68/oqMXrr6Jbj15WfN+P6lALzeNbFuzIHep3Hr0cfsXiOlvRuvY0avLvW7bkqT5n8QqINBFI8f4ZTpm1NgKquBv0fcrErRi2dXH//y5dL38/CVJ0vgnsn4xuanFad3U4nSWX8keGu8vV1dp3n9i9fvWq72kjh1N1Yy3ouXmZt8HV5E350TezG/f0WQlJWf+QeZ0VJoGTzij2HhD054Mlfc1X/bOXUrTyb8tlZ2WZuiV/7uoJWvjFdbeW3feljmnktT8jhNqfscJRURlzs9jIwLl6ip9/LVVW/Zczc+REyl6c+4lublJj92T/8JPecbzzTmRNxQ3w5AMm0kvLM9dIsrtoMSCLKudmpqqzz//XJJUqVIl/eMf/yi2OCpWrOi4fuLEiWJrNzsFXUr83LlzWr16tSSpTZs2at68eUmEVWo+2PiXVu4/q5bV/FW5gpcuxCVr88nLSk6z6ZmwBhrRJvsizNaTlxR+OUGV/TzVrX5orudITbfpyIWsv2RIUrcGoXq4Yx3N2hyuzh/9qm4NQpWSbtO6oxdkSPq/wS0V6F0+x++v/iFB06dGO/6fkmJ/B+jV5Wrvt6cnBar3lV+Lwnp466Hx/pr9oVVdbopQWA9vpaQYWv9TogxD+ujjigoIzFx0Cwp21YdzKmrsiHMaPfycOnfxUnCIi9b/nKSYaJsefcJfnbtmHRpw5LD9A1daauZ3pYaNPPTq1GC98Mwl3d7jjMJ6eMvDw6J1axOVmGjorXeCVa9+2c4neXNO5K3seWdBtL5dF6/WTTxVNdRV5y6na9OuJCWnGHrhgSCNGpD5y9mBYynq9UCkWjXxVN3qbjIMacueJJ05n65WTTz1xfTse5ceCrfnJzUtc34a1/HQmxNCNXHGBXW797R63uwjD3eLftySoMQkQ+8+G6oGtbLOwVEe8HxzTuQNwPVWbgs1+/fvd1yvVq1arvt+9913jh4o99xzj9zciu9hu7Y3j59f1l+rilPGffb09FRISPZzr1zrs88+U1qavTpf1nrTSFK/ppUVFZesfWes2nLysgK93NWzYUU90rGubq2X8+Pz+ZVhT3e2qCbXIi5V+lbfZmpR1V8fbzmhdUcvyMPVorD6oXq2WwPdXCu4SG07s4vn07V9W9a5Da697eL5zL2hpk4P0Y0tPPSf2Vat/ylR7h4Wde3urYmTAnVzx+xX5RowyFffra2q6W9Ga/u2ZKWmGGrc1F33P+Sv4SMLPj/QI48HqG59d818J1pbNtl/vWrVxkOPPxWof9xe9rsXkzfnRN7KnoHdfBV1MV17Difrtz/SFeTvqt6dfPT4iAB1bZ/1salX010j+1fQ5j+StGpjglxcpEZ1PPSvUYF69O5AebgX/L1uwshANajlrhkLLmvjrkRJUtsbPPX0mCD17VJ+hz3xfHNO5A2lzTAsMmTOSXtZnrtkWAyj/HVWOn78uJo0aaKUlBTVr19fR48ezXX/wYMH65tvvpEk7dq1S61atSq2WN5++20988wzkqSXX35ZU6ZMKba2r7Vp0yZ17txZktSjRw+tXbs2z2PatGmjXbt2yd3dXREREZl6/xSW1WpVQECATr94m/xzWfoa5pP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",
      "text/plain": [
       "<Figure size 2000x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,10))\n",
    "plt.imshow(recall_matrix, interpolation='nearest', vmin=90, vmax=100, cmap='plasma')\n",
    "\n",
    "# Add text annotations to each cell\n",
    "for i in range(recall_matrix.shape[0]):\n",
    "    for j in range(recall_matrix.shape[1]):\n",
    "        plt.text(j, i, f'{recall_matrix[i, j]:.1f}', ha='center', va='center', color='black',  fontsize = 15)\n",
    "\n",
    "cb1 = plt.colorbar( label='Recall %',shrink=0.8, aspect=15,)\n",
    "cb1.set_label('Recall %', fontsize=25)  # Set label font size\n",
    "\n",
    "plt.xlabel('SNR ', fontsize = 25)\n",
    "plt.ylabel('DM ',  fontsize = 25)\n",
    "\n",
    "xtick_positions = np.arange(0, recall_matrix.shape[1], 1)  # Custom x tick positions\n",
    "ytick_positions = np.arange(0, recall_matrix.shape[0], 1)  # Custom y tick positions\n",
    "xtick_labels    =  snr_ranges[:-1]# Custom x tick labels\n",
    "for i in range(len(xtick_labels)):\n",
    "    xtick_labels[i] = round(xtick_labels[i], 2)\n",
    "\n",
    "ytick_labels = dm_ranges[:-1]  # Custom y tick labels\n",
    "for i in range(len(ytick_labels)):\n",
    "    ytick_labels[i] = round(ytick_labels[i], 2)\n",
    "\n",
    "\n",
    "plt.xticks(ticks=xtick_positions, labels=xtick_labels, fontsize = 20)\n",
    "plt.yticks(ticks=ytick_positions, labels=ytick_labels,  fontsize = 20)\n",
    "\n",
    "# plt.title('Retrieval Rate', fontsize = 30)\n",
    "plt.savefig(\"ab_recall_dm_snr.pdf\", format='pdf')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "64026c49-94d5-4c71-a6b9-7233903281ec",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[6.40000000e-05 3.02637315e-04 1.43108351e-03 6.76717609e-03\n",
