Cropland_mapping.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "id": "kAU3u37XcRhr"
   },
   "outputs": [],
   "source": [
    "import ee\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import random\n",
    "import matplotlib.pyplot as plt\n",
    "from tqdm import tqdm\n",
    "\n",
    "import subprocess\n",
    "from joblib import Parallel, delayed\n",
    "import multiprocessing\n",
    "\n",
    "from sklearn.model_selection import StratifiedKFold, train_test_split, StratifiedGroupKFold\n",
    "from sklearn.metrics import accuracy_score\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from iterstrat.ml_stratifiers import MultilabelStratifiedKFold\n",
    "\n",
    "import xgboost as xgb\n",
    "import lightgbm as lgb\n",
    "import catboost as catb"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "pd.set_option('display.max_columns', None)\n",
    "pd.set_option('display.max_rows', None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "id": "4mHiKwYy4zOH"
   },
   "outputs": [],
   "source": [
    "SEED = 42\n",
    "random.seed(SEED)\n",
    "np.random.seed(SEED)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "path = './data/'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
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    },
    "id": "zJR66Gmzj9It",
    "outputId": "d0fffa60-48e9-4648-8a7b-00ecef5af7c1"
   },
   "outputs": [
    {
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       "      <th></th>\n",
       "      <th>ID</th>\n",
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       "      <th>Lon</th>\n",
       "      <th>Target</th>\n",
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       "  <tbody>\n",
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       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ID_CWCD60FGJJYY</td>\n",
       "      <td>32.075695</td>\n",
       "      <td>48.492047</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ID_R1XF70RMVGL3</td>\n",
       "      <td>14.542826</td>\n",
       "      <td>33.313483</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>ID_0ZBIDY0PEBVO</td>\n",
       "      <td>14.359480</td>\n",
       "      <td>33.284108</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ID_C20R2C0AYIT0</td>\n",
       "      <td>14.419128</td>\n",
       "      <td>33.528450</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
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      ],
      "text/plain": [
       "                ID        Lat        Lon  Target\n",
       "0  ID_SJ098E7S2SY9  34.162491  70.763668       0\n",
       "1  ID_CWCD60FGJJYY  32.075695  48.492047       0\n",
       "2  ID_R1XF70RMVGL3  14.542826  33.313483       1\n",
       "3  ID_0ZBIDY0PEBVO  14.359480  33.284108       1\n",
       "4  ID_C20R2C0AYIT0  14.419128  33.528450       0"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Load files\n",
    "train = pd.read_csv(f'{path}Train.csv')\n",
    "test = pd.read_csv(f'{path}Test.csv')\n",
    "sample_submission = pd.read_csv(f'{path}SampleSubmission.csv')\n",
    "\n",
    "# Preview head of train\n",
    "train.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "lonlat_mapper = {\n",
    "    '34-70': 'Afghanistan',\n",
    "    '32-48': 'Iran',\n",
    "    '14-33': 'Sudan',\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "train['location'] = train.apply(lambda x: f'{np.int8(x[1])}-{np.int8(x[2])}', axis=1).map(lonlat_mapper)\n",
    "test['location'] = test.apply(lambda x: f'{np.int8(x[1])}-{np.int8(x[2])}', axis=1).map(lonlat_mapper)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ID</th>\n",
       "      <th>Lat</th>\n",
       "      <th>Lon</th>\n",
       "      <th>Target</th>\n",
       "      <th>location</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ID_SJ098E7S2SY9</td>\n",
       "      <td>34.162491</td>\n",
       "      <td>70.763668</td>\n",
       "      <td>0</td>\n",
       "      <td>Afghanistan</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ID_CWCD60FGJJYY</td>\n",
       "      <td>32.075695</td>\n",
       "      <td>48.492047</td>\n",
       "      <td>0</td>\n",
       "      <td>Iran</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ID_R1XF70RMVGL3</td>\n",
       "      <td>14.542826</td>\n",
       "      <td>33.313483</td>\n",
       "      <td>1</td>\n",
       "      <td>Sudan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>ID_0ZBIDY0PEBVO</td>\n",
       "      <td>14.359480</td>\n",
       "      <td>33.284108</td>\n",
       "      <td>1</td>\n",
       "      <td>Sudan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ID_C20R2C0AYIT0</td>\n",
       "      <td>14.419128</td>\n",
       "      <td>33.528450</td>\n",
       "      <td>0</td>\n",
       "      <td>Sudan</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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       "</div>"
      ],
      "text/plain": [
       "                ID        Lat        Lon  Target     location\n",
       "0  ID_SJ098E7S2SY9  34.162491  70.763668       0  Afghanistan\n",
       "1  ID_CWCD60FGJJYY  32.075695  48.492047       0         Iran\n",
       "2  ID_R1XF70RMVGL3  14.542826  33.313483       1        Sudan\n",
       "3  ID_0ZBIDY0PEBVO  14.359480  33.284108       1        Sudan\n",
       "4  ID_C20R2C0AYIT0  14.419128  33.528450       0        Sudan"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
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       "      <th>ID</th>\n",
       "      <th>Lat</th>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>location</th>\n",
       "      <th>Target</th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Afghanistan</th>\n",
       "      <th>0</th>\n",
       "      <td>250</td>\n",
       "      <td>250</td>\n",
       "      <td>250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>250</td>\n",
       "      <td>250</td>\n",
       "      <td>250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Iran</th>\n",
       "      <th>0</th>\n",
       "      <td>250</td>\n",
       "      <td>250</td>\n",
       "      <td>250</td>\n",
       "    </tr>\n",
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       "      <th>1</th>\n",
       "      <td>250</td>\n",
       "      <td>250</td>\n",
       "      <td>250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Sudan</th>\n",
       "      <th>0</th>\n",
       "      <td>250</td>\n",
       "      <td>250</td>\n",
       "      <td>250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>250</td>\n",
       "      <td>250</td>\n",
       "      <td>250</td>\n",
       "    </tr>\n",
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       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     ID  Lat  Lon\n",
       "location    Target               \n",
       "Afghanistan 0       250  250  250\n",
       "            1       250  250  250\n",
       "Iran        0       250  250  250\n",
       "            1       250  250  250\n",
       "Sudan       0       250  250  250\n",
       "            1       250  250  250"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train.groupby(['location', 'Target']).count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "colab": {
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    "id": "anSerA0Ykavp",
    "outputId": "8353c12f-c866-4ea9-8eca-f4095bb751e8"
   },
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ID</th>\n",
       "      <th>Lat</th>\n",
       "      <th>Lon</th>\n",
       "      <th>location</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
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       "      <th>0</th>\n",
       "      <td>ID_9ZLHTVF6NSU7</td>\n",
       "      <td>34.254835</td>\n",
       "      <td>70.348699</td>\n",
       "      <td>Afghanistan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ID_LNN7BFCVEZKA</td>\n",
       "      <td>32.009669</td>\n",
       "      <td>48.535526</td>\n",
       "      <td>Iran</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ID_SOYSG7W04UH3</td>\n",
       "      <td>14.431884</td>\n",
       "      <td>33.399991</td>\n",
       "      <td>Sudan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>ID_EAP7EXXV8ZDE</td>\n",
       "      <td>14.281866</td>\n",
       "      <td>33.441224</td>\n",
       "      <td>Sudan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ID_QPRX1TUQVGHU</td>\n",
       "      <td>14.399365</td>\n",
       "      <td>33.109566</td>\n",
       "      <td>Sudan</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                ID        Lat        Lon     location\n",
       "0  ID_9ZLHTVF6NSU7  34.254835  70.348699  Afghanistan\n",
       "1  ID_LNN7BFCVEZKA  32.009669  48.535526         Iran\n",
       "2  ID_SOYSG7W04UH3  14.431884  33.399991        Sudan\n",
       "3  ID_EAP7EXXV8ZDE  14.281866  33.441224        Sudan\n",
       "4  ID_QPRX1TUQVGHU  14.399365  33.109566        Sudan"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 206
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    "id": "hpLslStdlLvK",
    "outputId": "2cf29779-422f-41dc-d214-b60a09ea8d3d"
   },
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ID</th>\n",
       "      <th>Target</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ID_SOYSG7W04UH3</td>\n",
       "      <td></td>\n",
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       "      <th>3</th>\n",
       "      <td>ID_EAP7EXXV8ZDE</td>\n",
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      "text/plain": [
       "                ID Target\n",
       "0  ID_9ZLHTVF6NSU7       \n",
       "1  ID_LNN7BFCVEZKA       \n",
       "2  ID_SOYSG7W04UH3       \n",
       "3  ID_EAP7EXXV8ZDE       \n",
       "4  ID_QPRX1TUQVGHU       "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Preview head of the sample submission\n",
    "sample_submission.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "bands = ['B1', 'B2', 'B3', 'B4', 'B5', 'B6', 'B7', 'B8', 'B8A', 'B9', 'B11', 'B12', 'AOT', 'WVP', 'SCL', 'TCI_R', 'TCI_G', 'TCI_B']\n",
    "\n",
    "time_maps = {\n",
    "    'Afghanistan': {\n",
    "        'start': '2021-04-01',\n",
    "        'end': '2022-04-30',\n",
    "    },\n",
    "    'Iran': {\n",
    "        'start': '2019-07-01',\n",
    "        'end': '2020-06-30',\n",
    "    },\n",
    "    'Sudan': {\n",
    "        'start': '2019-07-01',\n",
    "        'end': '2020-06-30',\n",
    "    }\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 14.5 ms, sys: 1.15 ms, total: 15.7 ms\n",
      "Wall time: 17 ms\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "train_data = pd.read_csv('data/train_data.csv')\n",
    "test_data = pd.read_csv('data/test_data.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 209 ms, sys: 15.3 ms, total: 224 ms\n",
      "Wall time: 226 ms\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "train_ts_data = pd.read_csv('data/train_ts_data.csv')\n",
    "test_ts_data = pd.read_csv('data/test_ts_data.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "def agg_data(df):\n",
    "    fncts = ['min']\n",
    "    fs = [np.min]\n",
    "    \n",
    "    data = None\n",
    "    for fn, f in zip(fncts, fs):\n",
    "        if data is None:\n",
    "            data = df.groupby('ID', as_index=False).agg(f).add_suffix(f'_{fn}').rename(columns={f'ID_{fn}': 'ID'})\n",
    "        else:\n",
    "            data = pd.merge(\n",
    "                data, \n",
    "                df.groupby('ID', as_index=False).agg(f).add_suffix(f'_{fn}').rename(columns={f'ID_{fn}': 'ID'}),\n",
    "                on='ID'\n",
    "            )\n",
    "        \n",
    "    return data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "def vegetation_indices(df):\n",
    "    veg_df = pd.DataFrame()\n",
    "    \n",
    "    eps = 0\n",
    "    \n",
    "    veg_df['NDRE'] = (df['B8'] - df['B6'])/(df['B8'] + df['B6'] + eps)\n",
    "    veg_df['MMSR'] = ((df['B8']/df['B4']) - 1) / ((df['B8']/df['B4'])**0.5 + 1)\n",
    "    veg_df['NDWI'] = (df['B8A'] - df['B11'])/(df['B8A'] + df['B11'] + eps)\n",
    "    veg_df['GNDVI'] = (df['B8'] - df['B3']) / (df['B8'] + df['B3'] + eps)\n",
    "    veg_df['EVI2'] = 2.5 * (df['B8'] - df['B4']) / (df['B8'] + 2.4*df['B4'] + 1)\n",
    "    veg_df['NGRDI'] = ((df['B3'] - df['B4'])/(df['B3'] + df['B4'] + eps))\n",
    "    veg_df['MNDWI'] = ((df['B3'] - df['B11'])/(df['B3'] + df['B11'] + eps))\n",
    "    veg_df['OSAVI'] = (df['B8'] - df['B4']) / (df['B8'] + df['B4'] + 0.35)\n",
    "    veg_df['WDRVI'] = (0.1 * df['B8'] - df['B4'])/(0.1 * df['B8'] + df['B4'] + eps)\n",
    "    veg_df['TGI'] =  df['B3'] - 0.39 * df['B4'] - 0.61 * df['B2']\n",
    "    veg_df['GCVI'] = (df['B8'] / (df['B3'] + eps) ) - 1\n",
    "    veg_df['RGVI'] = 1 - ((df['B1'] + df['B3']) / (df['B4'] + df['B5'] + df['B7'] + eps) )\n",
    "    veg_df['MI'] = (df['B8A'] - df['B11']) / (df['B8A'] + df['B11'] + eps)\n",
    "    veg_df['ARVI'] =  (df['B8'] - (2 * df['B4']) + df['B2']) / (df['B8'] + (2 * df['B4']) + df['B2'] + eps)\n",
    "    veg_df['SIPI'] = (df['B8'] - df['B2']) / (df['B8'] - df['B4'] + eps)\n",
    "    veg_df['RENDVI'] = (df['B6'] - df['B5']) / (df['B6'] + df['B5'] + eps) \n",
    "    veg_df['MRESR'] = (df['B6'] - df['B1']) / (df['B5'] - df['B1'] + eps)\n",
    "    veg_df['RYI'] = df['B3'] / (df['B2'] + eps)\n",
    "    veg_df['NDYI'] = (df['B3'] - df['B2']) / (df['B3'] + df['B2'] + eps)\n",
    "    veg_df['DYI'] = df['B3'] - df['B2']\n",
    "    veg_df['ACI'] = df['B8'] * (df['B4'] + df['B3'] + eps)\n",
    "    veg_df['CVI'] = (df['B8'] / (df['B3'] + eps)) * (df['B4'] / (df['B3'] + eps))\n",
    "    veg_df['AVI'] = (df['B8'] * (1 - df['B4']) * (df['B8'] - df['B4']))\n",
    "    veg_df['SI'] = ((1 - df['B2']) * (1 - df['B3']) * (1 - df['B4']))\n",
    "    veg_df['BSI'] = ((df['B11'] + df['B4']) - (df['B8'] + df['B2'])) / ((df['B11'] + df['B4']) + (df['B8'] + df['B2']) + eps)\n",
    "    veg_df['SAVI'] = ((df['B8'] - df['B4'])/(df['B8'] + df['B4'] + 0.33)) * (1 + 0.33)\n",
    "    veg_df['FIDET'] = df['B12'] / (df['B8A'] * df['B9']  + eps)\n",
    "    veg_df['MTCI'] = (df['B6'] - df['B5'])/(df['B5'] - df['B4'] + eps)\n",
    "    veg_df['NPCRI'] = (df['B4'] - df['B2']) / (df['B4'] + df['B2'] + eps)\n",
    "    veg_df['S2REP'] = 705 + 35 * ((((df['B7'] + df['B4'])/2) - df['B5'])/(df['B6'] - df['B5'] + eps)) \n",
    "    veg_df['CCCI'] = ((df['B8'] - df['B5']) / (df['B8'] + df['B5'] + eps)) / ((df['B8'] - df['B4']) / (df['B8'] + df['B4'] + eps)) \n",
    "    veg_df['MCARI'] = ((df['B5'] - df['B4']) - 2 * (df['B5'] - df['B3'])) * (df['B5'] / (df['B4'] + eps))  \n",
    "    veg_df['TCARI'] = 3 * ((df['B5'] - df['B4']) - 0.2 * (df['B5'] - df['B3']) * (df['B5'] / (df['B4'] + eps))) \n",
    "    veg_df['PVI'] = (df['B8'] - 0.3 * df['B4'] - 0.5) / ((1 + 0.3 * 2) ** 0.5) \n",
    "    veg_df['EVI'] = 2.5*(df['B8'] - df['B4']) / (df['B8'] + 6*df['B4'] - 7.5*df['B2'] + 1 + eps)\n",
    "    veg_df['NDVI'] = ((df['B8'] - df['B4'])/(df['B8'] + df['B4'] + eps))\n",
    "    veg_df['BAI'] = 1/((0.1 - df['B4']) ** 2 + (0.06 - df['B8']) ** 2)\n",
    "    veg_df['MTVI2'] = list(1.5*(1.2 * (i - j) - 2.5 * (k - j))* ((2 * i + 1)**2 - (6 * i - 5 * k ** (0.5)) - 0.5)**(0.5) for i, j, k in zip(df['B8'], df['B3'], df['B4']))\n",
    "    veg_df['NDSI'] = (df['B3'] - df['B11']) / (df['B3'] + df['B11'] + eps)\n",
    "    veg_df['MRENDVI'] = (df['B6'] - df['B5']) / (df['B6'] + df['B5'] - 2 * df['B1'] + eps) \n",
    "    veg_df['NDVIre'] = (df['B8'] - df['B5'])/(df['B8'] + df['B5'] + eps)\n",
    "    veg_df['CIre'] = ((df['B8'] / (df['B5'] + eps)) - 1)\n",
    "    veg_df['NDMI'] = (df['B8'] - df['B11'])/(df['B8'] + df['B11'] + eps) \n",
    "    veg_df['TNDVI'] = ((df['B8'] - df['B4']) / (df['B8'] + df['B4'] + eps) + 0.5) ** 0.5\n",
    "    veg_df['VDVI'] = (2 * df['B3'] - df['B4'] - df['B2']) / (2 * df['B3'] + df['B4']  + df['B2'] + eps)\n",
    "    veg_df['NBR'] = (df['B8'] - df['B11']) / (df['B8'] + df['B11'] + eps)\n",
    "    veg_df['TVI'] = (120 * (df['B6'] - df['B3']) - 200 * (df['B4'] - df['B3'])) / 2\n",
    "    veg_df['EXG'] = 2 * df['B3'] - df['B4'] - df['B2']\n",
    "    veg_df['PSRI'] = (df['B4'] - df['B2']) / (df['B6'] + eps)\n",
    "    veg_df['RDVI'] = (df['B8'] - df['B4']) / (df['B8'] + df['B4'] + eps)**0.5\n",
    "\n",
    "    veg_df['RATIO1'] = df['B1'] / (df['B3'] + eps)\n",
    "    veg_df['RATIO2'] = df['B1'] / (df['B5'] + eps)\n",
    "    veg_df['RATIO3'] = df['B11'] / (df['B12'] + eps)\n",
    "    veg_df['RATIO4'] = df['B5'] / (df['B4'] + eps)\n",
    "    veg_df['RATIO5'] = df['B7'] / (df['B5'] + eps)\n",
    "    veg_df['RATIO6'] = df['B7'] / (df['B6'] + eps)\n",
    "    veg_df['RATIO7'] = df['B8'] / (df['B4'] + eps)\n",
    "    \n",
    "    return veg_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "def add_veg_indices(_df):\n",
    "    df = _df.copy()\n",
    "    \n",
    "    df = pd.concat([df, vegetation_indices(df)], axis=1)\n",
    "    \n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
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       "      <th>ID</th>\n",
       "      <th>Lat</th>\n",
       "      <th>Lon</th>\n",
       "      <th>Target</th>\n",
       "      <th>location</th>\n",
       "      <th>B1</th>\n",
       "      <th>B2</th>\n",
       "      <th>B3</th>\n",
       "      <th>B4</th>\n",
       "      <th>B5</th>\n",
       "      <th>B6</th>\n",
       "      <th>B7</th>\n",
       "      <th>B8</th>\n",
       "      <th>B8A</th>\n",
       "      <th>B9</th>\n",
       "      <th>B11</th>\n",
       "      <th>B12</th>\n",
       "      <th>AOT</th>\n",
       "      <th>WVP</th>\n",
       "      <th>SCL</th>\n",
       "      <th>TCI_R</th>\n",
       "      <th>TCI_G</th>\n",
       "      <th>TCI_B</th>\n",
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       "  <tbody>\n",
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       "      <th>0</th>\n",
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       "      <td>34.162491</td>\n",
       "      <td>70.763668</td>\n",
       "      <td>0</td>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>906.564103</td>\n",
       "      <td>1204.102564</td>\n",
       "      <td>1656.307692</td>\n",
       "      <td>2044.384615</td>\n",
       "      <td>2355.641026</td>\n",
       "      <td>2441.410256</td>\n",
       "      <td>2556.256410</td>\n",
       "      <td>2505.871795</td>\n",
       "      <td>2666.333333</td>\n",
       "      <td>2627.179487</td>\n",
       "      <td>3488.948718</td>\n",
       "      <td>3230.794872</td>\n",
       "      <td>293.897436</td>\n",
       "      <td>1220.205128</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>208.641026</td>\n",
       "      <td>168.74359</td>\n",
       "      <td>122.487179</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ID_CWCD60FGJJYY</td>\n",
       "      <td>32.075695</td>\n",
       "      <td>48.492047</td>\n",
       "      <td>0</td>\n",
       "      <td>Iran</td>\n",
       "      <td>509.023810</td>\n",
       "      <td>628.214286</td>\n",
       "      <td>907.428571</td>\n",
       "      <td>980.476190</td>\n",
       "      <td>1343.833333</td>\n",
       "      <td>2158.309524</td>\n",
       "      <td>2411.404762</td>\n",
       "      <td>2702.309524</td>\n",
       "      <td>2653.714286</td>\n",
       "      <td>3001.452381</td>\n",
       "      <td>2105.380952</td>\n",
       "      <td>1433.095238</td>\n",
       "      <td>207.833333</td>\n",
       "      <td>1250.833333</td>\n",
       "      <td>4.880952</td>\n",
       "      <td>100.023810</td>\n",
       "      <td>92.50000</td>\n",
       "      <td>64.404762</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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      "text/plain": [
       "                ID        Lat        Lon  Target     location          B1  \\\n",
       "0  ID_SJ098E7S2SY9  34.162491  70.763668       0  Afghanistan  906.564103   \n",
       "1  ID_CWCD60FGJJYY  32.075695  48.492047       0         Iran  509.023810   \n",
       "\n",
       "            B2           B3           B4           B5           B6  \\\n",
       "0  1204.102564  1656.307692  2044.384615  2355.641026  2441.410256   \n",
       "1   628.214286   907.428571   980.476190  1343.833333  2158.309524   \n",
       "\n",
       "            B7           B8          B8A           B9          B11  \\\n",
       "0  2556.256410  2505.871795  2666.333333  2627.179487  3488.948718   \n",
       "1  2411.404762  2702.309524  2653.714286  3001.452381  2105.380952   \n",
       "\n",
       "           B12         AOT          WVP       SCL       TCI_R      TCI_G  \\\n",
       "0  3230.794872  293.897436  1220.205128  5.000000  208.641026  168.74359   \n",
       "1  1433.095238  207.833333  1250.833333  4.880952  100.023810   92.50000   \n",
       "\n",
       "        TCI_B  \n",
       "0  122.487179  \n",
       "1   64.404762  "
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
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   "source": [
    "train_data.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
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     "data": {
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       "      <th>0</th>\n",
       "      <td>ID_9ZLHTVF6NSU7</td>\n",
       "      <td>34.254835</td>\n",
       "      <td>70.348699</td>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>631.621622</td>\n",
       "      <td>881.202703</td>\n",
       "      <td>1312.513514</td>\n",
       "      <td>1409.081081</td>\n",
       "      <td>1848.824324</td>\n",
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       "      <td>134.040541</td>\n",
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       "      <th>1</th>\n",
       "      <td>ID_LNN7BFCVEZKA</td>\n",
       "      <td>32.009669</td>\n",
       "      <td>48.535526</td>\n",
       "      <td>Iran</td>\n",
       "      <td>976.666667</td>\n",
       "      <td>1393.642857</td>\n",
       "      <td>1914.380952</td>\n",
       "      <td>2407.476190</td>\n",
       "      <td>2633.666667</td>\n",
       "      <td>2824.809524</td>\n",
       "      <td>2989.738095</td>\n",
       "      <td>3185.166667</td>\n",
       "      <td>3120.904762</td>\n",
       "      <td>3217.047619</td>\n",
       "      <td>3631.547619</td>\n",
       "      <td>3163.190476</td>\n",
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       "      <td>194.785714</td>\n",
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       "                ID        Lat        Lon     location          B1  \\\n",
       "0  ID_9ZLHTVF6NSU7  34.254835  70.348699  Afghanistan  631.621622   \n",
       "1  ID_LNN7BFCVEZKA  32.009669  48.535526         Iran  976.666667   \n",
       "\n",
       "            B2           B3           B4           B5           B6  \\\n",
       "0   881.202703  1312.513514  1409.081081  1848.824324  2574.040541   \n",
       "1  1393.642857  1914.380952  2407.476190  2633.666667  2824.809524   \n",
       "\n",
       "            B7           B8          B8A           B9          B11  \\\n",
       "0  2857.500000  2914.486486  2942.256757  2994.608108  2765.608108   \n",
       "1  2989.738095  3185.166667  3120.904762  3217.047619  3631.547619   \n",
       "\n",
       "           B12         AOT          WVP       SCL       TCI_R       TCI_G  \\\n",
       "0  2266.500000  269.567568  1060.783784  4.702703  143.635135  134.040541   \n",
       "1  3163.190476  207.285714  1300.619048  5.000000  228.333333  194.785714   \n",
       "\n",
       "        TCI_B  \n",
       "0   90.040541  \n",
       "1  143.952381  "
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test_data.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
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       "      <th>0</th>\n",
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       "      <td>739.0</td>\n",
       "      <td>1058.0</td>\n",
       "      <td>1490.0</td>\n",
       "      <td>1648.0</td>\n",
       "      <td>2005.0</td>\n",
       "      <td>2591.0</td>\n",
       "      <td>2750.0</td>\n",
       "      <td>2708.0</td>\n",
       "      <td>2848.0</td>\n",
       "      <td>2781.0</td>\n",
       "      <td>3153.0</td>\n",
       "      <td>2805.0</td>\n",
       "      <td>214.0</td>\n",
       "      <td>506.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>168.0</td>\n",
       "      <td>152.0</td>\n",
       "      <td>110.0</td>\n",
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       "      <td>ID_SJ098E7S2SY9</td>\n",
       "      <td>778.0</td>\n",
       "      <td>966.0</td>\n",
       "      <td>1380.0</td>\n",
       "      <td>1574.0</td>\n",
       "      <td>1967.0</td>\n",
       "      <td>2487.0</td>\n",
       "      <td>2599.0</td>\n",
       "      <td>2644.0</td>\n",
       "      <td>2724.0</td>\n",
       "      <td>2689.0</td>\n",
       "      <td>3067.0</td>\n",
       "      <td>2651.0</td>\n",
       "      <td>246.0</td>\n",
       "      <td>664.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>159.0</td>\n",
       "      <td>141.0</td>\n",
       "      <td>101.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                ID     B1      B2      B3      B4      B5      B6      B7  \\\n",
       "0  ID_SJ098E7S2SY9  739.0  1058.0  1490.0  1648.0  2005.0  2591.0  2750.0   \n",
       "1  ID_SJ098E7S2SY9  778.0   966.0  1380.0  1574.0  1967.0  2487.0  2599.0   \n",
       "\n",
       "       B8     B8A      B9     B11     B12    AOT    WVP  SCL  TCI_R  TCI_G  \\\n",
       "0  2708.0  2848.0  2781.0  3153.0  2805.0  214.0  506.0  5.0  168.0  152.0   \n",
       "1  2644.0  2724.0  2689.0  3067.0  2651.0  246.0  664.0  5.0  159.0  141.0   \n",
       "\n",
       "   TCI_B  \n",
       "0  110.0  \n",
       "1  101.0  "
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_ts_data.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ID</th>\n",
       "      <th>B1</th>\n",
       "      <th>B2</th>\n",
       "      <th>B3</th>\n",
       "      <th>B4</th>\n",
       "      <th>B5</th>\n",
       "      <th>B6</th>\n",
       "      <th>B7</th>\n",
       "      <th>B8</th>\n",
       "      <th>B8A</th>\n",
       "      <th>B9</th>\n",
       "      <th>B11</th>\n",
       "      <th>B12</th>\n",
       "      <th>AOT</th>\n",
       "      <th>WVP</th>\n",
       "      <th>SCL</th>\n",
       "      <th>TCI_R</th>\n",
