test.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "12345bce",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import json\n",
    "import random\n",
    "import collections\n",
    "from tqdm import tqdm\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import time\n",
    "import pickle\n",
    "\n",
    "import torch\n",
    "from torch.utils.data import Dataset, DataLoader\n",
    "import torch.nn as nn\n",
    "import torch.nn.functional as F\n",
    "from torchvision import transforms"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "6e01e1d1",
   "metadata": {},
   "outputs": [],
   "source": [
    "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "9dfc6c19",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<torch._C.Generator at 0x7f28992c5930>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "SEED = 5\n",
    "random.seed(SEED)\n",
    "torch.manual_seed(SEED)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "69158dfc",
   "metadata": {},
   "outputs": [],
   "source": [
    "class GRU(nn.Module):\n",
    "    \n",
    "    device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n",
    "    def __init__(self):\n",
    "        super(GRU, self).__init__()\n",
    "        \n",
    "        self.gru = nn.GRU(input_size=4, hidden_size=48, num_layers=2)\n",
    "        self.dropout = nn.Dropout(0.1)\n",
    "\n",
    "        self.Linear = nn.Linear(48+2, 1)\n",
    "\n",
    "        self.cnnLayer = nn.Sequential(\n",
    "        nn.Conv2d(1, 64, kernel_size=3, stride=1, padding=1), \n",
    "        nn.BatchNorm2d(64),\n",
    "        nn.GELU(),\n",
    "        nn.MaxPool2d((3,3)))\n",
    "\n",
    "        \n",
    "    def forward(self, X, space_data):\n",
    "        z = torch.zeros([X.shape[0], 144, X.shape[1]])\n",
    "        z = z.to(device)\n",
    "\n",
    "#         print(X.shape)\n",
    "#         print(z)\n",
    "#         print(type(x))\n",
    "#         print(type(X))\n",
    "#         print(type(z))\n",
    "        x = torch.concat((torch.transpose(X,2,1),z), axis=1)\n",
    "#         print(1)\n",
    "        out1, _ = self.gru(x)\n",
    "        ou1 = self.dropout(out1)\n",
    "\n",
    "        cnn_out = self.cnnLayer(space_data)\n",
    "        cnn_out = torch.reshape(cnn_out, (cnn_out.shape[0], 288, -1))\n",
    "\n",
    "        out2 = self.Linear(torch.concat((out1, cnn_out), 2))\n",
    "\n",
    "       \n",
    "        return out2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "ef94d14a",
   "metadata": {},
   "outputs": [],
   "source": [
    "# import pandas as pd\n",
    "# import numpy as np\n",
    "\n",
    "# def get_NA_index(df):\n",
    "#     nan_cond = pd.isna(df).any(axis=1)\n",
    "#     invalid_cond = (df['Patv'] < 0) | \\\n",
    "#                    ((df['Patv'] == 0) & (df['Wspd'] > 2.5)) | \\\n",
    "#                    ((df['Pab1'] > 89) | (df['Pab2'] > 89) | (df['Pab3'] > 89)) | \\\n",
    "#                    ((df['Wdir'] < -180) | (df['Wdir'] > 180) | (df['Ndir'] < -720) |\n",
    "#                     (df['Ndir'] > 720))\n",
    "#     indices_na = np.where(nan_cond | invalid_cond)\n",
    "#     indices_right = np.where(~nan_cond & ~invalid_cond)\n",
    "#     return list(indices_na[0]), list(indices_right[0])\n",
    "\n",
    "\n",
    "def get_diff(row):\n",
    "    diff = np.array(row['Etmp_seq']) - np.array(row['Itmp_seq'])\n",
    "    return list(diff)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "35b7b7a8",
   "metadata": {},
   "outputs": [],
   "source": [
    "class myDataset_gru(Dataset):\n",
    "    def __init__(self, df):\n",
    "\n",
    "        self.seq_list1 = list(df['Wspd_seq'])\n",
    "        self.seq_list2 = list(df['Patv_seq'])\n",
    "        \n",
    "        self.seq_list3 = list(df['Etmp_seq'])\n",
    "        self.seq_list4 = list(df['Itmp_seq'])\n",
    "        \n",
    "        self.seq_list5 = list(df['Patv_space'])\n",
    "\n",
    "        \n",
    "        self.label_list = df.target.values\n",
    "\n",
    "    def __getitem__(self, index):\n",
    "        \n",
    "        seq = np.vstack((self.seq_list1[index], self.seq_list2[index], self.seq_list3[index], self.seq_list4[index]))\n",
    "        seq = np.array(seq).astype('float') \n",
    "        \n",
    "        image = np.array(self.seq_list5[index]).astype('float') \n",
    "        image.resize(11, 11, 1)\n",
    "\n",
    "        label = np.array( self.label_list[index] ).astype( 'float' )\n",
    "        \n",
    "        seq = torch.tensor(seq, device = 'cuda')\n",
    "        space_data = torch.tensor(image, device = 'cuda')\n",
    "\n",
    "        return seq, space_data, label\n",
    "\n",
    "\n",
    "    def __len__(self):\n",
    "        return len(self.seq_list1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "fb84f120",
   "metadata": {},
   "outputs": [],
   "source": [
    "def pred_gru(model, test_loader,device):\n",
    "    model.to(device)\n",
    "    model.eval()\n",
    "\n",
    "    pred_list = []\n",
    "\n",
    "    for seq, space_data, label in tqdm(test_loader):\n",
    "        seq = seq.type(torch.float32).to(device)\n",
    "        space_data = torch.reshape(space_data, (-1,1,11,11 )).to(device)\n",
    "        space_data = space_data.type(torch.float32)\n",
    "        label = label.type(torch.float32).to(device)\n",
    "\n",
    "        pred = model(seq, space_data)\n",
    "\n",
    "        pred_list.extend(pred.squeeze().cpu().detach().numpy())\n",
    "\n",
    "    return pred_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "8195f3f5",
   "metadata": {},
   "outputs": [],
   "source": [
    "def forecast():\n",
    "    device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n",
    "\n",
    "    os.environ[\"CUDA_VISIBLE_DEVICES\"] = \"0\"\n",
    "    \n",
    "    \n",
    "    test_x = pd.read_csv(\"train_dataf.csv\")\n",
    "    test_x = test_x.fillna(0)\n",
    "    test_x = test_x.sort_values(['TurbID','Day','Tmstamp'], ascending=True).reset_index(drop=True)\n",
    "    \n",
    "    model = GRU()\n",
    "\n",
    "    model.load_state_dict(torch.load('ourbest2batch32shuffleF3sin_data_normal_lr05scaling22yeswspdscale.pdparams'))\n",
    "    \n",
    "\n",
    "\n",
    "    path_to_distdict = 'dist_dict.pickle'\n",
    "    with open(path_to_distdict, 'rb') as f:\n",
    "        dist_dict = pickle.load(f)\n",
    "        \n",
    "    df_group = test_x[['Day','Tmstamp','Patv']].groupby(['Day','Tmstamp'], as_index=False).agg(list)\n",
    "    print(df_group)\n",
    "    df_group.columns = ['Day','Tmstamp','Patv_list']\n",
    "\n",
    "    for turbid in range(134):        \n",
    "        \n",
    "        turb_data = test_x[test_x['TurbID']==turbid+1].reset_index(drop=True)\n",
    "        turb_data = pd.merge(turb_data, df_group, how='left', on=['Day','Tmstamp'])\n",
    "        turb_data['Patv_space'] = turb_data['Patv_list'].apply(lambda x: [x[i-1] for i in dist_dict[turbid+1][:121]])\n",
    "    \n",
    "        df_test = pd.DataFrame({'Wspd_seq':[list(turb_data['Wspd'])[-144:]],\n",
    "                               'Patv_seq':[list(turb_data['Patv'])[-144:]],\n",
    "                               'Etmp_seq':[list(turb_data['Etmp'])[-144:]],\n",
    "                               'Itmp_seq':[list(turb_data['Itmp'])[-144:]],\n",
    "                               'Pab1_seq':[list(turb_data['Pab1'])[-144:]],\n",
    "                                'Patv_space':[list(turb_data['Patv_space'])[-1]],\n",
    "                               'target': [[0]*288]})\n",
    "\n",
    "        df_test['Temp_seq'] = df_test.apply(get_diff, axis=1)\n",
    "        if turbid==0:\n",
    "            test_new = df_test.copy()\n",
    "        else:\n",
    "            test_new = pd.concat([test_new, df_test])   \n",
    "        \n",
    "\n",
    "    test_dataset = myDataset_gru(test_new)\n",
    "    test_loader = DataLoader(test_dataset,\n",
    "                             batch_size=32,\n",
    "                             shuffle=False,\n",
    "                             num_workers=0)\n",
    "                             \n",
    "    pred_list = pred_gru(model,test_loader,device)\n",
    "\n",