      " 3.20000000e-02]\n"
     ]
    }
   ],
   "source": [
    "dm_ranges = np.linspace(5, 1000, 8)\n",
    "snr_ranges = np.linspace(10, 100, 8)\n",
    "freq_ranges = np.linspace(900, 2157.7199, 100)\n",
    "boxcar_ranges = np.power(10,np.linspace(np.log10(6.4e-5), np.log10(0.032), 5))\n",
    "print(boxcar_ranges)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "c9a25056-836b-4f76-ba3a-a38d6bc56511",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===========================\n",
      "accuracy:  99.185\n",
      "===========================\n"
     ]
    }
   ],
   "source": [
    "from tqdm import tqdm\n",
    "# eval\n",
    "model.training\n",
    "val_loss = 0.0\n",
    "correct_valid = 0\n",
    "total = 0\n",
    "results = {'pred': [], 'true':[], 'freq':[], 'snr':[], 'dm':[], 'boxcar':[]}\n",
    "model.eval()\n",
    "with torch.no_grad():\n",
    "    for images, labels in testloader:\n",
    "        inputs, labels = images.to(device), labels\n",
    "        outputs = model(inputs)\n",
    "        _, predicted = torch.max(outputs, 1)\n",
    "        results['pred'].extend(predicted.cpu().numpy().tolist())\n",
    "        results['true'].extend(labels[0].cpu().numpy().tolist())\n",
    "        results['freq'].extend(labels[2].cpu().numpy().tolist())\n",
    "        results['dm'].extend(labels[1].cpu().numpy().tolist())\n",
    "        results['snr'].extend(labels[3].cpu().numpy().tolist())\n",
    "        results['boxcar'].extend(labels[4].cpu().numpy().tolist())\n",
    "        total += labels[0].size(0)\n",
    "        correct_valid += (predicted.cpu() == labels[0].cpu()).sum().item()\n",
    "    \n",
    "# Calculate training accuracy after each epoch\n",
    "val_accuracy = correct_valid / total * 100.0\n",
    "print(\"===========================\")\n",
    "print('accuracy: ',  val_accuracy)\n",
    "print(\"===========================\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "093da588-6af3-47c9-9284-818274c3dea2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.03251200169324875"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.array(results['boxcar']).max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "f945bc77-c99a-4ee1-a9a4-7d62ce8b38e3",
   "metadata": {},
   "outputs": [],
   "source": [
    "recall_matrix = np.zeros((dm_ranges.shape[0]-1, boxcar_ranges.shape[0]-1))\n",
    "for i in range(1, dm_ranges.shape[0]):\n",
    "    for j in range(1, boxcar_ranges.shape[0]):\n",
    "        end_dm = dm_ranges[i]\n",
    "        start_dm = dm_ranges[i-1]\n",
    "\n",
    "        start_boxcar = boxcar_ranges[j-1]\n",
    "        end_boxcar= boxcar_ranges[j]\n",
    "    \n",
    "        dm_index = set(np.where( np.logical_and(end_dm > np.array(results['dm']), start_dm < np.array(results['dm'])))[0].tolist())\n",
    "        boxcar_index = set(np.where( np.logical_and(end_boxcar > np.array(results['boxcar']), start_boxcar<  np.array(results['boxcar'])))[0].tolist())\n",
    "        label_index = set(np.where(1 == np.array(results['true']))[0].tolist())\n",
    "        \n",
    "        filtered = (np.array(list(dm_index & boxcar_index & label_index )),) \n",
    "        pred = np.mean(np.array(results['pred'])[filtered])\n",