       "      <th>TCI_G</th>\n",
       "      <th>TCI_B</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ID_9ZLHTVF6NSU7</td>\n",
       "      <td>421.0</td>\n",
       "      <td>307.0</td>\n",
       "      <td>606.0</td>\n",
       "      <td>466.0</td>\n",
       "      <td>950.0</td>\n",
       "      <td>2324.0</td>\n",
       "      <td>3006.0</td>\n",
       "      <td>3880.0</td>\n",
       "      <td>2926.0</td>\n",
       "      <td>3230.0</td>\n",
       "      <td>1589.0</td>\n",
       "      <td>1017.0</td>\n",
       "      <td>204.0</td>\n",
       "      <td>504.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>63.0</td>\n",
       "      <td>31.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ID_9ZLHTVF6NSU7</td>\n",
       "      <td>425.0</td>\n",
       "      <td>319.0</td>\n",
       "      <td>616.0</td>\n",
       "      <td>478.0</td>\n",
       "      <td>960.0</td>\n",
       "      <td>2324.0</td>\n",
       "      <td>3000.0</td>\n",
       "      <td>3872.0</td>\n",
       "      <td>2922.0</td>\n",
       "      <td>3256.0</td>\n",
       "      <td>1592.0</td>\n",
       "      <td>1022.0</td>\n",
       "      <td>189.0</td>\n",
       "      <td>503.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>64.0</td>\n",
       "      <td>33.0</td>\n",
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       "                ID     B1     B2     B3     B4     B5      B6      B7      B8  \\\n",
       "0  ID_9ZLHTVF6NSU7  421.0  307.0  606.0  466.0  950.0  2324.0  3006.0  3880.0   \n",
       "1  ID_9ZLHTVF6NSU7  425.0  319.0  616.0  478.0  960.0  2324.0  3000.0  3872.0   \n",
       "\n",
       "      B8A      B9     B11     B12    AOT    WVP  SCL  TCI_R  TCI_G  TCI_B  \n",
       "0  2926.0  3230.0  1589.0  1017.0  204.0  504.0  4.0   49.0   63.0   31.0  \n",
       "1  2922.0  3256.0  1592.0  1022.0  189.0  503.0  4.0   49.0   64.0   33.0  "
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test_ts_data.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "full_train = add_veg_indices(train_data)\n",
    "full_test = add_veg_indices(test_data)\n",
    "\n",
    "full_ts_train = add_veg_indices(train_ts_data)\n",
    "full_ts_test = add_veg_indices(test_ts_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>ID</th>\n",
       "      <th>Lat</th>\n",
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       "      <th>Target</th>\n",
       "      <th>location</th>\n",
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       "      <th>B5</th>\n",
       "      <th>B6</th>\n",
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       "      <th>B9</th>\n",
       "      <th>B11</th>\n",
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       "      <th>AOT</th>\n",
       "      <th>WVP</th>\n",
       "      <th>SCL</th>\n",
       "      <th>TCI_R</th>\n",
       "      <th>TCI_G</th>\n",
       "      <th>TCI_B</th>\n",
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       "      <th>MMSR</th>\n",
       "      <th>NDWI</th>\n",
       "      <th>GNDVI</th>\n",
       "      <th>EVI2</th>\n",
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       "      <th>MNDWI</th>\n",
       "      <th>OSAVI</th>\n",
       "      <th>WDRVI</th>\n",
       "      <th>TGI</th>\n",
       "      <th>GCVI</th>\n",
       "      <th>RGVI</th>\n",
       "      <th>MI</th>\n",
       "      <th>ARVI</th>\n",
       "      <th>SIPI</th>\n",
       "      <th>RENDVI</th>\n",
       "      <th>MRESR</th>\n",
       "      <th>RYI</th>\n",
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       "      <th>DYI</th>\n",
       "      <th>ACI</th>\n",
       "      <th>CVI</th>\n",
       "      <th>AVI</th>\n",
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       "      <th>BSI</th>\n",
       "      <th>SAVI</th>\n",
       "      <th>FIDET</th>\n",
       "      <th>MTCI</th>\n",
       "      <th>NPCRI</th>\n",
       "      <th>S2REP</th>\n",
       "      <th>CCCI</th>\n",
       "      <th>MCARI</th>\n",
       "      <th>TCARI</th>\n",
       "      <th>PVI</th>\n",
       "      <th>EVI</th>\n",
       "      <th>NDVI</th>\n",
       "      <th>BAI</th>\n",
       "      <th>MTVI2</th>\n",
       "      <th>NDSI</th>\n",
       "      <th>MRENDVI</th>\n",
       "      <th>NDVIre</th>\n",
       "      <th>CIre</th>\n",
       "      <th>NDMI</th>\n",
       "      <th>TNDVI</th>\n",
       "      <th>VDVI</th>\n",
       "      <th>NBR</th>\n",
       "      <th>TVI</th>\n",
       "      <th>EXG</th>\n",
       "      <th>PSRI</th>\n",
       "      <th>RDVI</th>\n",
       "      <th>RATIO1</th>\n",
       "      <th>RATIO2</th>\n",
       "      <th>RATIO3</th>\n",
       "      <th>RATIO4</th>\n",
       "      <th>RATIO5</th>\n",
       "      <th>RATIO6</th>\n",
       "      <th>RATIO7</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ID_SJ098E7S2SY9</td>\n",
       "      <td>34.162491</td>\n",
       "      <td>70.763668</td>\n",
       "      <td>0</td>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>906.564103</td>\n",
       "      <td>1204.102564</td>\n",
       "      <td>1656.307692</td>\n",
       "      <td>2044.384615</td>\n",
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       "      <td>2441.410256</td>\n",
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       "      <td>3488.948718</td>\n",
       "      <td>3230.794872</td>\n",
       "      <td>293.897436</td>\n",
       "      <td>1220.205128</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>208.641026</td>\n",
       "      <td>168.743590</td>\n",
       "      <td>122.487179</td>\n",
       "      <td>0.013030</td>\n",
       "      <td>0.107129</td>\n",
       "      <td>-0.133644</td>\n",
       "      <td>0.204115</td>\n",
       "      <td>0.155626</td>\n",
       "      <td>-0.104866</td>\n",
       "      <td>-0.356181</td>\n",
       "      <td>0.101412</td>\n",
       "      <td>-0.781621</td>\n",
       "      <td>124.495128</td>\n",
       "      <td>0.512926</td>\n",
       "      <td>0.631574</td>\n",
       "      <td>-0.133644</td>\n",
       "      <td>-0.048571</td>\n",
       "      <td>2.820813</td>\n",
       "      <td>0.017880</td>\n",
       "      <td>1.059189</td>\n",
       "      <td>1.375554</td>\n",
       "      <td>0.158091</td>\n",
       "      <td>452.205128</td>\n",
       "      <td>9.273460e+06</td>\n",
       "      <td>1.867409</td>\n",
       "      <td>-2.363027e+09</td>\n",
       "      <td>-4.069411e+09</td>\n",
       "      <td>0.197263</td>\n",
       "      <td>0.134879</td>\n",
       "      <td>0.000461</td>\n",
       "      <td>0.275558</td>\n",
       "      <td>0.258669</td>\n",
       "      <td>682.425262</td>\n",
       "      <td>0.304694</td>\n",
       "      <td>-1252.967858</td>\n",
       "      <td>450.285366</td>\n",
       "      <td>1495.801929</td>\n",
       "      <td>0.200912</td>\n",
       "      <td>0.101420</td>\n",
       "      <td>9.561882e-08</td>\n",
       "      <td>3.704675e+05</td>\n",
       "      <td>-0.356181</td>\n",
       "      <td>0.028744</td>\n",
       "      <td>0.030902</td>\n",
       "      <td>0.063775</td>\n",
       "      <td>-0.163988</td>\n",
       "      <td>0.775513</td>\n",
       "      <td>0.009774</td>\n",
       "      <td>-0.163988</td>\n",
       "      <td>8298.461538</td>\n",
       "      <td>64.128205</td>\n",
       "      <td>0.344179</td>\n",
       "      <td>6.841348</td>\n",
       "      <td>0.547340</td>\n",
       "      <td>0.384848</td>\n",
       "      <td>1.079904</td>\n",
       "      <td>1.152249</td>\n",
       "      <td>1.085164</td>\n",
       "      <td>1.047041</td>\n",
       "      <td>1.225734</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ID_CWCD60FGJJYY</td>\n",
       "      <td>32.075695</td>\n",
       "      <td>48.492047</td>\n",
       "      <td>0</td>\n",
       "      <td>Iran</td>\n",
       "      <td>509.023810</td>\n",
       "      <td>628.214286</td>\n",
       "      <td>907.428571</td>\n",
       "      <td>980.476190</td>\n",
       "      <td>1343.833333</td>\n",
       "      <td>2158.309524</td>\n",
       "      <td>2411.404762</td>\n",
       "      <td>2702.309524</td>\n",
       "      <td>2653.714286</td>\n",
       "      <td>3001.452381</td>\n",
       "      <td>2105.380952</td>\n",
       "      <td>1433.095238</td>\n",
       "      <td>207.833333</td>\n",
       "      <td>1250.833333</td>\n",
       "      <td>4.880952</td>\n",
       "      <td>100.023810</td>\n",
       "      <td>92.500000</td>\n",
       "      <td>64.404762</td>\n",
       "      <td>0.111920</td>\n",
       "      <td>0.660156</td>\n",
       "      <td>0.115218</td>\n",
       "      <td>0.497233</td>\n",
       "      <td>0.851305</td>\n",
       "      <td>-0.038692</td>\n",
       "      <td>-0.397620</td>\n",
       "      <td>0.467491</td>\n",
       "      <td>-0.567875</td>\n",
       "      <td>141.832143</td>\n",
       "      <td>1.977986</td>\n",
       "      <td>0.700900</td>\n",
       "      <td>0.115218</td>\n",
       "      <td>0.258826</td>\n",
       "      <td>1.204585</td>\n",
       "      <td>0.232565</td>\n",
       "      <td>1.975643</td>\n",
       "      <td>1.444457</td>\n",
       "      <td>0.181822</td>\n",
       "      <td>279.214286</td>\n",
       "      <td>5.101703e+06</td>\n",
       "      <td>3.217713</td>\n",
       "      <td>-4.557431e+09</td>\n",
       "      <td>-5.568567e+08</td>\n",
       "      <td>-0.038132</td>\n",
       "      <td>0.621767</td>\n",
       "      <td>0.000180</td>\n",
       "      <td>2.241531</td>\n",
       "      <td>0.218974</td>\n",
       "      <td>720.130890</td>\n",
       "      <td>0.718119</td>\n",
       "      <td>-698.251623</td>\n",
       "      <td>731.191567</td>\n",
       "      <td>1903.427628</td>\n",
       "      <td>1.110987</td>\n",
       "      <td>0.467536</td>\n",
       "      <td>1.210172e-07</td>\n",
       "      <td>1.597925e+07</td>\n",
       "      <td>-0.397620</td>\n",
       "      <td>0.327876</td>\n",
       "      <td>0.335746</td>\n",
       "      <td>1.010896</td>\n",
       "      <td>0.124161</td>\n",
       "      <td>0.983634</td>\n",
       "      <td>0.060220</td>\n",
       "      <td>0.124161</td>\n",
       "      <td>67748.095238</td>\n",
       "      <td>206.166667</td>\n",
       "      <td>0.163212</td>\n",
       "      <td>28.372845</td>\n",
       "      <td>0.560952</td>\n",
       "      <td>0.378785</td>\n",
       "      <td>1.469114</td>\n",
       "      <td>1.370593</td>\n",
       "      <td>1.794422</td>\n",
       "      <td>1.117265</td>\n",
       "      <td>2.756119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ID_R1XF70RMVGL3</td>\n",
       "      <td>14.542826</td>\n",
       "      <td>33.313483</td>\n",
       "      <td>1</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>396.586957</td>\n",
       "      <td>593.000000</td>\n",
       "      <td>933.173913</td>\n",
       "      <td>1132.826087</td>\n",
       "      <td>1405.130435</td>\n",
       "      <td>2060.065217</td>\n",
       "      <td>2381.217391</td>\n",
       "      <td>2504.565217</td>\n",
       "      <td>2546.304348</td>\n",
       "      <td>2701.065217</td>\n",
       "      <td>2022.173913</td>\n",
       "      <td>1487.847826</td>\n",
       "      <td>183.565217</td>\n",
       "      <td>1495.913043</td>\n",
       "      <td>4.913043</td>\n",
       "      <td>115.565217</td>\n",
       "      <td>95.239130</td>\n",
       "      <td>60.630435</td>\n",
       "      <td>0.097379</td>\n",
       "      <td>0.486910</td>\n",
       "      <td>0.114728</td>\n",
       "      <td>0.457100</td>\n",
       "      <td>0.656416</td>\n",
       "      <td>-0.096637</td>\n",
       "      <td>-0.368485</td>\n",
       "      <td>0.377085</td>\n",
       "      <td>-0.637881</td>\n",
       "      <td>129.641739</td>\n",
       "      <td>1.683921</td>\n",
       "      <td>0.729678</td>\n",
       "      <td>0.114728</td>\n",
       "      <td>0.155115</td>\n",
       "      <td>1.393534</td>\n",
       "      <td>0.189004</td>\n",
       "      <td>1.649387</td>\n",
       "      <td>1.573649</td>\n",
       "      <td>0.222893</td>\n",
       "      <td>340.173913</td>\n",
       "      <td>5.174432e+06</td>\n",
       "      <td>3.258145</td>\n",
       "      <td>-3.888513e+09</td>\n",
       "      <td>-6.245948e+08</td>\n",
       "      <td>0.009186</td>\n",
       "      <td>0.501526</td>\n",
       "      <td>0.000216</td>\n",
       "      <td>2.405157</td>\n",
       "      <td>0.312793</td>\n",
       "      <td>723.805225</td>\n",
       "      <td>0.745667</td>\n",
       "      <td>-833.047393</td>\n",
       "      <td>465.670882</td>\n",
       "      <td>1710.964077</td>\n",
       "      <td>0.706351</td>\n",
       "      <td>0.377122</td>\n",
       "      <td>1.323519e-07</td>\n",
       "      <td>1.041703e+07</td>\n",
       "      <td>-0.368485</td>\n",
       "      <td>0.245108</td>\n",
       "      <td>0.281207</td>\n",
       "      <td>0.782443</td>\n",
       "      <td>0.106565</td>\n",
       "      <td>0.936548</td>\n",
       "      <td>0.039119</td>\n",
       "      <td>0.106565</td>\n",
       "      <td>47648.260870</td>\n",
       "      <td>140.521739</td>\n",
       "      <td>0.262043</td>\n",
       "      <td>22.744506</td>\n",
       "      <td>0.424987</td>\n",
       "      <td>0.282242</td>\n",
       "      <td>1.359127</td>\n",
       "      <td>1.240376</td>\n",
       "      <td>1.694659</td>\n",
       "      <td>1.155894</td>\n",
       "      <td>2.210900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>ID_0ZBIDY0PEBVO</td>\n",
       "      <td>14.359480</td>\n",
       "      <td>33.284108</td>\n",
       "      <td>1</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>505.400000</td>\n",
       "      <td>707.844444</td>\n",
       "      <td>1068.200000</td>\n",
       "      <td>1391.266667</td>\n",
       "      <td>1743.844444</td>\n",
       "      <td>2139.222222</td>\n",
       "      <td>2342.777778</td>\n",
       "      <td>2402.777778</td>\n",
       "      <td>2512.911111</td>\n",
       "      <td>2447.666667</td>\n",
       "      <td>2196.888889</td>\n",
       "      <td>1715.666667</td>\n",
       "      <td>193.400000</td>\n",
       "      <td>1611.066667</td>\n",
       "      <td>5.044444</td>\n",
       "      <td>141.866667</td>\n",
       "      <td>108.955556</td>\n",
       "      <td>72.333333</td>\n",
       "      <td>0.058026</td>\n",
       "      <td>0.314170</td>\n",
       "      <td>0.067099</td>\n",
       "      <td>0.384496</td>\n",
       "      <td>0.440337</td>\n",
       "      <td>-0.131356</td>\n",
       "      <td>-0.345684</td>\n",
       "      <td>0.266580</td>\n",
       "      <td>-0.705460</td>\n",
       "      <td>93.820889</td>\n",
       "      <td>1.249371</td>\n",
       "      <td>0.712736</td>\n",
       "      <td>0.067099</td>\n",
       "      <td>0.055673</td>\n",
       "      <td>1.675645</td>\n",
       "      <td>0.101821</td>\n",
       "      <td>1.319254</td>\n",
       "      <td>1.509089</td>\n",
       "      <td>0.202898</td>\n",
       "      <td>360.355556</td>\n",
       "      <td>5.909552e+06</td>\n",
       "      <td>2.929671</td>\n",
       "      <td>-3.378955e+09</td>\n",
       "      <td>-1.048740e+09</td>\n",
       "      <td>0.071287</td>\n",
       "      <td>0.354554</td>\n",
       "      <td>0.000279</td>\n",
       "      <td>1.121392</td>\n",
       "      <td>0.325577</td>\n",
       "      <td>715.904058</td>\n",
       "      <td>0.596045</td>\n",
       "      <td>-1251.806619</td>\n",
       "      <td>549.612710</td>\n",
       "      <td>1569.199475</td>\n",
       "      <td>0.464632</td>\n",
       "      <td>0.266605</td>\n",
       "      <td>1.297287e-07</td>\n",
       "      <td>5.721595e+06</td>\n",
       "      <td>-0.345684</td>\n",
       "      <td>0.137654</td>\n",
       "      <td>0.158908</td>\n",
       "      <td>0.377862</td>\n",
       "      <td>0.044762</td>\n",
       "      <td>0.875560</td>\n",
       "      <td>0.008804</td>\n",
       "      <td>0.044762</td>\n",
       "      <td>31954.666667</td>\n",
       "      <td>37.288889</td>\n",
       "      <td>0.319472</td>\n",
       "      <td>16.421751</td>\n",
       "      <td>0.473132</td>\n",
       "      <td>0.289819</td>\n",
       "      <td>1.280487</td>\n",
       "      <td>1.253422</td>\n",
       "      <td>1.343456</td>\n",
       "      <td>1.095154</td>\n",
       "      <td>1.727043</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ID_C20R2C0AYIT0</td>\n",
       "      <td>14.419128</td>\n",
       "      <td>33.528450</td>\n",
       "      <td>0</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>759.197802</td>\n",
       "      <td>1210.835165</td>\n",
       "      <td>1752.703297</td>\n",
       "      <td>2247.384615</td>\n",
       "      <td>2547.175824</td>\n",
       "      <td>2738.549451</td>\n",
       "      <td>2853.956044</td>\n",
       "      <td>2789.395604</td>\n",
       "      <td>2878.000000</td>\n",
       "      <td>2942.219780</td>\n",
       "      <td>3012.582418</td>\n",
       "      <td>2814.835165</td>\n",
       "      <td>187.989011</td>\n",
       "      <td>1712.098901</td>\n",
       "      <td>5.252747</td>\n",
       "      <td>228.472527</td>\n",
       "      <td>178.439560</td>\n",
       "      <td>124.505495</td>\n",
       "      <td>0.009198</td>\n",
       "      <td>0.114080</td>\n",
       "      <td>-0.022847</td>\n",
       "      <td>0.228241</td>\n",
       "      <td>0.165568</td>\n",
       "      <td>-0.123668</td>\n",
       "      <td>-0.264387</td>\n",
       "      <td>0.107603</td>\n",
       "      <td>-0.779174</td>\n",
       "      <td>137.613846</td>\n",
       "      <td>0.591482</td>\n",
       "      <td>0.671583</td>\n",
       "      <td>-0.022847</td>\n",
       "      <td>-0.058215</td>\n",
       "      <td>2.912414</td>\n",
       "      <td>0.036206</td>\n",
       "      <td>1.107034</td>\n",
       "      <td>1.447516</td>\n",
       "      <td>0.182845</td>\n",
       "      <td>541.868132</td>\n",
       "      <td>1.115783e+07</td>\n",
       "      <td>2.040660</td>\n",
       "      <td>-3.396271e+09</td>\n",
       "      <td>-4.760701e+09</td>\n",
       "      <td>0.136038</td>\n",
       "      <td>0.143113</td>\n",
       "      <td>0.000332</td>\n",
       "      <td>0.638356</td>\n",
       "      <td>0.299735</td>\n",
       "      <td>705.639104</td>\n",
       "      <td>0.421786</td>\n",
       "      <td>-1461.121291</td>\n",
       "      <td>359.102628</td>\n",
       "      <td>1671.801504</td>\n",
       "      <td>0.188370</td>\n",
       "      <td>0.107611</td>\n",
       "      <td>7.793818e-08</td>\n",
       "      <td>6.131240e+04</td>\n",
       "      <td>-0.264387</td>\n",
       "      <td>0.050798</td>\n",
       "      <td>0.045389</td>\n",
       "      <td>0.095093</td>\n",
       "      <td>-0.038467</td>\n",
       "      <td>0.779494</td>\n",
       "      <td>0.006776</td>\n",
       "      <td>-0.038467</td>\n",
       "      <td>9682.637363</td>\n",
       "      <td>47.186813</td>\n",
       "      <td>0.378503</td>\n",
       "      <td>7.637155</td>\n",
       "      <td>0.433158</td>\n",
       "      <td>0.298055</td>\n",
       "      <td>1.070252</td>\n",
       "      <td>1.133396</td>\n",
       "      <td>1.120439</td>\n",
       "      <td>1.042142</td>\n",
       "      <td>1.241174</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                ID        Lat        Lon  Target     location          B1  \\\n",
       "0  ID_SJ098E7S2SY9  34.162491  70.763668       0  Afghanistan  906.564103   \n",
       "1  ID_CWCD60FGJJYY  32.075695  48.492047       0         Iran  509.023810   \n",
       "2  ID_R1XF70RMVGL3  14.542826  33.313483       1        Sudan  396.586957   \n",
       "3  ID_0ZBIDY0PEBVO  14.359480  33.284108       1        Sudan  505.400000   \n",
       "4  ID_C20R2C0AYIT0  14.419128  33.528450       0        Sudan  759.197802   \n",
       "\n",
       "            B2           B3           B4           B5           B6  \\\n",
       "0  1204.102564  1656.307692  2044.384615  2355.641026  2441.410256   \n",
       "1   628.214286   907.428571   980.476190  1343.833333  2158.309524   \n",
       "2   593.000000   933.173913  1132.826087  1405.130435  2060.065217   \n",
       "3   707.844444  1068.200000  1391.266667  1743.844444  2139.222222   \n",
       "4  1210.835165  1752.703297  2247.384615  2547.175824  2738.549451   \n",
       "\n",
       "            B7           B8          B8A           B9          B11  \\\n",
       "0  2556.256410  2505.871795  2666.333333  2627.179487  3488.948718   \n",
       "1  2411.404762  2702.309524  2653.714286  3001.452381  2105.380952   \n",
       "2  2381.217391  2504.565217  2546.304348  2701.065217  2022.173913   \n",
       "3  2342.777778  2402.777778  2512.911111  2447.666667  2196.888889   \n",
       "4  2853.956044  2789.395604  2878.000000  2942.219780  3012.582418   \n",
       "\n",
       "           B12         AOT          WVP       SCL       TCI_R       TCI_G  \\\n",
       "0  3230.794872  293.897436  1220.205128  5.000000  208.641026  168.743590   \n",
       "1  1433.095238  207.833333  1250.833333  4.880952  100.023810   92.500000   \n",
       "2  1487.847826  183.565217  1495.913043  4.913043  115.565217   95.239130   \n",
       "3  1715.666667  193.400000  1611.066667  5.044444  141.866667  108.955556   \n",
       "4  2814.835165  187.989011  1712.098901  5.252747  228.472527  178.439560   \n",
       "\n",
       "        TCI_B      NDRE      MMSR      NDWI     GNDVI      EVI2     NGRDI  \\\n",
       "0  122.487179  0.013030  0.107129 -0.133644  0.204115  0.155626 -0.104866   \n",
       "1   64.404762  0.111920  0.660156  0.115218  0.497233  0.851305 -0.038692   \n",
       "2   60.630435  0.097379  0.486910  0.114728  0.457100  0.656416 -0.096637   \n",
       "3   72.333333  0.058026  0.314170  0.067099  0.384496  0.440337 -0.131356   \n",
       "4  124.505495  0.009198  0.114080 -0.022847  0.228241  0.165568 -0.123668   \n",
       "\n",
       "      MNDWI     OSAVI     WDRVI         TGI      GCVI      RGVI        MI  \\\n",
       "0 -0.356181  0.101412 -0.781621  124.495128  0.512926  0.631574 -0.133644   \n",
       "1 -0.397620  0.467491 -0.567875  141.832143  1.977986  0.700900  0.115218   \n",
       "2 -0.368485  0.377085 -0.637881  129.641739  1.683921  0.729678  0.114728   \n",
       "3 -0.345684  0.266580 -0.705460   93.820889  1.249371  0.712736  0.067099   \n",
       "4 -0.264387  0.107603 -0.779174  137.613846  0.591482  0.671583 -0.022847   \n",
       "\n",
       "       ARVI      SIPI    RENDVI     MRESR       RYI      NDYI         DYI  \\\n",
       "0 -0.048571  2.820813  0.017880  1.059189  1.375554  0.158091  452.205128   \n",
       "1  0.258826  1.204585  0.232565  1.975643  1.444457  0.181822  279.214286   \n",
       "2  0.155115  1.393534  0.189004  1.649387  1.573649  0.222893  340.173913   \n",
       "3  0.055673  1.675645  0.101821  1.319254  1.509089  0.202898  360.355556   \n",
       "4 -0.058215  2.912414  0.036206  1.107034  1.447516  0.182845  541.868132   \n",
       "\n",
       "            ACI       CVI           AVI            SI       BSI      SAVI  \\\n",
       "0  9.273460e+06  1.867409 -2.363027e+09 -4.069411e+09  0.197263  0.134879   \n",
       "1  5.101703e+06  3.217713 -4.557431e+09 -5.568567e+08 -0.038132  0.621767   \n",
       "2  5.174432e+06  3.258145 -3.888513e+09 -6.245948e+08  0.009186  0.501526   \n",
       "3  5.909552e+06  2.929671 -3.378955e+09 -1.048740e+09  0.071287  0.354554   \n",
       "4  1.115783e+07  2.040660 -3.396271e+09 -4.760701e+09  0.136038  0.143113   \n",
       "\n",
       "      FIDET      MTCI     NPCRI       S2REP      CCCI        MCARI  \\\n",
       "0  0.000461  0.275558  0.258669  682.425262  0.304694 -1252.967858   \n",
       "1  0.000180  2.241531  0.218974  720.130890  0.718119  -698.251623   \n",
       "2  0.000216  2.405157  0.312793  723.805225  0.745667  -833.047393   \n",
       "3  0.000279  1.121392  0.325577  715.904058  0.596045 -1251.806619   \n",
       "4  0.000332  0.638356  0.299735  705.639104  0.421786 -1461.121291   \n",
       "\n",
       "        TCARI          PVI       EVI      NDVI           BAI         MTVI2  \\\n",
       "0  450.285366  1495.801929  0.200912  0.101420  9.561882e-08  3.704675e+05   \n",
       "1  731.191567  1903.427628  1.110987  0.467536  1.210172e-07  1.597925e+07   \n",
       "2  465.670882  1710.964077  0.706351  0.377122  1.323519e-07  1.041703e+07   \n",
       "3  549.612710  1569.199475  0.464632  0.266605  1.297287e-07  5.721595e+06   \n",
       "4  359.102628  1671.801504  0.188370  0.107611  7.793818e-08  6.131240e+04   \n",
       "\n",
       "       NDSI   MRENDVI    NDVIre      CIre      NDMI     TNDVI      VDVI  \\\n",
       "0 -0.356181  0.028744  0.030902  0.063775 -0.163988  0.775513  0.009774   \n",
       "1 -0.397620  0.327876  0.335746  1.010896  0.124161  0.983634  0.060220   \n",
       "2 -0.368485  0.245108  0.281207  0.782443  0.106565  0.936548  0.039119   \n",
       "3 -0.345684  0.137654  0.158908  0.377862  0.044762  0.875560  0.008804   \n",
       "4 -0.264387  0.050798  0.045389  0.095093 -0.038467  0.779494  0.006776   \n",
       "\n",
       "        NBR           TVI         EXG      PSRI       RDVI    RATIO1  \\\n",
       "0 -0.163988   8298.461538   64.128205  0.344179   6.841348  0.547340   \n",
       "1  0.124161  67748.095238  206.166667  0.163212  28.372845  0.560952   \n",
       "2  0.106565  47648.260870  140.521739  0.262043  22.744506  0.424987   \n",
       "3  0.044762  31954.666667   37.288889  0.319472  16.421751  0.473132   \n",
       "4 -0.038467   9682.637363   47.186813  0.378503   7.637155  0.433158   \n",
       "\n",
       "     RATIO2    RATIO3    RATIO4    RATIO5    RATIO6    RATIO7  \n",
       "0  0.384848  1.079904  1.152249  1.085164  1.047041  1.225734  \n",
       "1  0.378785  1.469114  1.370593  1.794422  1.117265  2.756119  \n",
       "2  0.282242  1.359127  1.240376  1.694659  1.155894  2.210900  \n",
       "3  0.289819  1.280487  1.253422  1.343456  1.095154  1.727043  \n",
       "4  0.298055  1.070252  1.133396  1.120439  1.042142  1.241174  "