    "    return pred_list\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "308e9280",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "       Day Tmstamp                                               Patv\n",
      "0        1   00:00  [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...\n",
      "1        1   00:10  [494.66, 449.83, 485.38, 481.5, 488.08, 469.4,...\n",
      "2        1   00:20  [509.76, 449.67, 511.89, 482.83, 487.95, 509.2...\n",
      "3        1   00:30  [542.53, 474.48, 472.35, 516.06, 526.32, 539.5...\n",
      "4        1   00:40  [509.36, 457.9, 500.94, 484.15, 485.96, 480.6,...\n",
      "...    ...     ...                                                ...\n",
      "31963  222   23:10  [129.69, 115.18, 78.33, 96.46, 87.04, 98.79, 9...\n",
      "31964  222   23:20  [84.23, 110.93, 43.59, 83.67, 94.73, 88.29, 82...\n",
      "31965  222   23:30  [49.39, 75.08, -0.3, 95.22, 88.77, 103.38, 100...\n",
      "31966  222   23:40  [-0.33, -0.32, 117.37, -0.32, -0.32, 117.4, 13...\n",
      "31967  222   23:50  [86.99, -0.3, 79.99, 33.14, 79.87, 167.46, 113...\n",
      "\n",
      "[31968 rows x 3 columns]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████| 5/5 [00:07<00:00,  1.42s/it]\n"
     ]
    }
   ],
   "source": [
    "answer = forecast()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "9922580f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
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       "        268.10583 , 271.25113 , 253.4519  , 262.2161  , 268.17014 ,\n",
       "        263.67807 , 279.1934  , 265.84824 , 260.4411  , 291.57028 ,\n",
       "        250.40057 , 191.70332 , 147.1883  , 159.73149 , 120.97754 ,\n",
       "        154.48727 , 102.94507 ,  97.47415 , 138.44954 ,  81.33047 ,\n",
       "         64.766945, 167.46964 , 179.57993 , 189.71426 , 160.48814 ,\n",
       "         63.51152 , 109.97378 , 194.35379 , 184.73627 , 184.27858 ,\n",
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       "         81.00084 ,  92.02403 ,  84.09181 , 154.8689  , 192.60559 ,\n",
       "        171.41338 , 133.26012 ,  88.11058 ,  91.26794 , 145.34087 ,\n",
       "        191.26794 , 156.22966 , 218.19962 , 232.2651  , 235.36986 ,\n",
       "        245.78415 , 250.06956 , 262.34637 , 254.29144 , 259.96722 ,\n",
       "        254.67018 , 247.76913 , 249.22296 , 244.51851 , 259.01663 ,\n",
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       "        233.42978 , 237.02283 , 230.09824 , 232.41269 , 241.22377 ,\n",
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       "        248.32895 , 236.2073  , 242.5918  , 247.19759 , 252.24568 ,\n",
       "        260.3004  , 264.72882 , 250.1574  , 255.33112 , 258.05536 ,\n",
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       "        252.41287 , 224.99893 , 218.72673 , 227.15088 , 204.4632  ,\n",
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       "        236.89523 , 229.2213  , 244.82687 , 234.46997 , 240.6033  ,\n",
       "        241.72214 , 246.59332 , 256.33337 , 251.96835 , 239.7745  ,\n",
       "        243.54451 , 235.42416 , 227.63272 , 211.08649 , 211.28387 ,\n",
       "        194.55229 ,  89.89164 , 106.00397 , 160.54265 , 149.07053 ,\n",
       "         89.89133 ,  75.38901 , 109.99776 ,  78.409035, 287.94058 ,\n",
       "        314.1661  , 302.83145 , 282.13474 , 283.33417 , 297.37204 ,\n",
       "        299.2668  , 303.97025 , 275.0206  , 291.50137 , 297.14575 ,\n",
       "        290.02765 , 283.3628  , 286.94235 , 294.3693  , 293.74374 ,\n",
       "        296.5623  , 287.84778 , 299.14096 , 304.29572 , 304.518   ,\n",
       "        290.09137 , 289.99738 , 303.03436 , 319.8409  , 316.77457 ,\n",
       "        288.06567 , 302.4542  , 295.3798  , 291.481   , 285.4255  ,\n",
       "        312.61575 , 344.8196  , 320.54465 , 335.88675 , 319.21194 ,\n",
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       "        365.90115 , 364.22855 , 357.7076  , 360.3924  , 372.8594  ,\n",
       "        365.12036 , 355.57364 , 349.5317  , 369.71915 , 358.29932 ,\n",
       "        357.60892 , 347.56888 , 359.67487 , 362.63297 , 352.7158  ,\n",
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       "        335.71353 , 337.8984  , 340.77835 , 345.98495 , 330.06747 ,\n",
       "        340.82086 , 345.8413  , 341.60852 , 346.7947  , 338.28378 ,\n",
       "        337.53613 , 343.94955 , 342.12967 , 333.5872  , 337.45688 ,\n",
       "        342.72568 , 342.9703  , 337.34042 , 338.74176 , 343.12497 ,\n",
       "        335.3849  , 345.51535 , 335.40347 , 337.73868 , 338.4122  ,\n",
       "        342.47318 , 346.22238 , 337.54755 , 343.5585  , 332.42038 ,\n",
       "        335.58615 , 340.72495 , 329.42307 , 324.0862  , 340.0096  ,\n",
       "        335.03824 , 335.30396 , 341.0253  , 331.95193 , 333.05917 ,\n",
       "        330.91498 , 333.5541  , 336.22293 , 325.98648 , 327.3462  ,\n",
       "        325.23074 , 334.5982  , 324.7496  , 332.24188 , 326.15887 ,\n",
       "        332.4977  , 343.77084 , 333.0226  , 336.94675 , 327.79343 ,\n",
       "        324.95334 , 331.7092  , 337.57074 , 333.483   , 322.94046 ,\n",
       "        336.3274  , 329.17026 , 331.21524 , 335.89325 , 333.92575 ,\n",
       "        318.20334 , 330.3279  , 326.03183 , 327.78906 , 337.74203 ,\n",
       "        329.74765 , 328.52872 , 329.91214 ], dtype=float32),\n",
       " array([199.77681 , 228.5633  , 213.58774 , 204.502   , 188.18013 ,\n",
       "        189.0656  , 213.21887 , 201.39194 , 194.73853 , 176.48404 ,\n",
       "        215.87442 , 180.93039 , 164.00288 , 195.21591 , 192.5499  ,\n",
       "        230.2814  , 241.16402 , 210.38025 , 189.20888 , 237.51991 ,\n",
       "        288.94217 , 266.6523  , 221.20448 , 233.10007 , 207.03291 ,\n",
       "        226.07556 , 178.59155 , 148.82434 , 176.58467 , 320.43787 ,\n",
       "        309.1628  , 324.47937 , 314.8315  , 331.4753  , 329.76694 ,\n",
       "        324.6124  , 308.32413 , 342.29407 , 347.09384 , 320.34586 ,\n",
       "        325.64764 , 334.5287  , 315.26    , 337.2358  , 278.6665  ,\n",
       "        250.08588 , 326.23102 , 264.7765  , 224.47037 , 222.90625 ,\n",
       "        226.49112 , 290.1451  , 283.24673 , 278.83594 , 198.90799 ,\n",
       "        148.68535 , 150.84279 , 126.43448 , 224.665   , 244.75299 ,\n",
       "        248.62518 , 233.6088  , 149.13011 , 143.6261  , 215.6203  ,\n",
       "        256.33368 , 227.68019 , 264.046   , 252.2706  , 273.90317 ,\n",
       "        211.70001 , 203.8166  , 189.74287 , 204.48352 , 193.60939 ,\n",
       "        175.41174 , 185.91672 , 173.23958 , 198.62543 , 182.14264 ,\n",
       "        171.92885 , 169.93434 , 184.0502  , 180.23769 , 159.1632  ,\n",
       "        180.60495 , 186.80466 , 209.4827  , 173.56645 , 176.75488 ,\n",
       "        167.36365 , 198.09286 , 197.9569  , 218.50076 , 197.4562  ,\n",
       "        211.03043 , 192.62207 , 179.44603 , 180.52106 , 184.39322 ,\n",
       "        194.7522  , 190.27206 , 182.1053  , 186.61174 , 165.99974 ,\n",
       "        176.43556 , 179.42831 , 189.28096 , 234.97931 , 220.73065 ,\n",
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       "        336.3065 , 337.6984 , 338.83383, 340.7914 , 335.12027, 343.66983,\n",
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       "       dtype=float32),\n",
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       "       dtype=float32),\n",
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       "       dtype=float32),\n",
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       "       dtype=float32),\n",
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       "       dtype=float32),\n",
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       "        162.79825 , 165.32397 , 165.19843 , 172.24504 , 263.37253 ,\n",
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       "        317.38242 , 337.6805  , 240.09756 , 308.5746  , 316.61322 ,\n",
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       "         89.20659 , 222.42145 , 118.88161 , 127.78726 ,  96.65446 ,\n",
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       "        164.86682 ,  81.286835, 161.06613 , 151.59483 , 142.0253  ,\n",
       "        128.49467 , 146.23929 , 135.21967 , 152.59695 , 101.8407  ,\n",
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       "        121.88521 , 112.820435, 108.56596 , 112.72425 , 124.55018 ,\n",