    "        recall_matrix[i-1,j-1] = pred * 100\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "67004c8e-cbb2-4589-b0a2-8cdbcfe0e5db",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[6.40000000e-05 3.02637315e-04 1.43108351e-03 6.76717609e-03\n",
      " 3.20000000e-02]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,10))\n",
    "plt.imshow(recall_matrix.T, interpolation='nearest', vmin=80, vmax=100, cmap='plasma')\n",
    "\n",
    "# Add text annotations to each cell\n",
    "for i in range(recall_matrix.shape[0]):\n",
    "    for j in range(recall_matrix.shape[1]):\n",
    "        plt.text( i,j, f'{recall_matrix[i, j]:.1f}', ha='center', va='center', color='black',  fontsize = 12)\n",
    "\n",
    "cb1 = plt.colorbar( label='Recall %',shrink=0.3, aspect=15,)\n",
    "cb1.set_label('Recall %', fontsize=25)  # Set label font size\n",
    "\n",
    "plt.ylabel('Width $m $s', fontsize = 25)\n",
    "plt.xlabel('DM [$\\\\frac{pc}{cm^{3}}$]',  fontsize = 25)\n",
    "\n",
    "xtick_positions = np.arange(0, recall_matrix.shape[1], 1)  # Custom x tick positions\n",
    "ytick_positions = np.arange(0, recall_matrix.shape[0], 1)  # Custom y tick positions\n",
    "xtick_labels    =  boxcar_ranges[:-1] * 1000# Custom x tick labels\n",
    "print(boxcar_ranges)\n",
    "for i in range(len(xtick_labels)):\n",
    "    xtick_labels[i] = round(xtick_labels[i], 2)\n",
    "\n",
    "ytick_labels = dm_ranges[:-1]  # Custom y tick labels\n",
    "for i in range(len(ytick_labels)):\n",
    "    ytick_labels[i] = round(ytick_labels[i], 1)\n",
    "\n",
    "\n",
    "plt.xticks(ticks=ytick_positions, labels=ytick_labels, fontsize = 15, rotation='vertical')\n",
    "plt.yticks(ticks=xtick_positions, labels=xtick_labels,  fontsize = 15, )\n",
    "plt.tight_layout()\n",
    "\n",
    "# plt.title('Retrieval Rate', fontsize = 30)\n",
    "plt.savefig(\"ab_recall_dm_width.pdf\", format='pdf')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "d4d33917-0016-47dc-84b2-d47565ca244e",
   "metadata": {},
   "outputs": [],
   "source": [
    "false_negative = np.zeros((dm_ranges.shape[0]-1,snr_ranges.shape[0]-1))\n",
    "for i in range(1, dm_ranges.shape[0]):\n",
    "    for j in range(1, snr_ranges.shape[0]):\n",
    "        end_dm = dm_ranges[i]\n",
    "        start_dm = dm_ranges[i-1]\n",
    "\n",
    "        start_snr = snr_ranges[j-1]\n",
    "        end_snr = snr_ranges[j]\n",
    "    \n",
    "        dm_index = set(np.where( np.logical_and(end_dm >np.array(results['dm']), start_dm<np.array(results['dm'])))[0].tolist())\n",
    "        snr_index = set(np.where( np.logical_and(end_snr >results['snr'], start_snr< results['snr']))[0].tolist())\n",
    "        label_index = set(np.where(1 == np.array(results['true']))[0].tolist())\n",
    "\n",
    "        filtered = (np.array(list(dm_index & snr_index )),) \n",
    "        pred = np.where(np.array(results['pred'])[filtered] == 0)[0].shape[0] / np.array(results['pred'])[filtered].shape[0]\n",
    "        false_negative[i-1,j-1] = pred * 100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "456eafce-d193-4b39-81b8-15d7102f4df3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0 1 2 3 4 5 6] [10.   22.86 35.71 48.57 61.43 74.29 87.14] (7, 7)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,10))\n",