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "full_train.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ID</th>\n",
       "      <th>Lat</th>\n",
       "      <th>Lon</th>\n",
       "      <th>location</th>\n",
       "      <th>B1</th>\n",
       "      <th>B2</th>\n",
       "      <th>B3</th>\n",
       "      <th>B4</th>\n",
       "      <th>B5</th>\n",
       "      <th>B6</th>\n",
       "      <th>B7</th>\n",
       "      <th>B8</th>\n",
       "      <th>B8A</th>\n",
       "      <th>B9</th>\n",
       "      <th>B11</th>\n",
       "      <th>B12</th>\n",
       "      <th>AOT</th>\n",
       "      <th>WVP</th>\n",
       "      <th>SCL</th>\n",
       "      <th>TCI_R</th>\n",
       "      <th>TCI_G</th>\n",
       "      <th>TCI_B</th>\n",
       "      <th>NDRE</th>\n",
       "      <th>MMSR</th>\n",
       "      <th>NDWI</th>\n",
       "      <th>GNDVI</th>\n",
       "      <th>EVI2</th>\n",
       "      <th>NGRDI</th>\n",
       "      <th>MNDWI</th>\n",
       "      <th>OSAVI</th>\n",
       "      <th>WDRVI</th>\n",
       "      <th>TGI</th>\n",
       "      <th>GCVI</th>\n",
       "      <th>RGVI</th>\n",
       "      <th>MI</th>\n",
       "      <th>ARVI</th>\n",
       "      <th>SIPI</th>\n",
       "      <th>RENDVI</th>\n",
       "      <th>MRESR</th>\n",
       "      <th>RYI</th>\n",
       "      <th>NDYI</th>\n",
       "      <th>DYI</th>\n",
       "      <th>ACI</th>\n",
       "      <th>CVI</th>\n",
       "      <th>AVI</th>\n",
       "      <th>SI</th>\n",
       "      <th>BSI</th>\n",
       "      <th>SAVI</th>\n",
       "      <th>FIDET</th>\n",
       "      <th>MTCI</th>\n",
       "      <th>NPCRI</th>\n",
       "      <th>S2REP</th>\n",
       "      <th>CCCI</th>\n",
       "      <th>MCARI</th>\n",
       "      <th>TCARI</th>\n",
       "      <th>PVI</th>\n",
       "      <th>EVI</th>\n",
       "      <th>NDVI</th>\n",
       "      <th>BAI</th>\n",
       "      <th>MTVI2</th>\n",
       "      <th>NDSI</th>\n",
       "      <th>MRENDVI</th>\n",
       "      <th>NDVIre</th>\n",
       "      <th>CIre</th>\n",
       "      <th>NDMI</th>\n",
       "      <th>TNDVI</th>\n",
       "      <th>VDVI</th>\n",
       "      <th>NBR</th>\n",
       "      <th>TVI</th>\n",
       "      <th>EXG</th>\n",
       "      <th>PSRI</th>\n",
       "      <th>RDVI</th>\n",
       "      <th>RATIO1</th>\n",
       "      <th>RATIO2</th>\n",
       "      <th>RATIO3</th>\n",
       "      <th>RATIO4</th>\n",
       "      <th>RATIO5</th>\n",
       "      <th>RATIO6</th>\n",
       "      <th>RATIO7</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ID_9ZLHTVF6NSU7</td>\n",
       "      <td>34.254835</td>\n",
       "      <td>70.348699</td>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>631.621622</td>\n",
       "      <td>881.202703</td>\n",
       "      <td>1312.513514</td>\n",
       "      <td>1409.081081</td>\n",
       "      <td>1848.824324</td>\n",
       "      <td>2574.040541</td>\n",
       "      <td>2857.500000</td>\n",
       "      <td>2914.486486</td>\n",
       "      <td>2942.256757</td>\n",
       "      <td>2994.608108</td>\n",
       "      <td>2765.608108</td>\n",
       "      <td>2266.500000</td>\n",
       "      <td>269.567568</td>\n",
       "      <td>1060.783784</td>\n",
       "      <td>4.702703</td>\n",
       "      <td>143.635135</td>\n",
       "      <td>134.040541</td>\n",
       "      <td>90.040541</td>\n",
       "      <td>0.062029</td>\n",
       "      <td>0.438179</td>\n",
       "      <td>0.030948</td>\n",
       "      <td>0.378986</td>\n",
       "      <td>0.597641</td>\n",
       "      <td>-0.035482</td>\n",
       "      <td>-0.356315</td>\n",
       "      <td>0.348158</td>\n",
       "      <td>-0.657226</td>\n",
       "      <td>225.438243</td>\n",
       "      <td>1.220538</td>\n",
       "      <td>0.682092</td>\n",
       "      <td>0.030948</td>\n",
       "      <td>0.147800</td>\n",
       "      <td>1.350655</td>\n",
       "      <td>0.163970</td>\n",
       "      <td>1.595806</td>\n",
       "      <td>1.489457</td>\n",
       "      <td>0.196612</td>\n",
       "      <td>431.310811</td>\n",
       "      <td>7.932051e+06</td>\n",
       "      <td>2.383913</td>\n",
       "      <td>-6.177933e+09</td>\n",
       "      <td>-1.625486e+09</td>\n",
       "      <td>0.047551</td>\n",
       "      <td>0.463052</td>\n",
       "      <td>0.000257</td>\n",
       "      <td>1.649181</td>\n",
       "      <td>0.230486</td>\n",
       "      <td>718.728758</td>\n",
       "      <td>0.642539</td>\n",
       "      <td>-830.385814</td>\n",
       "      <td>897.020752</td>\n",
       "      <td>1969.515670</td>\n",
       "      <td>0.790496</td>\n",
       "      <td>0.348186</td>\n",
       "      <td>9.542796e-08</td>\n",
       "      <td>1.469609e+07</td>\n",
       "      <td>-0.356315</td>\n",
       "      <td>0.229526</td>\n",
       "      <td>0.223723</td>\n",
       "      <td>0.576400</td>\n",
       "      <td>0.026211</td>\n",
       "      <td>0.920970</td>\n",
       "      <td>0.068102</td>\n",
       "      <td>0.026211</td>\n",
       "      <td>66034.864865</td>\n",
       "      <td>334.743243</td>\n",
       "      <td>0.205078</td>\n",
       "      <td>22.894562</td>\n",
       "      <td>0.481231</td>\n",
       "      <td>0.341634</td>\n",
       "      <td>1.220211</td>\n",
       "      <td>1.312078</td>\n",
       "      <td>1.545577</td>\n",
       "      <td>1.110122</td>\n",
       "      <td>2.068360</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ID_LNN7BFCVEZKA</td>\n",
       "      <td>32.009669</td>\n",
       "      <td>48.535526</td>\n",
       "      <td>Iran</td>\n",
       "      <td>976.666667</td>\n",
       "      <td>1393.642857</td>\n",
       "      <td>1914.380952</td>\n",
       "      <td>2407.476190</td>\n",
       "      <td>2633.666667</td>\n",
       "      <td>2824.809524</td>\n",
       "      <td>2989.738095</td>\n",
       "      <td>3185.166667</td>\n",
       "      <td>3120.904762</td>\n",
       "      <td>3217.047619</td>\n",
       "      <td>3631.547619</td>\n",
       "      <td>3163.190476</td>\n",
       "      <td>207.285714</td>\n",
       "      <td>1300.619048</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>228.333333</td>\n",
       "      <td>194.785714</td>\n",
       "      <td>143.952381</td>\n",
       "      <td>0.059960</td>\n",
       "      <td>0.150231</td>\n",
       "      <td>-0.075623</td>\n",
       "      <td>0.249196</td>\n",
       "      <td>0.216890</td>\n",
       "      <td>-0.114093</td>\n",
       "      <td>-0.309627</td>\n",
       "      <td>0.139047</td>\n",
       "      <td>-0.766311</td>\n",
       "      <td>125.343095</td>\n",
       "      <td>0.663810</td>\n",
       "      <td>0.640009</td>\n",
       "      <td>-0.075623</td>\n",
       "      <td>-0.025138</td>\n",
       "      <td>2.303646</td>\n",
       "      <td>0.035018</td>\n",
       "      <td>1.115355</td>\n",
       "      <td>1.373652</td>\n",
       "      <td>0.157417</td>\n",
       "      <td>520.738095</td>\n",
       "      <td>1.376584e+07</td>\n",
       "      <td>2.092365</td>\n",
       "      <td>-5.961019e+09</td>\n",
       "      <td>-6.412432e+09</td>\n",
       "      <td>0.137525</td>\n",
       "      <td>0.184934</td>\n",
       "      <td>0.000315</td>\n",
       "      <td>0.845053</td>\n",
       "      <td>0.266720</td>\n",
       "      <td>716.891193</td>\n",
       "      <td>0.681585</td>\n",
       "      <td>-1326.288216</td>\n",
       "      <td>206.452414</td>\n",
       "      <td>1946.716951</td>\n",
       "      <td>0.270833</td>\n",
       "      <td>0.139056</td>\n",
       "      <td>6.273382e-08</td>\n",
       "      <td>2.791952e+06</td>\n",
       "      <td>-0.309627</td>\n",
       "      <td>0.054532</td>\n",
       "      <td>0.094778</td>\n",
       "      <td>0.209404</td>\n",
       "      <td>-0.065483</td>\n",
       "      <td>0.799410</td>\n",
       "      <td>0.003623</td>\n",
       "      <td>-0.065483</td>\n",
       "      <td>5316.190476</td>\n",
       "      <td>27.642857</td>\n",
       "      <td>0.358903</td>\n",
       "      <td>10.399159</td>\n",
       "      <td>0.510174</td>\n",
       "      <td>0.370839</td>\n",
       "      <td>1.148065</td>\n",
       "      <td>1.093953</td>\n",
       "      <td>1.135200</td>\n",
       "      <td>1.058386</td>\n",
       "      <td>1.323031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ID_SOYSG7W04UH3</td>\n",
       "      <td>14.431884</td>\n",
       "      <td>33.399991</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>451.659341</td>\n",
       "      <td>628.120879</td>\n",
       "      <td>937.439560</td>\n",
       "      <td>1166.978022</td>\n",
       "      <td>1454.527473</td>\n",
       "      <td>1964.351648</td>\n",
       "      <td>2180.395604</td>\n",
       "      <td>2073.318681</td>\n",
       "      <td>2334.780220</td>\n",
       "      <td>2445.857143</td>\n",
       "      <td>1962.461538</td>\n",
       "      <td>1530.043956</td>\n",
       "      <td>188.000000</td>\n",
       "      <td>1602.846154</td>\n",
       "      <td>5.142857</td>\n",
       "      <td>118.890110</td>\n",
       "      <td>95.428571</td>\n",
       "      <td>64.219780</td>\n",
       "      <td>0.026988</td>\n",
       "      <td>0.332913</td>\n",
       "      <td>0.086641</td>\n",
       "      <td>0.377273</td>\n",
       "      <td>0.464784</td>\n",
       "      <td>-0.109075</td>\n",
       "      <td>-0.353468</td>\n",
       "      <td>0.279679</td>\n",
       "      <td>-0.698275</td>\n",
       "      <td>99.164396</td>\n",
       "      <td>1.211683</td>\n",
       "      <td>0.710719</td>\n",
       "      <td>0.086641</td>\n",
       "      <td>0.072980</td>\n",
       "      <td>1.594542</td>\n",
       "      <td>0.149120</td>\n",
       "      <td>1.508366</td>\n",
       "      <td>1.492451</td>\n",
       "      <td>0.197577</td>\n",
       "      <td>309.318681</td>\n",
       "      <td>4.363128e+06</td>\n",
       "      <td>2.753228</td>\n",
       "      <td>-2.191028e+09</td>\n",
       "      <td>-6.847332e+08</td>\n",
       "      <td>0.073402</td>\n",
       "      <td>0.371975</td>\n",
       "      <td>0.000268</td>\n",
       "      <td>1.772997</td>\n",
       "      <td>0.300182</td>\n",
       "      <td>720.045534</td>\n",
       "      <td>0.627087</td>\n",
       "      <td>-930.598993</td>\n",
       "      <td>475.947715</td>\n",
       "      <td>1361.933913</td>\n",
       "      <td>0.519062</td>\n",
       "      <td>0.279709</td>\n",
       "      <td>1.766783e-07</td>\n",
       "      <td>4.908277e+06</td>\n",
       "      <td>-0.353468</td>\n",
       "      <td>0.202668</td>\n",
       "      <td>0.175402</td>\n",
       "      <td>0.425424</td>\n",
       "      <td>0.027469</td>\n",
       "      <td>0.883011</td>\n",
       "      <td>0.021739</td>\n",
       "      <td>0.027469</td>\n",
       "      <td>38660.879121</td>\n",
       "      <td>79.780220</td>\n",
       "      <td>0.274318</td>\n",
       "      <td>15.922053</td>\n",
       "      <td>0.481801</td>\n",
       "      <td>0.310520</td>\n",
       "      <td>1.282618</td>\n",
       "      <td>1.246405</td>\n",
       "      <td>1.499041</td>\n",
       "      <td>1.109982</td>\n",
       "      <td>1.776656</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>ID_EAP7EXXV8ZDE</td>\n",
       "      <td>14.281866</td>\n",
       "      <td>33.441224</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>379.888889</td>\n",
       "      <td>539.533333</td>\n",
       "      <td>824.155556</td>\n",
       "      <td>998.155556</td>\n",
       "      <td>1274.666667</td>\n",
       "      <td>1800.400000</td>\n",
       "      <td>1966.466667</td>\n",
       "      <td>2065.533333</td>\n",
       "      <td>2095.911111</td>\n",
       "      <td>2263.222222</td>\n",
       "      <td>1756.155556</td>\n",
       "      <td>1373.888889</td>\n",
       "      <td>193.111111</td>\n",
       "      <td>1686.755556</td>\n",
       "      <td>4.177778</td>\n",
       "      <td>101.800000</td>\n",
       "      <td>84.355556</td>\n",
       "      <td>55.511111</td>\n",
       "      <td>0.068582</td>\n",
       "      <td>0.438524</td>\n",
       "      <td>0.088201</td>\n",
       "      <td>0.429589</td>\n",
       "      <td>0.598023</td>\n",
       "      <td>-0.095483</td>\n",
       "      <td>-0.361197</td>\n",
       "      <td>0.348356</td>\n",
       "      <td>-0.657090</td>\n",
       "      <td>105.759556</td>\n",
       "      <td>1.506242</td>\n",
       "      <td>0.715980</td>\n",
       "      <td>0.088201</td>\n",
       "      <td>0.132299</td>\n",
       "      <td>1.429672</td>\n",
       "      <td>0.170966</td>\n",
       "      <td>1.587557</td>\n",
       "      <td>1.527534</td>\n",
       "      <td>0.208715</td>\n",
       "      <td>284.622222</td>\n",
       "      <td>3.764044e+06</td>\n",
       "      <td>3.035373</td>\n",
       "      <td>-2.198433e+09</td>\n",
       "      <td>-4.420358e+08</td>\n",
       "      <td>0.027847</td>\n",
       "      <td>0.463317</td>\n",
       "      <td>0.000290</td>\n",
       "      <td>1.901310</td>\n",
       "      <td>0.298254</td>\n",
       "      <td>718.823654</td>\n",
       "      <td>0.679606</td>\n",
       "      <td>-797.514467</td>\n",
       "      <td>484.345756</td>\n",
       "      <td>1395.818818</td>\n",
       "      <td>0.665619</td>\n",
       "      <td>0.348396</td>\n",
       "      <td>1.900312e-07</td>\n",
       "      <td>6.534504e+06</td>\n",
       "      <td>-0.361197</td>\n",
       "      <td>0.227070</td>\n",
       "      <td>0.236772</td>\n",
       "      <td>0.620450</td>\n",
       "      <td>0.080953</td>\n",
       "      <td>0.921084</td>\n",
       "      <td>0.034721</td>\n",
       "      <td>0.080953</td>\n",
       "      <td>41174.666667</td>\n",
       "      <td>110.622222</td>\n",
       "      <td>0.254734</td>\n",
       "      <td>19.283942</td>\n",
       "      <td>0.460943</td>\n",
       "      <td>0.298030</td>\n",
       "      <td>1.278237</td>\n",
       "      <td>1.277022</td>\n",
       "      <td>1.542730</td>\n",
       "      <td>1.092239</td>\n",
       "      <td>2.069350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ID_QPRX1TUQVGHU</td>\n",
       "      <td>14.399365</td>\n",
       "      <td>33.109566</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>789.461538</td>\n",
       "      <td>908.241758</td>\n",
       "      <td>1253.637363</td>\n",
       "      <td>1693.560440</td>\n",
       "      <td>2070.725275</td>\n",
       "      <td>2207.912088</td>\n",
       "      <td>2364.967033</td>\n",
       "      <td>2356.076923</td>\n",
       "      <td>2518.846154</td>\n",
       "      <td>2569.318681</td>\n",
       "      <td>3010.703297</td>\n",
       "      <td>2677.230769</td>\n",
       "      <td>188.131868</td>\n",
       "      <td>1591.318681</td>\n",
       "      <td>5.043956</td>\n",
       "      <td>169.197802</td>\n",
       "      <td>124.461538</td>\n",
       "      <td>88.571429</td>\n",
       "      <td>0.032464</td>\n",
       "      <td>0.179490</td>\n",
       "      <td>-0.088951</td>\n",
       "      <td>0.305409</td>\n",
       "      <td>0.257924</td>\n",
       "      <td>-0.149268</td>\n",
       "      <td>-0.412037</td>\n",
       "      <td>0.163585</td>\n",
       "      <td>-0.755742</td>\n",
       "      <td>39.121319</td>\n",
       "      <td>0.879393</td>\n",
       "      <td>0.666664</td>\n",
       "      <td>-0.088951</td>\n",
       "      <td>-0.018462</td>\n",
       "      <td>2.185357</td>\n",
       "      <td>0.032063</td>\n",
       "      <td>1.107071</td>\n",
       "      <td>1.380290</td>\n",
       "      <td>0.159766</td>\n",
       "      <td>345.395604</td>\n",
       "      <td>6.943825e+06</td>\n",
       "      <td>2.538904</td>\n",
       "      <td>-2.641985e+09</td>\n",
       "      <td>-1.923502e+09</td>\n",
       "      <td>0.180703</td>\n",
       "      <td>0.217569</td>\n",
       "      <td>0.000414</td>\n",
       "      <td>0.363732</td>\n",
       "      <td>0.301836</td>\n",
       "      <td>694.422060</td>\n",
       "      <td>0.394012</td>\n",
       "      <td>-1536.953961</td>\n",
       "      <td>532.059888</td>\n",
       "      <td>1460.583944</td>\n",
       "      <td>0.290240</td>\n",
       "      <td>0.163599</td>\n",
       "      <td>1.187843e-07</td>\n",
       "      <td>1.576902e+06</td>\n",
       "      <td>-0.412037</td>\n",
       "      <td>0.050815</td>\n",
       "      <td>0.064460</td>\n",
       "      <td>0.137803</td>\n",
       "      <td>-0.121977</td>\n",
       "      <td>0.814616</td>\n",
       "      <td>-0.018502</td>\n",
       "      <td>-0.121977</td>\n",
       "      <td>13264.175824</td>\n",
       "      <td>-94.527473</td>\n",
       "      <td>0.355684</td>\n",
       "      <td>10.410908</td>\n",
       "      <td>0.629737</td>\n",
       "      <td>0.381249</td>\n",
       "      <td>1.124559</td>\n",
       "      <td>1.222705</td>\n",
       "      <td>1.142096</td>\n",
       "      <td>1.071133</td>\n",
       "      <td>1.391197</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                ID        Lat        Lon     location          B1  \\\n",
       "0  ID_9ZLHTVF6NSU7  34.254835  70.348699  Afghanistan  631.621622   \n",
       "1  ID_LNN7BFCVEZKA  32.009669  48.535526         Iran  976.666667   \n",
       "2  ID_SOYSG7W04UH3  14.431884  33.399991        Sudan  451.659341   \n",
       "3  ID_EAP7EXXV8ZDE  14.281866  33.441224        Sudan  379.888889   \n",
       "4  ID_QPRX1TUQVGHU  14.399365  33.109566        Sudan  789.461538   \n",
       "\n",
       "            B2           B3           B4           B5           B6  \\\n",
       "0   881.202703  1312.513514  1409.081081  1848.824324  2574.040541   \n",
       "1  1393.642857  1914.380952  2407.476190  2633.666667  2824.809524   \n",
       "2   628.120879   937.439560  1166.978022  1454.527473  1964.351648   \n",
       "3   539.533333   824.155556   998.155556  1274.666667  1800.400000   \n",
       "4   908.241758  1253.637363  1693.560440  2070.725275  2207.912088   \n",
       "\n",
       "            B7           B8          B8A           B9          B11  \\\n",
       "0  2857.500000  2914.486486  2942.256757  2994.608108  2765.608108   \n",
       "1  2989.738095  3185.166667  3120.904762  3217.047619  3631.547619   \n",
       "2  2180.395604  2073.318681  2334.780220  2445.857143  1962.461538   \n",
       "3  1966.466667  2065.533333  2095.911111  2263.222222  1756.155556   \n",
       "4  2364.967033  2356.076923  2518.846154  2569.318681  3010.703297   \n",
       "\n",
       "           B12         AOT          WVP       SCL       TCI_R       TCI_G  \\\n",
       "0  2266.500000  269.567568  1060.783784  4.702703  143.635135  134.040541   \n",
       "1  3163.190476  207.285714  1300.619048  5.000000  228.333333  194.785714   \n",
       "2  1530.043956  188.000000  1602.846154  5.142857  118.890110   95.428571   \n",
       "3  1373.888889  193.111111  1686.755556  4.177778  101.800000   84.355556   \n",
       "4  2677.230769  188.131868  1591.318681  5.043956  169.197802  124.461538   \n",
       "\n",
       "        TCI_B      NDRE      MMSR      NDWI     GNDVI      EVI2     NGRDI  \\\n",
       "0   90.040541  0.062029  0.438179  0.030948  0.378986  0.597641 -0.035482   \n",
       "1  143.952381  0.059960  0.150231 -0.075623  0.249196  0.216890 -0.114093   \n",
       "2   64.219780  0.026988  0.332913  0.086641  0.377273  0.464784 -0.109075   \n",
       "3   55.511111  0.068582  0.438524  0.088201  0.429589  0.598023 -0.095483   \n",
       "4   88.571429  0.032464  0.179490 -0.088951  0.305409  0.257924 -0.149268   \n",
       "\n",
       "      MNDWI     OSAVI     WDRVI         TGI      GCVI      RGVI        MI  \\\n",
       "0 -0.356315  0.348158 -0.657226  225.438243  1.220538  0.682092  0.030948   \n",
       "1 -0.309627  0.139047 -0.766311  125.343095  0.663810  0.640009 -0.075623   \n",
       "2 -0.353468  0.279679 -0.698275   99.164396  1.211683  0.710719  0.086641   \n",
       "3 -0.361197  0.348356 -0.657090  105.759556  1.506242  0.715980  0.088201   \n",
       "4 -0.412037  0.163585 -0.755742   39.121319  0.879393  0.666664 -0.088951   \n",
       "\n",
       "       ARVI      SIPI    RENDVI     MRESR       RYI      NDYI         DYI  \\\n",
       "0  0.147800  1.350655  0.163970  1.595806  1.489457  0.196612  431.310811   \n",
       "1 -0.025138  2.303646  0.035018  1.115355  1.373652  0.157417  520.738095   \n",
       "2  0.072980  1.594542  0.149120  1.508366  1.492451  0.197577  309.318681   \n",
       "3  0.132299  1.429672  0.170966  1.587557  1.527534  0.208715  284.622222   \n",
       "4 -0.018462  2.185357  0.032063  1.107071  1.380290  0.159766  345.395604   \n",
       "\n",
       "            ACI       CVI           AVI            SI       BSI      SAVI  \\\n",
       "0  7.932051e+06  2.383913 -6.177933e+09 -1.625486e+09  0.047551  0.463052   \n",
       "1  1.376584e+07  2.092365 -5.961019e+09 -6.412432e+09  0.137525  0.184934   \n",
       "2  4.363128e+06  2.753228 -2.191028e+09 -6.847332e+08  0.073402  0.371975   \n",
       "3  3.764044e+06  3.035373 -2.198433e+09 -4.420358e+08  0.027847  0.463317   \n",
       "4  6.943825e+06  2.538904 -2.641985e+09 -1.923502e+09  0.180703  0.217569   \n",
       "\n",
       "      FIDET      MTCI     NPCRI       S2REP      CCCI        MCARI  \\\n",
       "0  0.000257  1.649181  0.230486  718.728758  0.642539  -830.385814   \n",
       "1  0.000315  0.845053  0.266720  716.891193  0.681585 -1326.288216   \n",
       "2  0.000268  1.772997  0.300182  720.045534  0.627087  -930.598993   \n",
       "3  0.000290  1.901310  0.298254  718.823654  0.679606  -797.514467   \n",
       "4  0.000414  0.363732  0.301836  694.422060  0.394012 -1536.953961   \n",
       "\n",
       "        TCARI          PVI       EVI      NDVI           BAI         MTVI2  \\\n",
       "0  897.020752  1969.515670  0.790496  0.348186  9.542796e-08  1.469609e+07   \n",
       "1  206.452414  1946.716951  0.270833  0.139056  6.273382e-08  2.791952e+06   \n",
       "2  475.947715  1361.933913  0.519062  0.279709  1.766783e-07  4.908277e+06   \n",
       "3  484.345756  1395.818818  0.665619  0.348396  1.900312e-07  6.534504e+06   \n",
       "4  532.059888  1460.583944  0.290240  0.163599  1.187843e-07  1.576902e+06   \n",
       "\n",
       "       NDSI   MRENDVI    NDVIre      CIre      NDMI     TNDVI      VDVI  \\\n",
       "0 -0.356315  0.229526  0.223723  0.576400  0.026211  0.920970  0.068102   \n",
       "1 -0.309627  0.054532  0.094778  0.209404 -0.065483  0.799410  0.003623   \n",
       "2 -0.353468  0.202668  0.175402  0.425424  0.027469  0.883011  0.021739   \n",
       "3 -0.361197  0.227070  0.236772  0.620450  0.080953  0.921084  0.034721   \n",
       "4 -0.412037  0.050815  0.064460  0.137803 -0.121977  0.814616 -0.018502   \n",
       "\n",
       "        NBR           TVI         EXG      PSRI       RDVI    RATIO1  \\\n",
       "0  0.026211  66034.864865  334.743243  0.205078  22.894562  0.481231   \n",
       "1 -0.065483   5316.190476   27.642857  0.358903  10.399159  0.510174   \n",
       "2  0.027469  38660.879121   79.780220  0.274318  15.922053  0.481801   \n",
       "3  0.080953  41174.666667  110.622222  0.254734  19.283942  0.460943   \n",
       "4 -0.121977  13264.175824  -94.527473  0.355684  10.410908  0.629737   \n",
       "\n",
       "     RATIO2    RATIO3    RATIO4    RATIO5    RATIO6    RATIO7  \n",
       "0  0.341634  1.220211  1.312078  1.545577  1.110122  2.068360  \n",
       "1  0.370839  1.148065  1.093953  1.135200  1.058386  1.323031  \n",
       "2  0.310520  1.282618  1.246405  1.499041  1.109982  1.776656  \n",
       "3  0.298030  1.278237  1.277022  1.542730  1.092239  2.069350  \n",
       "4  0.381249  1.124559  1.222705  1.142096  1.071133  1.391197  "
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "full_test.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ID</th>\n",
       "      <th>B1</th>\n",
       "      <th>B2</th>\n",
       "      <th>B3</th>\n",
       "      <th>B4</th>\n",
       "      <th>B5</th>\n",
       "      <th>B6</th>\n",
       "      <th>B7</th>\n",
       "      <th>B8</th>\n",
       "      <th>B8A</th>\n",
       "      <th>B9</th>\n",
       "      <th>B11</th>\n",
       "      <th>B12</th>\n",
       "      <th>AOT</th>\n",
       "      <th>WVP</th>\n",
       "      <th>SCL</th>\n",
       "      <th>TCI_R</th>\n",
       "      <th>TCI_G</th>\n",
       "      <th>TCI_B</th>\n",
       "      <th>NDRE</th>\n",
       "      <th>MMSR</th>\n",
       "      <th>NDWI</th>\n",
       "      <th>GNDVI</th>\n",
       "      <th>EVI2</th>\n",
       "      <th>NGRDI</th>\n",
       "      <th>MNDWI</th>\n",
       "      <th>OSAVI</th>\n",
       "      <th>WDRVI</th>\n",
       "      <th>TGI</th>\n",
       "      <th>GCVI</th>\n",
       "      <th>RGVI</th>\n",
       "      <th>MI</th>\n",
       "      <th>ARVI</th>\n",
       "      <th>SIPI</th>\n",
       "      <th>RENDVI</th>\n",
       "      <th>MRESR</th>\n",
       "      <th>RYI</th>\n",
       "      <th>NDYI</th>\n",
       "      <th>DYI</th>\n",
       "      <th>ACI</th>\n",
       "      <th>CVI</th>\n",
       "      <th>AVI</th>\n",
       "      <th>SI</th>\n",
       "      <th>BSI</th>\n",
       "      <th>SAVI</th>\n",
       "      <th>FIDET</th>\n",
       "      <th>MTCI</th>\n",
       "      <th>NPCRI</th>\n",
       "      <th>S2REP</th>\n",
       "      <th>CCCI</th>\n",
       "      <th>MCARI</th>\n",
       "      <th>TCARI</th>\n",
       "      <th>PVI</th>\n",
       "      <th>EVI</th>\n",
       "      <th>NDVI</th>\n",
       "      <th>BAI</th>\n",
       "      <th>MTVI2</th>\n",
       "      <th>NDSI</th>\n",
       "      <th>MRENDVI</th>\n",
       "      <th>NDVIre</th>\n",
       "      <th>CIre</th>\n",
       "      <th>NDMI</th>\n",
       "      <th>TNDVI</th>\n",
       "      <th>VDVI</th>\n",
       "      <th>NBR</th>\n",
       "      <th>TVI</th>\n",
       "      <th>EXG</th>\n",
       "      <th>PSRI</th>\n",
       "      <th>RDVI</th>\n",
       "      <th>RATIO1</th>\n",
       "      <th>RATIO2</th>\n",
       "      <th>RATIO3</th>\n",