       "        142.5698  , 137.96552 , 145.2276  , 130.40033 , 137.26791 ,\n",
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       "        297.03003 , 299.2184  , 307.0811  , 292.06628 , 287.60104 ,\n",
       "        295.01764 , 307.065   , 317.26535 , 305.24023 , 310.74652 ,\n",
       "        316.93005 , 305.50705 , 301.6121  , 299.86658 , 312.82687 ,\n",
       "        306.34863 , 334.06418 , 332.022   , 338.4846  , 350.03622 ,\n",
       "        354.30045 , 355.45874 , 354.4112  , 353.74255 , 338.7036  ,\n",
       "        361.48465 , 366.28342 , 368.498   , 371.02783 , 357.87332 ,\n",
       "        375.97095 , 370.9978  , 355.23874 , 358.2892  , 362.24463 ,\n",
       "        365.76526 , 352.29535 , 362.16818 , 351.78687 , 356.6121  ,\n",
       "        365.46277 , 364.09204 , 362.74564 , 355.69778 , 351.6976  ,\n",
       "        343.90353 , 342.9018  , 336.85703 , 336.71094 , 343.97    ,\n",
       "        365.61276 , 328.16867 , 333.19406 , 347.98694 , 334.25934 ,\n",
       "        341.45093 , 341.53207 , 330.5355  , 334.61893 , 329.9475  ,\n",
       "        335.87585 , 339.31912 , 341.40848 , 340.6831  , 342.59818 ,\n",
       "        337.4756  , 339.7812  , 332.12982 , 345.00693 , 336.53513 ,\n",
       "        341.4278  , 340.2239  , 343.1007  , 345.0831  , 343.01038 ,\n",
       "        336.05148 , 331.66934 , 339.03186 , 346.47516 , 333.98206 ,\n",
       "        343.62436 , 347.27023 , 343.0034  , 330.91287 , 338.48416 ,\n",
       "        334.6731  , 335.1181  , 323.21674 , 338.13382 , 334.87125 ,\n",
       "        363.97156 , 342.33282 , 321.6514  , 337.81766 , 326.86694 ,\n",
       "        327.63208 , 338.3715  , 324.40356 , 333.7288  , 323.09    ,\n",
       "        323.45953 , 329.3613  , 330.4087  , 323.97885 , 329.17627 ,\n",
       "        325.18152 , 333.89978 , 341.76617 , 323.03928 , 333.62695 ,\n",
       "        327.80652 , 324.04895 , 333.05267 , 332.29367 , 325.35648 ,\n",
       "        340.4297  , 335.20422 , 347.38113 , 334.6982  , 327.98972 ,\n",
       "        333.14883 , 324.6435  , 321.08124 , 322.14664 , 338.93005 ,\n",
       "        330.54456 , 331.3621  , 335.78857 ], dtype=float32),\n",
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       "        248.37509, 298.73303, 272.7939 , 269.39633, 266.83218, 289.40005,\n",
       "        277.99097, 241.09525, 308.60373, 291.3077 , 335.96426, 308.22403,\n",
       "        292.8541 , 288.99893, 306.85718, 321.1313 , 225.00275, 271.2328 ,\n",
       "        304.57596, 355.607  , 313.95602, 300.51077, 320.1277 , 335.62363,\n",
       "        327.22952, 327.5541 , 323.96677, 304.78342, 342.64746, 325.45447,\n",
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       "        256.13348, 262.0728 , 249.68983, 240.22491, 242.73666, 248.899  ,\n",
       "        268.287  , 257.25592, 267.09634, 259.29276, 271.8975 , 230.82697,\n",
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       "        211.60483, 225.0976 , 213.52267, 224.15953, 216.81885, 220.07654,\n",
       "        247.15347, 248.17368, 249.03682, 244.4316 , 271.99243, 252.14156,\n",
       "        246.11441, 235.29282, 270.0292 , 249.84348, 251.40231, 215.35358,\n",
       "        208.6903 , 226.78693, 227.00174, 215.17175, 197.56866, 215.0758 ,\n",
       "        202.6444 , 223.51509, 242.57936, 239.06805, 265.37186, 252.96013,\n",
       "        252.68546, 250.68904, 260.91544, 263.08206, 251.14961, 258.69702,\n",
       "        257.99454, 280.0061 , 261.39218, 254.62897, 256.84344, 257.89633,\n",
       "        299.93845, 292.78857, 294.72662, 283.51807, 310.17792, 291.47552,\n",
       "        287.733  , 286.4175 , 293.0945 , 287.34412, 296.3816 , 284.7502 ,\n",
       "        281.86414, 306.00052, 291.1022 , 293.0981 , 287.0659 , 299.73032,\n",
       "        308.11374, 288.76712, 304.3494 , 288.75186, 321.48108, 307.39697,\n",
       "        299.8136 , 309.3369 , 316.3558 , 316.41663, 294.8253 , 297.4288 ,\n",
       "        291.6576 , 331.46454, 317.20575, 341.71417, 323.12744, 350.78006,\n",
       "        357.9555 , 345.72217, 363.39124, 329.68634, 373.603  , 351.71634,\n",
       "        363.88046, 353.13806, 371.36954, 353.37152, 357.72778, 365.59473,\n",
       "        349.78827, 369.9776 , 350.24838, 344.01935, 352.0525 , 364.59814,\n",
       "        351.31027, 350.7131 , 364.5377 , 344.35666, 362.62378, 337.79858,\n",
       "        341.49557, 355.80862, 348.79846, 332.9334 , 334.9986 , 335.73618,\n",
       "        331.47598, 353.28476, 337.34906, 329.98282, 328.22116, 338.24017,\n",
       "        332.0703 , 333.81485, 333.16736, 326.83044, 348.91263, 344.93033,\n",
       "        336.38412, 341.3252 , 338.47116, 338.44592, 337.6293 , 347.47925,\n",
       "        337.09174, 339.49283, 334.93204, 345.02   , 339.27567, 337.96954,\n",
       "        344.20047, 338.82123, 342.9259 , 336.2772 , 338.80344, 336.2654 ,\n",
       "        337.1202 , 344.3518 , 347.31766, 334.43024, 337.5339 , 338.20255,\n",
       "        335.35687, 322.87994, 327.9721 , 335.72058, 330.54147, 338.88562,\n",
       "        330.20926, 333.33292, 333.25052, 327.97455, 342.95032, 330.6656 ,\n",
       "        329.13834, 321.8852 , 328.59445, 329.3499 , 322.06604, 332.01047,\n",
       "        322.81512, 324.9512 , 334.24045, 339.66452, 327.00198, 329.07288,\n",
       "        319.5479 , 317.3475 , 331.31284, 328.01434, 322.5654 , 321.29196,\n",
       "        336.64758, 329.56198, 352.83847, 341.30862, 320.4943 , 326.09286,\n",
       "        323.60168, 325.48532, 321.5352 , 325.59763, 324.3685 , 321.4413 ],\n",
       "       dtype=float32),\n",
       " array([258.08347, 202.34181, 246.0922 , 266.91592, 298.4244 , 251.3237 ,\n",
       "        260.4908 , 272.52695, 260.42883, 271.3057 , 263.58594, 258.3442 ,\n",
       "        252.49838, 268.08395, 262.8816 , 250.40433, 263.0861 , 271.41953,\n",
       "        273.5294 , 229.64987, 298.70807, 291.3804 , 308.38565, 291.07883,\n",
       "        305.5339 , 309.30112, 299.3438 , 326.99265, 221.92154, 201.00171,\n",
       "        316.00034, 345.38327, 310.18832, 319.3666 , 327.08096, 321.72134,\n",
       "        311.78244, 316.4464 , 315.81824, 337.81613, 327.7228 , 192.8669 ,\n",
       "        274.7762 , 279.21756, 294.2816 , 296.0966 , 285.08304, 279.07034,\n",
       "        287.6617 , 314.85452, 274.62186, 276.20453, 280.57056, 276.894  ,\n",
       "        278.5099 , 268.4658 , 284.564  , 275.00293, 278.86188, 264.21188,\n",
       "        261.93622, 269.27286, 273.43585, 256.92203, 250.18716, 249.73213,\n",
       "        248.7834 , 229.57536, 236.666  , 250.21239, 245.62135, 261.85486,\n",
       "        266.9371 , 207.92882, 240.32333, 256.8188 , 262.4412 , 228.46474,\n",
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       "        244.888  , 252.91348, 237.98651, 244.27344, 245.8175 , 252.20172,\n",
       "        257.0839 , 259.92993, 243.13129, 258.95508, 263.61813, 244.18881,\n",
       "        252.6552 , 252.2497 , 259.43216, 258.30438, 253.81473, 256.33746,\n",
       "        232.28006, 235.90665, 241.13202, 244.97504, 256.39346, 243.84952,\n",
       "        256.62982, 242.48648, 250.78398, 244.47241, 258.24744, 244.71565,\n",
       "        252.75896, 253.60886, 262.96036, 253.94534, 247.53517, 238.6857 ,\n",
       "        233.2887 , 245.0114 , 234.11334, 238.83377, 227.82129, 242.61006,\n",
       "        236.6438 , 249.30327, 236.53033, 241.33449, 253.52039, 249.23218,\n",
       "        242.32712, 248.7461 , 250.50848, 256.71243, 251.26869, 252.43652,\n",
       "        254.24147, 267.80225, 241.4162 , 246.3975 , 267.9384 , 256.9494 ,\n",
       "        301.02823, 299.30243, 290.14957, 298.58786, 302.80106, 287.96408,\n",
       "        286.3285 , 297.71182, 285.46512, 289.02695, 288.12906, 279.59647,\n",
       "        287.57037, 297.82565, 285.70975, 290.81552, 286.68735, 292.7278 ,\n",
       "        309.42227, 298.57333, 303.71512, 297.32065, 333.36295, 299.26425,\n",
       "        306.36728, 320.32816, 306.93582, 300.25186, 290.90256, 306.87625,\n",
       "        304.9896 , 310.84818, 323.9847 , 321.93344, 316.84677, 331.98178,\n",
       "        346.23276, 345.4866 , 365.22678, 348.53476, 346.95932, 350.00107,\n",