    "plt.imshow(false_negative.T, interpolation='nearest', vmin=0, vmax=10)\n",
    "\n",
    "# Add text annotations to each cell\n",
    "for i in range(false_negative.shape[0]):\n",
    "    for j in range(false_negative.shape[1]):\n",
    "        plt.text( i,j, f'{false_negative[i, j]:.1f}', ha='center', va='center', color='white',  fontsize = 12)\n",
    "\n",
    "cb1 = plt.colorbar( label='False Negative %',shrink=0.8, aspect=15,)\n",
    "cb1.set_label('False Negative %', fontsize=25)  # Set label font size\n",
    "\n",
    "plt.ylabel('SNR ', fontsize = 25)\n",
    "plt.xlabel('DM [$\\\\frac{pc}{cm^{3}}$]',  fontsize = 25)\n",
    "\n",
    "xtick_positions = np.arange(0, false_negative.shape[1], 1)  # Custom x tick positions\n",
    "ytick_positions = np.arange(0, false_negative.shape[0], 1)  # Custom y tick positions\n",
    "xtick_labels    =  snr_ranges[:-1] # Custom x tick labels\n",
    "for i in range(len(xtick_labels)):\n",
    "    xtick_labels[i] = round(xtick_labels[i], 2)\n",
    "\n",
    "ytick_labels = dm_ranges[:-1]  # Custom y tick labels\n",
    "for i in range(len(ytick_labels)):\n",
    "    ytick_labels[i] = round(ytick_labels[i], 2)\n",
    "\n",
    "print(xtick_positions,xtick_labels , false_negative.shape)\n",
    "plt.xticks(ticks=ytick_positions, labels=ytick_labels, fontsize = 15, rotation='vertical')\n",
    "plt.yticks(ticks=xtick_positions, labels=xtick_labels,  fontsize = 15, )\n",
    "plt.tight_layout()\n",
    "\n",
    "# plt.title('Retrieval Rate', fontsize = 30)\n",
    "plt.savefig(\"ab_FN_dm_snr.pdf\", format='pdf')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "9b19a5f5-3b18-4eb9-b76d-21d8d67b6431",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'False Negative (% of true also predicted as false)')"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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RpUqVVKhQIQ0fPjxVbZIYAAAAAADAyWTOnFmdOnXS2rVrdfDgQXl7e2vYsGGpaovEAAAAAADA9gyTY25O6t69e1q4cKGaNm2qsmXL6ubNm+rfv3+q2mJVAgAAAAAAnMSaNWv07bffaunSpfLw8FCLFi20du1aPffcc6luk8QAAAAAAABOolmzZmrYsKHmzJmjF198UenSpfvPbZIYAAAAAADYniOuAuBo/UmGK1euKHPmzGnaJokBAAAAAAAcWGRkpHx8fCRJhmEoMjIyyboP6qUEiQEAAAAAAByYv7+/Ll++rICAAPn5+clkSvjQRMMwZDKZFBcXl+L2SQwAAAAAAGyPqQSptnHjRmXJkkWS9PPPP6d5+yQGAAAAAABwYNWrV7f8f0hIiHLlypVg1IBhGLp48WKq2nf7T70DAAAAAACPTUhIiK5du5ag/ObNmwoJCUlVm4wYAAAAAADYHlMJ0sSDZwn82507d+Tl5ZWqNkkMAAAAAADg4N566y1Jkslk0nvvvaeMGTNa9sXFxWnnzp0qXbp0qtomMQAAAAAAgIPbt2+fpPgRA4cOHVL69Okt+9KnT6+nn35ab7/9dqraJjEAAAAAALA9wxS/ORJH689DPFiNoFOnTpowYYJ8fHzSrG0SAwAAAAAAOImZM2emeZskBgAAAAAAcCK7d+/WwoULdeHCBd2/f99q3w8//JDi9liuEAAAAABgcybDMTdnM3/+fFWpUkVHjx7VkiVLFBMTo8OHD2vjxo3y9fVNVZskBgAAAAAAcBIjR47UuHHj9OOPPyp9+vSaMGGCjh07platWil37typapPEAAAAAAAATuL06dNq0KCBpPjVCO7evSuTyaQ333xT06dPT1WbJAYAAAAAALZnOOjmZPz9/XX79m1JUs6cOfX7779LksLDwxUVFZWqNnn4IAAAAAAATuK5557TunXrVLJkSbVs2VJvvPGGNm7cqHXr1ql27dqpajPZiYE5c+Ykq1779u1T1REAAAAAAPBwkyZN0r179yRJ7777rtKlS6ft27erefPmGjJkSKraTHZioGPHjsqUKZM8PDxkGImPtzCZTCQGHEzJakXU8n8NVbBMPmUN9tfQFmO1ffnuZB1brHIhjd3wvs4dvqieFQZZyjNk8lKHoa1UtUl5+QX46tT+c5ry1myd2HPGVpfhkhr3qquWbzdWliA/nT5wXpP7fq3ju04lWf+5FpXUYXgbBeXNrtCTYfpq4Df6bdU+qzodhrVW/a61lcnPW4e3HdPEXl8q9FSYrS/FpRA350TcnBNxc07EzTk17llXLd9u9Hfc3vhax3edfuRxNVpX0bvf9tO2Zbs09KVPLOVe3p7qOqqtqjSpIJ+smRV29qqWTlqlFdPW2fIygCdClixZLP/v5uamgQMH/uc2k/2MgaJFiyp9+vRq3769Nm/erFu3biXYbt68+Z87hLTl5e2pMwcvaNIbX6foOG/fjBrwdS/t2/