       "      <th>RATIO4</th>\n",
       "      <th>RATIO5</th>\n",
       "      <th>RATIO6</th>\n",
       "      <th>RATIO7</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ID_SJ098E7S2SY9</td>\n",
       "      <td>739.0</td>\n",
       "      <td>1058.0</td>\n",
       "      <td>1490.0</td>\n",
       "      <td>1648.0</td>\n",
       "      <td>2005.0</td>\n",
       "      <td>2591.0</td>\n",
       "      <td>2750.0</td>\n",
       "      <td>2708.0</td>\n",
       "      <td>2848.0</td>\n",
       "      <td>2781.0</td>\n",
       "      <td>3153.0</td>\n",
       "      <td>2805.0</td>\n",
       "      <td>214.0</td>\n",
       "      <td>506.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>168.0</td>\n",
       "      <td>152.0</td>\n",
       "      <td>110.0</td>\n",
       "      <td>0.022080</td>\n",
       "      <td>0.281875</td>\n",
       "      <td>-0.050825</td>\n",
       "      <td>0.290138</td>\n",
       "      <td>0.397647</td>\n",
       "      <td>-0.050351</td>\n",
       "      <td>-0.358174</td>\n",
       "      <td>0.243323</td>\n",
       "      <td>-0.717740</td>\n",
       "      <td>201.90</td>\n",
       "      <td>0.817450</td>\n",
       "      <td>0.651882</td>\n",
       "      <td>-0.050825</td>\n",
       "      <td>0.066553</td>\n",
       "      <td>1.556604</td>\n",
       "      <td>0.127502</td>\n",
       "      <td>1.462875</td>\n",
       "      <td>1.408318</td>\n",
       "      <td>0.169545</td>\n",
       "      <td>432.0</td>\n",
       "      <td>8497704.0</td>\n",
       "      <td>2.010173</td>\n",
       "      <td>-4.727681e+09</td>\n",
       "      <td>-2.592169e+09</td>\n",
       "      <td>0.120812</td>\n",
       "      <td>0.323621</td>\n",
       "      <td>0.000354</td>\n",
       "      <td>1.641457</td>\n",
       "      <td>0.218034</td>\n",
       "      <td>716.587031</td>\n",
       "      <td>0.612971</td>\n",
       "      <td>-818.789442</td>\n",
       "      <td>695.062500</td>\n",
       "      <td>1749.609172</td>\n",
       "      <td>0.568426</td>\n",
       "      <td>0.243343</td>\n",
       "      <td>9.951721e-08</td>\n",
       "      <td>8.664288e+06</td>\n",
       "      <td>-0.358174</td>\n",
       "      <td>0.187941</td>\n",
       "      <td>0.149162</td>\n",
       "      <td>0.350623</td>\n",
       "      <td>-0.075926</td>\n",
       "      <td>0.862173</td>\n",
       "      <td>0.048189</td>\n",
       "      <td>-0.075926</td>\n",
       "      <td>50260.0</td>\n",
       "      <td>274.0</td>\n",
       "      <td>0.227711</td>\n",
       "      <td>16.060606</td>\n",
       "      <td>0.495973</td>\n",
       "      <td>0.368579</td>\n",
       "      <td>1.124064</td>\n",
       "      <td>1.216626</td>\n",
       "      <td>1.371571</td>\n",
       "      <td>1.061366</td>\n",
       "      <td>1.643204</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ID_SJ098E7S2SY9</td>\n",
       "      <td>778.0</td>\n",
       "      <td>966.0</td>\n",
       "      <td>1380.0</td>\n",
       "      <td>1574.0</td>\n",
       "      <td>1967.0</td>\n",
       "      <td>2487.0</td>\n",
       "      <td>2599.0</td>\n",
       "      <td>2644.0</td>\n",
       "      <td>2724.0</td>\n",
       "      <td>2689.0</td>\n",
       "      <td>3067.0</td>\n",
       "      <td>2651.0</td>\n",
       "      <td>246.0</td>\n",
       "      <td>664.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>159.0</td>\n",
       "      <td>141.0</td>\n",
       "      <td>101.0</td>\n",
       "      <td>0.030598</td>\n",
       "      <td>0.296070</td>\n",
       "      <td>-0.059230</td>\n",
       "      <td>0.314115</td>\n",
       "      <td>0.416498</td>\n",
       "      <td>-0.065674</td>\n",
       "      <td>-0.379357</td>\n",
       "      <td>0.253654</td>\n",
       "      <td>-0.712359</td>\n",
       "      <td>176.88</td>\n",
       "      <td>0.915942</td>\n",
       "      <td>0.648534</td>\n",
       "      <td>-0.059230</td>\n",
       "      <td>0.068363</td>\n",
       "      <td>1.568224</td>\n",
       "      <td>0.116749</td>\n",
       "      <td>1.437342</td>\n",
       "      <td>1.428571</td>\n",
       "      <td>0.176471</td>\n",
       "      <td>414.0</td>\n",
       "      <td>7810376.0</td>\n",
       "      <td>2.185285</td>\n",
       "      <td>-4.450143e+09</td>\n",
       "      <td>-2.093246e+09</td>\n",
       "      <td>0.124955</td>\n",
       "      <td>0.337361</td>\n",
       "      <td>0.000362</td>\n",
       "      <td>1.323155</td>\n",
       "      <td>0.239370</td>\n",
       "      <td>713.043269</td>\n",
       "      <td>0.578784</td>\n",
       "      <td>-976.001906</td>\n",
       "      <td>738.861881</td>\n",
       "      <td>1716.563371</td>\n",
       "      <td>0.552230</td>\n",
       "      <td>0.253675</td>\n",
       "      <td>1.056236e-07</td>\n",
       "      <td>8.183493e+06</td>\n",
       "      <td>-0.379357</td>\n",
       "      <td>0.179434</td>\n",
       "      <td>0.146823</td>\n",
       "      <td>0.344179</td>\n",
       "      <td>-0.074068</td>\n",
       "      <td>0.868144</td>\n",
       "      <td>0.041509</td>\n",
       "      <td>-0.074068</td>\n",
       "      <td>47020.0</td>\n",
       "      <td>220.0</td>\n",
       "      <td>0.244471</td>\n",
       "      <td>16.475192</td>\n",
       "      <td>0.563768</td>\n",
       "      <td>0.395526</td>\n",
       "      <td>1.156922</td>\n",
       "      <td>1.249682</td>\n",
       "      <td>1.321301</td>\n",
       "      <td>1.045034</td>\n",
       "      <td>1.679797</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ID_SJ098E7S2SY9</td>\n",
       "      <td>800.0</td>\n",
       "      <td>911.0</td>\n",
       "      <td>1436.0</td>\n",
       "      <td>1868.0</td>\n",
       "      <td>2210.0</td>\n",
       "      <td>2369.0</td>\n",
       "      <td>2524.0</td>\n",
       "      <td>2512.0</td>\n",
       "      <td>2725.0</td>\n",
       "      <td>2699.0</td>\n",
       "      <td>3362.0</td>\n",
       "      <td>2861.0</td>\n",
       "      <td>378.0</td>\n",
       "      <td>1481.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>190.0</td>\n",
       "      <td>146.0</td>\n",
       "      <td>92.0</td>\n",
       "      <td>0.029297</td>\n",
       "      <td>0.159635</td>\n",
       "      <td>-0.104649</td>\n",
       "      <td>0.272543</td>\n",
       "      <td>0.230125</td>\n",
       "      <td>-0.130751</td>\n",
       "      <td>-0.401417</td>\n",
       "      <td>0.147020</td>\n",
       "      <td>-0.762929</td>\n",
       "      <td>151.77</td>\n",
       "      <td>0.749304</td>\n",
       "      <td>0.661315</td>\n",
       "      <td>-0.104649</td>\n",
       "      <td>-0.043721</td>\n",
       "      <td>2.486025</td>\n",
       "      <td>0.034724</td>\n",
       "      <td>1.112766</td>\n",
       "      <td>1.576290</td>\n",
       "      <td>0.223690</td>\n",
       "      <td>525.0</td>\n",
       "      <td>8299648.0</td>\n",
       "      <td>2.275557</td>\n",
       "      <td>-3.020298e+09</td>\n",
       "      <td>-2.438022e+09</td>\n",
       "      <td>0.208829</td>\n",
       "      <td>0.195538</td>\n",
       "      <td>0.000389</td>\n",
       "      <td>0.464912</td>\n",
       "      <td>0.344368</td>\n",
       "      <td>701.918239</td>\n",
       "      <td>0.434980</td>\n",
       "      <td>-1426.798715</td>\n",
       "      <td>476.576017</td>\n",
       "      <td>1542.479986</td>\n",
       "      <td>0.233723</td>\n",
       "      <td>0.147032</td>\n",
       "      <td>1.020523e-07</td>\n",
       "      <td>1.591452e+06</td>\n",
       "      <td>-0.401417</td>\n",
       "      <td>0.053374</td>\n",
       "      <td>0.063956</td>\n",
       "      <td>0.136652</td>\n",
       "      <td>-0.144705</td>\n",
       "      <td>0.804383</td>\n",
       "      <td>0.016457</td>\n",
       "      <td>-0.144705</td>\n",
       "      <td>12780.0</td>\n",
       "      <td>93.0</td>\n",
       "      <td>0.403968</td>\n",
       "      <td>9.730806</td>\n",
       "      <td>0.557103</td>\n",
       "      <td>0.361991</td>\n",
       "      <td>1.175114</td>\n",
       "      <td>1.183084</td>\n",
       "      <td>1.142081</td>\n",
       "      <td>1.065428</td>\n",
       "      <td>1.344754</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>ID_SJ098E7S2SY9</td>\n",
       "      <td>564.0</td>\n",
       "      <td>999.0</td>\n",
       "      <td>1500.0</td>\n",
       "      <td>1930.0</td>\n",
       "      <td>2278.0</td>\n",
       "      <td>2370.0</td>\n",
       "      <td>2571.0</td>\n",
       "      <td>2492.0</td>\n",
       "      <td>2740.0</td>\n",
       "      <td>2714.0</td>\n",
       "      <td>3527.0</td>\n",
       "      <td>3098.0</td>\n",
       "      <td>562.0</td>\n",
       "      <td>1903.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>199.0</td>\n",
       "      <td>154.0</td>\n",
       "      <td>101.0</td>\n",
       "      <td>0.025093</td>\n",
       "      <td>0.136306</td>\n",
       "      <td>-0.125578</td>\n",
       "      <td>0.248497</td>\n",
       "      <td>0.197193</td>\n",
       "      <td>-0.125364</td>\n",
       "      <td>-0.403223</td>\n",
       "      <td>0.127082</td>\n",
       "      <td>-0.771292</td>\n",
       "      <td>137.91</td>\n",
       "      <td>0.661333</td>\n",
       "      <td>0.695530</td>\n",
       "      <td>-0.125578</td>\n",
       "      <td>-0.050197</td>\n",
       "      <td>2.656584</td>\n",
       "      <td>0.019793</td>\n",
       "      <td>1.053676</td>\n",
       "      <td>1.501502</td>\n",
       "      <td>0.200480</td>\n",
       "      <td>501.0</td>\n",
       "      <td>8547560.0</td>\n",
       "      <td>2.137582</td>\n",
       "      <td>-2.701572e+09</td>\n",
       "      <td>-2.885788e+09</td>\n",
       "      <td>0.219714</td>\n",
       "      <td>0.169019</td>\n",
       "      <td>0.000417</td>\n",
       "      <td>0.264368</td>\n",
       "      <td>0.317856</td>\n",
       "      <td>694.538043</td>\n",
       "      <td>0.353003</td>\n",
       "      <td>-1425.815544</td>\n",
       "      <td>493.030881</td>\n",
       "      <td>1511.964006</td>\n",
       "      <td>0.213510</td>\n",
       "      <td>0.127092</td>\n",
       "      <td>1.006616e-07</td>\n",
       "      <td>8.626477e+05</td>\n",
       "      <td>-0.403223</td>\n",
       "      <td>0.026136</td>\n",
       "      <td>0.044864</td>\n",
       "      <td>0.093942</td>\n",
       "      <td>-0.171955</td>\n",
       "      <td>0.791891</td>\n",
       "      <td>0.011975</td>\n",
       "      <td>-0.171955</td>\n",
       "      <td>9200.0</td>\n",
       "      <td>71.0</td>\n",
       "      <td>0.392827</td>\n",
       "      <td>8.451367</td>\n",
       "      <td>0.376000</td>\n",
       "      <td>0.247586</td>\n",
       "      <td>1.138476</td>\n",
       "      <td>1.180311</td>\n",
       "      <td>1.128622</td>\n",
       "      <td>1.084810</td>\n",
       "      <td>1.291192</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ID_SJ098E7S2SY9</td>\n",
       "      <td>900.0</td>\n",
       "      <td>1040.0</td>\n",
       "      <td>1454.0</td>\n",
       "      <td>1932.0</td>\n",
       "      <td>2155.0</td>\n",
       "      <td>2272.0</td>\n",
       "      <td>2392.0</td>\n",
       "      <td>2366.0</td>\n",
       "      <td>2548.0</td>\n",
       "      <td>2554.0</td>\n",
       "      <td>3370.0</td>\n",
       "      <td>2935.0</td>\n",
       "      <td>246.0</td>\n",
       "      <td>1522.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>198.0</td>\n",
       "      <td>148.0</td>\n",
       "      <td>105.0</td>\n",
       "      <td>0.020267</td>\n",
       "      <td>0.106633</td>\n",
       "      <td>-0.138898</td>\n",
       "      <td>0.238743</td>\n",
       "      <td>0.154916</td>\n",
       "      <td>-0.141170</td>\n",
       "      <td>-0.397181</td>\n",
       "      <td>0.100969</td>\n",
       "      <td>-0.781795</td>\n",
       "      <td>66.12</td>\n",
       "      <td>0.627235</td>\n",
       "      <td>0.636672</td>\n",
       "      <td>-0.138898</td>\n",
       "      <td>-0.062999</td>\n",
       "      <td>3.055300</td>\n",
       "      <td>0.026429</td>\n",
       "      <td>1.093227</td>\n",
       "      <td>1.398077</td>\n",
       "      <td>0.165998</td>\n",
       "      <td>414.0</td>\n",
       "      <td>8011276.0</td>\n",
       "      <td>2.162186</td>\n",
       "      <td>-1.982836e+09</td>\n",
       "      <td>-2.915167e+09</td>\n",
       "      <td>0.217731</td>\n",
       "      <td>0.134289</td>\n",
       "      <td>0.000451</td>\n",
       "      <td>0.524664</td>\n",
       "      <td>0.300135</td>\n",
       "      <td>707.094017</td>\n",
       "      <td>0.462194</td>\n",
       "      <td>-1315.085404</td>\n",
       "      <td>199.852484</td>\n",
       "      <td>1411.877918</td>\n",
       "      <td>0.176165</td>\n",
       "      <td>0.100977</td>\n",
       "      <td>1.071822e-07</td>\n",
       "      <td>-7.139869e+05</td>\n",
       "      <td>-0.397181</td>\n",
       "      <td>0.044537</td>\n",
       "      <td>0.046671</td>\n",
       "      <td>0.097912</td>\n",
       "      <td>-0.175035</td>\n",
       "      <td>0.775227</td>\n",
       "      <td>-0.010884</td>\n",
       "      <td>-0.175035</td>\n",
       "      <td>1280.0</td>\n",
       "      <td>-64.0</td>\n",
       "      <td>0.392606</td>\n",
       "      <td>6.619978</td>\n",
       "      <td>0.618982</td>\n",
       "      <td>0.417633</td>\n",
       "      <td>1.148211</td>\n",
       "      <td>1.115424</td>\n",
       "      <td>1.109977</td>\n",
       "      <td>1.052817</td>\n",
       "      <td>1.224638</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                ID     B1      B2      B3      B4      B5      B6      B7  \\\n",
       "0  ID_SJ098E7S2SY9  739.0  1058.0  1490.0  1648.0  2005.0  2591.0  2750.0   \n",
       "1  ID_SJ098E7S2SY9  778.0   966.0  1380.0  1574.0  1967.0  2487.0  2599.0   \n",
       "2  ID_SJ098E7S2SY9  800.0   911.0  1436.0  1868.0  2210.0  2369.0  2524.0   \n",
       "3  ID_SJ098E7S2SY9  564.0   999.0  1500.0  1930.0  2278.0  2370.0  2571.0   \n",
       "4  ID_SJ098E7S2SY9  900.0  1040.0  1454.0  1932.0  2155.0  2272.0  2392.0   \n",
       "\n",
       "       B8     B8A      B9     B11     B12    AOT     WVP  SCL  TCI_R  TCI_G  \\\n",
       "0  2708.0  2848.0  2781.0  3153.0  2805.0  214.0   506.0  5.0  168.0  152.0   \n",
       "1  2644.0  2724.0  2689.0  3067.0  2651.0  246.0   664.0  5.0  159.0  141.0   \n",
       "2  2512.0  2725.0  2699.0  3362.0  2861.0  378.0  1481.0  5.0  190.0  146.0   \n",
       "3  2492.0  2740.0  2714.0  3527.0  3098.0  562.0  1903.0  5.0  199.0  154.0   \n",
       "4  2366.0  2548.0  2554.0  3370.0  2935.0  246.0  1522.0  5.0  198.0  148.0   \n",
       "\n",
       "   TCI_B      NDRE      MMSR      NDWI     GNDVI      EVI2     NGRDI  \\\n",
       "0  110.0  0.022080  0.281875 -0.050825  0.290138  0.397647 -0.050351   \n",
       "1  101.0  0.030598  0.296070 -0.059230  0.314115  0.416498 -0.065674   \n",
       "2   92.0  0.029297  0.159635 -0.104649  0.272543  0.230125 -0.130751   \n",
       "3  101.0  0.025093  0.136306 -0.125578  0.248497  0.197193 -0.125364   \n",
       "4  105.0  0.020267  0.106633 -0.138898  0.238743  0.154916 -0.141170   \n",
       "\n",
       "      MNDWI     OSAVI     WDRVI     TGI      GCVI      RGVI        MI  \\\n",
       "0 -0.358174  0.243323 -0.717740  201.90  0.817450  0.651882 -0.050825   \n",
       "1 -0.379357  0.253654 -0.712359  176.88  0.915942  0.648534 -0.059230   \n",
       "2 -0.401417  0.147020 -0.762929  151.77  0.749304  0.661315 -0.104649   \n",
       "3 -0.403223  0.127082 -0.771292  137.91  0.661333  0.695530 -0.125578   \n",
       "4 -0.397181  0.100969 -0.781795   66.12  0.627235  0.636672 -0.138898   \n",
       "\n",
       "       ARVI      SIPI    RENDVI     MRESR       RYI      NDYI    DYI  \\\n",
       "0  0.066553  1.556604  0.127502  1.462875  1.408318  0.169545  432.0   \n",
       "1  0.068363  1.568224  0.116749  1.437342  1.428571  0.176471  414.0   \n",
       "2 -0.043721  2.486025  0.034724  1.112766  1.576290  0.223690  525.0   \n",
       "3 -0.050197  2.656584  0.019793  1.053676  1.501502  0.200480  501.0   \n",
       "4 -0.062999  3.055300  0.026429  1.093227  1.398077  0.165998  414.0   \n",
       "\n",
       "         ACI       CVI           AVI            SI       BSI      SAVI  \\\n",
       "0  8497704.0  2.010173 -4.727681e+09 -2.592169e+09  0.120812  0.323621   \n",
       "1  7810376.0  2.185285 -4.450143e+09 -2.093246e+09  0.124955  0.337361   \n",
       "2  8299648.0  2.275557 -3.020298e+09 -2.438022e+09  0.208829  0.195538   \n",
       "3  8547560.0  2.137582 -2.701572e+09 -2.885788e+09  0.219714  0.169019   \n",
       "4  8011276.0  2.162186 -1.982836e+09 -2.915167e+09  0.217731  0.134289   \n",
       "\n",
       "      FIDET      MTCI     NPCRI       S2REP      CCCI        MCARI  \\\n",
       "0  0.000354  1.641457  0.218034  716.587031  0.612971  -818.789442   \n",
       "1  0.000362  1.323155  0.239370  713.043269  0.578784  -976.001906   \n",
       "2  0.000389  0.464912  0.344368  701.918239  0.434980 -1426.798715   \n",
       "3  0.000417  0.264368  0.317856  694.538043  0.353003 -1425.815544   \n",
       "4  0.000451  0.524664  0.300135  707.094017  0.462194 -1315.085404   \n",
       "\n",
       "        TCARI          PVI       EVI      NDVI           BAI         MTVI2  \\\n",
       "0  695.062500  1749.609172  0.568426  0.243343  9.951721e-08  8.664288e+06   \n",
       "1  738.861881  1716.563371  0.552230  0.253675  1.056236e-07  8.183493e+06   \n",
       "2  476.576017  1542.479986  0.233723  0.147032  1.020523e-07  1.591452e+06   \n",
       "3  493.030881  1511.964006  0.213510  0.127092  1.006616e-07  8.626477e+05   \n",
       "4  199.852484  1411.877918  0.176165  0.100977  1.071822e-07 -7.139869e+05   \n",
       "\n",
       "       NDSI   MRENDVI    NDVIre      CIre      NDMI     TNDVI      VDVI  \\\n",
       "0 -0.358174  0.187941  0.149162  0.350623 -0.075926  0.862173  0.048189   \n",
       "1 -0.379357  0.179434  0.146823  0.344179 -0.074068  0.868144  0.041509   \n",
       "2 -0.401417  0.053374  0.063956  0.136652 -0.144705  0.804383  0.016457   \n",
       "3 -0.403223  0.026136  0.044864  0.093942 -0.171955  0.791891  0.011975   \n",
       "4 -0.397181  0.044537  0.046671  0.097912 -0.175035  0.775227 -0.010884   \n",
       "\n",
       "        NBR      TVI    EXG      PSRI       RDVI    RATIO1    RATIO2  \\\n",
       "0 -0.075926  50260.0  274.0  0.227711  16.060606  0.495973  0.368579   \n",
       "1 -0.074068  47020.0  220.0  0.244471  16.475192  0.563768  0.395526   \n",
       "2 -0.144705  12780.0   93.0  0.403968   9.730806  0.557103  0.361991   \n",
       "3 -0.171955   9200.0   71.0  0.392827   8.451367  0.376000  0.247586   \n",
       "4 -0.175035   1280.0  -64.0  0.392606   6.619978  0.618982  0.417633   \n",
       "\n",
       "     RATIO3    RATIO4    RATIO5    RATIO6    RATIO7  \n",
       "0  1.124064  1.216626  1.371571  1.061366  1.643204  \n",
       "1  1.156922  1.249682  1.321301  1.045034  1.679797  \n",
       "2  1.175114  1.183084  1.142081  1.065428  1.344754  \n",
       "3  1.138476  1.180311  1.128622  1.084810  1.291192  \n",
       "4  1.148211  1.115424  1.109977  1.052817  1.224638  "
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "full_ts_train.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ID</th>\n",
       "      <th>B1</th>\n",
       "      <th>B2</th>\n",
       "      <th>B3</th>\n",
       "      <th>B4</th>\n",
       "      <th>B5</th>\n",
       "      <th>B6</th>\n",
       "      <th>B7</th>\n",
       "      <th>B8</th>\n",
       "      <th>B8A</th>\n",
       "      <th>B9</th>\n",
       "      <th>B11</th>\n",
       "      <th>B12</th>\n",
       "      <th>AOT</th>\n",
       "      <th>WVP</th>\n",
       "      <th>SCL</th>\n",
       "      <th>TCI_R</th>\n",
       "      <th>TCI_G</th>\n",
       "      <th>TCI_B</th>\n",
       "      <th>NDRE</th>\n",
       "      <th>MMSR</th>\n",
       "      <th>NDWI</th>\n",
       "      <th>GNDVI</th>\n",
       "      <th>EVI2</th>\n",
       "      <th>NGRDI</th>\n",
       "      <th>MNDWI</th>\n",
       "      <th>OSAVI</th>\n",
       "      <th>WDRVI</th>\n",
       "      <th>TGI</th>\n",
       "      <th>GCVI</th>\n",
       "      <th>RGVI</th>\n",
       "      <th>MI</th>\n",
       "      <th>ARVI</th>\n",
       "      <th>SIPI</th>\n",
       "      <th>RENDVI</th>\n",
       "      <th>MRESR</th>\n",
       "      <th>RYI</th>\n",
       "      <th>NDYI</th>\n",
       "      <th>DYI</th>\n",
       "      <th>ACI</th>\n",
       "      <th>CVI</th>\n",
       "      <th>AVI</th>\n",
       "      <th>SI</th>\n",
       "      <th>BSI</th>\n",
       "      <th>SAVI</th>\n",
       "      <th>FIDET</th>\n",
       "      <th>MTCI</th>\n",
       "      <th>NPCRI</th>\n",
       "      <th>S2REP</th>\n",
       "      <th>CCCI</th>\n",
       "      <th>MCARI</th>\n",
       "      <th>TCARI</th>\n",
       "      <th>PVI</th>\n",
       "      <th>EVI</th>\n",
       "      <th>NDVI</th>\n",
       "      <th>BAI</th>\n",
       "      <th>MTVI2</th>\n",
       "      <th>NDSI</th>\n",
       "      <th>MRENDVI</th>\n",
       "      <th>NDVIre</th>\n",
       "      <th>CIre</th>\n",
       "      <th>NDMI</th>\n",
       "      <th>TNDVI</th>\n",
       "      <th>VDVI</th>\n",
       "      <th>NBR</th>\n",
       "      <th>TVI</th>\n",
       "      <th>EXG</th>\n",
       "      <th>PSRI</th>\n",
       "      <th>RDVI</th>\n",
       "      <th>RATIO1</th>\n",
       "      <th>RATIO2</th>\n",
       "      <th>RATIO3</th>\n",
       "      <th>RATIO4</th>\n",
       "      <th>RATIO5</th>\n",
       "      <th>RATIO6</th>\n",
       "      <th>RATIO7</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ID_9ZLHTVF6NSU7</td>\n",
       "      <td>421.0</td>\n",
       "      <td>307.0</td>\n",
       "      <td>606.0</td>\n",
       "      <td>466.0</td>\n",
       "      <td>950.0</td>\n",
       "      <td>2324.0</td>\n",
       "      <td>3006.0</td>\n",
       "      <td>3880.0</td>\n",
       "      <td>2926.0</td>\n",
       "      <td>3230.0</td>\n",
       "      <td>1589.0</td>\n",
       "      <td>1017.0</td>\n",
       "      <td>204.0</td>\n",
       "      <td>504.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>63.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>0.250806</td>\n",
       "      <td>1.885512</td>\n",
       "      <td>0.296124</td>\n",
       "      <td>0.729826</td>\n",
       "      <td>1.707205</td>\n",
       "      <td>0.130597</td>\n",
       "      <td>-0.447836</td>\n",
       "      <td>0.785487</td>\n",
       "      <td>-0.091335</td>\n",
       "      <td>236.99</td>\n",
       "      <td>5.402640</td>\n",
       "      <td>0.767752</td>\n",
       "      <td>0.296124</td>\n",
       "      <td>0.635866</td>\n",
       "      <td>1.046573</td>\n",
       "      <td>0.419670</td>\n",
       "      <td>3.597353</td>\n",
       "      <td>1.973941</td>\n",
       "      <td>0.327492</td>\n",
       "      <td>299.0</td>\n",
       "      <td>4159360.0</td>\n",
       "      <td>4.923482</td>\n",
       "      <td>-6.159539e+09</td>\n",
       "      <td>-86085450.0</td>\n",
       "      <td>-0.341557</td>\n",
       "      <td>1.044702</td>\n",
       "      <td>0.000108</td>\n",
       "      <td>2.838843</td>\n",
       "      <td>0.205692</td>\n",
       "      <td>725.021834</td>\n",
       "      <td>0.772230</td>\n",
       "      <td>-415.879828</td>\n",
       "      <td>1031.227468</td>\n",
       "      <td>2956.492441</td>\n",
       "      <td>1.951080</td>\n",
       "      <td>0.785550</td>\n",
       "      <td>6.548361e-08</td>\n",
       "      <td>4.980207e+07</td>\n",
       "      <td>-0.447836</td>\n",
       "      <td>0.564967</td>\n",
       "      <td>0.606625</td>\n",
       "      <td>3.084211</td>\n",
       "      <td>0.418907</td>\n",
       "      <td>1.133821</td>\n",
       "      <td>0.221159</td>\n",
       "      <td>0.418907</td>\n",
       "      <td>117080.0</td>\n",
       "      <td>439.0</td>\n",
       "      <td>0.068417</td>\n",
       "      <td>51.786750</td>\n",
       "      <td>0.694719</td>\n",
       "      <td>0.443158</td>\n",
       "      <td>1.562439</td>\n",
       "      <td>2.038627</td>\n",
       "      <td>3.164211</td>\n",
       "      <td>1.293460</td>\n",
       "      <td>8.326180</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ID_9ZLHTVF6NSU7</td>\n",
       "      <td>425.0</td>\n",
       "      <td>319.0</td>\n",
       "      <td>616.0</td>\n",
       "      <td>478.0</td>\n",
       "      <td>960.0</td>\n",
       "      <td>2324.0</td>\n",
       "      <td>3000.0</td>\n",
       "      <td>3872.0</td>\n",
       "      <td>2922.0</td>\n",
       "      <td>3256.0</td>\n",
       "      <td>1592.0</td>\n",
       "      <td>1022.0</td>\n",
       "      <td>189.0</td>\n",
       "      <td>503.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>64.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>0.249839</td>\n",
       "      <td>1.846123</td>\n",
       "      <td>0.294639</td>\n",
       "      <td>0.725490</td>\n",
       "      <td>1.690172</td>\n",
       "      <td>0.126143</td>\n",
       "      <td>-0.442029</td>\n",
       "      <td>0.780167</td>\n",
       "      <td>-0.104947</td>\n",
       "      <td>234.99</td>\n",
       "      <td>5.285714</td>\n",
       "      <td>0.765435</td>\n",
       "      <td>0.294639</td>\n",
       "      <td>0.628521</td>\n",
       "      <td>1.046847</td>\n",
       "      <td>0.415347</td>\n",
       "      <td>3.549533</td>\n",
       "      <td>1.931034</td>\n",
       "      <td>0.317647</td>\n",
       "      <td>297.0</td>\n",
       "      <td>4235968.0</td>\n",
       "      <td>4.877551</td>\n",
       "      <td>-6.268528e+09</td>\n",
       "      <td>-93286890.0</td>\n",
       "      <td>-0.338764</td>\n",
       "      <td>1.037627</td>\n",
       "      <td>0.000107</td>\n",
       "      <td>2.829876</td>\n",
       "      <td>0.199498</td>\n",
       "      <td>724.989003</td>\n",
       "      <td>0.772399</td>\n",
       "      <td>-413.723849</td>\n",
       "      <td>1031.472803</td>\n",
       "      <td>2947.321836</td>\n",