       "        357.93997, 349.82675, 358.06052, 347.6055 , 356.32858, 346.7795 ,\n",
       "        370.37375, 365.561  , 345.63766, 350.9481 , 354.0206 , 364.7604 ,\n",
       "        356.12558, 346.76474, 351.53897, 354.47464, 366.96896, 342.56436,\n",
       "        343.2227 , 342.4667 , 352.9014 , 331.8737 , 348.7526 , 342.36893,\n",
       "        339.86032, 332.47812, 325.44357, 332.92953, 329.27475, 336.89474,\n",
       "        338.62228, 328.58212, 331.1932 , 332.99173, 352.51645, 330.71866,\n",
       "        353.06522, 347.24564, 342.72153, 340.7466 , 339.6827 , 341.2742 ,\n",
       "        343.7172 , 341.95627, 347.83096, 336.50717, 343.22928, 341.48196,\n",
       "        338.186  , 341.99374, 344.42276, 338.2274 , 345.1591 , 337.61386,\n",
       "        349.80948, 348.54086, 344.7592 , 343.3328 , 337.34756, 333.8976 ,\n",
       "        340.84323, 345.17227, 333.34726, 339.47122, 337.1417 , 326.46292,\n",
       "        334.3818 , 330.15524, 328.37668, 335.26675, 340.90292, 325.8965 ,\n",
       "        333.17978, 328.96695, 330.2045 , 327.42422, 327.5215 , 330.94583,\n",
       "        327.25174, 327.468  , 333.64688, 341.44235, 333.58   , 332.28427,\n",
       "        332.0159 , 320.41647, 328.92184, 323.7137 , 333.9023 , 328.2192 ,\n",
       "        337.31845, 319.54813, 328.36093, 338.17252, 322.7571 , 336.81827,\n",
       "        326.71323, 333.93362, 332.56284, 319.09445, 324.68558, 332.75742],\n",
       "       dtype=float32),\n",
       " array([263.56577, 270.78235, 242.96033, 252.52338, 275.15445, 282.6589 ,\n",
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       "        282.23505, 273.28915, 249.72581, 257.08353, 247.19968, 229.21626,\n",
       "        151.6621 , 288.93866, 261.73294, 251.70164, 239.24133, 239.6531 ,\n",
       "        212.70596, 206.44698, 235.78577, 103.98923, 130.61725, 136.69313,\n",
       "        161.77455, 116.22255, 111.21826, 220.5295 , 249.43259, 253.23361,\n",
       "        241.71417, 252.74098, 244.33896, 280.19864, 290.0194 , 130.36612,\n",
       "        264.51627, 273.1846 , 283.00494, 288.63718, 291.00244, 288.08856,\n",
       "        289.77277, 291.6362 , 290.9827 , 271.6438 , 303.17896, 297.60654,\n",
       "        283.2144 , 273.8479 , 261.59433, 300.82748, 260.73874, 264.2373 ,\n",
       "        262.5919 , 243.96562, 262.4398 , 248.54822, 249.25223, 240.57663,\n",
       "        261.42496, 255.27501, 254.55748, 245.7828 , 255.12456, 250.64297,\n",
       "        251.30228, 250.1406 , 258.9039 , 280.2088 , 249.62903, 240.1479 ,\n",
       "        240.35068, 243.59506, 251.34024, 241.71906, 231.76488, 239.86166,\n",
       "        256.11142, 236.5809 , 245.6502 , 238.76724, 248.93407, 257.44257,\n",
       "        258.27435, 254.91344, 238.42728, 268.822  , 251.96501, 246.9208 ,\n",
       "        243.9428 , 257.53625, 261.32828, 252.94739, 248.67867, 242.8534 ,\n",
       "        261.8705 , 236.57034, 237.13947, 244.35403, 234.42574, 248.29935,\n",
       "        242.27992, 237.55121, 245.76816, 251.82434, 243.58383, 248.89153,\n",
       "        244.6579 , 261.92874, 262.1321 , 245.09436, 245.28448, 247.3938 ,\n",
       "        255.24489, 240.49979, 235.32275, 240.03062, 234.1737 , 242.05054,\n",
       "        241.20064, 240.35054, 238.00224, 246.70328, 250.90842, 244.17244,\n",
       "        242.25165, 243.25165, 250.00365, 256.10907, 252.63586, 235.21939,\n",
       "        241.22874, 232.036  , 231.90137, 240.58548, 277.84302, 270.42804,\n",
       "        304.88608, 296.87845, 292.53323, 314.1223 , 303.59894, 297.21313,\n",
       "        291.04767, 295.31958, 294.7235 , 288.28683, 289.9424 , 279.65366,\n",
       "        284.58   , 296.29456, 285.6868 , 289.66452, 288.635  , 288.35608,\n",
       "        302.58722, 298.45483, 292.07242, 294.35806, 311.1228 , 317.66   ,\n",
       "        306.65186, 330.70486, 324.53928, 304.27045, 304.7776 , 291.56992,\n",
       "        319.76053, 318.9905 , 310.33206, 324.62338, 339.42117, 320.97458,\n",
       "        357.9855 , 343.14005, 343.88824, 363.4596 , 360.6027 , 342.38547,\n",
       "        356.73264, 362.15738, 344.13968, 350.07993, 351.01645, 342.41202,\n",
       "        356.80466, 359.5684 , 339.99472, 350.27548, 370.50864, 354.91382,\n",
       "        352.9765 , 351.46747, 347.12112, 337.61624, 351.84103, 329.68973,\n",
       "        338.874  , 361.96762, 358.191  , 327.85236, 327.71384, 329.94614,\n",
       "        340.92044, 335.6935 , 329.17178, 330.1622 , 316.30368, 332.69943,\n",
       "        332.1261 , 327.9411 , 329.1425 , 332.415  , 338.5118 , 341.6164 ,\n",
       "        333.8918 , 339.5369 , 346.44434, 337.1916 , 336.81876, 340.95944,\n",
       "        348.12778, 333.05493, 347.0745 , 340.0057 , 337.0959 , 341.42825,\n",
       "        336.33414, 338.84067, 340.13525, 329.21426, 343.5109 , 340.99014,\n",
       "        337.035  , 344.72678, 339.78378, 338.69656, 335.9023 , 334.4707 ,\n",
       "        331.28665, 341.0654 , 328.45798, 334.55734, 318.13522, 342.4687 ,\n",
       "        332.40005, 332.72873, 327.5828 , 322.0195 , 333.5723 , 333.53336,\n",
       "        328.6298 , 329.2471 , 342.0504 , 330.14777, 325.54758, 327.17545,\n",
       "        325.51334, 332.80075, 324.97687, 330.90326, 324.90768, 336.45932,\n",
       "        330.8973 , 324.2938 , 318.27118, 317.32053, 331.83456, 321.62344,\n",
       "        318.48822, 329.17535, 324.97784, 328.2206 , 328.88766, 323.40524,\n",
       "        341.97134, 323.8635 , 329.892  , 326.04825, 318.24783, 332.18753],\n",
       "       dtype=float32),\n",
       " array([263.45163 , 232.58646 , 254.70158 , 267.73898 , 270.33295 ,\n",
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       "        259.66135 , 250.35187 , 285.04434 , 271.19122 , 251.88754 ,\n",
       "        256.86847 , 202.03589 , 218.70612 ,  94.36138 , 123.68927 ,\n",
       "        194.23306 , 219.49786 , 250.89856 , 253.50604 , 234.67755 ,\n",
       "        253.88565 , 280.9261  , 293.06223 , 162.48656 ,  80.033714,\n",
       "        154.8997  , 109.303276, 104.50236 , 119.8465  , 268.7965  ,\n",
       "        285.65585 , 270.48544 , 259.07974 , 274.57632 , 301.6076  ,\n",
       "        324.7399  , 142.37569 , 260.6553  , 267.02783 , 288.47708 ,\n",
       "        294.4911  , 279.12924 , 276.03693 , 297.7345  , 294.61978 ,\n",
       "        282.4147  , 285.31116 , 270.11032 , 295.64606 , 287.89783 ,\n",
       "        265.23288 , 256.7636  , 293.71152 , 271.73148 , 244.53146 ,\n",
       "        236.74721 , 229.61606 , 225.49301 , 243.5447  , 244.0597  ,\n",
       "        243.93468 , 264.08557 , 116.74031 , 256.22833 , 248.51553 ,\n",
       "        245.33476 , 254.98    , 257.076   , 250.7514  , 250.58493 ,\n",
       "        270.3154  , 258.70364 , 237.35754 , 238.62971 , 232.35634 ,\n",
       "        246.29105 , 238.29721 , 233.59647 , 233.23492 , 249.97325 ,\n",
       "        251.1047  , 249.34933 , 240.2008  , 236.78632 , 260.93668 ,\n",
       "        265.77274 , 254.41833 , 248.56496 , 260.78528 , 256.5184  ,\n",
       "        249.40723 , 249.35231 , 245.29068 , 264.79855 , 251.93414 ,\n",
       "        238.62167 , 238.134   , 247.53195 , 244.85986 , 238.79631 ,\n",
       "        235.1347  , 238.8974  , 256.9922  , 240.30542 , 238.71225 ,\n",
       "        238.22485 , 257.85065 , 245.317   , 251.65585 , 253.52835 ,\n",
       "        246.39813 , 264.4244  , 246.66994 , 240.6214  , 236.85312 ,\n",
       "        253.74992 , 244.54413 , 245.9489  , 234.24756 , 235.14856 ,\n",
       "        256.95587 , 245.461   , 232.22739 , 232.48624 , 243.69794 ,\n",
       "        240.55307 , 251.76205 , 242.77452 , 245.23146 , 264.3654  ,\n",
       "        265.47787 , 246.93263 , 226.3622  , 206.0636  , 207.37238 ,\n",
       "        189.28659 , 201.4429  , 237.0539  , 268.65405 , 298.3954  ,\n",
       "        297.64987 , 288.96237 , 301.10263 , 300.04248 , 297.01868 ,\n",
       "        289.95166 , 289.8044  , 299.93503 , 292.1439  , 276.87064 ,\n",
       "        280.44263 , 289.56805 , 285.39972 , 298.90585 , 284.90604 ,\n",
       "        283.64456 , 307.12894 , 299.64905 , 295.2999  , 294.83304 ,\n",
       "        315.46207 , 313.71152 , 311.66    , 311.0718  , 298.27444 ,\n",
       "        322.776   , 305.57492 , 293.28323 , 299.2066  , 321.38968 ,\n",