h7gn1vTuumsnVK6uNOX6h72QHau/6gxqx+V1mD/dOq2y6veqsq6j62g74Zvkg9y72jMwfPa9Tqd+WX3SfR+sUqF9Lgb/tp9dcb1bPsAG1b9puGLhmgvMVzWeq0HtBETfvU14Se09Wn0iDduxutUauHKJ1nusd1WU884uaciJtzIm7Oibg5p+qtKqv72Pb65sPv1bP8X3FblXTcHgjMk13dPm6ng1uOJNjXY2wHla9bWqPbf64uxd/UDxNXqvfEzqrcqJytLgN4YkRGRia63b59W/fv309Vm8lODBw+fFgrV67Un3/+qeeee07ly5fXlClTFBkZmaoT/9vo0aNlMpnUr18/S1n37t2VP39+ZciQQdmzZ1eTJk107Ngxq+P69u2rcuXKydPTU6VLl07ROQ3DUP369WUymbR06dL/fhEOaNeaA5r1wUJtW5a8UQIPvDG5i35esE1Hd560Kk/vlU7PNntGXw36Voe2HtOl01c098PFunQ6TI26P5+WXXdpzd9sqFVfbdCaWZt04egfmtBjuqKj7qtu51qJ1m/Wt4F2rd6vRZ8u14VjoZr9/gKd2ntGTXrX+7vOGw00b8Ri7Vi+W2cPXdCYDpOUNdhfVZtWeFyX9cQjbs6JuDkn4uaciJtzat7vn3EL1YSeX8bHrVPNJI9xczNp0Nw+mjNsocLOXk2wv1jlQlo3Z7MObj6iK+ev6acvN+j0gfMqXKGALS8FeCL4+fnJ398/webn56cMGTIoT548+uCDD2Q2m5PdZopWJahYsaKmTZumy5cvq2/fvlq4cKFy5Mihtm3bKjo6OsUX9MCuXbs0bdo0lSpVyqq8XLlymjlzpo4ePao1a9bIMAy98MILiouLs6rXuXNntW7dOsXnHT9+vEwmU6r7/aR6oX11BYUEaO6HixPsc/dwl7uHu+7fs85ERf95X8WrFH5cXXyieaTzUKFy+bR3/UFLmWEY2rv+oIpVKpToMcUqF9LeDQetynavPaCif9UPCglQ1hz+2rf+kGV/VGSUju08pWKViVtaIG7Oibg5J+LmnIibc/JI5x4ftw1/32PDMLR3wyEVq5x43CTp1fda6Na1SK3++udE9x/ZcUKVG5WzjDh9ukZxPVUoh/asO5hofTwZTJJMhoNt9r4pqTBr1iwFBwdr8ODBWrp0qZYuXarBgwcrZ86cmjJlirp166aJEydq9OjRyW4zVasSZMiQQe3bt1fevHn1wQcfaP78+Zo0aZI8PT1T3NadO3fUtm1bffnll/roo4+s9nXr1s3y/3nz5tVHH32kp59+WufOnVP+/PklSRMnTpQkXbt2TQcPJv8Xyf79+zV27Fjt3r1bOXLkSHG/n1TBBYLUZcTLeqvWUJnjEmaY/rxzT4d3nFDbwS/pwrFLCr8SrpptqqpopUK6dJq5fGnBN1tmuXu469aVCKvyW1cjlKtIzkSP8Q/yU/i/618JV5YgP0my/HnrSniCOv6BfmnRbZdH3JwTcXNOxM05ETfn5JvN56+4hVuV37oSrlyFgxM9pnjVwqrXuZZ6lB2QZLuT+36tftO6a/7FaYqNiZXZbGhc92k69MvRtOw+8ESaPXu2xo4dq1atWlnKGjVqpJIlS2ratGnasGGDcufOrREjRmjw4MHJajNFIwYkKTQ0VCNHjlTBggXVpk0bVahQQYcPH5a/f+rml7/++utq0KCB6tSp89B6d+/e1cyZMxUSEqJcuXI9tO6jREVF6ZVXXtHkyZMVFBSUrGOio6MTzOF40ri5mTRoTm/NGf69Qk8m/SH/406TZTKZNP/8F1p5Z66avF5XmxZsl2F2wkVAAQAAkGYyZPLSO7P7aFz3aYq8cTvJek1611fRigX1XpMx6lVhoKa/PUd9Pu+iMrVLPsbeAs5p+/btKlOmTILyMmXKaMeOHZKkatWq6cKFC8luM9kjBhYuXKiZM2dq8+bNqlu3rsaOHasGDRrI3d092Sf7t/nz52vv3r3atWtXknW++OILDRgwQHfv3lXhwoW1bt06pU+fPtXnlKQ333xTVapUUZMmTZJ9zKhRozRs2LD/dF5HlyFzBhUun18FSudV7wkdJUkmN5Pc3Ny0KuobDXpxlPZvOqzLZ67q7TrD5ZXRUxl9MuhmWLgGz+ury2cSzh9DykVcv6242Dj5B/palfsH+OpWWHiix9wKC5ffv+sH+unmX/Uf/PnPsgevTx84l0Y9d23EzTkRN+dE3JwTcXNOEdcj/4qbn1W5f6BfglEEkhScP1A5QgL04bJ3LGUmt/jB2qujv1Onov1049JNdR7xsoY2/0S//RS/wsTZQxeUv3RetfxfI+37x7QFPGEMU/zmSBytP8mQK1cuzZgxI8FUgRkzZli+RL9x40aKvrxP9oiBNm3a6OjRo3rzzTdVs2ZNnTt3TpMnT9bEiROttuS6ePGi3njjDc2bN09eXl5J1mvbtq327dunzZs3q1ChQmrVqpVlzcbUWL58uTZu3Kjx48en6LhBgwYpIiLCsl28eDHVfXBUUZF/qluZ/upZYaBlWzl9gy4eD1XPCgN17DfrpYTuRUXrZli4Mvl5q/zzpbTjx5Q94BCJi42J1Yk9Z6wy5iaTSWVql9SRX08kesyRHSdUppZ1hr1snVI6+lf9sLNXdePyLZWpXcKyP2PmDCpSsYCO7Dhug6twPcTNORE350TcnBNxc06xMXHxcav19z02mUwqU6uEjuxIGLcLxy7ptVL/U4+yAyzbjh/36MDPh9Wj7ABdu3hdHuk8lC69R4LRpnFxZrm5Od+HNOBx+/TTTzVu3Dg9/fTT6tq1q7p27arSpUtr/PjxGjt2rKT45/il5Dl8yR4xkDt3bplMJn377bdJ1jGZTOrbt2+y2tuzZ4+uXr2qsmXLWsri4uK0ZcsWTZo0SdHR0XJ3d5evr698fX1VsGBBVapUSf7+/lqyZIlefvnl5HbdysaNG3X69Gn5+flZlTdv3lzPPvusNm3alOhxnp6eqXqGgr15eXsquMDf0yWC8mZXvqfz6PbNO7p28YY6f9RGWYP99UnnKTIMQ+cO/2F1fPi1CN2/F2NVXu75UjKZTPrjxCUF5w/Sa6Nf0cXjl7Rm9ubHdl1PusXjVmjArNd1YvdpHf/tlJr1ayAvb0+tmRn/AJ8Bs3rr+qWb+npw/PtxycSVGrtpmFq81VA7V+5VjTZVVah8fo3vPs3S5pIJK/XKu80VejJMl89eVcfhrXXj0i1tW5r0iB2kDHFzTsTNORE350TcnNPi8Ss0YObrOrHnTHzc3ngxPm6zNkmSBsx6XddDb+rrd79TTHSMzh22/gLtbvhdSbKUx8b8qQObDuu1Ma8q+s/7unr+mkpVL6bn21XX1LdnP9ZrA5xR48aNdezYMU2bNk0nTsQn6OrXr6+lS5cqb968kqSePXumqM1kJwbOnTuXooYfpXbt2jp0yHqYUKdOnVSkSBG98847iU5RMAxDhmH8pxUQBg4cqK5du1qVlSxZUuPGjVOjRo1S3a6jKlQunz5d/77ldY9P20u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",