       "      <td>1.951248</td>\n",
       "      <td>0.780230</td>\n",
       "      <td>6.570169e-08</td>\n",
       "      <td>4.939041e+07</td>\n",
       "      <td>-0.442029</td>\n",
       "      <td>0.560394</td>\n",
       "      <td>0.602649</td>\n",
       "      <td>3.033333</td>\n",
       "      <td>0.417277</td>\n",
       "      <td>1.131472</td>\n",
       "      <td>0.214391</td>\n",
       "      <td>0.417277</td>\n",
       "      <td>116280.0</td>\n",
       "      <td>435.0</td>\n",
       "      <td>0.068417</td>\n",
       "      <td>51.459695</td>\n",
       "      <td>0.689935</td>\n",
       "      <td>0.442708</td>\n",
       "      <td>1.557730</td>\n",
       "      <td>2.008368</td>\n",
       "      <td>3.125000</td>\n",
       "      <td>1.290878</td>\n",
       "      <td>8.100418</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ID_9ZLHTVF6NSU7</td>\n",
       "      <td>428.0</td>\n",
       "      <td>429.0</td>\n",
       "      <td>755.0</td>\n",
       "      <td>577.0</td>\n",
       "      <td>1204.0</td>\n",
       "      <td>2470.0</td>\n",
       "      <td>2940.0</td>\n",
       "      <td>3286.0</td>\n",
       "      <td>2885.0</td>\n",
       "      <td>3116.0</td>\n",
       "      <td>1875.0</td>\n",
       "      <td>1171.0</td>\n",
       "      <td>234.0</td>\n",
       "      <td>651.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>77.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>0.141765</td>\n",
       "      <td>1.386414</td>\n",
       "      <td>0.212185</td>\n",
       "      <td>0.626330</td>\n",
       "      <td>1.449655</td>\n",
       "      <td>0.133634</td>\n",
       "      <td>-0.425856</td>\n",
       "      <td>0.701205</td>\n",
       "      <td>-0.274293</td>\n",
       "      <td>268.28</td>\n",
       "      <td>3.352318</td>\n",
       "      <td>0.749417</td>\n",
       "      <td>0.212185</td>\n",
       "      <td>0.525981</td>\n",
       "      <td>1.054633</td>\n",
       "      <td>0.344584</td>\n",
       "      <td>2.631443</td>\n",
       "      <td>1.759907</td>\n",
       "      <td>0.275338</td>\n",
       "      <td>326.0</td>\n",
       "      <td>4376952.0</td>\n",
       "      <td>3.326208</td>\n",
       "      <td>-5.127422e+09</td>\n",
       "      <td>-185882112.0</td>\n",
       "      <td>-0.204800</td>\n",
       "      <td>0.932607</td>\n",
       "      <td>0.000130</td>\n",
       "      <td>2.019139</td>\n",
       "      <td>0.147117</td>\n",
       "      <td>720.329779</td>\n",
       "      <td>0.661226</td>\n",
       "      <td>-565.483536</td>\n",
       "      <td>1318.855113</td>\n",
       "      <td>2460.568247</td>\n",
       "      <td>1.917740</td>\n",
       "      <td>0.701268</td>\n",
       "      <td>8.984552e-08</td>\n",
       "      <td>3.432496e+07</td>\n",
       "      <td>-0.425856</td>\n",
       "      <td>0.449255</td>\n",
       "      <td>0.463697</td>\n",
       "      <td>1.729236</td>\n",
       "      <td>0.273397</td>\n",
       "      <td>1.096024</td>\n",
       "      <td>0.200318</td>\n",
       "      <td>0.273397</td>\n",
       "      <td>120700.0</td>\n",
       "      <td>504.0</td>\n",
       "      <td>0.059919</td>\n",
       "      <td>43.585964</td>\n",
       "      <td>0.566887</td>\n",
       "      <td>0.355482</td>\n",
       "      <td>1.601196</td>\n",
       "      <td>2.086655</td>\n",
       "      <td>2.441860</td>\n",
       "      <td>1.190283</td>\n",
       "      <td>5.694974</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>ID_9ZLHTVF6NSU7</td>\n",
       "      <td>415.0</td>\n",
       "      <td>418.0</td>\n",
       "      <td>745.0</td>\n",
       "      <td>569.0</td>\n",
       "      <td>1195.0</td>\n",
       "      <td>2464.0</td>\n",
       "      <td>2934.0</td>\n",
       "      <td>3274.0</td>\n",
       "      <td>2882.0</td>\n",
       "      <td>3141.0</td>\n",
       "      <td>1871.0</td>\n",
       "      <td>1170.0</td>\n",
       "      <td>229.0</td>\n",
       "      <td>653.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>57.0</td>\n",
       "      <td>77.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>0.141164</td>\n",
       "      <td>1.398740</td>\n",
       "      <td>0.212708</td>\n",
       "      <td>0.629261</td>\n",
       "      <td>1.457247</td>\n",
       "      <td>0.133942</td>\n",
       "      <td>-0.430428</td>\n",
       "      <td>0.703813</td>\n",
       "      <td>-0.269523</td>\n",
       "      <td>268.11</td>\n",
       "      <td>3.394631</td>\n",
       "      <td>0.753086</td>\n",
       "      <td>0.212708</td>\n",
       "      <td>0.528778</td>\n",
       "      <td>1.055823</td>\n",
       "      <td>0.346816</td>\n",
       "      <td>2.626923</td>\n",
       "      <td>1.782297</td>\n",
       "      <td>0.281169</td>\n",
       "      <td>327.0</td>\n",
       "      <td>4302036.0</td>\n",
       "      <td>3.356436</td>\n",
       "      <td>-5.030305e+09</td>\n",
       "      <td>-176220864.0</td>\n",
       "      <td>-0.204175</td>\n",
       "      <td>0.936076</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>2.027157</td>\n",
       "      <td>0.152989</td>\n",
       "      <td>720.348700</td>\n",
       "      <td>0.660917</td>\n",
       "      <td>-575.448155</td>\n",
       "      <td>1310.952548</td>\n",
       "      <td>2452.978781</td>\n",
       "      <td>1.902786</td>\n",
       "      <td>0.703877</td>\n",
       "      <td>9.056059e-08</td>\n",
       "      <td>3.412693e+07</td>\n",
       "      <td>-0.430428</td>\n",
       "      <td>0.448568</td>\n",
       "      <td>0.465205</td>\n",
       "      <td>1.739749</td>\n",
       "      <td>0.272692</td>\n",
       "      <td>1.097213</td>\n",
       "      <td>0.203068</td>\n",
       "      <td>0.272692</td>\n",
       "      <td>120740.0</td>\n",
       "      <td>503.0</td>\n",
       "      <td>0.061282</td>\n",
       "      <td>43.634708</td>\n",
       "      <td>0.557047</td>\n",
       "      <td>0.347280</td>\n",
       "      <td>1.599145</td>\n",
       "      <td>2.100176</td>\n",
       "      <td>2.455230</td>\n",
       "      <td>1.190747</td>\n",
       "      <td>5.753954</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ID_9ZLHTVF6NSU7</td>\n",
       "      <td>428.0</td>\n",
       "      <td>443.0</td>\n",
       "      <td>857.0</td>\n",
       "      <td>725.0</td>\n",
       "      <td>1377.0</td>\n",
       "      <td>3588.0</td>\n",
       "      <td>4192.0</td>\n",
       "      <td>4086.0</td>\n",
       "      <td>4324.0</td>\n",
       "      <td>4239.0</td>\n",
       "      <td>2246.0</td>\n",
       "      <td>1325.0</td>\n",
       "      <td>359.0</td>\n",
       "      <td>1667.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>76.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>0.064894</td>\n",
       "      <td>1.373997</td>\n",
       "      <td>0.316286</td>\n",
       "      <td>0.653247</td>\n",
       "      <td>1.441994</td>\n",
       "      <td>0.083439</td>\n",
       "      <td>-0.447631</td>\n",
       "      <td>0.698557</td>\n",
       "      <td>-0.279111</td>\n",
       "      <td>304.02</td>\n",
       "      <td>3.767795</td>\n",
       "      <td>0.795837</td>\n",
       "      <td>0.316286</td>\n",
       "      <td>0.514969</td>\n",
       "      <td>1.083904</td>\n",
       "      <td>0.445317</td>\n",
       "      <td>3.329821</td>\n",
       "      <td>1.934537</td>\n",
       "      <td>0.318462</td>\n",
       "      <td>414.0</td>\n",
       "      <td>6464052.0</td>\n",
       "      <td>4.033432</td>\n",
       "      <td>-9.942725e+09</td>\n",
       "      <td>-273926848.0</td>\n",
       "      <td>-0.207733</td>\n",
       "      <td>0.929084</td>\n",
       "      <td>0.000072</td>\n",
       "      <td>3.391104</td>\n",
       "      <td>0.241438</td>\n",
       "      <td>722.120081</td>\n",
       "      <td>0.709814</td>\n",
       "      <td>-736.932414</td>\n",
       "      <td>1363.415172</td>\n",
       "      <td>3057.922497</td>\n",
       "      <td>1.642878</td>\n",
       "      <td>0.698607</td>\n",
       "      <td>5.807071e-08</td>\n",
       "      <td>5.153934e+07</td>\n",
       "      <td>-0.447631</td>\n",
       "      <td>0.538087</td>\n",
       "      <td>0.495881</td>\n",
       "      <td>1.967320</td>\n",
       "      <td>0.290587</td>\n",
       "      <td>1.094809</td>\n",
       "      <td>0.189452</td>\n",
       "      <td>0.290587</td>\n",
       "      <td>177060.0</td>\n",
       "      <td>546.0</td>\n",
       "      <td>0.078595</td>\n",
       "      <td>48.456365</td>\n",
       "      <td>0.499417</td>\n",
       "      <td>0.310821</td>\n",
       "      <td>1.695094</td>\n",
       "      <td>1.899310</td>\n",
       "      <td>3.044299</td>\n",
       "      <td>1.168339</td>\n",
       "      <td>5.635862</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                ID     B1     B2     B3     B4      B5      B6      B7  \\\n",
       "0  ID_9ZLHTVF6NSU7  421.0  307.0  606.0  466.0   950.0  2324.0  3006.0   \n",
       "1  ID_9ZLHTVF6NSU7  425.0  319.0  616.0  478.0   960.0  2324.0  3000.0   \n",
       "2  ID_9ZLHTVF6NSU7  428.0  429.0  755.0  577.0  1204.0  2470.0  2940.0   \n",
       "3  ID_9ZLHTVF6NSU7  415.0  418.0  745.0  569.0  1195.0  2464.0  2934.0   \n",
       "4  ID_9ZLHTVF6NSU7  428.0  443.0  857.0  725.0  1377.0  3588.0  4192.0   \n",
       "\n",
       "       B8     B8A      B9     B11     B12    AOT     WVP  SCL  TCI_R  TCI_G  \\\n",
       "0  3880.0  2926.0  3230.0  1589.0  1017.0  204.0   504.0  4.0   49.0   63.0   \n",
       "1  3872.0  2922.0  3256.0  1592.0  1022.0  189.0   503.0  4.0   49.0   64.0   \n",
       "2  3286.0  2885.0  3116.0  1875.0  1171.0  234.0   651.0  4.0   58.0   77.0   \n",
       "3  3274.0  2882.0  3141.0  1871.0  1170.0  229.0   653.0  4.0   57.0   77.0   \n",
       "4  4086.0  4324.0  4239.0  2246.0  1325.0  359.0  1667.0  4.0   76.0   87.0   \n",
       "\n",
       "   TCI_B      NDRE      MMSR      NDWI     GNDVI      EVI2     NGRDI  \\\n",
       "0   31.0  0.250806  1.885512  0.296124  0.729826  1.707205  0.130597   \n",
       "1   33.0  0.249839  1.846123  0.294639  0.725490  1.690172  0.126143   \n",
       "2   44.0  0.141765  1.386414  0.212185  0.626330  1.449655  0.133634   \n",
       "3   43.0  0.141164  1.398740  0.212708  0.629261  1.457247  0.133942   \n",
       "4   45.0  0.064894  1.373997  0.316286  0.653247  1.441994  0.083439   \n",
       "\n",
       "      MNDWI     OSAVI     WDRVI     TGI      GCVI      RGVI        MI  \\\n",
       "0 -0.447836  0.785487 -0.091335  236.99  5.402640  0.767752  0.296124   \n",
       "1 -0.442029  0.780167 -0.104947  234.99  5.285714  0.765435  0.294639   \n",
       "2 -0.425856  0.701205 -0.274293  268.28  3.352318  0.749417  0.212185   \n",
       "3 -0.430428  0.703813 -0.269523  268.11  3.394631  0.753086  0.212708   \n",
       "4 -0.447631  0.698557 -0.279111  304.02  3.767795  0.795837  0.316286   \n",
       "\n",
       "       ARVI      SIPI    RENDVI     MRESR       RYI      NDYI    DYI  \\\n",
       "0  0.635866  1.046573  0.419670  3.597353  1.973941  0.327492  299.0   \n",
       "1  0.628521  1.046847  0.415347  3.549533  1.931034  0.317647  297.0   \n",
       "2  0.525981  1.054633  0.344584  2.631443  1.759907  0.275338  326.0   \n",
       "3  0.528778  1.055823  0.346816  2.626923  1.782297  0.281169  327.0   \n",
       "4  0.514969  1.083904  0.445317  3.329821  1.934537  0.318462  414.0   \n",
       "\n",
       "         ACI       CVI           AVI           SI       BSI      SAVI  \\\n",
       "0  4159360.0  4.923482 -6.159539e+09  -86085450.0 -0.341557  1.044702   \n",
       "1  4235968.0  4.877551 -6.268528e+09  -93286890.0 -0.338764  1.037627   \n",
       "2  4376952.0  3.326208 -5.127422e+09 -185882112.0 -0.204800  0.932607   \n",
       "3  4302036.0  3.356436 -5.030305e+09 -176220864.0 -0.204175  0.936076   \n",
       "4  6464052.0  4.033432 -9.942725e+09 -273926848.0 -0.207733  0.929084   \n",
       "\n",
       "      FIDET      MTCI     NPCRI       S2REP      CCCI       MCARI  \\\n",
       "0  0.000108  2.838843  0.205692  725.021834  0.772230 -415.879828   \n",
       "1  0.000107  2.829876  0.199498  724.989003  0.772399 -413.723849   \n",
       "2  0.000130  2.019139  0.147117  720.329779  0.661226 -565.483536   \n",
       "3  0.000129  2.027157  0.152989  720.348700  0.660917 -575.448155   \n",
       "4  0.000072  3.391104  0.241438  722.120081  0.709814 -736.932414   \n",
       "\n",
       "         TCARI          PVI       EVI      NDVI           BAI         MTVI2  \\\n",
       "0  1031.227468  2956.492441  1.951080  0.785550  6.548361e-08  4.980207e+07   \n",
       "1  1031.472803  2947.321836  1.951248  0.780230  6.570169e-08  4.939041e+07   \n",
       "2  1318.855113  2460.568247  1.917740  0.701268  8.984552e-08  3.432496e+07   \n",
       "3  1310.952548  2452.978781  1.902786  0.703877  9.056059e-08  3.412693e+07   \n",
       "4  1363.415172  3057.922497  1.642878  0.698607  5.807071e-08  5.153934e+07   \n",
       "\n",
       "       NDSI   MRENDVI    NDVIre      CIre      NDMI     TNDVI      VDVI  \\\n",
       "0 -0.447836  0.564967  0.606625  3.084211  0.418907  1.133821  0.221159   \n",
       "1 -0.442029  0.560394  0.602649  3.033333  0.417277  1.131472  0.214391   \n",
       "2 -0.425856  0.449255  0.463697  1.729236  0.273397  1.096024  0.200318   \n",
       "3 -0.430428  0.448568  0.465205  1.739749  0.272692  1.097213  0.203068   \n",
       "4 -0.447631  0.538087  0.495881  1.967320  0.290587  1.094809  0.189452   \n",
       "\n",
       "        NBR       TVI    EXG      PSRI       RDVI    RATIO1    RATIO2  \\\n",
       "0  0.418907  117080.0  439.0  0.068417  51.786750  0.694719  0.443158   \n",
       "1  0.417277  116280.0  435.0  0.068417  51.459695  0.689935  0.442708   \n",
       "2  0.273397  120700.0  504.0  0.059919  43.585964  0.566887  0.355482   \n",
       "3  0.272692  120740.0  503.0  0.061282  43.634708  0.557047  0.347280   \n",
       "4  0.290587  177060.0  546.0  0.078595  48.456365  0.499417  0.310821   \n",
       "\n",
       "     RATIO3    RATIO4    RATIO5    RATIO6    RATIO7  \n",
       "0  1.562439  2.038627  3.164211  1.293460  8.326180  \n",
       "1  1.557730  2.008368  3.125000  1.290878  8.100418  \n",
       "2  1.601196  2.086655  2.441860  1.190283  5.694974  \n",
       "3  1.599145  2.100176  2.455230  1.190747  5.753954  \n",
       "4  1.695094  1.899310  3.044299  1.168339  5.635862  "
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "full_ts_test.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "full_train_agg = agg_data(full_ts_train)\n",
    "full_train_agg = pd.merge(full_train_agg, train[['ID', 'Lat', 'Lon', 'Target', 'location']], on='ID')\n",
    "\n",
    "full_test_agg = agg_data(full_ts_test)\n",
    "full_test_agg = pd.merge(full_test_agg, test[['ID', 'Lat', 'Lon', 'location']], on='ID')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "full_ts_train_aug = pd.merge(full_ts_train, train[['ID', 'Lat', 'Lon', 'Target', 'location']], on='ID')\n",
    "full_ts_test_aug = pd.merge(full_ts_test, test[['ID', 'Lat', 'Lon', 'location']], on='ID')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ID</th>\n",
       "      <th>B1_mean</th>\n",
       "      <th>B2_mean</th>\n",
       "      <th>B3_mean</th>\n",
       "      <th>B4_mean</th>\n",
       "      <th>B5_mean</th>\n",
       "      <th>B6_mean</th>\n",
       "      <th>B7_mean</th>\n",
       "      <th>B8_mean</th>\n",
       "      <th>B8A_mean</th>\n",
       "      <th>B9_mean</th>\n",
       "      <th>B11_mean</th>\n",
       "      <th>B12_mean</th>\n",
       "      <th>AOT_mean</th>\n",
       "      <th>WVP_mean</th>\n",
       "      <th>SCL_mean</th>\n",
       "      <th>TCI_R_mean</th>\n",
       "      <th>TCI_G_mean</th>\n",
       "      <th>TCI_B_mean</th>\n",
       "      <th>NDRE_mean</th>\n",
       "      <th>MMSR_mean</th>\n",
       "      <th>NDWI_mean</th>\n",
       "      <th>GNDVI_mean</th>\n",
       "      <th>EVI2_mean</th>\n",
       "      <th>NGRDI_mean</th>\n",
       "      <th>MNDWI_mean</th>\n",
       "      <th>OSAVI_mean</th>\n",
       "      <th>WDRVI_mean</th>\n",
       "      <th>TGI_mean</th>\n",
       "      <th>GCVI_mean</th>\n",
       "      <th>RGVI_mean</th>\n",
       "      <th>MI_mean</th>\n",
       "      <th>ARVI_mean</th>\n",
       "      <th>SIPI_mean</th>\n",
       "      <th>RENDVI_mean</th>\n",
       "      <th>MRESR_mean</th>\n",
       "      <th>RYI_mean</th>\n",
       "      <th>NDYI_mean</th>\n",
       "      <th>DYI_mean</th>\n",
       "      <th>ACI_mean</th>\n",
       "      <th>CVI_mean</th>\n",
       "      <th>AVI_mean</th>\n",
       "      <th>SI_mean</th>\n",
       "      <th>BSI_mean</th>\n",
       "      <th>SAVI_mean</th>\n",
       "      <th>FIDET_mean</th>\n",
       "      <th>MTCI_mean</th>\n",
       "      <th>NPCRI_mean</th>\n",
       "      <th>S2REP_mean</th>\n",
       "      <th>CCCI_mean</th>\n",
       "      <th>MCARI_mean</th>\n",
       "      <th>TCARI_mean</th>\n",
       "      <th>PVI_mean</th>\n",
       "      <th>EVI_mean</th>\n",
       "      <th>NDVI_mean</th>\n",
       "      <th>BAI_mean</th>\n",
       "      <th>MTVI2_mean</th>\n",
       "      <th>NDSI_mean</th>\n",
       "      <th>MRENDVI_mean</th>\n",
       "      <th>NDVIre_mean</th>\n",
       "      <th>CIre_mean</th>\n",
       "      <th>NDMI_mean</th>\n",
       "      <th>TNDVI_mean</th>\n",
       "      <th>VDVI_mean</th>\n",
       "      <th>NBR_mean</th>\n",
       "      <th>TVI_mean</th>\n",
       "      <th>EXG_mean</th>\n",
       "      <th>PSRI_mean</th>\n",
       "      <th>RDVI_mean</th>\n",
       "      <th>RATIO1_mean</th>\n",
       "      <th>RATIO2_mean</th>\n",
       "      <th>RATIO3_mean</th>\n",
       "      <th>RATIO4_mean</th>\n",
       "      <th>RATIO5_mean</th>\n",
       "      <th>RATIO6_mean</th>\n",
       "      <th>RATIO7_mean</th>\n",
       "      <th>B1_min</th>\n",
       "      <th>B2_min</th>\n",
       "      <th>B3_min</th>\n",
       "      <th>B4_min</th>\n",
       "      <th>B5_min</th>\n",
       "      <th>B6_min</th>\n",
       "      <th>B7_min</th>\n",
       "      <th>B8_min</th>\n",
       "      <th>B8A_min</th>\n",
       "      <th>B9_min</th>\n",
       "      <th>B11_min</th>\n",
       "      <th>B12_min</th>\n",
       "      <th>AOT_min</th>\n",
       "      <th>WVP_min</th>\n",
       "      <th>SCL_min</th>\n",
       "      <th>TCI_R_min</th>\n",
       "      <th>TCI_G_min</th>\n",
       "      <th>TCI_B_min</th>\n",
       "      <th>NDRE_min</th>\n",
       "      <th>MMSR_min</th>\n",
       "      <th>NDWI_min</th>\n",
       "      <th>GNDVI_min</th>\n",
       "      <th>EVI2_min</th>\n",
       "      <th>NGRDI_min</th>\n",
       "      <th>MNDWI_min</th>\n",
       "      <th>OSAVI_min</th>\n",
       "      <th>WDRVI_min</th>\n",
       "      <th>TGI_min</th>\n",
       "      <th>GCVI_min</th>\n",
       "      <th>RGVI_min</th>\n",
       "      <th>MI_min</th>\n",
       "      <th>ARVI_min</th>\n",
       "      <th>SIPI_min</th>\n",
       "      <th>RENDVI_min</th>\n",
       "      <th>MRESR_min</th>\n",
       "      <th>RYI_min</th>\n",
       "      <th>NDYI_min</th>\n",
       "      <th>DYI_min</th>\n",
       "      <th>ACI_min</th>\n",
       "      <th>CVI_min</th>\n",
       "      <th>AVI_min</th>\n",
       "      <th>SI_min</th>\n",
       "      <th>BSI_min</th>\n",
       "      <th>SAVI_min</th>\n",
       "      <th>FIDET_min</th>\n",
       "      <th>MTCI_min</th>\n",
       "      <th>NPCRI_min</th>\n",
       "      <th>S2REP_min</th>\n",
       "      <th>CCCI_min</th>\n",
       "      <th>MCARI_min</th>\n",
       "      <th>TCARI_min</th>\n",
       "      <th>PVI_min</th>\n",
       "      <th>EVI_min</th>\n",
       "      <th>NDVI_min</th>\n",
       "      <th>BAI_min</th>\n",
       "      <th>MTVI2_min</th>\n",
       "      <th>NDSI_min</th>\n",
       "      <th>MRENDVI_min</th>\n",
       "      <th>NDVIre_min</th>\n",
       "      <th>CIre_min</th>\n",
       "      <th>NDMI_min</th>\n",
       "      <th>TNDVI_min</th>\n",
       "      <th>VDVI_min</th>\n",
       "      <th>NBR_min</th>\n",
       "      <th>TVI_min</th>\n",
       "      <th>EXG_min</th>\n",
       "      <th>PSRI_min</th>\n",
       "      <th>RDVI_min</th>\n",
       "      <th>RATIO1_min</th>\n",
       "      <th>RATIO2_min</th>\n",
       "      <th>RATIO3_min</th>\n",
       "      <th>RATIO4_min</th>\n",
       "      <th>RATIO5_min</th>\n",
       "      <th>RATIO6_min</th>\n",
       "      <th>RATIO7_min</th>\n",
       "      <th>B1_max</th>\n",
       "      <th>B2_max</th>\n",
       "      <th>B3_max</th>\n",
       "      <th>B4_max</th>\n",
       "      <th>B5_max</th>\n",
       "      <th>B6_max</th>\n",
       "      <th>B7_max</th>\n",
       "      <th>B8_max</th>\n",
       "      <th>B8A_max</th>\n",
       "      <th>B9_max</th>\n",
       "      <th>B11_max</th>\n",
       "      <th>B12_max</th>\n",
       "      <th>AOT_max</th>\n",
       "      <th>WVP_max</th>\n",
       "      <th>SCL_max</th>\n",
       "      <th>TCI_R_max</th>\n",
       "      <th>TCI_G_max</th>\n",
       "      <th>TCI_B_max</th>\n",
       "      <th>NDRE_max</th>\n",
       "      <th>MMSR_max</th>\n",
       "      <th>NDWI_max</th>\n",
       "      <th>GNDVI_max</th>\n",
       "      <th>EVI2_max</th>\n",
       "      <th>NGRDI_max</th>\n",
       "      <th>MNDWI_max</th>\n",
       "      <th>OSAVI_max</th>\n",
       "      <th>WDRVI_max</th>\n",
       "      <th>TGI_max</th>\n",
       "      <th>GCVI_max</th>\n",
       "      <th>RGVI_max</th>\n",
       "      <th>MI_max</th>\n",
       "      <th>ARVI_max</th>\n",
       "      <th>SIPI_max</th>\n",
       "      <th>RENDVI_max</th>\n",
       "      <th>MRESR_max</th>\n",
       "      <th>RYI_max</th>\n",
       "      <th>NDYI_max</th>\n",
       "      <th>DYI_max</th>\n",
       "      <th>ACI_max</th>\n",
       "      <th>CVI_max</th>\n",
       "      <th>AVI_max</th>\n",
       "      <th>SI_max</th>\n",
       "      <th>BSI_max</th>\n",
       "      <th>SAVI_max</th>\n",
       "      <th>FIDET_max</th>\n",
       "      <th>MTCI_max</th>\n",
       "      <th>NPCRI_max</th>\n",
       "      <th>S2REP_max</th>\n",
       "      <th>CCCI_max</th>\n",
       "      <th>MCARI_max</th>\n",
       "      <th>TCARI_max</th>\n",
       "      <th>PVI_max</th>\n",
       "      <th>EVI_max</th>\n",
       "      <th>NDVI_max</th>\n",
       "      <th>BAI_max</th>\n",
       "      <th>MTVI2_max</th>\n",
       "      <th>NDSI_max</th>\n",
       "      <th>MRENDVI_max</th>\n",
       "      <th>NDVIre_max</th>\n",
       "      <th>CIre_max</th>\n",
       "      <th>NDMI_max</th>\n",
       "      <th>TNDVI_max</th>\n",
       "      <th>VDVI_max</th>\n",
       "      <th>NBR_max</th>\n",
       "      <th>TVI_max</th>\n",
       "      <th>EXG_max</th>\n",
       "      <th>PSRI_max</th>\n",
       "      <th>RDVI_max</th>\n",
       "      <th>RATIO1_max</th>\n",
       "      <th>RATIO2_max</th>\n",
       "      <th>RATIO3_max</th>\n",
       "      <th>RATIO4_max</th>\n",
       "      <th>RATIO5_max</th>\n",
       "      <th>RATIO6_max</th>\n",
       "      <th>RATIO7_max</th>\n",
       "      <th>Lat</th>\n",
       "      <th>Lon</th>\n",
       "      <th>Target</th>\n",
       "      <th>location</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ID_00MJRGGCU6WE</td>\n",
       "      <td>741.641026</td>\n",
       "      <td>1030.333333</td>\n",
       "      <td>1464.205128</td>\n",
       "      <td>1810.205128</td>\n",
       "      <td>2198.846154</td>\n",
       "      <td>2451.871795</td>\n",
       "      <td>2652.282051</td>\n",
       "      <td>2525.102564</td>\n",
       "      <td>2762.153846</td>\n",
       "      <td>2833.564103</td>\n",
       "      <td>3212.435897</td>\n",
       "      <td>2856.538462</td>\n",
       "      <td>289.435897</td>\n",
       "      <td>1234.153846</td>\n",
       "      <td>4.974359</td>\n",
       "      <td>184.179487</td>\n",
       "      <td>149.230769</td>\n",
       "      <td>105.692308</td>\n",
       "      <td>0.014618</td>\n",
       "      <td>0.195278</td>\n",
       "      <td>-0.075685</td>\n",
       "      <td>0.267284</td>\n",
       "      <td>0.271911</td>\n",
       "      <td>-0.104523</td>\n",
       "      <td>-0.375446</td>\n",
       "      <td>0.167064</td>\n",
       "      <td>-0.748692</td>\n",
       "      <td>129.721795</td>\n",
       "      <td>0.774171</td>\n",
       "      <td>0.670066</td>\n",
       "      <td>-0.075685</td>\n",
       "      <td>-0.003998</td>\n",
       "      <td>2.355447</td>\n",
       "      <td>0.054861</td>\n",
       "      <td>1.179934</td>\n",
       "      <td>1.433379</td>\n",
       "      <td>0.176316</td>\n",
       "      <td>433.871795</td>\n",
       "      <td>8.378059e+06</td>\n",
       "      <td>2.180106</td>\n",
       "      <td>-3.278257e+09</td>\n",
       "      <td>-2.971079e+09</td>\n",
       "      <td>0.168977</td>\n",
       "      <td>0.222196</td>\n",
       "      <td>0.000392</td>\n",
       "      <td>0.000132</td>\n",
       "      <td>0.275559</td>\n",
       "      <td>697.339247</td>\n",
       "      <td>0.332456</td>\n",
       "      <td>-1342.956381</td>\n",
       "      <td>612.162057</td>\n",
       "      <td>1566.545730</td>\n",
       "      <td>0.334876</td>\n",
       "      <td>0.167078</td>\n",
       "      <td>1.103433e-07</td>\n",
       "      <td>3.384198e+06</td>\n",
       "      <td>-0.375446</td>\n",
       "      <td>0.073823</td>\n",
       "      <td>0.069170</td>\n",
       "      <td>0.166929</td>\n",
       "      <td>-0.118815</td>\n",
       "      <td>0.814859</td>\n",
       "      <td>0.016393</td>\n",
       "      <td>-0.118815</td>\n",
       "      <td>24660.000000</td>\n",
       "      <td>87.871795</td>\n",
       "      <td>0.320678</td>\n",
       "      <td>10.900037</td>\n",
       "      <td>0.508420</td>\n",
       "      <td>0.333857</td>\n",
       "      <td>1.132812</td>\n",
       "      <td>1.235225</td>\n",
       "      <td>1.223618</td>\n",
       "      <td>1.081164</td>\n",
       "      <td>1.452941</td>\n",
       "      <td>237.0</td>\n",
       "      <td>414.0</td>\n",