       "        325.44022 , 320.01053 , 323.92905 , 317.82675 , 327.13522 ,\n",
       "        346.65933 , 347.38702 , 348.12405 , 385.47018 , 360.51843 ,\n",
       "        340.10834 , 355.3502  , 348.21872 , 355.80484 , 344.42636 ,\n",
       "        344.4113  , 358.16794 , 366.98874 , 353.5047  , 346.69504 ,\n",
       "        365.67987 , 350.358   , 367.598   , 352.21265 , 339.4457  ,\n",
       "        353.05392 , 362.3314  , 341.76453 , 334.90442 , 346.5939  ,\n",
       "        349.14987 , 363.02133 , 314.9661  , 320.6682  , 317.16602 ,\n",
       "        341.01978 , 340.66306 , 339.1014  , 322.6257  , 329.4669  ,\n",
       "        351.75925 , 333.1918  , 326.75446 , 325.78787 , 337.3724  ,\n",
       "        337.17798 , 341.7758  , 340.3925  , 345.14102 , 355.8796  ,\n",
       "        330.92258 , 337.10617 , 336.2551  , 336.11545 , 343.0637  ,\n",
       "        337.0311  , 328.7733  , 342.5018  , 343.91    , 333.63095 ,\n",
       "        340.39374 , 337.6531  , 336.8499  , 344.2003  , 336.41702 ,\n",
       "        339.52573 , 336.7345  , 342.2892  , 337.3002  , 332.21085 ,\n",
       "        333.33447 , 336.09525 , 334.15958 , 329.04807 , 319.1359  ,\n",
       "        320.89316 , 353.79816 , 332.64035 , 323.9633  , 324.7095  ,\n",
       "        332.1404  , 330.96182 , 338.0093  , 327.929   , 337.76797 ,\n",
       "        342.06747 , 326.66415 , 329.43478 , 327.07986 , 327.21567 ,\n",
       "        321.41605 , 324.1884  , 331.44012 , 337.686   , 334.60153 ,\n",
       "        340.36783 , 319.08    , 321.32916 , 326.779   , 325.3539  ,\n",
       "        331.17746 , 324.47202 , 325.90964 , 325.81644 , 332.2759  ,\n",
       "        329.8364  , 327.85324 , 333.0596  , 329.337   , 326.6217  ,\n",
       "        316.02048 , 331.6885  , 337.37094 ], dtype=float32),\n",
       " array([243.94193 , 247.94508 , 236.36127 , 284.4031  , 278.8368  ,\n",
       "        277.8123  , 255.29263 , 252.0661  , 282.4028  , 279.93637 ,\n",
       "        269.21524 , 254.61656 , 269.96494 , 287.73648 , 252.6662  ,\n",
       "        248.77028 , 246.61801 , 259.02936 , 170.55254 , 124.94466 ,\n",
       "        276.6169  , 317.62943 , 303.61984 , 300.35004 , 293.026   ,\n",
       "        304.94962 , 323.04715 , 329.74814 , 195.11246 ,  99.86134 ,\n",
       "        143.73181 , 102.27239 ,  88.05145 ,  95.609146, 276.69083 ,\n",
       "        310.12366 , 298.80322 , 291.05255 , 292.52148 , 319.27762 ,\n",
       "        179.64977 , 183.4073  , 263.80295 , 295.6259  , 293.90594 ,\n",
       "        289.14584 , 278.28696 , 274.94998 , 293.78854 , 304.37842 ,\n",
       "        270.7348  , 265.05936 , 264.30707 , 296.36844 , 270.62155 ,\n",
       "        280.31992 , 276.63724 , 302.22095 , 280.06558 , 259.35226 ,\n",
       "        254.50006 , 264.32684 , 261.03903 , 256.75067 , 246.24126 ,\n",
       "        231.35683 , 244.07245 , 179.56554 , 233.32375 , 202.03418 ,\n",
       "        205.19418 , 243.2524  , 241.69624 , 252.92252 , 257.0598  ,\n",
       "        280.42    , 253.17068 , 235.66864 , 232.81921 , 240.87694 ,\n",
       "        249.76903 , 241.26755 , 231.9689  , 236.82785 , 257.18414 ,\n",
       "        245.01207 , 245.90556 , 239.63129 , 252.79852 , 258.60376 ,\n",
       "        267.32913 , 247.99411 , 238.21408 , 265.52164 , 248.70224 ,\n",
       "        246.62149 , 244.43912 , 259.26584 , 265.07175 , 251.16745 ,\n",
       "        234.04552 , 235.03407 , 256.39713 , 240.91718 , 234.96689 ,\n",
       "        226.98163 , 242.50098 , 252.03699 , 233.898   , 242.57898 ,\n",
       "        240.38934 , 256.40768 , 253.36197 , 250.21042 , 246.3121  ,\n",
       "        263.04645 , 269.58636 , 245.7865  , 233.97708 , 238.54149 ,\n",
       "        252.83644 , 247.66774 , 231.63867 , 229.05943 , 232.44598 ,\n",
       "        229.2308  , 246.11702 , 235.62613 , 227.72618 , 247.33917 ,\n",
       "        247.82188 , 249.55527 , 235.79428 , 243.71123 , 254.43047 ,\n",
       "        263.68033 , 255.63388 , 244.5826  , 244.37447 , 254.34192 ,\n",
       "        223.60542 , 216.09756 , 286.01138 , 267.96613 , 309.12268 ,\n",
       "        291.6497  , 275.23938 , 309.9261  , 298.3864  , 288.26584 ,\n",
       "        281.8264  , 286.38742 , 296.004   , 291.97122 , 279.40103 ,\n",
       "        273.67755 , 295.01596 , 292.24887 , 287.0268  , 280.51602 ,\n",
       "        283.3122  , 297.55978 , 297.15268 , 288.705   , 287.65442 ,\n",
       "        306.60422 , 324.5072  , 301.24957 , 302.8434  , 305.15482 ,\n",
       "        324.699   , 295.2929  , 298.13608 , 296.8087  , 320.5845  ,\n",
       "        325.94592 , 314.24173 , 311.63538 , 331.022   , 325.97397 ,\n",
       "        337.9125  , 336.43802 , 358.29214 , 364.36914 , 377.82993 ,\n",
       "        344.18616 , 341.0091  , 366.09866 , 352.9188  , 346.23453 ,\n",
       "        348.86594 , 343.53867 , 361.4705  , 354.483   , 357.11453 ,\n",
       "        352.75357 , 356.9649  , 373.01288 , 352.6077  , 345.2991  ,\n",
       "        355.041   , 362.53912 , 341.46844 , 342.63766 , 351.25385 ,\n",
       "        348.42706 , 366.92294 , 319.3768  , 328.22623 , 311.7336  ,\n",
       "        340.39383 , 336.52063 , 329.3611  , 324.3397  , 328.41476 ,\n",
       "        344.3115  , 333.5424  , 331.35117 , 325.32303 , 344.416   ,\n",
       "        342.5588  , 340.4473  , 336.75394 , 358.56027 , 358.24368 ,\n",
       "        337.63583 , 339.73123 , 333.12115 , 350.91898 , 339.09402 ,\n",
       "        341.2312  , 333.49155 , 341.53513 , 339.8633  , 337.63846 ,\n",
       "        340.01437 , 339.39462 , 338.74435 , 342.82883 , 333.5756  ,\n",
       "        338.1688  , 339.44327 , 340.0491  , 338.0702  , 340.38486 ,\n",
       "        336.3217  , 333.93097 , 339.1661  , 328.94492 , 321.40976 ,\n",
       "        331.6755  , 333.8439  , 332.49838 , 329.7537  , 326.00095 ,\n",
       "        332.3596  , 327.49747 , 327.23566 , 326.49774 , 334.36227 ,\n",
       "        349.86874 , 325.36475 , 327.7214  , 329.98233 , 325.04117 ,\n",
       "        331.75864 , 325.60257 , 328.40628 , 337.83176 , 338.03018 ,\n",
       "        332.01425 , 329.15134 , 322.21686 , 328.73508 , 343.7539  ,\n",
       "        324.27545 , 320.6581  , 331.79962 , 327.51917 , 322.89682 ,\n",
       "        331.04587 , 333.1676  , 344.0272  , 327.49692 , 329.76007 ,\n",
       "        316.82822 , 329.71277 , 337.7877  ], dtype=float32),\n",
       " array([212.27815 , 164.14452 , 171.04797 , 240.96277 , 242.13577 ,\n",
       "        216.92136 , 207.8685  , 190.1543  , 206.6464  , 216.64948 ,\n",
       "        195.22266 , 189.89091 , 228.19101 , 258.13852 , 258.16245 ,\n",
       "        246.74722 , 251.57594 , 234.32161 , 168.39348 , 109.44541 ,\n",
       "        161.31955 , 298.1049  , 309.30878 , 317.81735 , 315.41727 ,\n",
       "        290.44913 , 322.55667 , 333.11172 , 168.09134 , 119.446976,\n",
       "        118.32371 , 118.9362  ,  79.0793  ,  83.242836, 295.2288  ,\n",
       "        309.883   , 310.31097 , 295.80075 , 320.81366 , 343.12833 ,\n",
       "        167.87021 , 195.91614 , 261.3359  , 278.93173 , 283.21457 ,\n",
       "        306.57684 , 229.37282 , 198.65312 , 245.05327 , 228.96727 ,\n",
       "        200.00674 , 187.38953 , 181.09311 , 181.45294 , 184.36612 ,\n",
       "        204.37405 , 265.33682 , 275.66177 , 277.74127 , 261.42587 ,\n",
       "        246.24646 , 255.506   , 236.41089 , 268.73306 , 249.18832 ,\n",
       "        240.42828 , 298.52585 , 168.15149 , 206.82175 , 173.23523 ,\n",
       "        288.48978 , 280.22366 , 255.04182 , 252.96957 , 248.41852 ,\n",
       "        270.182   , 248.43538 , 182.30756 , 174.80136 , 172.06204 ,\n",
       "        176.45694 , 176.09589 , 160.9841  , 174.06429 , 219.58865 ,\n",
       "        228.7616  , 237.42255 , 215.77415 , 184.13226 , 200.56581 ,\n",
       "        253.81885 , 240.69327 , 213.80879 , 238.24286 , 220.2721  ,\n",
       "        190.36455 , 185.05664 , 180.54085 , 201.35214 , 193.63799 ,\n",
       "        163.60315 , 164.47594 , 189.65105 , 173.38477 , 169.95914 ,\n",
       "        163.6474  , 170.20772 , 193.84756 , 197.99615 , 170.36057 ,\n",
       "        194.96434 , 204.91846 , 219.73187 , 208.35245 , 223.08627 ,\n",
       "        179.50313 , 205.45909 , 233.1392  , 205.02487 , 162.33511 ,\n",