      "text/plain": [
       "<Figure size 2000x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,10))\n",
    "plt.imshow(false_negative, interpolation='nearest', vmin=0, vmax=100)\n",
    "\n",
    "# Add text annotations to each cell\n",
    "for i in range(false_negative.shape[0]):\n",
    "    for j in range(false_negative.shape[1]):\n",
    "        plt.text(j, i, f'{false_negative[i, j]:.2f}', ha='center', va='center', color='white')\n",
    "\n",
    "plt.colorbar( label='False negative %')\n",
    "plt.xlabel('SNR ')\n",
    "plt.ylabel('DM ')\n",
    "\n",
    "\n",
    "xtick_positions = np.arange(0, false_negative.shape[1], 1)  # Custom x tick positions\n",
    "ytick_positions = np.arange(0, false_negative.shape[0], 1)  # Custom y tick positions\n",
    "xtick_labels =  snr_ranges[:-1]# Custom x tick labels\n",
    "for i in range(len(xtick_labels)):\n",
    "    xtick_labels[i] = round(xtick_labels[i], 2)\n",
    "\n",
    "ytick_labels = dm_ranges[:-1]  # Custom y tick labels\n",
    "for i in range(len(ytick_labels)):\n",
    "    ytick_labels[i] = round(ytick_labels[i], 2)\n",
    "\n",
    "\n",
    "plt.xticks(ticks=xtick_positions, labels=xtick_labels)\n",
    "plt.yticks(ticks=ytick_positions, labels=ytick_labels)\n",
    "\n",
    "plt.title('False Negative (% of true also predicted as false)')\n",
    "# plt.savefig(\"FN_dm_snr.pdf\", format='pdf')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "03633b49-5a61-4740-bd1a-491553b4bd78",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "from tqdm import tqdm\n",
    "# eval\n",
    "model.training\n",
    "val_loss = 0.0\n",
    "correct_valid = 0\n",
    "total = 0\n",
    "y_true = []\n",
    "y_pred = []\n",
    "with torch.no_grad():\n",
    "    for images, labels in testloader:\n",
    "        inputs, labels = images.to(device), labels\n",
    "        outputs = model(inputs)\n",
    "        _, predicted = torch.max(outputs, 1)\n",
    "        y_pred.extend(predicted.cpu().numpy().tolist())\n",
    "        y_true.extend(labels[0].cpu().numpy().tolist())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "e761def7-0288-4074-be7b-4e3874b28109",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "AUC: 0.99185\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "from sklearn.metrics import roc_curve, roc_auc_score\n",
    "\n",
    "# Example data (replace with your actual data)\n",
    "\n",
    "fpr, tpr, thresholds = roc_curve(y_true, y_pred)\n",
    "auc = roc_auc_score(y_true, y_pred)\n",
    "\n",
    "print(\"AUC:\", auc)\n",
    "plt.figure(figsize=(8, 6))\n",
    "plt.plot(fpr, tpr, label='ROC Curve '+str(round(auc, 4)))\n",
    "plt.plot([0, 1], [0, 1], 'k--', label='Random')\n",
    "plt.xlabel('False Positive Rate')\n",
    "plt.ylabel('True Positive Rate')\n",
    "plt.title('Receiver Operating Characteristic (ROC) Curve')\n",
    "plt.legend()\n",
    "plt.grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "e6809ad1-3f08-44aa-9cb2-575dcc692e35",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[9901   99]\n",