       "      <td>726.0</td>\n",
       "      <td>710.0</td>\n",
       "      <td>1299.0</td>\n",
       "      <td>1322.0</td>\n",
       "      <td>1441.0</td>\n",
       "      <td>1475.0</td>\n",
       "      <td>1466.0</td>\n",
       "      <td>1423.0</td>\n",
       "      <td>1961.0</td>\n",
       "      <td>1777.0</td>\n",
       "      <td>112.0</td>\n",
       "      <td>310.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>70.0</td>\n",
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       "      <td>0.099054</td>\n",
       "      <td>-0.169738</td>\n",
       "      <td>0.200998</td>\n",
       "      <td>0.144053</td>\n",
       "      <td>-0.153341</td>\n",
       "      <td>-0.521669</td>\n",
       "      <td>0.094163</td>\n",
       "      <td>-0.784452</td>\n",
       "      <td>23.10</td>\n",
       "      <td>0.503121</td>\n",
       "      <td>0.611136</td>\n",
       "      <td>-0.169738</td>\n",
       "      <td>-0.068478</td>\n",
       "      <td>1.145455</td>\n",
       "      <td>-0.013915</td>\n",
       "      <td>0.955090</td>\n",
       "      <td>1.248344</td>\n",
       "      <td>0.110457</td>\n",
       "      <td>242.0</td>\n",
       "      <td>2983925.0</td>\n",
       "      <td>1.736957</td>\n",
       "      <td>-7.486925e+09</td>\n",
       "      <td>-5.390681e+09</td>\n",
       "      <td>-0.024485</td>\n",
       "      <td>0.125237</td>\n",
       "      <td>0.000192</td>\n",
       "      <td>-25.500000</td>\n",
       "      <td>0.186474</td>\n",
       "      <td>-240.000000</td>\n",
       "      <td>-0.957182</td>\n",
       "      <td>-2085.548293</td>\n",
       "      <td>-181.033200</td>\n",
       "      <td>895.082692</td>\n",
       "      <td>0.166741</td>\n",
       "      <td>0.094170</td>\n",
       "      <td>6.882529e-08</td>\n",
       "      <td>-5.916269e+05</td>\n",
       "      <td>-0.521669</td>\n",
       "      <td>-0.022971</td>\n",
       "      <td>-0.099920</td>\n",
       "      <td>-0.181687</td>\n",
       "      <td>-0.298492</td>\n",
       "      <td>0.770824</td>\n",
       "      <td>-0.021209</td>\n",
       "      <td>-0.298492</td>\n",
       "      <td>-7720.0</td>\n",
       "      <td>-134.0</td>\n",
       "      <td>0.123746</td>\n",
       "      <td>5.788719</td>\n",
       "      <td>0.259279</td>\n",
       "      <td>0.129367</td>\n",
       "      <td>0.979629</td>\n",
       "      <td>0.983000</td>\n",
       "      <td>0.990889</td>\n",
       "      <td>1.009280</td>\n",
       "      <td>1.207921</td>\n",
       "      <td>1003.0</td>\n",
       "      <td>1288.0</td>\n",
       "      <td>1849.0</td>\n",
       "      <td>2344.0</td>\n",
       "      <td>2739.0</td>\n",
       "      <td>2940.0</td>\n",
       "      <td>3261.0</td>\n",
       "      <td>3176.0</td>\n",
       "      <td>3343.0</td>\n",
       "      <td>3293.0</td>\n",
       "      <td>3804.0</td>\n",
       "      <td>3376.0</td>\n",
       "      <td>553.0</td>\n",
       "      <td>3541.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>236.0</td>\n",
       "      <td>187.0</td>\n",
       "      <td>133.0</td>\n",
       "      <td>0.084681</td>\n",
       "      <td>0.966265</td>\n",
       "      <td>0.124738</td>\n",
       "      <td>0.581677</td>\n",
       "      <td>1.143258</td>\n",
       "      <td>0.011142</td>\n",
       "      <td>-0.236508</td>\n",
       "      <td>0.588942</td>\n",
       "      <td>-0.442357</td>\n",
       "      <td>326.22</td>\n",
       "      <td>2.780992</td>\n",
       "      <td>0.804764</td>\n",
       "      <td>0.124738</td>\n",
       "      <td>0.379777</td>\n",
       "      <td>3.170404</td>\n",
       "      <td>0.245014</td>\n",
       "      <td>1.904470</td>\n",
       "      <td>1.850932</td>\n",
       "      <td>0.298475</td>\n",
       "      <td>618.0</td>\n",
       "      <td>12604158.0</td>\n",
       "      <td>4.049998</td>\n",
       "      <td>-5.616210e+08</td>\n",
       "      <td>-212292325.0</td>\n",
       "      <td>0.295129</td>\n",
       "      <td>0.783297</td>\n",
       "      <td>0.000861</td>\n",
       "      <td>3.634146</td>\n",
       "      <td>0.428064</td>\n",
       "      <td>1463.333333</td>\n",
       "      <td>1.037245</td>\n",
       "      <td>-296.866000</td>\n",
       "      <td>1355.763380</td>\n",
       "      <td>2038.008895</td>\n",
       "      <td>1.304153</td>\n",
       "      <td>0.589001</td>\n",
       "      <td>2.875959e-07</td>\n",
       "      <td>2.027936e+07</td>\n",
       "      <td>-0.236508</td>\n",
       "      <td>0.311406</td>\n",
       "      <td>0.302491</td>\n",
       "      <td>0.867347</td>\n",
       "      <td>0.088638</td>\n",
       "      <td>1.043552</td>\n",
       "      <td>0.127329</td>\n",
       "      <td>0.088638</td>\n",
       "      <td>101560.0</td>\n",
       "      <td>498.0</td>\n",
       "      <td>0.392560</td>\n",
       "      <td>34.621062</td>\n",
       "      <td>0.749516</td>\n",
       "      <td>0.419945</td>\n",
       "      <td>1.300412</td>\n",
       "      <td>2.070423</td>\n",
       "      <td>1.910884</td>\n",
       "      <td>1.174331</td>\n",
       "      <td>3.866197</td>\n",
       "      <td>34.141719</td>\n",
       "      <td>70.753850</td>\n",
       "      <td>0</td>\n",
       "      <td>Afghanistan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ID_01MH7OHC15AN</td>\n",
       "      <td>732.027027</td>\n",
       "      <td>1058.608108</td>\n",
       "      <td>1525.405405</td>\n",
       "      <td>1636.932432</td>\n",
       "      <td>1960.202703</td>\n",
       "      <td>2612.351351</td>\n",
       "      <td>2834.378378</td>\n",
       "      <td>2996.337838</td>\n",
       "      <td>2900.040541</td>\n",
       "      <td>3026.878378</td>\n",
       "      <td>2803.824324</td>\n",
       "      <td>2341.270270</td>\n",
       "      <td>269.567568</td>\n",
       "      <td>1028.581081</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>165.783784</td>\n",
       "      <td>155.310811</td>\n",
       "      <td>108.351351</td>\n",
       "      <td>0.068674</td>\n",
       "      <td>0.424094</td>\n",
       "      <td>0.010620</td>\n",
       "      <td>0.320990</td>\n",
       "      <td>0.522869</td>\n",
       "      <td>-0.022427</td>\n",
       "      <td>-0.301000</td>\n",
       "      <td>0.292189</td>\n",
       "      <td>-0.659756</td>\n",
       "      <td>241.250811</td>\n",
       "      <td>1.130056</td>\n",
       "      <td>0.651984</td>\n",
       "      <td>0.010620</td>\n",
       "      <td>0.121207</td>\n",
       "      <td>1.673138</td>\n",
       "      <td>0.139556</td>\n",
       "      <td>1.600335</td>\n",
       "      <td>1.564127</td>\n",
       "      <td>0.201850</td>\n",
       "      <td>466.797297</td>\n",
       "      <td>9.465532e+06</td>\n",
       "      <td>2.135526</td>\n",
       "      <td>-6.181141e+09</td>\n",
       "      <td>-3.347078e+09</td>\n",
       "      <td>0.041605</td>\n",
       "      <td>0.388613</td>\n",
       "      <td>0.000310</td>\n",
       "      <td>5.860780</td>\n",
       "      <td>0.225110</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.749567</td>\n",
       "      <td>-712.446035</td>\n",
       "      <td>596.105326</td>\n",
       "      <td>1980.185152</td>\n",
       "      <td>0.704496</td>\n",
       "      <td>0.292212</td>\n",
       "      <td>9.668411e-08</td>\n",
       "      <td>1.528706e+07</td>\n",
       "      <td>-0.301000</td>\n",
       "      <td>0.194027</td>\n",
       "      <td>0.205807</td>\n",
       "      <td>0.590355</td>\n",
       "      <td>0.029106</td>\n",
       "      <td>0.884686</td>\n",
       "      <td>0.077497</td>\n",
       "      <td>0.029106</td>\n",
       "      <td>54064.054054</td>\n",
       "      <td>355.270270</td>\n",
       "      <td>0.236177</td>\n",
       "      <td>19.870727</td>\n",
       "      <td>0.462288</td>\n",
       "      <td>0.364119</td>\n",
       "      <td>1.238357</td>\n",
       "      <td>1.292245</td>\n",
       "      <td>1.513093</td>\n",
       "      <td>1.081427</td>\n",
       "      <td>2.197708</td>\n",
       "      <td>1.0</td>\n",
       "      <td>192.0</td>\n",
       "      <td>664.0</td>\n",
       "      <td>541.0</td>\n",
       "      <td>1054.0</td>\n",
       "      <td>1171.0</td>\n",
       "      <td>1205.0</td>\n",
       "      <td>1368.0</td>\n",
       "      <td>1326.0</td>\n",
       "      <td>1476.0</td>\n",
       "      <td>1838.0</td>\n",
       "      <td>1204.0</td>\n",
       "      <td>93.0</td>\n",
       "      <td>265.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>52.0</td>\n",
       "      <td>68.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>-0.020248</td>\n",
       "      <td>0.084260</td>\n",
       "      <td>-0.161820</td>\n",
       "      <td>0.154158</td>\n",
       "      <td>0.122772</td>\n",
       "      <td>-0.130040</td>\n",
       "      <td>-0.534688</td>\n",
       "      <td>0.080715</td>\n",
       "      <td>-0.789610</td>\n",
       "      <td>82.10</td>\n",
       "      <td>0.364508</td>\n",
       "      <td>0.539790</td>\n",
       "      <td>-0.161820</td>\n",
       "      <td>-0.058086</td>\n",
       "      <td>1.052506</td>\n",
       "      <td>-0.001031</td>\n",
       "      <td>0.995935</td>\n",
       "      <td>1.247557</td>\n",
       "      <td>0.110145</td>\n",
       "      <td>265.0</td>\n",
       "      <td>2409048.0</td>\n",
       "      <td>1.573785</td>\n",
       "      <td>-1.395610e+10</td>\n",
       "      <td>-1.184540e+10</td>\n",
       "      <td>-0.230127</td>\n",
       "      <td>0.107352</td>\n",
       "      <td>0.000073</td>\n",
       "      <td>-12.529412</td>\n",
       "      <td>0.112933</td>\n",
       "      <td>48.750000</td>\n",
       "      <td>0.081010</td>\n",
       "      <td>-1720.543326</td>\n",
       "      <td>-770.403085</td>\n",
       "      <td>845.118705</td>\n",
       "      <td>0.166569</td>\n",
       "      <td>0.080722</td>\n",
       "      <td>4.906016e-08</td>\n",
       "      <td>3.443179e+05</td>\n",
       "      <td>-0.534688</td>\n",
       "      <td>-0.002037</td>\n",
       "      <td>0.016803</td>\n",
       "      <td>0.034181</td>\n",
       "      <td>-0.164699</td>\n",
       "      <td>0.762051</td>\n",
       "      <td>0.006749</td>\n",
       "      <td>-0.164699</td>\n",
       "      <td>-11260.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>0.048829</td>\n",
       "      <td>5.238835</td>\n",
       "      <td>0.001506</td>\n",
       "      <td>0.000783</td>\n",
       "      <td>1.038565</td>\n",
       "      <td>0.866589</td>\n",
       "      <td>1.065943</td>\n",
       "      <td>0.981166</td>\n",
       "      <td>1.175620</td>\n",
       "      <td>1185.0</td>\n",
       "      <td>1824.0</td>\n",
       "      <td>2382.0</td>\n",
       "      <td>2730.0</td>\n",
       "      <td>2838.0</td>\n",
       "      <td>4097.0</td>\n",
       "      <td>4728.0</td>\n",
       "      <td>4472.0</td>\n",
       "      <td>4782.0</td>\n",
       "      <td>4438.0</td>\n",
       "      <td>3787.0</td>\n",
       "      <td>3441.0</td>\n",
       "      <td>532.0</td>\n",
       "      <td>3084.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>255.0</td>\n",
       "      <td>241.0</td>\n",
       "      <td>187.0</td>\n",
       "      <td>0.227026</td>\n",
       "      <td>1.746146</td>\n",
       "      <td>0.322822</td>\n",
       "      <td>0.676571</td>\n",
       "      <td>1.644703</td>\n",
       "      <td>0.222805</td>\n",
       "      <td>-0.151600</td>\n",
       "      <td>0.765791</td>\n",
       "      <td>-0.140165</td>\n",
       "      <td>469.51</td>\n",
       "      <td>4.183735</td>\n",
       "      <td>0.876532</td>\n",
       "      <td>0.322822</td>\n",
       "      <td>0.607610</td>\n",
       "      <td>3.245614</td>\n",
       "      <td>0.497472</td>\n",
       "      <td>3.366327</td>\n",
       "      <td>4.239583</td>\n",
       "      <td>0.618290</td>\n",
       "      <td>668.0</td>\n",
       "      <td>18382752.0</td>\n",
       "      <td>4.223495</td>\n",
       "      <td>-5.072024e+08</td>\n",
       "      <td>-75542220.0</td>\n",
       "      <td>0.243060</td>\n",
       "      <td>1.018506</td>\n",
       "      <td>0.000811</td>\n",
       "      <td>180.000000</td>\n",
       "      <td>0.504516</td>\n",
       "      <td>inf</td>\n",
       "      <td>1.484287</td>\n",
       "      <td>13.021571</td>\n",
       "      <td>1936.981395</td>\n",
       "      <td>3394.388840</td>\n",
       "      <td>1.910528</td>\n",
       "      <td>0.765844</td>\n",
       "      <td>3.495176e-07</td>\n",
       "      <td>6.837490e+07</td>\n",
       "      <td>-0.151600</td>\n",
       "      <td>0.541949</td>\n",
       "      <td>0.499613</td>\n",
       "      <td>1.996904</td>\n",
       "      <td>0.292486</td>\n",
       "      <td>1.125097</td>\n",
       "      <td>0.354973</td>\n",
       "      <td>0.292486</td>\n",
       "      <td>223840.0</td>\n",
       "      <td>886.0</td>\n",
       "      <td>0.460876</td>\n",
       "      <td>54.504211</td>\n",
       "      <td>0.772222</td>\n",
       "      <td>0.629043</td>\n",
       "      <td>1.770764</td>\n",
       "      <td>2.666105</td>\n",
       "      <td>3.358359</td>\n",
       "      <td>1.169429</td>\n",
       "      <td>7.541315</td>\n",
       "      <td>34.266560</td>\n",
       "      <td>70.336752</td>\n",
       "      <td>1</td>\n",
       "      <td>Afghanistan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ID_01RYTK0DUR6S</td>\n",
       "      <td>821.538462</td>\n",
       "      <td>654.025641</td>\n",
       "      <td>1017.717949</td>\n",
       "      <td>1160.743590</td>\n",
       "      <td>1778.461538</td>\n",
       "      <td>2454.692308</td>\n",
       "      <td>2715.461538</td>\n",
       "      <td>2882.769231</td>\n",
       "      <td>2869.538462</td>\n",
       "      <td>2959.461538</td>\n",
       "      <td>2716.538462</td>\n",
       "      <td>2119.717949</td>\n",
       "      <td>276.051282</td>\n",
       "      <td>1131.384615</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>118.666667</td>\n",
       "      <td>103.794872</td>\n",
       "      <td>67.128205</td>\n",
       "      <td>0.078220</td>\n",
       "      <td>0.589286</td>\n",
       "      <td>0.023843</td>\n",
       "      <td>0.471668</td>\n",
       "      <td>0.757426</td>\n",
       "      <td>-0.062707</td>\n",
       "      <td>-0.455162</td>\n",
       "      <td>0.419107</td>\n",
       "      <td>-0.595657</td>\n",
       "      <td>166.072308</td>\n",
       "      <td>1.872793</td>\n",
       "      <td>0.674053</td>\n",
       "      <td>0.023843</td>\n",
       "      <td>0.207214</td>\n",
       "      <td>1.337303</td>\n",
       "      <td>0.156485</td>\n",
       "      <td>1.709989</td>\n",
       "      <td>1.587176</td>\n",
       "      <td>0.222985</td>\n",
       "      <td>363.692308</td>\n",
       "      <td>6.267266e+06</td>\n",
       "      <td>3.229046</td>\n",
       "      <td>-5.838284e+09</td>\n",
       "      <td>-8.284266e+08</td>\n",
       "      <td>0.048412</td>\n",
       "      <td>0.557415</td>\n",
       "      <td>0.000260</td>\n",
       "      <td>1.113426</td>\n",
       "      <td>0.281985</td>\n",
       "      <td>713.115105</td>\n",
       "      <td>0.555778</td>\n",
       "      <td>-1426.663797</td>\n",
       "      <td>1119.015648</td>\n",
       "      <td>2003.339386</td>\n",
       "      <td>0.866310</td>\n",
       "      <td>0.419143</td>\n",
       "      <td>1.099588e-07</td>\n",
       "      <td>1.729553e+07</td>\n",
       "      <td>-0.455162</td>\n",
       "      <td>0.256028</td>\n",
       "      <td>0.231357</td>\n",
       "      <td>0.616324</td>\n",
       "      <td>0.024268</td>\n",
       "      <td>0.957071</td>\n",
       "      <td>0.060853</td>\n",
       "      <td>0.024268</td>\n",
       "      <td>71915.897436</td>\n",
       "      <td>220.666667</td>\n",
       "      <td>0.210867</td>\n",
       "      <td>26.821767</td>\n",
       "      <td>0.816761</td>\n",
       "      <td>0.461426</td>\n",
       "      <td>1.281193</td>\n",
       "      <td>1.566717</td>\n",
       "      <td>1.522210</td>\n",
       "      <td>1.105203</td>\n",
       "      <td>2.572261</td>\n",
       "      <td>614.0</td>\n",
       "      <td>399.0</td>\n",
       "      <td>754.0</td>\n",
       "      <td>853.0</td>\n",
       "      <td>1434.0</td>\n",
       "      <td>1816.0</td>\n",
       "      <td>2001.0</td>\n",
       "      <td>1992.0</td>\n",
       "      <td>2077.0</td>\n",
       "      <td>2275.0</td>\n",
       "      <td>2178.0</td>\n",
       "      <td>1700.0</td>\n",
       "      <td>107.0</td>\n",
       "      <td>330.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>88.0</td>\n",
       "      <td>77.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>0.026278</td>\n",
       "      <td>0.286907</td>\n",
       "      <td>-0.058632</td>\n",
       "      <td>0.357346</td>\n",
       "      <td>0.404329</td>\n",
       "      <td>-0.158482</td>\n",
       "      <td>-0.560384</td>\n",
       "      <td>0.247000</td>\n",
       "      <td>-0.715835</td>\n",
       "      <td>36.92</td>\n",
       "      <td>1.112094</td>\n",
       "      <td>0.643985</td>\n",
       "      <td>-0.058632</td>\n",
       "      <td>0.052074</td>\n",
       "      <td>1.136673</td>\n",
       "      <td>0.074413</td>\n",
       "      <td>1.290503</td>\n",
       "      <td>1.309717</td>\n",
       "      <td>0.134093</td>\n",
       "      <td>240.0</td>\n",
       "      <td>3569664.0</td>\n",
       "      <td>2.510046</td>\n",
       "      <td>-1.021743e+10</td>\n",
       "      <td>-1.897696e+09</td>\n",
       "      <td>-0.048628</td>\n",
       "      <td>0.328511</td>\n",
       "      <td>0.000183</td>\n",
       "      <td>0.589569</td>\n",
       "      <td>0.200361</td>\n",
       "      <td>701.432692</td>\n",
       "      <td>0.435843</td>\n",
       "      <td>-2149.418182</td>\n",
       "      <td>513.251025</td>\n",
       "      <td>1328.235674</td>\n",
       "      <td>0.478251</td>\n",
       "      <td>0.247025</td>\n",
       "      <td>7.074760e-08</td>\n",
       "      <td>4.234525e+06</td>\n",
       "      <td>-0.560384</td>\n",
       "      <td>0.126829</td>\n",
       "      <td>0.118080</td>\n",
       "      <td>0.267780</td>\n",
       "      <td>-0.072539</td>\n",
       "      <td>0.864306</td>\n",
       "      <td>-0.012961</td>\n",
       "      <td>-0.072539</td>\n",
       "      <td>32320.0</td>\n",
       "      <td>-52.0</td>\n",
       "      <td>0.130252</td>\n",
       "      <td>14.498896</td>\n",
       "      <td>0.642447</td>\n",
       "      <td>0.379901</td>\n",
       "      <td>1.196744</td>\n",
       "      <td>1.233922</td>\n",
       "      <td>1.239951</td>\n",
       "      <td>1.038763</td>\n",
       "      <td>1.656130</td>\n",
       "      <td>1029.0</td>\n",
       "      <td>988.0</td>\n",
       "      <td>1316.0</td>\n",
       "      <td>1628.0</td>\n",
       "      <td>2172.0</td>\n",
       "      <td>3015.0</td>\n",
       "      <td>3282.0</td>\n",
       "      <td>3626.0</td>\n",
       "      <td>3502.0</td>\n",
       "      <td>3492.0</td>\n",
       "      <td>3182.0</td>\n",
       "      <td>2465.0</td>\n",
       "      <td>526.0</td>\n",
       "      <td>3304.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>165.0</td>\n",
       "      <td>134.0</td>\n",
       "      <td>103.0</td>\n",
       "      <td>0.142170</td>\n",
       "      <td>0.981154</td>\n",
       "      <td>0.079208</td>\n",
       "      <td>0.601636</td>\n",
       "      <td>1.155906</td>\n",
       "      <td>0.020666</td>\n",
       "      <td>-0.387579</td>\n",
       "      <td>0.593857</td>\n",
       "      <td>-0.436269</td>\n",
       "      <td>284.95</td>\n",
       "      <td>3.020539</td>\n",
       "      <td>0.726328</td>\n",
       "      <td>0.079208</td>\n",
       "      <td>0.386992</td>\n",
       "      <td>1.665100</td>\n",
       "      <td>0.227213</td>\n",
       "      <td>2.288646</td>\n",
       "      <td>2.090069</td>\n",
       "      <td>0.352765</td>\n",
       "      <td>504.0</td>\n",
       "      <td>9161728.0</td>\n",
       "      <td>4.417948</td>\n",
       "      <td>-1.970682e+09</td>\n",
       "      <td>-264745620.0</td>\n",
       "      <td>0.135435</td>\n",
       "      <td>0.789833</td>\n",
       "      <td>0.000392</td>\n",
       "      <td>1.606127</td>\n",
       "      <td>0.374277</td>\n",
       "      <td>719.358038</td>\n",
       "      <td>0.650571</td>\n",
       "      <td>-919.530075</td>\n",
       "      <td>1781.197314</td>\n",
       "      <td>2644.454693</td>\n",
       "      <td>1.348066</td>\n",
       "      <td>0.593906</td>\n",
       "      <td>1.982136e-07</td>\n",
       "      <td>3.488448e+07</td>\n",
       "      <td>-0.387579</td>\n",
       "      <td>0.391847</td>\n",
       "      <td>0.346575</td>\n",
       "      <td>1.060794</td>\n",
       "      <td>0.128205</td>\n",
       "      <td>1.045900</td>\n",
       "      <td>0.143569</td>\n",
       "      <td>0.128205</td>\n",
       "      <td>122320.0</td>\n",
       "      <td>461.0</td>\n",
       "      <td>0.297357</td>\n",
       "      <td>39.845902</td>\n",
       "      <td>1.110398</td>\n",
       "      <td>0.563842</td>\n",
       "      <td>1.369780</td>\n",
       "      <td>2.072727</td>\n",
       "      <td>1.765513</td>\n",
       "      <td>1.155386</td>\n",
       "      <td>3.924971</td>\n",
       "      <td>34.107335</td>\n",
       "      <td>70.705070</td>\n",
       "      <td>0</td>\n",
       "      <td>Afghanistan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>ID_03QDWT3O0285</td>\n",
       "      <td>757.880952</td>\n",
       "      <td>855.452381</td>\n",
       "      <td>1178.404762</td>\n",
       "      <td>1475.119048</td>\n",
       "      <td>1759.404762</td>\n",
       "      <td>2406.404762</td>\n",
       "      <td>2756.976190</td>\n",
       "      <td>2831.047619</td>\n",
       "      <td>2873.142857</td>\n",
       "      <td>3085.119048</td>\n",
       "      <td>2620.833333</td>\n",
       "      <td>2334.190476</td>\n",
       "      <td>203.428571</td>\n",
       "      <td>1291.642857</td>\n",
       "      <td>4.833333</td>\n",
       "      <td>147.071429</td>\n",
       "      <td>117.976190</td>\n",
       "      <td>86.333333</td>\n",
       "      <td>0.076727</td>\n",
       "      <td>0.747203</td>\n",
       "      <td>0.052186</td>\n",
       "      <td>0.414060</td>\n",
       "      <td>0.675865</td>\n",
       "      <td>-0.052752</td>\n",
       "      <td>-0.405704</td>\n",
       "      <td>0.334918</td>\n",
       "      <td>-0.545764</td>\n",
       "      <td>81.282381</td>\n",
       "      <td>2.326943</td>\n",
       "      <td>0.691797</td>\n",
       "      <td>0.052186</td>\n",
       "      <td>0.175922</td>\n",
       "      <td>2.165807</td>\n",
       "      <td>0.185282</td>\n",
       "      <td>2.458408</td>\n",
       "      <td>1.520293</td>\n",
       "      <td>0.194180</td>\n",
       "      <td>322.952381</td>\n",
       "      <td>7.341975e+06</td>\n",
       "      <td>3.170827</td>\n",
       "      <td>-3.333421e+09</td>\n",
       "      <td>-3.106877e+09</td>\n",
       "      <td>0.018193</td>\n",
       "      <td>0.445443</td>\n",
       "      <td>0.000334</td>\n",
       "      <td>1.889611</td>\n",
       "      <td>0.244021</td>\n",
       "      <td>761.120675</td>\n",
       "      <td>0.617685</td>\n",
       "      <td>-1018.106320</td>\n",
       "      <td>405.690366</td>\n",
       "      <td>1887.889175</td>\n",
       "      <td>0.815806</td>\n",
       "      <td>0.334948</td>\n",
       "      <td>1.073912e-07</td>\n",
       "      <td>1.357648e+07</td>\n",
       "      <td>-0.405704</td>\n",
       "      <td>0.246587</td>\n",
       "      <td>0.245604</td>\n",
       "      <td>1.192083</td>\n",
       "      <td>0.044148</td>\n",
       "      <td>0.899684</td>\n",
       "      <td>0.053374</td>\n",
       "      <td>0.044148</td>\n",
       "      <td>44008.571429</td>\n",
       "      <td>26.238095</td>\n",
       "      <td>0.267363</td>\n",
       "      <td>21.221110</td>\n",
       "      <td>0.637769</td>\n",
       "      <td>0.429125</td>\n",
       "      <td>1.278857</td>\n",
       "      <td>1.443482</td>\n",
       "      <td>2.118281</td>\n",
       "      <td>1.142849</td>\n",
       "      <td>4.038496</td>\n",
       "      <td>234.0</td>\n",
       "      <td>182.0</td>\n",
       "      <td>397.0</td>\n",
       "      <td>229.0</td>\n",
       "      <td>589.0</td>\n",
       "      <td>1378.0</td>\n",
       "      <td>1512.0</td>\n",
       "      <td>1552.0</td>\n",
       "      <td>1599.0</td>\n",
       "      <td>1698.0</td>\n",
       "      <td>1374.0</td>\n",
       "      <td>724.0</td>\n",
       "      <td>94.0</td>\n",
       "      <td>559.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>-0.038329</td>\n",
       "      <td>0.058340</td>\n",
       "      <td>-0.158642</td>\n",
       "      <td>0.114028</td>\n",
       "      <td>0.085278</td>\n",
       "      <td>-0.208208</td>\n",
       "      <td>-0.570579</td>\n",
       "      <td>0.056638</td>\n",
       "      <td>-0.798548</td>\n",
       "      <td>-47.76</td>\n",
       "      <td>0.257408</td>\n",
       "      <td>0.482662</td>\n",
       "      <td>-0.158642</td>\n",
       "      <td>-0.072004</td>\n",
       "      <td>0.994573</td>\n",
       "      <td>-0.000185</td>\n",
       "      <td>0.999371</td>\n",
       "      <td>1.110323</td>\n",
       "      <td>0.052278</td>\n",
       "      <td>136.0</td>\n",
       "      <td>2212208.0</td>\n",
       "      <td>1.411571</td>\n",
       "      <td>-8.516946e+09</td>\n",
       "      <td>-4.119371e+10</td>\n",
       "      <td>-0.468399</td>\n",
       "      <td>0.075329</td>\n",
       "      <td>0.000039</td>\n",
       "      <td>-0.004237</td>\n",
       "      <td>-0.038760</td>\n",
       "      <td>635.673077</td>\n",
       "      <td>-0.271124</td>\n",
       "      <td>-2253.107935</td>\n",
       "      <td>-19.924314</td>\n",
       "      <td>955.719366</td>\n",
       "      <td>0.153866</td>\n",