       "        189.10435 , 176.66037 , 169.91983 , 165.69345 , 168.33237 ,\n",
       "        195.59486 , 177.8259  , 162.46967 , 164.48468 , 187.09048 ,\n",
       "        175.32645 , 192.42508 , 203.29178 , 202.89618 , 205.64415 ,\n",
       "        210.97295 , 219.41605 , 229.18628 , 230.15314 , 229.15063 ,\n",
       "        206.79254 , 196.65909 , 226.64288 , 202.2598  , 305.9205  ,\n",
       "        279.74496 , 276.5195  , 295.88004 , 297.54117 , 282.68823 ,\n",
       "        281.90918 , 280.84576 , 281.3759  , 296.1152  , 269.73856 ,\n",
       "        273.05002 , 294.49008 , 287.6745  , 287.3665  , 291.53442 ,\n",
       "        288.7642  , 299.33713 , 305.40073 , 285.88535 , 286.52798 ,\n",
       "        295.5195  , 328.7458  , 300.5722  , 296.21774 , 302.74124 ,\n",
       "        310.20572 , 308.82855 , 297.2192  , 292.01108 , 293.10944 ,\n",
       "        324.74936 , 328.55038 , 311.2593  , 327.93152 , 325.43222 ,\n",
       "        355.86246 , 354.29837 , 346.01157 , 355.41248 , 368.24197 ,\n",
       "        356.86014 , 338.9855  , 354.8488  , 352.19092 , 356.90518 ,\n",
       "        342.7344  , 359.57315 , 366.23572 , 353.54092 , 343.3566  ,\n",
       "        341.1789  , 357.3066  , 364.8259  , 363.6968  , 352.0896  ,\n",
       "        343.21524 , 362.10803 , 358.17148 , 335.24182 , 345.0403  ,\n",
       "        354.89426 , 359.32297 , 343.86392 , 316.27377 , 319.44772 ,\n",
       "        331.25174 , 331.20724 , 335.78564 , 329.74118 , 333.46164 ,\n",
       "        348.34296 , 332.4935  , 327.3445  , 324.2095  , 339.33798 ,\n",
       "        333.00394 , 344.97937 , 341.5435  , 341.6786  , 351.73422 ,\n",
       "        347.77103 , 332.99057 , 333.50992 , 339.94376 , 341.885   ,\n",
       "        346.63187 , 340.30087 , 339.244   , 346.13364 , 341.9595  ,\n",
       "        340.41464 , 338.3502  , 335.05124 , 344.77005 , 338.97305 ,\n",
       "        335.03516 , 346.00955 , 330.8828  , 339.79742 , 337.44952 ,\n",
       "        335.77908 , 337.05566 , 330.80466 , 321.1932  , 329.33582 ,\n",
       "        329.708   , 325.46454 , 339.08884 , 323.2097  , 324.72833 ,\n",
       "        335.08044 , 330.46542 , 331.20517 , 340.4252  , 324.81287 ,\n",
       "        334.91287 , 329.426   , 330.7124  , 327.59427 , 324.1686  ,\n",
       "        332.8696  , 325.6846  , 328.64774 , 324.15326 , 342.66156 ,\n",
       "        331.7067  , 321.82364 , 322.55356 , 341.08105 , 345.23724 ,\n",
       "        323.90033 , 326.43866 , 325.16733 , 332.08377 , 335.40292 ,\n",
       "        333.53625 , 327.71036 , 331.7327  , 332.58066 , 329.23932 ,\n",
       "        329.2004  , 324.4086  , 347.84695 ], dtype=float32)]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "answer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "394aff0d",
   "metadata": {},
   "outputs": [],
   "source": [
    "b = np.array(answer).flatten().tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "159f5c0b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "258.52028089396003"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.mean(b)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "329136f6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "376.31379597870796"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.mean(list(np.array(b)*361/248))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "64c10057",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "f14b7295",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f286f5f1910>]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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nFaUNpO/QtZy0/Jqt1GiwXavIl+R7bLCvfB+c95I2xjFbmfHeXLrTJ4/mzmvUGtPQlN2+Y6dxxUtLce/Ha3HVy8tw1cu+vRez52OTqty0HoaVlmSwaPczwUCMA6VleObbrYYukW8v34VRz35f3fsyeXbM6r0HZ21Atwe/wX41WG5UuWnXTzTrTarvUwZRWPccOYXfvbHSaz57bE7gAH0VBkJrY3DPfLsVf/1sPS55YQkqq7iG40GeUmgrdhzEx6sL8f3P1WHttWwVlf7Lipnx0y+HDS0Jx1RjTFM2lQb3RXv2EtUNPaO71s/7S2t8ry084t134bQF6P+4uRNAtKiTPQIzs/wtMz2TqbQKUI/mmdFe2Tc3WQiGVVZRiaXbj2G1gX1/3ub9mL6oAHuO+A4oPzR7I95b+QvSkpOQ2SgFvbKaBLyWEWaVWrWMnhfsvyZjJlrPyMgVTwuyZmSG0q5uNOeiNmb6TKtwNfOJEbsPn0RPP+WkyaHJajaJ0KyHdOyU53h9JX38dDlOlIUv5LRWVkYt8b98vA7ztxTjgrMz8OX6Pbh39DnefX//r2d29MhumitkaC2ED5Q5zuyeaec26xFo75DRPbtwmmeuTDDmUb1bbm20f3r0VDn6PToXSbobpJkXyyu5hokYgNdsZeaG+viczXh18Q6MP9f/QL1mIjRqDGk9sqWqMWQ010Lr9by30nyuRqyok4rAqKUVDNoEF6OWfG20lqNRBaq9p0Zx67VW2KJtJXh3xS/43YXZIUobmDyDLncwvL3cYyeevsh/a9+K6dPurGNmj118YKcMn31a+dv1gtJapXr3z5HPLPLa/sOBWaWkKdvpi7Zj4dYSr8uqHv24jj/MysFKCZn1WjSMGga1sTofJRD6+1F7jkD9eomG75+ePSYT/GYs8bhnm5m4NiiTqZEpuUg19FaqnslGXSNEM506nTqpCKy0ksM1aGN2lpQkT2uq3KRbqvmWG5lErHDaZOalhlHX3S4HSstw5GS51wPHSkjmsvIq/Pa15bhtSGhucyt2HMRby3bhtot8Pb2Wbve0xvYdDSyH2a3Xuv4JuhqwthKw++iYKRWt5WlmklqgzJBGg6Map8r9V4zafyw16eVoPQKz/2qlGMJVCZoppJSkRADmPQ8zOayIaPYOm0EWzx9r6qQisMJBC619K5hNTJmvXli9zTLcGE3PjwaDn1hYQ8FYcVGdvrgAJcfLsG53aIOk2uxYs3GI13/wtO5M3Q5NqjBNsRnZza0cb4UdJpW81po0u6+aR9Lhk/4rPysx/j9f699UGK6YUVYncQbGf5nb7QVa+atpyYkhNajCMZM5GtTJweJoctwkOJtTA0yFg1BeCm+ojBDr0WBaZaYTkUyuv6EocAUarkl4kSTU8QPf8/jfF01PSCueb5Ek0a692eFYWbM4lYhWEtFaItpIRA+r9DeJaAcRrVGf3iqdiOh5IsononVE1DfC/0FwCaeVucJK70FPx8wGAKq9h6xgXoH5f6nD14KNLcYupdbRHAs+Xu3f/HQyjAPogTAL3xwNG3wd1wOWTENlAIYxcykRJQNYQkRfqX33MvPHtfKPBZCjPucDeEl9R41wtYYEZxBKpeaGVrvbMesNh5vTJmMe0eiZJBnMvq5LWFmzmJlZc+BOVh+zt2wCgLfUccvhWeTeXgCVIBFFIJgGK4ueGEIUiMba0ZE0DRl5FUYbS2qOiBKJaA2AYgBzmVmLu/uYMv88S0QpKq0NAL2zbKFKq33OSUSUR0R5JSXhHUwNdYRfqDsYuS1WR2q1d25tcpAQP0QyNIQ+HEmssKQImLmSmXsDyALQn4h6ALgfwDkAzgOQDs9i9pZh5unMnMvMuZmZmcFJLQghoHkU2Y0BJcQf/pZBDQcfBFgQKBoEZfhi5iMAFgIYw8x7lfmnDMAbqF7IvghAW91hWSpNEGKKFmrDbPayIBgRSUVg5qocLax4DWUSUVO1nQZgJIAtmt2fPC4YlwHQVgefDeBG5T00AMBRZvY/ZU8QBEGIKVa8hloDmElEifAojg+Z+QsiWkBEmfCMva0BcLvKPwfAOAD5AE4CuCnsUguCIAhhI6AiYOZ1APoYpA/zk58B3GlfNEEQBCEa1G3nWEEQBCEgoggEQRDiHFEEgiAIcY4oAkEQhDhHFIEgCEKcI4pAEAQhzhFFIAiCEOeIIhAEQYhzRBEIgiDEkME5GbEWwf2KoKLS/4IVgiAITuetm/sHzhRhXK8I3LI4tCAIghFmS6dGC9crgnLpEQiCINjC9Yrgi3V7Yi2CIAiCq3G9IqgQ25AgCIItXK8IEhxgXxMEQXAzdUARxFoCQRAEd2NlqcpUIlpJRGuJaCMRPazSOxDRCiLKJ6IPiKieSk9Rv/PV/uxI/gGCaAJBEAQ7WOkRlAEYxsy9APQGMEatRfwEgGeZuROAwwBuUflvAXBYpT+r8kUMsQwJgiDYI6AiYA+l6mey+jCAYQA+Vukz4VnAHgAmqN9Q+4dTBB1lZYxAEATBHpbGCIgokYjWACgGMBfAdgBHmLlCZSkE0EZttwGwGwDU/qMAmhuccxIR5RFRXklJSeh/wPWjHIIgCLHFUjXKzJXM3BtAFoD+AM6xe2Fmns7Mucycm5mZGfJ5pEcgCIJgj6Da08x8BMBCABcAaEpESWpXFoAitV0EoC0AqP1NABwMh7BGOGF6tiAIgpux4jWUSURN1XYagJEANsOjEK5U2SYCmKW2Z6vfUPsXMHNEZn2VVVTiD+/9FIlTC4IgxA1JgbOgNYCZRJQIj+L4kJm/IKJNAN4nokcB/ARghso/A8DbRJQP4BCAayIgNwDgsheXRurUgiAIcUNARcDM6wD0MUgvgGe8oHb6aQBXhUW6AGwvKQ2cSRAEQTDF1T43EnlUEATBPq5WBJEZeRAEQYgOI7q2iLUIAFyuCARBENzM8K4tYy0CAFEEgiAIcY8oAkEQhDhHFIEgCEKcI4pAEAQhzhFFIAiCEOeIIhAEQYhzXK0I+menx1oEQRAE1+NqRSAIguBmnBI7WRSBIAhCnONqRcCQGBOCIAh2cbUiEARBEOzjakXQtln9WIsgCILgelytCG4d3DHWIgiCILgeK0tVtiWihUS0iYg2EtFdKn0qERUR0Rr1Gac75n4iyieirUQ0OlLCJyY4ZcxdEATBvVhZqrICwJ+Z+UciagRgNRHNVfueZean9JmJqBs8y1N2B3AWgHlE1JmZK8MpuCAIghAeAvYImHkvM/+oto/Ds3B9G5NDJgB4n5nLmHkHgHwYLGkpCIIgOIOgxgiIKBue9YtXqKTJRLSOiF4nomYqrQ2A3brDCmGgOIhoEhHlEVFeSUlJ8JILgiC4HHKIdduyIiCihgA+AXA3Mx8D8BKAswH0BrAXwNPBXJiZpzNzLjPnZmZmBnOoIAiCEEYsKQIiSoZHCbzDzJ8CADPvZ+ZKZq4C8CqqzT9FANrqDs9SaWHHKdpUEATBzVjxGiIAMwBsZuZndOmtddkuB7BBbc8GcA0RpRBRBwA5AFaGT+RqZPF6QRAE+1jxGhoI4AYA64lojUr7K4Briag3AAawE8BtAMDMG4noQwCb4PE4ulM8hgRBEJxLQEXAzEtgHCRvjskxjwF4zIZcgiAIQpRw9cxiQRAEwT6iCARBEGJEeaUzBjpdrQjEa0gQBDfz+do9sRYBgMsVgXgNCYLgZlbsOBRrEQC4XBEIgiAI9hFFIAiCEOeIIhAEQYhzRBEIgiDEOa5WBOI1JAiCYB9XKwLxGhIEQbCPqxWBIAiCYB9RBIIgCHGOKAJBEIQ4x9WKQAaLBUEQ7ONqRSAIgiDYx8oKZW2JaCERbSKijUR0l0pPJ6K5RLRNfTdT6UREzxNRvlrYvm+k/4QgCIIQOlZ6BBUA/szM3QAMAHAnEXUDMAXAfGbOATBf/QaAsfAsT5kDYBI8i9xHBHEfFQRBsE9ARcDMe5n5R7V9HMBmAG0ATAAwU2WbCeAytT0BwFvsYTmAprXWNxYEQRAcRFBjBESUDaAPgBUAWjLzXrVrH4CWarsNgN26wwpVWu1zTSKiPCLKKykpCVZuQRAEIUxYVgRE1BDAJwDuZuZj+n3MzPAsYm8ZZp7OzLnMnJuZmRnMoTqZQjpMEARB0GFJERBRMjxK4B1m/lQl79dMPuq7WKUXAWirOzxLpQmCINRpGqcmxVqEkLDiNUQAZgDYzMzP6HbNBjBRbU8EMEuXfqPyHhoA4KjOhCQIglBnOadVYwDus1ZY6REMBHADgGFEtEZ9xgGYBmAkEW0DMEL9BoA5AAoA5AN4FcAd4Rfbg3gNCYLgJFbtOoQ/j+yML34/KNaiBEXAfgwzLwHgT78NN8jPAO60KZcgCILrYAZ+Pzwn1mIEjatnFrut+yUIguBEXK0IBEEQBPuIIhAEQYgCTrZgiCIQBEEIE/3aN/O7z8F6wN2KQLyGBEFwC06urlytCAQhErh1UpAQe5zc6jfD1YrAyTY3wb10yGgQaxEEl+LWOsnVikAQIoJb32YhppzVJBX3jOoS1DHnd0iPkDTBIX1gQaiNDD4JIbD0fp/5tTUg+I4TJDik0SE9AkGoxdrCo7EWQaiDGDUvEhxSAztEDEEQhLqNUUdTegSCIAiCIxBFIAiCEEV6t23q3e7aunHsBNEhikAQBCGKtGiU4t2+yyGRSkURxAlTL+0WaxEEIa4xGg5okOIMx01RBIIgCHGOlaUqXyeiYiLaoEubSkRFtVYs0/bdT0T5RLSViEZHSnAhOMgh3gmCIDgPKz2CNwGMMUh/lpl7q88cACCibgCuAdBdHfN/RJQYLmGF0DHTA/2znTG7URCE2BBQETDzIgCHLJ5vAoD3mbmMmXfAs25xfxvyCYIg1Am0eQRO7JzbGSOYTETrlOlIC8LdBsBuXZ5CleYDEU0iojwiyispKbEhhmAFs2ePHR0gVxDqFuTAGKWhKoKXAJwNoDeAvQCeDvYEzDydmXOZOTczMzNEMQRBEAS7hKQImHk/M1cycxWAV1Ft/ikC0FaXNUulCYIgCA4lJEVARK11Py8HoHkUzQZwDRGlEFEHADkAVtoTUQgLTjRMCkIc4kRTbMDZDET0HoChADKIqBDAQwCGElFveALq7QRwGwAw80Yi+hDAJgAVAO5k5sqISC4Eh4RWFgTBDwEVATNfa5A8wyT/YwAesyOUEF1ERwhCfCMzi+MFMQ0JguAHUQSCIAhxjigCQRDqJB0zG8RaBNcgiiBOEMOQEG80q18v1iIYUpcmlDkC5xWnIDiTsT1axVqEqCP1g3VcrQjE2SU8SDnWfdqm14+1CFFHnmvruFoR6BnZrWWsRXA0VpyGcts3C5xJcCwdM/zbxKV1LJhRZxRBuzhs8QRDUkLgqqDbWc5YP1UIjZLjZX73yXoUzsGJt6LOKALBP1/+YRBSkwMvC+HA51MIExbaAXHFzQM74N7RXWIthmNwtSJwyrM9SpmlmtVPjrEkxnQ/q4npfqeUo2ATkxvpxFZoLPnjyBzceXGnWIvhGFytCJzCgI7NYy1CWBDzQd0lIcC9vbZ/uyhJEjsaqYXi3/jdeWiUGv1G2zmtGkX9mlYJGGvIyei9AmIZL0e7tFsrUvGuqPtE6tlsnJqEY6crInJuu3CtSiElORHrH47dMuqju7fCln3HY3Z9M6RHECe4VUkJ9hjUKQNA5MYIfvz7yMicOAIcKPU/mB7viCIQvIiucDf627fs/mFYOmWY954GMg2Feu+lgWEdJxeVKIIwUrsr6jbOVFQFzPPCtX2iIIkQKs9e3QufTx6E1k3ScFbTNG+6g+ugiHPbkI6xFqEG7Zs7LwaSqxWB/uF24qo/TsJKRbCs4GDE5RAiBxHh8j5Z6Jnl6yWWEAHb0M5p42OmYFY9MMJy3rR6gV2no0m9JOdVuwElIqLXiaiYiDbo0tKJaC4RbVPfzVQ6EdHzRJRPROuIqG8khbeClYlUdnFDT8D5EgqRJJBZItoVepqFeS1mZDZKsZzXBa9nzLGimt4EMKZW2hQA85k5B8B89RsAxsKzTnEOgEkAXgqPmMaY3d/fD3OGj/Cv+7SJtQgB0RSZlcog0Ds1rmf8BTdzA4HGCEIlXKdt3SQ1PCcyIFZ6YObN/fH55EExunpwBFQEzLwIwKFayRMAzFTbMwFcpkt/iz0sB9C01kL3USeaD4HRwJlRWizCYVh5X8NRWVx67lm2z3G2xJEPO4Hu7BX9sqIihz+apDlzMqYdLuqcaWimcyKhGqtaMvNetb0PgBbxrQ2A3bp8hSrNByKaRER5RJRXUlISohjVMAMFj49DciLVSndev9DJ3gN2GduzNbY+WrsDGRziieKLXbtyK5MW985p49G3Xd0LOOi8N9+52B61YE9NG3SZM/N0Zs5l5tzMzEy7YgDwDIhplYgD638vsazmxves2UH79o9DvNtW6l8rijUlyZ79V9SAL9p969SiYUjHN61fD1seGeMNhxIu3KC0nSKhk+ukUBXBfs3ko76LVXoRgLa6fFkqLSIY3eDaadEoe6MbPPycFgCsVa6NUiM/wdufHJ1bVk97D3XlpESJaOZ4CEBqciJuH3p2RM7fOMhnOJpefk6rf534toSqCGYDmKi2JwKYpUu/UXkPDQBwVGdCCjtGlZtm59YetGhrYc3W2UXFFTG6vtNaUdUhMgLnbVDP94W//SJn+WnXRaz0xKzcv0g8ec9d0xuzXDIoGkucppD0WHEffQ/AMgBdiKiQiG4BMA3ASCLaBmCE+g0AcwAUAMgH8CqAOyIidbV0BvJ6vuurCqtBBHyIP779goB5gqnrO2Y0wOCcDDwyoXvAvPeNiVzoXLM4KJOGdMTjl/fE8K4tfPYZ1VF2bNoO05MxpYWJm2QwPclIVkITerdBG93kNcEcJz7fVryGrmXm1syczMxZzDyDmQ8y83BmzmHmEcx8SOVlZr6Tmc9m5p7MnBdJ4Y0K9DLlrnnzwA742/iuuHVw+Fur/Wqt5NWkfjL6tGuKp3/Ty6flZiSjljSks2ds5JUbcvH2Lefjhguywy5rbULtkg/tkonrzm9nuTfz7d1DAmfygxMX944VRt48y+4fhsX3XYyGKe6NGRnue3xxF99xRqfZ5DUX2VaNI+cqGyrOm+Jmk0cm9MDah0YhrV4ibh3cMSqz+BKJ8NkdA3Fxl+rWsumDrnY9MK4rVv9thKlHR7iw++IN6OA/1LbR+9bARiV1mQvmXkQL7a7py7h1k7SwrEH80m/74urctoEzRoBwjxG0aeb8HsnVuW0x/YZ+uPq82JS5Ga5WBDVCTCj1n5hANXySI+E+SkT4fPIgvPRbz8RpfQ/BSotZy5GYADRvaH2GpFOpCmMZ7/jnOFxp4tMebq+XukT9IGfrju3ZGk9ceW6EpAkOu+NmRg0d7ykd0jVISCCM6t7KcWOEgNsVQQwLtGdWE4zt2Ro7p41HdoiLhofyfNpt2Yf6TpgVdbBd3cE5GSbXMf9/vdo2DepabieYR7xp/XqRE8ThGPUwHFL/uwJ3KwILeWL1MDRO85hGmhosX+md6xBFefQVytw/1rTfdw9x0fqHf+UZ3L60l2c2cX2HBfeqSxh6n4VwHie2RoHITvwsifE6BLGIJBAs7lYEznymAQBX9M3CI5f1wP8M9Y15ZKfHqrV87Lju57SsuWTe3y/phk/vuNBnzeWXr+/n3TaqQCZemI2d08YjOdHzGCXq8ti5N2b2Yyff80ig9QCtPCpGZZOlbOeah1FihAow2NOGo95fP3UU/ja+q/9rqO9IrqBmZfnJWXcOxBe/r+leO6hTBl68LuYxOb241+0ANc0kKTajGYabBCLcMKA9jp8u99mnvTShDJhp8yQG52SiV9umeH7+tqCO17+A6Q08poSUpET0bdcMjdOScfhktbxjegQZQE5XGZhVOHYqgXj1KDIKDFhbOY/o6jt+8tCl3TEkJ9MbQiJceuDruweH50SKUHoqjVKTrTmDRLDr3VitffzEFT395mnWoB6aNahptvvPredHTqgQcHWPQM8fhucYpkfbMmRtUk/ob2MCAQvvGYqXr++H1GTrt6/2FV+5oR8+r9VK6dIyOotrB1KAZuVzRd/IexQ5qStv5Xl67preyGnREHdc7DtrODU5EWN1YUXCFYW0cwtnLcRuOFgcxetnO3CxmWBwd49A3ek2TdNc6VMdasu4gxqctqNQRnf3be1brSQ+uv0C7DlyyjRPw9QkJCUQKqrCO4gXTBz6UPFXDBee3RwFJSew79jpiMtQG7Mi69uuGeb+6SJL56kdlLGuYDhYrG1E4S+7fVy6zvQInIpxaGrPdzQHsrupAeHx5/qPCp5g8Wk4LzsdE3rrWuYG/yM5MQH5j48zPD5a/7t2gD27vPv/BgTVCwtElgXfd+3paaQaOqEO7GtYDVr3+eRB+PIP/sNG2O1YhGoa6Z+dXmMsy5IYEXjeXri2D/467hxnBg4KAfc1o3VUV6j+73SsXci056R+vUScPFMJoNo2H0rrTN8LCGaMoX3zBtg5bXzQ14sEdiYTBWNLjkRgs3Ce8dysJig8bN6z0mjVJBWf3nEhurWuVgShVMZWy69nVhOcUs9rJDgvOz2k4z6sFd7Fyv2IhLVA85Sbt7k4QE534OoeQTTdMG+8oD1mTMz1Gf2vzW1DPHba+ik1B6/1Cun5a/vgkQndfbx3rGBUuZm5bQYTaylaA7FJVrseIVKnFrbRVdx92zVDqs4pQotwG+7otR1M5sVUi+WsprDZs9tRPQ892tjrTZkR6wanXVytCLQWdQuTCU36itNOjI/JwzpheNeW6NHGfMWh/xl6NnZOG++Nya9/XxbfdzG+/eMQZDRMCWtcoesHtPe7L6jn0+a7bfXwxy/viZsGZvvdH2rFNqRzJlY+MBx3j+gMwPjlbNk48BiD3fV0axMOxWT0X/5+STes+OvwsE8kC+X/h/LovHPr+abun8Hy13HnYPbkgT7p2jsY7vsK1BnLkLsVQYtGqXj26l547cZcS/m/u3do0NfIbd8MO6eNR4tG9uIBMRht0+vXiP9vF61yMBvkDaalMsIgsmgwWF2XILNRCh661H+k1dQQX9j7x56DFo1STcuja+vArUKz2E/RbvmZlWhSYgJahtC4eeqqXgF7tgCQmpyAS3ud5Q2lEm4GdsrAgI7+Y1hpaL3atun+x1QYjElDzsa5WU11ieG5WdpzbTQ5VH99N+NqRQAAl/fJsuRJ8ofhOSFVMHZ7wN4JQWF6Tkxjqhhg9vDWpkNGaKtfNU5LwuSLO+GD23zDcxtGhfTz0rRv7t9t89mre+HyAMHoalfyRuUSiy68v0sGY4oLp9hX9ssK2LMFPOafF67tU8P9NNyYPbsTL/D0dDXFflU/32BtVkrQrsnz1sEdABjP03CYhSxkXK8IApHbPl19NwuQMzLE+kEJxt2yd4hxfIgI94zuYtjb0VdggbrmNw/s4HffhWdn4NmrewPwuK9+d8/QgHKFe50EoNpsZbR2xJ9HdrZ1biNiETjt3giueVEbS3/L5B2ycrjWk7jk3LMsyeR7+TpS25tg660gop1EtJ6I1hBRnkpLJ6K5RLRNfcemBlYMysnA2odGeWP/G9HRwIY78+b+YZUjXK9xgs78oim38zuE5oERTV65oR/G9vTMXag9WHyBBfOAnvOy080D/Zm8t3ZX1XxtYi4eGNcVWWrS2UW65+r3tSY1Xts/QLjhCE8+DBV9OPVw8dvz23m3mzfwHdPQ/8tLe52Fb+4e4g0trTVmzJSGYTlR9Rji1kfH4MYL/I+lmWHpmXG3ZSgsPYKLmbk3M2uG+ikA5jNzDoD56ndM0YelfvbqXj77hxk8+KlRWMcgWH53YXaNF+r8js2x4eHRGBqBFzdcPDKhByb0PgtDu2TiiSvOxaoHRvi0ynNahmaSChcDOzXHFX2zMFKFuDZ771s3ScP/G2JtsaN26eaDxB0teOdouLye8fLwr7pj5QMjTPNkN6+PLq0a4ZZBHTH9hn64RJmmzOzwRvv0namUpMSQPZ3CNRvbyUSitpsAYKbangngsghcI2Qu71Md696KuchJ3cKpv+ruM87hz0f63tGe7r1di8KAjvZ6G23T6+O5a/ogJSkRyYkJNUxVi++72NKgJVA99yIYjP67lqZf8vOdWwfg6d/0wovX9cXaB0cFfZ1QuWt4Dp4MsB6AG+ugziaKPSGBAjoVTB7mCdSYqOL3mxWC2ZmqD4uCGnXhfdJjVxEwgG+JaDURTVJpLXUL1u8DYLiSCBFNIqI8IsorKSmxKUZwaINQo7p7RKv9mJg9yMGiPfTBmj9izXPX9AYAvPG7/lh838URuUbb9PoBBy0H52TUiHBqBdM1INR3hloQSG/Xr5eUgCZBDK4b8fRVvj1OfyQlJmBwjn+TJQDv/4703Au76FvbRo0nLUqnlThOmut1bYJt1IRreMWSMnZ5l83uTJRBzFxERC0AzCWiLfqdzMxEZFhEzDwdwHQAyM3NjWoxPnRpdzwwvhveWrbTZ9+Pfx+JtOREFBwoBQBkmbisWSE5MQHz/jQEZ7lsce/+atwhrV5iWJZFNEN7z+ysdBasP3qTtGRsfXQM6hkomGCUTm2u6JeFrzbsw7zN+6sTbTzdNw3MxpGTZzDJojnKCRhVnNcPaI/ebZuhZ1ZgbyWf86lvo2I0K9pwTTg17XW4vSugsNXMYOYi9V0M4DMA/QHsJ6LWAKC+HTcHOyGB/HqPpDeoh7R6ieh+VhO8fH1fPHpZD9vX69SiEerXs6dzoz1btnWT6Cku7wtr8MZamSz19d2Dcevg6oryoi6ZGJyTgSljzzE9zp/d+J+/9h9SWKN/djrOzWrivYaRw4GVlmQLA68u/cze1ORE3D+uK9KisOiPlTkWoUJEISkBoNrTK9nApKQ9M2bRR+33COpGZW9GyLUTETUAkMDMx9X2KAD/ADAbwEQA09T3rHAIGgvG9Iic/3SwWJ2sZZcr+2Xh49WFUbmWhjYYZ9QjeOzywIr4nFY1K7D69ZLw9i2hx3u3so50g5QkzJ7sGd9Y++AopAQZjO6v4zwKJMHgvmY3r48dB04Edb5w8MFtA1ByPLareRlxy6AOOHaqvIayt8Kjl/fA43O24NwQFZCGFT3gcsuQLdNQSwCfKW2ZBOBdZv6aiFYB+JCIbgGwC8Bv7IsZGQZ28qydO6pbS8xYsiPG0pgTrOdCqI2Yp67qhaeCsHOHA60uNGq5aQt/GDGiawtcFKTHVD2D1dTsEsy4QqvGqdh37DQmDfFdO0DbFy2lX5vGqcmm5W0VIsJXdw1GvaQEDH/6e9vn03pFVnnyynOx/9hpnNOqMd4Kgxu4tqjPmO6tfBpJdaWzELIiYOYCAD41BjMfBDDcjlDRomvrxo6JyBmIYLunXVo2QrfWjfHQpd0iJFH40FrF+h5Bg3qJOBEg+uVrE88L+lr/mNAdWelpuPic2Ljczpo8EPnFpYb7Prr9AizdfgBrC49GWSr76CMAN0lLiqiZyQj963FVboD5G0GS07Kha+qJUHF1GOp4YmSQcYBSkhIx567wLicYKbSXuFJXmaz++0hbg8f+aN4wBfePDT7Q2cQQJyNp/GFYJzRrUA8tG6f6jQ/UNr0+rk5vh7WF621dKxYkJhBGdmuJMxVVQfUoj6v1hDftPRbSde0uev/DlGEYOG2BaR4rA8Jujz4qisBhbPrHaHR78JsaaXl/G4H0MEeYdBIXdGyOV74v8HbBgdADz/nju3uGYr+NlcXsDhj+aZT1sA1utDYQEV61GPxRz/YS495R0NcP8TgtIvHgnAws3nbA+Ny6k980MBvnd2huuM/NiCJwGEbeRRkWBi9r46YHdGiXFlg/dRQahcE+7Y/sjAamYSkiQZumaWjeoB7+GoR9G6j23mkc5nUGYsFnd1yI1bsO+92vb9HPnjwwLGMUwZCYQNjyyBgUHTnldzxD/yr5i5rr9uij7n/ShDpBJJVAOAhmRa2rcrMwb/N+9G3fDKv/PjLoazVWIVHM4mO5hT7tmqGPrqdXm34qKCQRaoaQtkg4qt/U5ERzZwzTXS5qcZng7OmKccrOaePxm1xPKAyrg73dWjfGP3/dExee7a4ZzG6hd7umlvOO7t4KO6eNR5sQJxH2UOsSj3WQ+3Kk0OYIdGgeWm/NO48ggl3geIg1JD0Ch6K5EPqbbl8bbWC4c8uGyP/PjyFP3hFiT8fMhih4fJzhHINYM6RzJq7oa74uRDB41x0P2xlDw6ykk03Ce2gxsMI9phVtRBE4FK2FUxmkO0K/9ukBozsKwWPXOyVYnKgEAKBD8/qY0DuMikB9R7t8rTC6e0t8s3E/GpqM1Tx2eQ/075Aes/VOwoUoAodyXnYzvLviF3RuEdsQzW7nk/+50DCMQ7DsP1aGrGaRjbkUj7Rplob2zetj6q/8L11qRrjUh5H158Xr+uJEWaXpBL9Gqcmma4a7BVEEiqVThuFEWUWsxfByeZ8s9O/QPGQ7s+ChX5haaqUOejbqEilJifj+XvvRbcO1pKyepMQENKkfH8OooggUTowOKkrAOTRMcbcNOFx0clgP1YkmJTciikAQTEhLTsSp8kq0D9Grpa6wbuoorNt9FAM7OdMrza4bZxw4BpkSH/0eQQiRVBVVNB5cCM1onJqMQTkZjgvJPLq7Zx3s35yXFSCnYIb0CATBgNuGdATDs5D79EXb0TTN2RPe4pW26fXDEhDO7sp0bkcUgSAYoA97fIFM0qvzRDu0hdMQ05AgCEKcI4pAEAQhzomYaYiIxgB4DkAigNeYeVqkriUIghAunrqqF06Vmy+KVNeIiCIgokQALwIYCaAQwCoims3MmyJxPUEQhHBxZb/480CKlGmoP4B8Zi5g5jMA3gcwIULXEgRBEGwQKUXQBsBu3e9CleaFiCYRUR4R5ZWUlERIDEEQBCEQMRssZubpzJzLzLmZme5fgEMQBPdTv158hhKJ1GBxEYC2ut9ZKk0QBMGRvHx9X3RrHZ/reERKEawCkENEHeBRANcAuC5C1xIEV/PhbRdg58ETsRYj7hkTByvC+SMiioCZK4hoMoBv4HEffZ2ZN0biWoLgdvp3SEf/DtbXRBaEcBOxeQTMPAfAnEidXxAEQQgPMrNYEAQhzhFFIAiCEOeIIhAEQYhzRBEIgiDEOaIIBEEQ4hxRBIIgCHGOKAJBEIQ4h5g51jKAiEoA7Arx8AwAB8IoTrhxsnxOlg1wtnxOlg1wtnwiW+jUlq89M9sO1uYIRWAHIspj5txYy+EPJ8vnZNkAZ8vnZNkAZ8snsoVOpOQT05AgCEKcI4pAEAQhzqkLimB6rAUIgJPlc7JsgLPlc7JsgLPlE9lCJyLyuX6MQBAEQbBHXegRCIIgCDYQRSAIghDnuFoRENEYItpKRPlENCWK191JROuJaA0R5am0dCKaS0Tb1HczlU5E9LyScR0R9dWdZ6LKv42IJtqQ53UiKiaiDbq0sMlDRP3U/81Xx5JN2aYSUZEqvzVENE637351na1ENFqXbniviagDEa1Q6R8QUb0gZGtLRAuJaBMRbSSiuxxWdv7ki3n5EVEqEa0korVKtofNzkdEKep3vtqfHarMNuV7k4h26Mqut0qP6r1VxycS0U9E9EXMy46ZXfmBZ+Wz7QA6AqgHYC2AblG69k4AGbXS/gVgitqeAuAJtT0OwFcACMAAACtUejqAAvXdTG03C1GeIQD6AtgQCXkArFR5SR071qZsUwHcY5C3m7qPKQA6qPubaHavAXwI4Bq1/TKA/wlCttYA+qrtRgB+VjI4pez8yRfz8lP/p6HaTgawQv1Pw/MBuAPAy2r7GgAfhCqzTfneBHClQf6o3lt1/J8AvAvgC7N7EY2yc3OPoD+AfGYuYOYzAN4HMCGG8kwAMFNtzwRwmS79LfawHEBTImoNYDSAucx8iJkPA5gLYEwoF2bmRQAORUIeta8xMy9nz9P3lu5cocrmjwkA3mfmMmbeASAfnvtseK9VC2wYgI8N/qcV2fYy849q+ziAzQDawDll508+f0St/FQZlKqfyerDJufTl+nHAIar6wclsxXZAsjnj6jeWyLKAjAewGvqt9m9iHjZuVkRtAGwW/e7EOYvSThhAN8S0WoimqTSWjLzXrW9D0BLte1PzkjLHy552qjtcMs5WXXBXydleglBtuYAjjBzhV3ZVHe7DzwtR8eVXS35AAeUnzJtrAFQDE8Fud3kfF4Z1P6j6voRez9qy8fMWtk9psruWSJKqS2fRTns3tt/A7gPQJX6bXYvIl52blYEsWQQM/cFMBbAnUQ0RL9TtRAc45frNHkAvATgbAC9AewF8HQshSGihgA+AXA3Mx/T73NC2RnI54jyY+ZKZu4NIAueVug5sZDDH7XlI6IeAO6HR87z4DH3/CXachHRJQCKmXl1tK/tDzcrgiIAbXW/s1RaxGHmIvVdDOAzeF6C/aq7CPVdHEDOSMsfLnmK1HbY5GTm/eolrQLwKjzlF4psB+HpwieFKhsRJcNTyb7DzJ+qZMeUnZF8Tio/Jc8RAAsBXGByPq8Man8Tdf2Ivx86+cYocxszcxmANxB62dm5twMB/IqIdsJjthkG4DnEsuzMBhCc/AGQBM/ATQdUD4h0j8J1GwBopNteCo9t/0nUHGD8l9oej5qDUCu5ehBqBzwDUM3UdroNubJRc0A2bPLAd1BsnE3ZWuu2/wiPnRMAuqPm4FcBPANffu81gI9Qc4DtjiDkInhsu/+ule6IsjORL+blByATQFO1nQZgMYBL/J0PwJ2oOeD5Yagy25Svta5s/w1gWqzeC3WOoageLI5Z2UW00oz0B56R/p/hsU0+EKVrdlQFuxbARu268Njs5gPYBmCe7mEhAC8qGdcDyNWd62Z4BnjyAdxkQ6b34DERlMNjD7wlnPIAyAWwQR3zv1Az0m3I9ra69joAs1GzYntAXWcrdF4Y/u61uh8rlcwfAUgJQrZB8Jh91gFYoz7jHFR2/uSLefkBOBfAT0qGDQAeNDsfgFT1O1/t7xiqzDblW6DKbgOA/6Dasyiq91Z3jqGoVgQxKzsJMSEIghDnuHmMQBAEQQgDoggEQRDiHFEEgiAIcY4oAkEQhDhHFIEgCEKcI4pAEAQhzhFFIAiCEOf8f7I2TkPzBFklAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(list(np.array(b)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "4022ebe2",
   "metadata": {},
   "outputs": [],
   "source": [
    "raw_data = pd.read_csv(\"train_dataf.csv\")\n",
    "raw_data = raw_data.dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "864ff325",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "     Day      min   max    median        mean            var\n",
      "0      1  1550.74 -5.05   417.840  480.429500  113511.924098\n",
      "1      2  1549.98 -5.53   199.235  297.549172  115234.653742\n",
      "2      3  1550.17 -1.15  1055.365  980.730066  179370.423352\n",
      "3      4  1549.99 -0.34   563.540  626.811118  257139.524506\n",
      "4      5  1550.32 -9.31   406.430  525.498332  259768.439699\n",
      "..   ...      ...   ...       ...         ...            ...\n",
      "216  218  1046.64 -7.00   175.185  223.950183   40268.354976\n",
      "217  219   430.06 -8.55     0.000   63.878392    8228.631263\n",
      "218  220   900.71 -6.67    -0.300   71.721942   17517.387697\n",
      "219  221  1559.90 -0.31   446.110  548.213966  130872.716553\n",
      "220  222  1520.04 -5.29   291.555  334.013728   86691.169960\n",
      "\n",
      "[221 rows x 6 columns]\n"
     ]
    }
   ],
   "source": [
    "result = []\n",
    "for k,v in raw_data.groupby('Day'):\n",
    "    result.append([k, max(v['Patv']), min(v['Patv']), np.median(v['Patv']) ,np.mean(v['Patv']) , np.var(v['Patv'])  ])\n",
    "print(pd.DataFrame(result, columns=['Day', 'min', 'max','median', 'mean', 'var']))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "237800e8",
   "metadata": {},
   "outputs": [],
   "source": [
    "dat = pd.DataFrame(result, columns=['Day', 'min', 'max','median', 'mean', 'var'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "8ea47d26",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f286f117b50>]"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "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": [
    "plt.plot(dat['mean'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "b3d24cf6",
   "metadata": {},
   "outputs": [],
   "source": [
    "sample_submission = pd.read_csv(\"sample_submissionf.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "0da2ca2f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>index</th>\n",
       "      <th>TurbID</th>\n",
       "      <th>Day</th>\n",
       "      <th>Tmstamp</th>\n",
       "      <th>Wspd</th>\n",
       "      <th>Wdir</th>\n",
       "      <th>Etmp</th>\n",
       "      <th>Itmp</th>\n",
       "      <th>Ndir</th>\n",
       "      <th>Pab1</th>\n",
       "      <th>Pab2</th>\n",
       "      <th>Pab3</th>\n",
       "      <th>Prtv</th>\n",
       "      <th>Patv</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>223</td>\n",
       "      <td>00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>223</td>\n",
       "      <td>00:10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>223</td>\n",
       "      <td>00:20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>223</td>\n",
       "      <td>00:30</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>223</td>\n",
       "      <td>00:40</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38587</th>\n",
       "      <td>38587</td>\n",
       "      <td>134</td>\n",
       "      <td>224</td>\n",
       "      <td>23:10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38588</th>\n",
       "      <td>38588</td>\n",
       "      <td>134</td>\n",
       "      <td>224</td>\n",
       "      <td>23:20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38589</th>\n",
       "      <td>38589</td>\n",
       "      <td>134</td>\n",
       "      <td>224</td>\n",
       "      <td>23:30</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38590</th>\n",
       "      <td>38590</td>\n",
       "      <td>134</td>\n",
       "      <td>224</td>\n",
       "      <td>23:40</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38591</th>\n",
       "      <td>38591</td>\n",
       "      <td>134</td>\n",
       "      <td>224</td>\n",
       "      <td>23:50</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>38592 rows × 14 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       index  TurbID  Day Tmstamp  Wspd  Wdir  Etmp  Itmp  Ndir  Pab1  Pab2  \\\n",
       "0          0       1  223   00:00     0     0     0     0     0     0     0   \n",
       "1          1       1  223   00:10     0     0     0     0     0     0     0   \n",
       "2          2       1  223   00:20     0     0     0     0     0     0     0   \n",
       "3          3       1  223   00:30     0     0     0     0     0     0     0   \n",
       "4          4       1  223   00:40     0     0     0     0     0     0     0   \n",
       "...      ...     ...  ...     ...   ...   ...   ...   ...   ...   ...   ...   \n",
       "38587  38587     134  224   23:10     0     0     0     0     0     0     0   \n",
       "38588  38588     134  224   23:20     0     0     0     0     0     0     0   \n",
       "38589  38589     134  224   23:30     0     0     0     0     0     0     0   \n",
       "38590  38590     134  224   23:40     0     0     0     0     0     0     0   \n",
       "38591  38591     134  224   23:50     0     0     0     0     0     0     0   \n",
       "\n",
       "       Pab3  Prtv  Patv  \n",
       "0         0     0     0  \n",
       "1         0     0     0  \n",
       "2         0     0     0  \n",
       "3         0     0     0  \n",
       "4         0     0     0  \n",
       "...     ...   ...   ...  \n",
       "38587     0     0     0  \n",
       "38588     0     0     0  \n",
       "38589     0     0     0  \n",
       "38590     0     0     0  \n",
       "38591     0     0     0  \n",
       "\n",
       "[38592 rows x 14 columns]"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sample_submission"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "7f128470",
   "metadata": {},
   "outputs": [],
   "source": [
    "sample_submission[\"Patv\"] = list(np.array(b)*130/258.6069819560741) #65 75 130 73 \n",
    "sample_submission.to_csv(\"./hs_submit130wind5.csv\", index = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a7f2532f",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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