      " [  64 9936]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.metrics import confusion_matrix, ConfusionMatrixDisplay\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "cm = confusion_matrix(y_true, y_pred, labels=[0, 1])\n",
    "print(cm)\n",
    "disp = ConfusionMatrixDisplay(confusion_matrix=cm)\n",
    "disp.plot()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "c7c62aef-38f3-42a3-b0f3-dc9fcc414c16",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "False Positive Rate (FPR): 0.009865470852017937\n",
      "recall rate:  0.9936\n",
      "False Positive Rate (FPR in percentage): 0.9865470852017937 %\n"
     ]
    }
   ],
   "source": [
    "# Extract the number of False Positives (FP) and True Negatives (TN)\n",
    "TN = cm[-1, -1]  # Bottom right element (True Negatives)\n",
    "FP = cm[:-1, -1].sum()  # Sum of last column (excluding bottom right)\n",
    "\n",
    "# Calculate FPR using the formula\n",
    "FPR = FP / (FP + TN)\n",
    "\n",
    "# Optional: Multiply by 100 for percentage\n",
    "FPR_percentage = FPR * 100\n",
    "\n",
    "\n",
    "TN = cm[-1, -1]  # Bottom right element (True Negatives)\n",
    "TP = cm[1, 1]\n",
    "FN = cm[1, 0]\n",
    "FP = cm[:-1, -1].sum()  # Sum of last column (excluding bottom right)\n",
    "\n",
    "TPR = TP / (TP + FN)\n",
    "        \n",
    "# Print the FPR\n",
    "print(\"False Positive Rate (FPR):\", FPR)\n",
    "print('recall rate: ', TPR)\n",
    "print(\"False Positive Rate (FPR in percentage):\", FPR_percentage, \"%\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "41b6767d-b6ff-4633-8505-e9795586c956",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "F1 score: 0.9918642375842276\n"
     ]
    }
   ],
   "source": [
    "from sklearn.metrics import f1_score\n",
    "\n",
    "# Calculate F1 score\n",
    "f1 = f1_score(y_true, y_pred)\n",
    "\n",
    "print(\"F1 score:\", f1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "fc4c195d-d052-4f44-8550-80e837c45956",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "900.0026178010471"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "min(results['freq'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "59239ee5-9499-493e-ad2d-fe112b95d79a",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       " 2213.3429319371726,\n",
       " ...]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "results['freq']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "0afade0d-bfc3-407b-848b-2bacc48e6494",
   "metadata": {},
   "outputs": [],
   "source": [
    "accuracy_freq = np.zeros_like(freq_ranges)\n",
    "fp_freq = np.zeros_like(freq_ranges)\n",
    "tp_freq = np.zeros_like(freq_ranges)\n",
    "for i in range(1, freq_ranges.shape[0]):\n",
    "    end_f = freq_ranges[i]\n",
    "    start_f = freq_ranges[i-1]\n",
    "    \n",
    "    f_index = np.where( np.logical_and(end_f > np.array(results['freq']), start_f<np.array(results['freq'])))[0].tolist()\n",
    "    y_pred = np.array(results['pred'])[f_index]\n",
    "    y_true = np.array(results['true'])[f_index]\n",
    "    cm = confusion_matrix(y_true, y_pred, labels=[0, 1])\n",
    "    # Extract the number of False Positives (FP) and True Negatives (TN)\n",
    "    TN = cm[-1, -1]  # Bottom right element (True Negatives)\n",
    "    TP = cm[1, 1]\n",
    "    FN = cm[1, 0]\n",
    "    FP = cm[:-1, -1].sum()  # Sum of last column (excluding bottom right)\n",