       "      <td>0.056641</td>\n",
       "      <td>2.970816e-08</td>\n",
       "      <td>-2.688965e+06</td>\n",
       "      <td>-0.570579</td>\n",
       "      <td>-0.000314</td>\n",
       "      <td>-0.015357</td>\n",
       "      <td>-0.030249</td>\n",
       "      <td>-0.173149</td>\n",
       "      <td>0.746084</td>\n",
       "      <td>-0.055955</td>\n",
       "      <td>-0.173149</td>\n",
       "      <td>-12620.0</td>\n",
       "      <td>-356.0</td>\n",
       "      <td>-0.006947</td>\n",
       "      <td>5.126524</td>\n",
       "      <td>0.408027</td>\n",
       "      <td>0.257928</td>\n",
       "      <td>0.954965</td>\n",
       "      <td>1.067432</td>\n",
       "      <td>1.043704</td>\n",
       "      <td>1.032099</td>\n",
       "      <td>1.120083</td>\n",
       "      <td>3361.0</td>\n",
       "      <td>3100.0</td>\n",
       "      <td>3442.0</td>\n",
       "      <td>3864.0</td>\n",
       "      <td>4463.0</td>\n",
       "      <td>4673.0</td>\n",
       "      <td>4823.0</td>\n",
       "      <td>4804.0</td>\n",
       "      <td>4807.0</td>\n",
       "      <td>11821.0</td>\n",
       "      <td>4673.0</td>\n",
       "      <td>4727.0</td>\n",
       "      <td>371.0</td>\n",
       "      <td>2991.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>255.0</td>\n",
       "      <td>255.0</td>\n",
       "      <td>255.0</td>\n",
       "      <td>0.191473</td>\n",
       "      <td>3.580193</td>\n",
       "      <td>0.523330</td>\n",
       "      <td>0.810780</td>\n",
       "      <td>2.136014</td>\n",
       "      <td>0.373461</td>\n",
       "      <td>-0.151694</td>\n",
       "      <td>0.908937</td>\n",
       "      <td>0.354384</td>\n",
       "      <td>323.65</td>\n",
       "      <td>8.569721</td>\n",
       "      <td>0.858772</td>\n",
       "      <td>0.523330</td>\n",
       "      <td>0.833242</td>\n",
       "      <td>3.375000</td>\n",
       "      <td>0.630014</td>\n",
       "      <td>10.708609</td>\n",
       "      <td>2.539623</td>\n",
       "      <td>0.434968</td>\n",
       "      <td>472.0</td>\n",
       "      <td>31620368.0</td>\n",
       "      <td>6.877830</td>\n",
       "      <td>-6.804096e+08</td>\n",
       "      <td>-24204044.0</td>\n",
       "      <td>0.228734</td>\n",
       "      <td>1.208892</td>\n",
       "      <td>0.000794</td>\n",
       "      <td>6.874439</td>\n",
       "      <td>0.375472</td>\n",
       "      <td>2770.000000</td>\n",
       "      <td>0.859906</td>\n",
       "      <td>-4.997368</td>\n",
       "      <td>1266.940127</td>\n",
       "      <td>3743.188066</td>\n",
       "      <td>2.700029</td>\n",
       "      <td>0.909001</td>\n",
       "      <td>2.693637e-07</td>\n",
       "      <td>8.423235e+07</td>\n",
       "      <td>-0.151694</td>\n",
       "      <td>0.829186</td>\n",
       "      <td>0.719399</td>\n",
       "      <td>5.127551</td>\n",
       "      <td>0.524732</td>\n",
       "      <td>1.187013</td>\n",
       "      <td>0.371585</td>\n",
       "      <td>0.524732</td>\n",
       "      <td>204420.0</td>\n",
       "      <td>633.0</td>\n",
       "      <td>0.439132</td>\n",
       "      <td>64.487811</td>\n",
       "      <td>0.976467</td>\n",
       "      <td>0.761453</td>\n",
       "      <td>2.034395</td>\n",
       "      <td>3.423581</td>\n",
       "      <td>5.718112</td>\n",
       "      <td>1.391346</td>\n",
       "      <td>20.978166</td>\n",
       "      <td>32.369534</td>\n",
       "      <td>48.338076</td>\n",
       "      <td>1</td>\n",
       "      <td>Iran</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ID_048WTPX84MXY</td>\n",
       "      <td>939.259036</td>\n",
       "      <td>988.789157</td>\n",
       "      <td>1388.987952</td>\n",
       "      <td>1825.795181</td>\n",
       "      <td>2152.789157</td>\n",
       "      <td>2289.933735</td>\n",
       "      <td>2404.771084</td>\n",
       "      <td>2480.584337</td>\n",
       "      <td>2541.897590</td>\n",
       "      <td>2926.240964</td>\n",
       "      <td>3273.313253</td>\n",
       "      <td>2577.036145</td>\n",
       "      <td>188.379518</td>\n",
       "      <td>1178.734940</td>\n",
       "      <td>5.042169</td>\n",
       "      <td>183.927711</td>\n",
       "      <td>139.228916</td>\n",
       "      <td>98.361446</td>\n",
       "      <td>0.041198</td>\n",
       "      <td>0.197912</td>\n",
       "      <td>-0.124819</td>\n",
       "      <td>0.296494</td>\n",
       "      <td>0.276978</td>\n",
       "      <td>-0.133116</td>\n",
       "      <td>-0.416878</td>\n",
       "      <td>0.169569</td>\n",
       "      <td>-0.747611</td>\n",
       "      <td>73.766446</td>\n",
       "      <td>0.881449</td>\n",
       "      <td>0.640246</td>\n",
       "      <td>-0.124819</td>\n",
       "      <td>-0.011760</td>\n",
       "      <td>2.536422</td>\n",
       "      <td>0.037608</td>\n",
       "      <td>1.150445</td>\n",
       "      <td>1.472890</td>\n",
       "      <td>0.186531</td>\n",
       "      <td>400.198795</td>\n",
       "      <td>8.433860e+06</td>\n",
       "      <td>2.449798</td>\n",
       "      <td>-2.811524e+09</td>\n",
       "      <td>-4.413041e+09</td>\n",
       "      <td>0.191245</td>\n",
       "      <td>0.225528</td>\n",
       "      <td>0.000347</td>\n",
       "      <td>0.397849</td>\n",
       "      <td>0.311687</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.432369</td>\n",
       "      <td>-1430.394423</td>\n",
       "      <td>428.316424</td>\n",
       "      <td>1527.653475</td>\n",
       "      <td>0.302309</td>\n",
       "      <td>0.169586</td>\n",
       "      <td>1.189366e-07</td>\n",
       "      <td>1.432310e+06</td>\n",
       "      <td>-0.416878</td>\n",
       "      <td>0.061344</td>\n",
       "      <td>0.078424</td>\n",
       "      <td>0.181663</td>\n",
       "      <td>-0.137523</td>\n",
       "      <td>0.815952</td>\n",
       "      <td>0.000998</td>\n",
       "      <td>-0.137523</td>\n",
       "      <td>10376.024096</td>\n",
       "      <td>-36.608434</td>\n",
       "      <td>0.366874</td>\n",
       "      <td>10.463733</td>\n",
       "      <td>0.687026</td>\n",
       "      <td>0.434158</td>\n",
       "      <td>1.280991</td>\n",
       "      <td>1.217536</td>\n",
       "      <td>1.140881</td>\n",
       "      <td>1.052522</td>\n",
       "      <td>1.455987</td>\n",
       "      <td>474.0</td>\n",
       "      <td>232.0</td>\n",
       "      <td>536.0</td>\n",
       "      <td>772.0</td>\n",
       "      <td>1108.0</td>\n",
       "      <td>1365.0</td>\n",
       "      <td>1549.0</td>\n",
       "      <td>1462.0</td>\n",
       "      <td>1716.0</td>\n",
       "      <td>2389.0</td>\n",
       "      <td>2255.0</td>\n",
       "      <td>1586.0</td>\n",
       "      <td>76.0</td>\n",
       "      <td>316.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>79.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>-0.005670</td>\n",
       "      <td>0.052450</td>\n",
       "      <td>-0.188002</td>\n",
       "      <td>0.002451</td>\n",
       "      <td>0.076722</td>\n",
       "      <td>-0.194690</td>\n",
       "      <td>-0.618925</td>\n",
       "      <td>0.051075</td>\n",
       "      <td>-0.800561</td>\n",
       "      <td>-93.84</td>\n",
       "      <td>0.004914</td>\n",
       "      <td>0.308632</td>\n",
       "      <td>-0.188002</td>\n",
       "      <td>-0.086719</td>\n",
       "      <td>-0.798742</td>\n",
       "      <td>-0.019799</td>\n",
       "      <td>0.421687</td>\n",
       "      <td>0.923426</td>\n",
       "      <td>-0.039811</td>\n",
       "      <td>-540.0</td>\n",
       "      <td>1915220.0</td>\n",
       "      <td>0.911706</td>\n",
       "      <td>-2.458484e+10</td>\n",
       "      <td>-2.711848e+11</td>\n",
       "      <td>-0.105501</td>\n",
       "      <td>0.067929</td>\n",
       "      <td>0.000110</td>\n",
       "      <td>-0.879121</td>\n",
       "      <td>-0.088272</td>\n",
       "      <td>-135.000000</td>\n",
       "      <td>0.015544</td>\n",
       "      <td>-1861.372217</td>\n",
       "      <td>-909.555792</td>\n",
       "      <td>971.846982</td>\n",
       "      <td>-0.145912</td>\n",
       "      <td>0.051076</td>\n",
       "      <td>1.286564e-08</td>\n",
       "      <td>-3.056210e+06</td>\n",
       "      <td>-0.618925</td>\n",
       "      <td>-0.406780</td>\n",
       "      <td>0.001142</td>\n",
       "      <td>0.002286</td>\n",
       "      <td>-0.214980</td>\n",
       "      <td>0.742345</td>\n",
       "      <td>-0.037468</td>\n",
       "      <td>-0.214980</td>\n",
       "      <td>-33900.0</td>\n",
       "      <td>-268.0</td>\n",
       "      <td>-0.192560</td>\n",
       "      <td>4.359286</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.369447</td>\n",
       "      <td>1.204701</td>\n",
       "      <td>0.905026</td>\n",
       "      <td>0.917327</td>\n",
       "      <td>0.954385</td>\n",
       "      <td>1.107651</td>\n",
       "      <td>5766.0</td>\n",
       "      <td>7052.0</td>\n",
       "      <td>6512.0</td>\n",
       "      <td>5908.0</td>\n",
       "      <td>6181.0</td>\n",
       "      <td>5941.0</td>\n",
       "      <td>5670.0</td>\n",
       "      <td>6544.0</td>\n",
       "      <td>5459.0</td>\n",
       "      <td>6162.0</td>\n",
       "      <td>5093.0</td>\n",
       "      <td>3709.0</td>\n",
       "      <td>367.0</td>\n",
       "      <td>2647.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>255.0</td>\n",
       "      <td>255.0</td>\n",
       "      <td>255.0</td>\n",
       "      <td>0.146105</td>\n",
       "      <td>0.607505</td>\n",
       "      <td>0.034685</td>\n",
       "      <td>0.504043</td>\n",
       "      <td>0.794365</td>\n",
       "      <td>0.048631</td>\n",
       "      <td>0.122275</td>\n",
       "      <td>0.441921</td>\n",
       "      <td>-0.589311</td>\n",
       "      <td>233.07</td>\n",
       "      <td>2.032609</td>\n",
       "      <td>0.704218</td>\n",
       "      <td>0.034685</td>\n",
       "      <td>0.209790</td>\n",
       "      <td>4.086093</td>\n",
       "      <td>0.155060</td>\n",
       "      <td>1.722628</td>\n",
       "      <td>2.644000</td>\n",
       "      <td>0.451153</td>\n",
       "      <td>542.0</td>\n",
       "      <td>81276480.0</td>\n",
       "      <td>3.938753</td>\n",
       "      <td>-7.775267e+08</td>\n",
       "      <td>-95531205.0</td>\n",
       "      <td>0.282963</td>\n",
       "      <td>0.587759</td>\n",
       "      <td>0.000413</td>\n",
       "      <td>2.933333</td>\n",
       "      <td>0.538767</td>\n",
       "      <td>inf</td>\n",
       "      <td>1.429346</td>\n",
       "      <td>978.204976</td>\n",
       "      <td>1044.043498</td>\n",
       "      <td>3771.885736</td>\n",
       "      <td>0.902298</td>\n",
       "      <td>0.441975</td>\n",
       "      <td>3.654717e-07</td>\n",
       "      <td>3.039706e+07</td>\n",
       "      <td>0.122275</td>\n",
       "      <td>0.265416</td>\n",
       "      <td>0.270008</td>\n",
       "      <td>0.739756</td>\n",
       "      <td>0.124688</td>\n",
       "      <td>0.970554</td>\n",
       "      <td>0.122241</td>\n",
       "      <td>0.124688</td>\n",
       "      <td>58780.0</td>\n",
       "      <td>337.0</td>\n",
       "      <td>0.530759</td>\n",
       "      <td>23.532851</td>\n",
       "      <td>1.009328</td>\n",
       "      <td>0.932859</td>\n",
       "      <td>1.435057</td>\n",
       "      <td>1.774235</td>\n",
       "      <td>1.476912</td>\n",
       "      <td>1.172161</td>\n",
       "      <td>2.584071</td>\n",
       "      <td>32.456580</td>\n",
       "      <td>48.235219</td>\n",
       "      <td>0</td>\n",
       "      <td>Iran</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                ID     B1_mean      B2_mean      B3_mean      B4_mean  \\\n",
       "0  ID_00MJRGGCU6WE  741.641026  1030.333333  1464.205128  1810.205128   \n",
       "1  ID_01MH7OHC15AN  732.027027  1058.608108  1525.405405  1636.932432   \n",
       "2  ID_01RYTK0DUR6S  821.538462   654.025641  1017.717949  1160.743590   \n",
       "3  ID_03QDWT3O0285  757.880952   855.452381  1178.404762  1475.119048   \n",
       "4  ID_048WTPX84MXY  939.259036   988.789157  1388.987952  1825.795181   \n",
       "\n",
       "       B5_mean      B6_mean      B7_mean      B8_mean     B8A_mean  \\\n",
       "0  2198.846154  2451.871795  2652.282051  2525.102564  2762.153846   \n",
       "1  1960.202703  2612.351351  2834.378378  2996.337838  2900.040541   \n",
       "2  1778.461538  2454.692308  2715.461538  2882.769231  2869.538462   \n",
       "3  1759.404762  2406.404762  2756.976190  2831.047619  2873.142857   \n",
       "4  2152.789157  2289.933735  2404.771084  2480.584337  2541.897590   \n",
       "\n",
       "       B9_mean     B11_mean     B12_mean    AOT_mean     WVP_mean  SCL_mean  \\\n",
       "0  2833.564103  3212.435897  2856.538462  289.435897  1234.153846  4.974359   \n",
       "1  3026.878378  2803.824324  2341.270270  269.567568  1028.581081  5.000000   \n",
       "2  2959.461538  2716.538462  2119.717949  276.051282  1131.384615  5.000000   \n",
       "3  3085.119048  2620.833333  2334.190476  203.428571  1291.642857  4.833333   \n",
       "4  2926.240964  3273.313253  2577.036145  188.379518  1178.734940  5.042169   \n",
       "\n",
       "   TCI_R_mean  TCI_G_mean  TCI_B_mean  NDRE_mean  MMSR_mean  NDWI_mean  \\\n",
       "0  184.179487  149.230769  105.692308   0.014618   0.195278  -0.075685   \n",
       "1  165.783784  155.310811  108.351351   0.068674   0.424094   0.010620   \n",
       "2  118.666667  103.794872   67.128205   0.078220   0.589286   0.023843   \n",
       "3  147.071429  117.976190   86.333333   0.076727   0.747203   0.052186   \n",
       "4  183.927711  139.228916   98.361446   0.041198   0.197912  -0.124819   \n",
       "\n",
       "   GNDVI_mean  EVI2_mean  NGRDI_mean  MNDWI_mean  OSAVI_mean  WDRVI_mean  \\\n",
       "0    0.267284   0.271911   -0.104523   -0.375446    0.167064   -0.748692   \n",
       "1    0.320990   0.522869   -0.022427   -0.301000    0.292189   -0.659756   \n",
       "2    0.471668   0.757426   -0.062707   -0.455162    0.419107   -0.595657   \n",
       "3    0.414060   0.675865   -0.052752   -0.405704    0.334918   -0.545764   \n",
       "4    0.296494   0.276978   -0.133116   -0.416878    0.169569   -0.747611   \n",
       "\n",
       "     TGI_mean  GCVI_mean  RGVI_mean   MI_mean  ARVI_mean  SIPI_mean  \\\n",
       "0  129.721795   0.774171   0.670066 -0.075685  -0.003998   2.355447   \n",
       "1  241.250811   1.130056   0.651984  0.010620   0.121207   1.673138   \n",
       "2  166.072308   1.872793   0.674053  0.023843   0.207214   1.337303   \n",
       "3   81.282381   2.326943   0.691797  0.052186   0.175922   2.165807   \n",
       "4   73.766446   0.881449   0.640246 -0.124819  -0.011760   2.536422   \n",
       "\n",
       "   RENDVI_mean  MRESR_mean  RYI_mean  NDYI_mean    DYI_mean      ACI_mean  \\\n",
       "0     0.054861    1.179934  1.433379   0.176316  433.871795  8.378059e+06   \n",
       "1     0.139556    1.600335  1.564127   0.201850  466.797297  9.465532e+06   \n",
       "2     0.156485    1.709989  1.587176   0.222985  363.692308  6.267266e+06   \n",
       "3     0.185282    2.458408  1.520293   0.194180  322.952381  7.341975e+06   \n",
       "4     0.037608    1.150445  1.472890   0.186531  400.198795  8.433860e+06   \n",
       "\n",
       "   CVI_mean      AVI_mean       SI_mean  BSI_mean  SAVI_mean  FIDET_mean  \\\n",
       "0  2.180106 -3.278257e+09 -2.971079e+09  0.168977   0.222196    0.000392   \n",
       "1  2.135526 -6.181141e+09 -3.347078e+09  0.041605   0.388613    0.000310   \n",
       "2  3.229046 -5.838284e+09 -8.284266e+08  0.048412   0.557415    0.000260   \n",
       "3  3.170827 -3.333421e+09 -3.106877e+09  0.018193   0.445443    0.000334   \n",
       "4  2.449798 -2.811524e+09 -4.413041e+09  0.191245   0.225528    0.000347   \n",
       "\n",
       "   MTCI_mean  NPCRI_mean  S2REP_mean  CCCI_mean   MCARI_mean   TCARI_mean  \\\n",
       "0   0.000132    0.275559  697.339247   0.332456 -1342.956381   612.162057   \n",
       "1   5.860780    0.225110         NaN   0.749567  -712.446035   596.105326   \n",
       "2   1.113426    0.281985  713.115105   0.555778 -1426.663797  1119.015648   \n",
       "3   1.889611    0.244021  761.120675   0.617685 -1018.106320   405.690366   \n",
       "4   0.397849    0.311687         NaN   0.432369 -1430.394423   428.316424   \n",
       "\n",
       "      PVI_mean  EVI_mean  NDVI_mean      BAI_mean    MTVI2_mean  NDSI_mean  \\\n",
       "0  1566.545730  0.334876   0.167078  1.103433e-07  3.384198e+06  -0.375446   \n",
       "1  1980.185152  0.704496   0.292212  9.668411e-08  1.528706e+07  -0.301000   \n",
       "2  2003.339386  0.866310   0.419143  1.099588e-07  1.729553e+07  -0.455162   \n",
       "3  1887.889175  0.815806   0.334948  1.073912e-07  1.357648e+07  -0.405704   \n",
       "4  1527.653475  0.302309   0.169586  1.189366e-07  1.432310e+06  -0.416878   \n",
       "\n",
       "   MRENDVI_mean  NDVIre_mean  CIre_mean  NDMI_mean  TNDVI_mean  VDVI_mean  \\\n",
       "0      0.073823     0.069170   0.166929  -0.118815    0.814859   0.016393   \n",
       "1      0.194027     0.205807   0.590355   0.029106    0.884686   0.077497   \n",
       "2      0.256028     0.231357   0.616324   0.024268    0.957071   0.060853   \n",
       "3      0.246587     0.245604   1.192083   0.044148    0.899684   0.053374   \n",
       "4      0.061344     0.078424   0.181663  -0.137523    0.815952   0.000998   \n",
       "\n",
       "   NBR_mean      TVI_mean    EXG_mean  PSRI_mean  RDVI_mean  RATIO1_mean  \\\n",
       "0 -0.118815  24660.000000   87.871795   0.320678  10.900037     0.508420   \n",
       "1  0.029106  54064.054054  355.270270   0.236177  19.870727     0.462288   \n",
       "2  0.024268  71915.897436  220.666667   0.210867  26.821767     0.816761   \n",
       "3  0.044148  44008.571429   26.238095   0.267363  21.221110     0.637769   \n",
       "4 -0.137523  10376.024096  -36.608434   0.366874  10.463733     0.687026   \n",
       "\n",
       "   RATIO2_mean  RATIO3_mean  RATIO4_mean  RATIO5_mean  RATIO6_mean  \\\n",
       "0     0.333857     1.132812     1.235225     1.223618     1.081164   \n",
       "1     0.364119     1.238357     1.292245     1.513093     1.081427   \n",
       "2     0.461426     1.281193     1.566717     1.522210     1.105203   \n",
       "3     0.429125     1.278857     1.443482     2.118281     1.142849   \n",
       "4     0.434158     1.280991     1.217536     1.140881     1.052522   \n",
       "\n",
       "   RATIO7_mean  B1_min  B2_min  B3_min  B4_min  B5_min  B6_min  B7_min  \\\n",
       "0     1.452941   237.0   414.0   726.0   710.0  1299.0  1322.0  1441.0   \n",
       "1     2.197708     1.0   192.0   664.0   541.0  1054.0  1171.0  1205.0   \n",
       "2     2.572261   614.0   399.0   754.0   853.0  1434.0  1816.0  2001.0   \n",
       "3     4.038496   234.0   182.0   397.0   229.0   589.0  1378.0  1512.0   \n",
       "4     1.455987   474.0   232.0   536.0   772.0  1108.0  1365.0  1549.0   \n",
       "\n",
       "   B8_min  B8A_min  B9_min  B11_min  B12_min  AOT_min  WVP_min  SCL_min  \\\n",
       "0  1475.0   1466.0  1423.0   1961.0   1777.0    112.0    310.0      4.0   \n",
       "1  1368.0   1326.0  1476.0   1838.0   1204.0     93.0    265.0      4.0   \n",
       "2  1992.0   2077.0  2275.0   2178.0   1700.0    107.0    330.0      5.0   \n",
       "3  1552.0   1599.0  1698.0   1374.0    724.0     94.0    559.0      4.0   \n",
       "4  1462.0   1716.0  2389.0   2255.0   1586.0     76.0    316.0      5.0   \n",
       "\n",
       "   TCI_R_min  TCI_G_min  TCI_B_min  NDRE_min  MMSR_min  NDWI_min  GNDVI_min  \\\n",
       "0       70.0       74.0       47.0 -0.096328  0.099054 -0.169738   0.200998   \n",
       "1       52.0       68.0       18.0 -0.020248  0.084260 -0.161820   0.154158   \n",
       "2       88.0       77.0       39.0  0.026278  0.286907 -0.058632   0.357346   \n",
       "3       25.0       41.0       17.0 -0.038329  0.058340 -0.158642   0.114028   \n",
       "4       79.0       55.0       25.0 -0.005670  0.052450 -0.188002   0.002451   \n",
       "\n",
       "   EVI2_min  NGRDI_min  MNDWI_min  OSAVI_min  WDRVI_min  TGI_min  GCVI_min  \\\n",
       "0  0.144053  -0.153341  -0.521669   0.094163  -0.784452    23.10  0.503121   \n",
       "1  0.122772  -0.130040  -0.534688   0.080715  -0.789610    82.10  0.364508   \n",
       "2  0.404329  -0.158482  -0.560384   0.247000  -0.715835    36.92  1.112094   \n",
       "3  0.085278  -0.208208  -0.570579   0.056638  -0.798548   -47.76  0.257408   \n",
       "4  0.076722  -0.194690  -0.618925   0.051075  -0.800561   -93.84  0.004914   \n",
       "\n",
       "   RGVI_min    MI_min  ARVI_min  SIPI_min  RENDVI_min  MRESR_min   RYI_min  \\\n",
       "0  0.611136 -0.169738 -0.068478  1.145455   -0.013915   0.955090  1.248344   \n",
       "1  0.539790 -0.161820 -0.058086  1.052506   -0.001031   0.995935  1.247557   \n",
       "2  0.643985 -0.058632  0.052074  1.136673    0.074413   1.290503  1.309717   \n",
       "3  0.482662 -0.158642 -0.072004  0.994573   -0.000185   0.999371  1.110323   \n",
       "4  0.308632 -0.188002 -0.086719 -0.798742   -0.019799   0.421687  0.923426   \n",
       "\n",
       "   NDYI_min  DYI_min    ACI_min   CVI_min       AVI_min        SI_min  \\\n",
       "0  0.110457    242.0  2983925.0  1.736957 -7.486925e+09 -5.390681e+09   \n",
       "1  0.110145    265.0  2409048.0  1.573785 -1.395610e+10 -1.184540e+10   \n",
       "2  0.134093    240.0  3569664.0  2.510046 -1.021743e+10 -1.897696e+09   \n",
       "3  0.052278    136.0  2212208.0  1.411571 -8.516946e+09 -4.119371e+10   \n",
       "4 -0.039811   -540.0  1915220.0  0.911706 -2.458484e+10 -2.711848e+11   \n",
       "\n",
       "    BSI_min  SAVI_min  FIDET_min   MTCI_min  NPCRI_min   S2REP_min  CCCI_min  \\\n",
       "0 -0.024485  0.125237   0.000192 -25.500000   0.186474 -240.000000 -0.957182   \n",
       "1 -0.230127  0.107352   0.000073 -12.529412   0.112933   48.750000  0.081010   \n",
       "2 -0.048628  0.328511   0.000183   0.589569   0.200361  701.432692  0.435843   \n",
       "3 -0.468399  0.075329   0.000039  -0.004237  -0.038760  635.673077 -0.271124   \n",
       "4 -0.105501  0.067929   0.000110  -0.879121  -0.088272 -135.000000  0.015544   \n",
       "\n",
       "     MCARI_min   TCARI_min      PVI_min   EVI_min  NDVI_min       BAI_min  \\\n",
       "0 -2085.548293 -181.033200   895.082692  0.166741  0.094170  6.882529e-08   \n",
       "1 -1720.543326 -770.403085   845.118705  0.166569  0.080722  4.906016e-08   \n",
       "2 -2149.418182  513.251025  1328.235674  0.478251  0.247025  7.074760e-08   \n",
       "3 -2253.107935  -19.924314   955.719366  0.153866  0.056641  2.970816e-08   \n",
       "4 -1861.372217 -909.555792   971.846982 -0.145912  0.051076  1.286564e-08   \n",
       "\n",
       "      MTVI2_min  NDSI_min  MRENDVI_min  NDVIre_min  CIre_min  NDMI_min  \\\n",
       "0 -5.916269e+05 -0.521669    -0.022971   -0.099920 -0.181687 -0.298492   \n",
       "1  3.443179e+05 -0.534688    -0.002037    0.016803  0.034181 -0.164699   \n",
       "2  4.234525e+06 -0.560384     0.126829    0.118080  0.267780 -0.072539   \n",
       "3 -2.688965e+06 -0.570579    -0.000314   -0.015357 -0.030249 -0.173149   \n",
       "4 -3.056210e+06 -0.618925    -0.406780    0.001142  0.002286 -0.214980   \n",
       "\n",
       "   TNDVI_min  VDVI_min   NBR_min  TVI_min  EXG_min  PSRI_min   RDVI_min  \\\n",
       "0   0.770824 -0.021209 -0.298492  -7720.0   -134.0  0.123746   5.788719   \n",
       "1   0.762051  0.006749 -0.164699 -11260.0     48.0  0.048829   5.238835   \n",
       "2   0.864306 -0.012961 -0.072539  32320.0    -52.0  0.130252  14.498896   \n",
       "3   0.746084 -0.055955 -0.173149 -12620.0   -356.0 -0.006947   5.126524   \n",
       "4   0.742345 -0.037468 -0.214980 -33900.0   -268.0 -0.192560   4.359286   \n",
       "\n",
       "   RATIO1_min  RATIO2_min  RATIO3_min  RATIO4_min  RATIO5_min  RATIO6_min  \\\n",
       "0    0.259279    0.129367    0.979629    0.983000    0.990889    1.009280   \n",
       "1    0.001506    0.000783    1.038565    0.866589    1.065943    0.981166   \n",
       "2    0.642447    0.379901    1.196744    1.233922    1.239951    1.038763   \n",
       "3    0.408027    0.257928    0.954965    1.067432    1.043704    1.032099   \n",
       "4    0.500000    0.369447    1.204701    0.905026    0.917327    0.954385   \n",
       "\n",
       "   RATIO7_min  B1_max  B2_max  B3_max  B4_max  B5_max  B6_max  B7_max  B8_max  \\\n",
       "0    1.207921  1003.0  1288.0  1849.0  2344.0  2739.0  2940.0  3261.0  3176.0   \n",
       "1    1.175620  1185.0  1824.0  2382.0  2730.0  2838.0  4097.0  4728.0  4472.0   \n",
       "2    1.656130  1029.0   988.0  1316.0  1628.0  2172.0  3015.0  3282.0  3626.0   \n",
       "3    1.120083  3361.0  3100.0  3442.0  3864.0  4463.0  4673.0  4823.0  4804.0   \n",
       "4    1.107651  5766.0  7052.0  6512.0  5908.0  6181.0  5941.0  5670.0  6544.0   \n",
       "\n",
       "   B8A_max   B9_max  B11_max  B12_max  AOT_max  WVP_max  SCL_max  TCI_R_max  \\\n",
       "0   3343.0   3293.0   3804.0   3376.0    553.0   3541.0      5.0      236.0   \n",
       "1   4782.0   4438.0   3787.0   3441.0    532.0   3084.0      7.0      255.0   \n",
       "2   3502.0   3492.0   3182.0   2465.0    526.0   3304.0      5.0      165.0   \n",
       "3   4807.0  11821.0   4673.0   4727.0    371.0   2991.0      8.0      255.0   \n",
       "4   5459.0   6162.0   5093.0   3709.0    367.0   2647.0      9.0      255.0   \n",
       "\n",
       "   TCI_G_max  TCI_B_max  NDRE_max  MMSR_max  NDWI_max  GNDVI_max  EVI2_max  \\\n",
       "0      187.0      133.0  0.084681  0.966265  0.124738   0.581677  1.143258   \n",
       "1      241.0      187.0  0.227026  1.746146  0.322822   0.676571  1.644703   \n",
       "2      134.0      103.0  0.142170  0.981154  0.079208   0.601636  1.155906   \n",
       "3      255.0      255.0  0.191473  3.580193  0.523330   0.810780  2.136014   \n",
       "4      255.0      255.0  0.146105  0.607505  0.034685   0.504043  0.794365   \n",
       "\n",
       "   NGRDI_max  MNDWI_max  OSAVI_max  WDRVI_max  TGI_max  GCVI_max  RGVI_max  \\\n",