    "    # Calculate FPR using the formula\n",
    "    if FP + TN != 0:\n",
    "        FPR = FP / (FP + TN)\n",
    "    else:\n",
    "        FPR = 0\n",
    "\n",
    "    if TP + FN != 0:\n",
    "        TPR = TP / (TP + FN)\n",
    "    else:\n",
    "        TPR = 0\n",
    "    accuracy = accuracy_score(y_true, y_pred)\n",
    "    accuracy_freq[i-1] = accuracy\n",
    "    tp_freq[i-1] = TPR\n",
    "    fp_freq[i-1] = FPR"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "95769c3b-6b82-4515-86b0-6c36b114bab7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Frequency [MHz]')"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams['xtick.labelsize'] = 14\n",
    "plt.rcParams['ytick.labelsize'] = 14\n",
    "plt.stairs( (accuracy_freq*100)[:-1], freq_ranges,linewidth = 1.5, color='#b80707')\n",
    "plt.ylim(91, 101)\n",
    "plt.ylabel('Accuracy %', fontsize = 15)\n",
    "plt.xlabel('Frequency [MHz]',  fontsize = 15)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "70e05b26-3c93-457e-b1ec-e02ea315fdf3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams['xtick.labelsize'] = 14\n",
    "plt.rcParams['ytick.labelsize'] = 14\n",
    "plt.stairs( (fp_freq*100)[:-1], freq_ranges, linewidth = 1.5, color='#b80707')\n",
    "plt.ylabel('False Positive %', fontsize = 15)\n",
    "plt.xlabel('Frequency [MHz]',  fontsize = 15)\n",
    "plt.savefig('ab_false_positive.pdf', format='pdf')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "43bddd1e-4d9a-4a64-9fa2-b8476c475b2a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x1200 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.gridspec as gridspec\n",
    "\n",
    "fig = plt.figure(figsize=(8, 12))\n",
    "\n",
    "# Create a GridSpec with 3 rows and 1 column\n",
    "gs = gridspec.GridSpec(3, 1)\n",
    "\n",
    "# First subplot\n",
    "ax1 = fig.add_subplot(gs[0, 0])\n",
    "ax1.stairs( (accuracy_freq*100)[:-1], freq_ranges,linewidth = 1.5, color='#b80707')\n",
    "ax1.set_ylim(97.8, 100.1)\n",
    "ax1.set_ylabel('Accuracy %', fontsize = 15)\n",
    "\n",
    "# Second subplot\n",
    "ax2 = fig.add_subplot(gs[1, 0])\n",
    "ax2.stairs( (tp_freq*100)[:-1], freq_ranges, linewidth = 1.5, color='#470202')\n",
    "ax2.set_ylabel('Retrieval Rate %', fontsize = 15)\n",
    "ax2.set_ylim(96, 100.1)\n",
    "\n",
    "# Third subplot\n",
    "ax3 = fig.add_subplot(gs[2, 0])\n",
    "ax3.stairs( (fp_freq*100)[:-1], freq_ranges, linewidth = 1.5, color='#140000')\n",
    "ax3.set_ylabel('False Positive Rate %', fontsize = 15)\n",
    "ax3.set_xlabel('Frequency [MHz]', fontsize = 15)\n",
    "\n",
    "# Adjust layout\n",
    "plt.tight_layout()\n",
    "plt.savefig('ab_freq_fp_recall_accuracy.pdf', format='pdf')\n",
    "# Show the plot\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "2493a33d-6685-4cc7-a79e-53b09e84266d",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pickle \n",
    "\n",
    "data ={\"acc\":accuracy_freq, 'fp':fp_freq, \"tp\":tp_freq, 'freq':freq_ranges}\n",
    "# Open a file for writing binary data\n",
    "with open('vanila.pkl', 'wb') as file:\n",
    "    # Use pickle.dump to write the data to the file\n",
    "    pickle.dump(data, file)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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
}