       "0   0.011142  -0.236508   0.588942  -0.442357   326.22  2.780992  0.804764   \n",
       "1   0.222805  -0.151600   0.765791  -0.140165   469.51  4.183735  0.876532   \n",
       "2   0.020666  -0.387579   0.593857  -0.436269   284.95  3.020539  0.726328   \n",
       "3   0.373461  -0.151694   0.908937   0.354384   323.65  8.569721  0.858772   \n",
       "4   0.048631   0.122275   0.441921  -0.589311   233.07  2.032609  0.704218   \n",
       "\n",
       "     MI_max  ARVI_max  SIPI_max  RENDVI_max  MRESR_max   RYI_max  NDYI_max  \\\n",
       "0  0.124738  0.379777  3.170404    0.245014   1.904470  1.850932  0.298475   \n",
       "1  0.322822  0.607610  3.245614    0.497472   3.366327  4.239583  0.618290   \n",
       "2  0.079208  0.386992  1.665100    0.227213   2.288646  2.090069  0.352765   \n",
       "3  0.523330  0.833242  3.375000    0.630014  10.708609  2.539623  0.434968   \n",
       "4  0.034685  0.209790  4.086093    0.155060   1.722628  2.644000  0.451153   \n",
       "\n",
       "   DYI_max     ACI_max   CVI_max       AVI_max       SI_max   BSI_max  \\\n",
       "0    618.0  12604158.0  4.049998 -5.616210e+08 -212292325.0  0.295129   \n",
       "1    668.0  18382752.0  4.223495 -5.072024e+08  -75542220.0  0.243060   \n",
       "2    504.0   9161728.0  4.417948 -1.970682e+09 -264745620.0  0.135435   \n",
       "3    472.0  31620368.0  6.877830 -6.804096e+08  -24204044.0  0.228734   \n",
       "4    542.0  81276480.0  3.938753 -7.775267e+08  -95531205.0  0.282963   \n",
       "\n",
       "   SAVI_max  FIDET_max    MTCI_max  NPCRI_max    S2REP_max  CCCI_max  \\\n",
       "0  0.783297   0.000861    3.634146   0.428064  1463.333333  1.037245   \n",
       "1  1.018506   0.000811  180.000000   0.504516          inf  1.484287   \n",
       "2  0.789833   0.000392    1.606127   0.374277   719.358038  0.650571   \n",
       "3  1.208892   0.000794    6.874439   0.375472  2770.000000  0.859906   \n",
       "4  0.587759   0.000413    2.933333   0.538767          inf  1.429346   \n",
       "\n",
       "    MCARI_max    TCARI_max      PVI_max   EVI_max  NDVI_max       BAI_max  \\\n",
       "0 -296.866000  1355.763380  2038.008895  1.304153  0.589001  2.875959e-07   \n",
       "1   13.021571  1936.981395  3394.388840  1.910528  0.765844  3.495176e-07   \n",
       "2 -919.530075  1781.197314  2644.454693  1.348066  0.593906  1.982136e-07   \n",
       "3   -4.997368  1266.940127  3743.188066  2.700029  0.909001  2.693637e-07   \n",
       "4  978.204976  1044.043498  3771.885736  0.902298  0.441975  3.654717e-07   \n",
       "\n",
       "      MTVI2_max  NDSI_max  MRENDVI_max  NDVIre_max  CIre_max  NDMI_max  \\\n",
       "0  2.027936e+07 -0.236508     0.311406    0.302491  0.867347  0.088638   \n",
       "1  6.837490e+07 -0.151600     0.541949    0.499613  1.996904  0.292486   \n",
       "2  3.488448e+07 -0.387579     0.391847    0.346575  1.060794  0.128205   \n",
       "3  8.423235e+07 -0.151694     0.829186    0.719399  5.127551  0.524732   \n",
       "4  3.039706e+07  0.122275     0.265416    0.270008  0.739756  0.124688   \n",
       "\n",
       "   TNDVI_max  VDVI_max   NBR_max   TVI_max  EXG_max  PSRI_max   RDVI_max  \\\n",
       "0   1.043552  0.127329  0.088638  101560.0    498.0  0.392560  34.621062   \n",
       "1   1.125097  0.354973  0.292486  223840.0    886.0  0.460876  54.504211   \n",
       "2   1.045900  0.143569  0.128205  122320.0    461.0  0.297357  39.845902   \n",
       "3   1.187013  0.371585  0.524732  204420.0    633.0  0.439132  64.487811   \n",
       "4   0.970554  0.122241  0.124688   58780.0    337.0  0.530759  23.532851   \n",
       "\n",
       "   RATIO1_max  RATIO2_max  RATIO3_max  RATIO4_max  RATIO5_max  RATIO6_max  \\\n",
       "0    0.749516    0.419945    1.300412    2.070423    1.910884    1.174331   \n",
       "1    0.772222    0.629043    1.770764    2.666105    3.358359    1.169429   \n",
       "2    1.110398    0.563842    1.369780    2.072727    1.765513    1.155386   \n",
       "3    0.976467    0.761453    2.034395    3.423581    5.718112    1.391346   \n",
       "4    1.009328    0.932859    1.435057    1.774235    1.476912    1.172161   \n",
       "\n",
       "   RATIO7_max        Lat        Lon  Target     location  \n",
       "0    3.866197  34.141719  70.753850       0  Afghanistan  \n",
       "1    7.541315  34.266560  70.336752       1  Afghanistan  \n",
       "2    3.924971  34.107335  70.705070       0  Afghanistan  \n",
       "3   20.978166  32.369534  48.338076       1         Iran  \n",
       "4    2.584071  32.456580  48.235219       0         Iran  "
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "full_train_agg.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
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       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ID</th>\n",
       "      <th>B1_mean</th>\n",
       "      <th>B2_mean</th>\n",
       "      <th>B3_mean</th>\n",
       "      <th>B4_mean</th>\n",
       "      <th>B5_mean</th>\n",
       "      <th>B6_mean</th>\n",
       "      <th>B7_mean</th>\n",
       "      <th>B8_mean</th>\n",
       "      <th>B8A_mean</th>\n",
       "      <th>B9_mean</th>\n",
       "      <th>B11_mean</th>\n",
       "      <th>B12_mean</th>\n",
       "      <th>AOT_mean</th>\n",
       "      <th>WVP_mean</th>\n",
       "      <th>SCL_mean</th>\n",
       "      <th>TCI_R_mean</th>\n",
       "      <th>TCI_G_mean</th>\n",
       "      <th>TCI_B_mean</th>\n",
       "      <th>NDRE_mean</th>\n",
       "      <th>MMSR_mean</th>\n",
       "      <th>NDWI_mean</th>\n",
       "      <th>GNDVI_mean</th>\n",
       "      <th>EVI2_mean</th>\n",
       "      <th>NGRDI_mean</th>\n",
       "      <th>MNDWI_mean</th>\n",
       "      <th>OSAVI_mean</th>\n",
       "      <th>WDRVI_mean</th>\n",
       "      <th>TGI_mean</th>\n",
       "      <th>GCVI_mean</th>\n",
       "      <th>RGVI_mean</th>\n",
       "      <th>MI_mean</th>\n",
       "      <th>ARVI_mean</th>\n",
       "      <th>SIPI_mean</th>\n",
       "      <th>RENDVI_mean</th>\n",
       "      <th>MRESR_mean</th>\n",
       "      <th>RYI_mean</th>\n",
       "      <th>NDYI_mean</th>\n",
       "      <th>DYI_mean</th>\n",
       "      <th>ACI_mean</th>\n",
       "      <th>CVI_mean</th>\n",
       "      <th>AVI_mean</th>\n",
       "      <th>SI_mean</th>\n",
       "      <th>BSI_mean</th>\n",
       "      <th>SAVI_mean</th>\n",
       "      <th>FIDET_mean</th>\n",
       "      <th>MTCI_mean</th>\n",
       "      <th>NPCRI_mean</th>\n",
       "      <th>S2REP_mean</th>\n",
       "      <th>CCCI_mean</th>\n",
       "      <th>MCARI_mean</th>\n",
       "      <th>TCARI_mean</th>\n",
       "      <th>PVI_mean</th>\n",
       "      <th>EVI_mean</th>\n",
       "      <th>NDVI_mean</th>\n",
       "      <th>BAI_mean</th>\n",
       "      <th>MTVI2_mean</th>\n",
       "      <th>NDSI_mean</th>\n",
       "      <th>MRENDVI_mean</th>\n",
       "      <th>NDVIre_mean</th>\n",
       "      <th>CIre_mean</th>\n",
       "      <th>NDMI_mean</th>\n",
       "      <th>TNDVI_mean</th>\n",
       "      <th>VDVI_mean</th>\n",
       "      <th>NBR_mean</th>\n",
       "      <th>TVI_mean</th>\n",
       "      <th>EXG_mean</th>\n",
       "      <th>PSRI_mean</th>\n",
       "      <th>RDVI_mean</th>\n",
       "      <th>RATIO1_mean</th>\n",
       "      <th>RATIO2_mean</th>\n",
       "      <th>RATIO3_mean</th>\n",
       "      <th>RATIO4_mean</th>\n",
       "      <th>RATIO5_mean</th>\n",
       "      <th>RATIO6_mean</th>\n",
       "      <th>RATIO7_mean</th>\n",
       "      <th>B1_min</th>\n",
       "      <th>B2_min</th>\n",
       "      <th>B3_min</th>\n",
       "      <th>B4_min</th>\n",
       "      <th>B5_min</th>\n",
       "      <th>B6_min</th>\n",
       "      <th>B7_min</th>\n",
       "      <th>B8_min</th>\n",
       "      <th>B8A_min</th>\n",
       "      <th>B9_min</th>\n",
       "      <th>B11_min</th>\n",
       "      <th>B12_min</th>\n",
       "      <th>AOT_min</th>\n",
       "      <th>WVP_min</th>\n",
       "      <th>SCL_min</th>\n",
       "      <th>TCI_R_min</th>\n",
       "      <th>TCI_G_min</th>\n",
       "      <th>TCI_B_min</th>\n",
       "      <th>NDRE_min</th>\n",
       "      <th>MMSR_min</th>\n",
       "      <th>NDWI_min</th>\n",
       "      <th>GNDVI_min</th>\n",
       "      <th>EVI2_min</th>\n",
       "      <th>NGRDI_min</th>\n",
       "      <th>MNDWI_min</th>\n",
       "      <th>OSAVI_min</th>\n",
       "      <th>WDRVI_min</th>\n",
       "      <th>TGI_min</th>\n",
       "      <th>GCVI_min</th>\n",
       "      <th>RGVI_min</th>\n",
       "      <th>MI_min</th>\n",
       "      <th>ARVI_min</th>\n",
       "      <th>SIPI_min</th>\n",
       "      <th>RENDVI_min</th>\n",
       "      <th>MRESR_min</th>\n",
       "      <th>RYI_min</th>\n",
       "      <th>NDYI_min</th>\n",
       "      <th>DYI_min</th>\n",
       "      <th>ACI_min</th>\n",
       "      <th>CVI_min</th>\n",
       "      <th>AVI_min</th>\n",
       "      <th>SI_min</th>\n",
       "      <th>BSI_min</th>\n",
       "      <th>SAVI_min</th>\n",
       "      <th>FIDET_min</th>\n",
       "      <th>MTCI_min</th>\n",
       "      <th>NPCRI_min</th>\n",
       "      <th>S2REP_min</th>\n",
       "      <th>CCCI_min</th>\n",
       "      <th>MCARI_min</th>\n",
       "      <th>TCARI_min</th>\n",
       "      <th>PVI_min</th>\n",
       "      <th>EVI_min</th>\n",
       "      <th>NDVI_min</th>\n",
       "      <th>BAI_min</th>\n",
       "      <th>MTVI2_min</th>\n",
       "      <th>NDSI_min</th>\n",
       "      <th>MRENDVI_min</th>\n",
       "      <th>NDVIre_min</th>\n",
       "      <th>CIre_min</th>\n",
       "      <th>NDMI_min</th>\n",
       "      <th>TNDVI_min</th>\n",
       "      <th>VDVI_min</th>\n",
       "      <th>NBR_min</th>\n",
       "      <th>TVI_min</th>\n",
       "      <th>EXG_min</th>\n",
       "      <th>PSRI_min</th>\n",
       "      <th>RDVI_min</th>\n",
       "      <th>RATIO1_min</th>\n",
       "      <th>RATIO2_min</th>\n",
       "      <th>RATIO3_min</th>\n",
       "      <th>RATIO4_min</th>\n",
       "      <th>RATIO5_min</th>\n",
       "      <th>RATIO6_min</th>\n",
       "      <th>RATIO7_min</th>\n",
       "      <th>B1_max</th>\n",
       "      <th>B2_max</th>\n",
       "      <th>B3_max</th>\n",
       "      <th>B4_max</th>\n",
       "      <th>B5_max</th>\n",
       "      <th>B6_max</th>\n",
       "      <th>B7_max</th>\n",
       "      <th>B8_max</th>\n",
       "      <th>B8A_max</th>\n",
       "      <th>B9_max</th>\n",
       "      <th>B11_max</th>\n",
       "      <th>B12_max</th>\n",
       "      <th>AOT_max</th>\n",
       "      <th>WVP_max</th>\n",
       "      <th>SCL_max</th>\n",
       "      <th>TCI_R_max</th>\n",
       "      <th>TCI_G_max</th>\n",
       "      <th>TCI_B_max</th>\n",
       "      <th>NDRE_max</th>\n",
       "      <th>MMSR_max</th>\n",
       "      <th>NDWI_max</th>\n",
       "      <th>GNDVI_max</th>\n",
       "      <th>EVI2_max</th>\n",
       "      <th>NGRDI_max</th>\n",
       "      <th>MNDWI_max</th>\n",
       "      <th>OSAVI_max</th>\n",
       "      <th>WDRVI_max</th>\n",
       "      <th>TGI_max</th>\n",
       "      <th>GCVI_max</th>\n",
       "      <th>RGVI_max</th>\n",
       "      <th>MI_max</th>\n",
       "      <th>ARVI_max</th>\n",
       "      <th>SIPI_max</th>\n",
       "      <th>RENDVI_max</th>\n",
       "      <th>MRESR_max</th>\n",
       "      <th>RYI_max</th>\n",
       "      <th>NDYI_max</th>\n",
       "      <th>DYI_max</th>\n",
       "      <th>ACI_max</th>\n",
       "      <th>CVI_max</th>\n",
       "      <th>AVI_max</th>\n",
       "      <th>SI_max</th>\n",
       "      <th>BSI_max</th>\n",
       "      <th>SAVI_max</th>\n",
       "      <th>FIDET_max</th>\n",
       "      <th>MTCI_max</th>\n",
       "      <th>NPCRI_max</th>\n",
       "      <th>S2REP_max</th>\n",
       "      <th>CCCI_max</th>\n",
       "      <th>MCARI_max</th>\n",
       "      <th>TCARI_max</th>\n",
       "      <th>PVI_max</th>\n",
       "      <th>EVI_max</th>\n",
       "      <th>NDVI_max</th>\n",
       "      <th>BAI_max</th>\n",
       "      <th>MTVI2_max</th>\n",
       "      <th>NDSI_max</th>\n",
       "      <th>MRENDVI_max</th>\n",
       "      <th>NDVIre_max</th>\n",
       "      <th>CIre_max</th>\n",
       "      <th>NDMI_max</th>\n",
       "      <th>TNDVI_max</th>\n",
       "      <th>VDVI_max</th>\n",
       "      <th>NBR_max</th>\n",
       "      <th>TVI_max</th>\n",
       "      <th>EXG_max</th>\n",
       "      <th>PSRI_max</th>\n",
       "      <th>RDVI_max</th>\n",
       "      <th>RATIO1_max</th>\n",
       "      <th>RATIO2_max</th>\n",
       "      <th>RATIO3_max</th>\n",
       "      <th>RATIO4_max</th>\n",
       "      <th>RATIO5_max</th>\n",
       "      <th>RATIO6_max</th>\n",
       "      <th>RATIO7_max</th>\n",
       "      <th>Lat</th>\n",
       "      <th>Lon</th>\n",
       "      <th>location</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ID_00SYEM165IJF</td>\n",
       "      <td>1216.608108</td>\n",
       "      <td>2022.837838</td>\n",
       "      <td>2621.554054</td>\n",
       "      <td>2967.770270</td>\n",
       "      <td>2702.324324</td>\n",
       "      <td>2799.702703</td>\n",
       "      <td>2896.175676</td>\n",
       "      <td>3249.635135</td>\n",
       "      <td>2973.864865</td>\n",
       "      <td>2852.581081</td>\n",
       "      <td>3527.905405</td>\n",
       "      <td>3253.148649</td>\n",
       "      <td>270.405405</td>\n",
       "      <td>1013.716216</td>\n",
       "      <td>5.081081</td>\n",
       "      <td>247.851351</td>\n",
       "      <td>237.729730</td>\n",
       "      <td>203.891892</td>\n",
       "      <td>0.078155</td>\n",
       "      <td>0.050265</td>\n",
       "      <td>-0.087510</td>\n",
       "      <td>0.111334</td>\n",
       "      <td>0.073383</td>\n",
       "      <td>-0.063159</td>\n",
       "      <td>-0.151505</td>\n",
       "      <td>0.048579</td>\n",
       "      <td>-0.801223</td>\n",
       "      <td>230.192568</td>\n",
       "      <td>0.253542</td>\n",
       "      <td>0.552899</td>\n",
       "      <td>-0.087510</td>\n",
       "      <td>-0.058472</td>\n",
       "      <td>4.687864</td>\n",
       "      <td>0.017935</td>\n",
       "      <td>1.070837</td>\n",
       "      <td>1.308157</td>\n",
       "      <td>0.132722</td>\n",
       "      <td>598.716216</td>\n",
       "      <td>1.865662e+07</td>\n",
       "      <td>1.424838</td>\n",
       "      <td>-2.576181e+09</td>\n",
       "      <td>-1.758309e+10</td>\n",
       "      <td>0.105211</td>\n",
       "      <td>0.064610</td>\n",
       "      <td>0.000405</td>\n",
       "      <td>-0.423939</td>\n",
       "      <td>0.194168</td>\n",
       "      <td>792.706885</td>\n",
       "      <td>2.133499</td>\n",
       "      <td>-396.853726</td>\n",
       "      <td>-846.230372</td>\n",
       "      <td>1864.798341</td>\n",
       "      <td>0.122937</td>\n",
       "      <td>0.048582</td>\n",
       "      <td>5.655125e-08</td>\n",
       "      <td>-1.235649e+06</td>\n",
       "      <td>-0.151505</td>\n",
       "      <td>0.032181</td>\n",
       "      <td>0.095874</td>\n",
       "      <td>0.217628</td>\n",
       "      <td>-0.040922</td>\n",
       "      <td>0.740432</td>\n",
       "      <td>0.025304</td>\n",
       "      <td>-0.040922</td>\n",
       "      <td>-23932.702703</td>\n",
       "      <td>252.500000</td>\n",
       "      <td>0.345255</td>\n",
       "      <td>3.686029</td>\n",
       "      <td>0.464644</td>\n",
       "      <td>0.449001</td>\n",
       "      <td>1.084703</td>\n",
       "      <td>0.911364</td>\n",
       "      <td>1.074722</td>\n",
       "      <td>1.036567</td>\n",
       "      <td>1.103907</td>\n",
       "      <td>342.0</td>\n",
       "      <td>840.0</td>\n",
       "      <td>1434.0</td>\n",
       "      <td>1654.0</td>\n",
       "      <td>1489.0</td>\n",
       "      <td>1474.0</td>\n",
       "      <td>1815.0</td>\n",
       "      <td>2142.0</td>\n",
       "      <td>1740.0</td>\n",
       "      <td>1630.0</td>\n",
       "      <td>2241.0</td>\n",
       "      <td>1926.0</td>\n",
       "      <td>93.0</td>\n",
       "      <td>202.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>167.0</td>\n",
       "      <td>146.0</td>\n",
       "      <td>86.0</td>\n",
       "      <td>0.028227</td>\n",
       "      <td>-0.010215</td>\n",
       "      <td>-0.157198</td>\n",
       "      <td>0.041388</td>\n",
       "      <td>-0.015034</td>\n",
       "      <td>-0.109471</td>\n",
       "      <td>-0.225493</td>\n",
       "      <td>-0.010267</td>\n",
       "      <td>-0.821548</td>\n",
       "      <td>97.90</td>\n",
       "      <td>0.086349</td>\n",
       "      <td>0.520346</td>\n",
       "      <td>-0.157198</td>\n",
       "      <td>-0.087993</td>\n",
       "      <td>-22.681818</td>\n",
       "      <td>-0.038766</td>\n",
       "      <td>0.870021</td>\n",
       "      <td>1.217755</td>\n",
       "      <td>0.098187</td>\n",
       "      <td>440.0</td>\n",
       "      <td>6670080.0</td>\n",
       "      <td>1.204641</td>\n",
       "      <td>-5.397241e+09</td>\n",
       "      <td>-3.602461e+10</td>\n",
       "      <td>0.068292</td>\n",
       "      <td>-0.013655</td>\n",
       "      <td>0.000276</td>\n",
       "      <td>-14.000000</td>\n",
       "      <td>0.147301</td>\n",
       "      <td>-124.500000</td>\n",
       "      <td>-6.690744</td>\n",
       "      <td>-841.360756</td>\n",
       "      <td>-2320.782845</td>\n",
       "      <td>1294.794588</td>\n",
       "      <td>-0.028975</td>\n",
       "      <td>-0.010268</td>\n",
       "      <td>3.209648e-08</td>\n",
       "      <td>-6.397591e+06</td>\n",
       "      <td>-0.225493</td>\n",
       "      <td>-0.069507</td>\n",
       "      <td>0.036468</td>\n",
       "      <td>0.075697</td>\n",
       "      <td>-0.096978</td>\n",
       "      <td>0.699809</td>\n",
       "      <td>-0.001031</td>\n",
       "      <td>-0.096978</td>\n",
       "      <td>-45760.0</td>\n",
       "      <td>-12.0</td>\n",
       "      <td>0.265996</td>\n",
       "      <td>-0.853812</td>\n",
       "      <td>0.215447</td>\n",
       "      <td>0.221360</td>\n",
       "      <td>1.021017</td>\n",
       "      <td>0.697792</td>\n",
       "      <td>0.980837</td>\n",
       "      <td>0.921364</td>\n",
       "      <td>0.979674</td>\n",
       "      <td>1612.0</td>\n",
       "      <td>2796.0</td>\n",
       "      <td>3450.0</td>\n",
       "      <td>3858.0</td>\n",
       "      <td>3494.0</td>\n",
       "      <td>3525.0</td>\n",
       "      <td>3758.0</td>\n",
       "      <td>4034.0</td>\n",
       "      <td>3703.0</td>\n",
       "      <td>3591.0</td>\n",
       "      <td>4288.0</td>\n",
       "      <td>3981.0</td>\n",
       "      <td>534.0</td>\n",
       "      <td>3018.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>255.0</td>\n",
       "      <td>255.0</td>\n",
       "      <td>255.0</td>\n",
       "      <td>0.188773</td>\n",
       "      <td>0.142771</td>\n",
       "      <td>-0.038777</td>\n",
       "      <td>0.202003</td>\n",
       "      <td>0.206342</td>\n",
       "      <td>-0.033094</td>\n",
       "      <td>-0.070751</td>\n",
       "      <td>0.132657</td>\n",
       "      <td>-0.768984</td>\n",
       "      <td>372.07</td>\n",
       "      <td>0.506276</td>\n",
       "      <td>0.641791</td>\n",
       "      <td>-0.038777</td>\n",
       "      <td>-0.011874</td>\n",
       "      <td>16.028571</td>\n",
       "      <td>0.083868</td>\n",
       "      <td>1.345064</td>\n",
       "      <td>1.707143</td>\n",
       "      <td>0.261214</td>\n",
       "      <td>792.0</td>\n",
       "      <td>29480472.0</td>\n",
       "      <td>1.804771</td>\n",
       "      <td>8.484233e+08</td>\n",
       "      <td>-1.987380e+09</td>\n",
       "      <td>0.153736</td>\n",
       "      <td>0.176435</td>\n",
       "      <td>0.000758</td>\n",
       "      <td>12.100000</td>\n",
       "      <td>0.326383</td>\n",
       "      <td>2980.000000</td>\n",
       "      <td>5.847797</td>\n",
       "      <td>31.400651</td>\n",
       "      <td>27.683578</td>\n",
       "      <td>2281.504275</td>\n",
       "      <td>0.316314</td>\n",
       "      <td>0.132669</td>\n",
       "      <td>1.351219e-07</td>\n",
       "      <td>3.988687e+06</td>\n",
       "      <td>-0.070751</td>\n",
       "      <td>0.147145</td>\n",
       "      <td>0.232789</td>\n",
       "      <td>0.606846</td>\n",
       "      <td>0.020422</td>\n",
       "      <td>0.795405</td>\n",
       "      <td>0.069750</td>\n",
       "      <td>0.020422</td>\n",
       "      <td>6160.0</td>\n",
       "      <td>549.0</td>\n",
       "      <td>0.552239</td>\n",
       "      <td>8.274965</td>\n",
       "      <td>0.633523</td>\n",
       "      <td>0.525000</td>\n",
       "      <td>1.175648</td>\n",
       "      <td>1.042522</td>\n",
       "      <td>1.221675</td>\n",
       "      <td>1.231343</td>\n",
       "      <td>1.305925</td>\n",
       "      <td>34.269270</td>\n",
       "      <td>70.349492</td>\n",
       "      <td>Afghanistan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ID_01BG454IZX6G</td>\n",
       "      <td>613.904762</td>\n",
       "      <td>777.190476</td>\n",
       "      <td>1097.857143</td>\n",
       "      <td>1230.976190</td>\n",
       "      <td>1518.880952</td>\n",
       "      <td>2418.095238</td>\n",
       "      <td>2845.285714</td>\n",
       "      <td>2959.261905</td>\n",
       "      <td>2971.571429</td>\n",
       "      <td>3069.095238</td>\n",
       "      <td>2501.571429</td>\n",
       "      <td>2043.690476</td>\n",
       "      <td>202.833333</td>\n",
       "      <td>1331.952381</td>\n",
       "      <td>4.666667</td>\n",
       "      <td>123.404762</td>\n",
       "      <td>109.904762</td>\n",
       "      <td>79.380952</td>\n",
       "      <td>0.093908</td>\n",
       "      <td>1.014093</td>\n",
       "      <td>0.087818</td>\n",
       "      <td>0.455018</td>\n",
       "      <td>0.874247</td>\n",
       "      <td>0.017083</td>\n",
       "      <td>-0.418379</td>\n",
       "      <td>0.423061</td>\n",
       "      <td>-0.451293</td>\n",
       "      <td>143.690238</td>\n",
       "      <td>2.766095</td>\n",
       "      <td>0.708852</td>\n",
       "      <td>0.087818</td>\n",
       "      <td>0.271180</td>\n",
       "      <td>1.811901</td>\n",
       "      <td>0.246988</td>\n",
       "      <td>2.504477</td>\n",
       "      <td>1.604651</td>\n",
       "      <td>0.214417</td>\n",
       "      <td>320.666667</td>\n",
       "      <td>6.596715e+06</td>\n",
       "      <td>3.074554</td>\n",
       "      <td>-3.831376e+09</td>\n",
       "      <td>-2.472734e+09</td>\n",
       "      <td>-0.034334</td>\n",
       "      <td>0.562674</td>\n",
       "      <td>0.000313</td>\n",
       "      <td>2.251033</td>\n",
       "      <td>0.197517</td>\n",
       "      <td>724.718417</td>\n",
       "      <td>0.712052</td>\n",
       "      <td>-654.562618</td>\n",
       "      <td>494.177001</td>\n",
       "      <td>2047.155030</td>\n",
       "      <td>1.121564</td>\n",
       "      <td>0.423099</td>\n",
       "      <td>1.124686e-07</td>\n",
       "      <td>2.136939e+07</td>\n",
       "      <td>-0.418379</td>\n",
       "      <td>0.304936</td>\n",
       "      <td>0.320183</td>\n",
       "      <td>1.590580</td>\n",
       "      <td>0.083560</td>\n",
       "      <td>0.946404</td>\n",
       "      <td>0.103849</td>\n",
       "      <td>0.083560</td>\n",
       "      <td>65902.380952</td>\n",
       "      <td>187.547619</td>\n",
       "      <td>0.205690</td>\n",
       "      <td>26.889220</td>\n",
       "      <td>0.520792</td>\n",
       "      <td>0.375629</td>\n",
       "      <td>1.423792</td>\n",
       "      <td>1.613746</td>\n",
       "      <td>2.497590</td>\n",
       "      <td>1.165598</td>\n",
       "      <td>5.313775</td>\n",
       "      <td>106.0</td>\n",
       "      <td>158.0</td>\n",
       "      <td>425.0</td>\n",
       "      <td>191.0</td>\n",
       "      <td>572.0</td>\n",
       "      <td>1264.0</td>\n",
       "      <td>1366.0</td>\n",
       "      <td>1436.0</td>\n",
       "      <td>1502.0</td>\n",
       "      <td>1669.0</td>\n",
       "      <td>1260.0</td>\n",
       "      <td>622.0</td>\n",
       "      <td>94.0</td>\n",
       "      <td>356.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>0.018604</td>\n",
       "      <td>0.074789</td>\n",
       "      <td>-0.216310</td>\n",
       "      <td>0.141350</td>\n",
       "      <td>0.109105</td>\n",
       "      <td>-0.184805</td>\n",
       "      <td>-0.546201</td>\n",
       "      <td>0.071995</td>\n",
       "      <td>-0.792890</td>\n",
       "      <td>4.46</td>\n",
       "      <td>0.329238</td>\n",
       "      <td>0.487795</td>\n",
       "      <td>-0.216310</td>\n",
       "      <td>-0.066550</td>\n",
       "      <td>0.992306</td>\n",
       "      <td>-0.001721</td>\n",
       "      <td>0.993976</td>\n",
       "      <td>1.231467</td>\n",
       "      <td>0.103729</td>\n",
       "      <td>155.0</td>\n",
       "      <td>2139984.0</td>\n",
       "      <td>1.237792</td>\n",
       "      <td>-1.700115e+10</td>\n",
       "      <td>-2.607559e+10</td>\n",
       "      <td>-0.484581</td>\n",
       "      <td>0.095754</td>\n",
       "      <td>0.000032</td>\n",
       "      <td>-8.246914</td>\n",
       "      <td>-0.065719</td>\n",
       "      <td>638.888889</td>\n",
       "      <td>0.370813</td>\n",
       "      <td>-1975.600087</td>\n",
       "      <td>-174.560600</td>\n",
       "      <td>867.808047</td>\n",
       "      <td>0.144143</td>\n",
       "      <td>0.072000</td>\n",
       "      <td>3.581215e-08</td>\n",
       "      <td>-2.368220e+06</td>\n",
       "      <td>-0.546201</td>\n",
       "      <td>-0.003021</td>\n",
       "      <td>0.032282</td>\n",
       "      <td>0.066717</td>\n",
       "      <td>-0.212692</td>\n",
       "      <td>0.756307</td>\n",
       "      <td>-0.036700</td>\n",
       "      <td>-0.212692</td>\n",
       "      <td>-12340.0</td>\n",
       "      <td>-242.0</td>\n",
       "      <td>-0.010402</td>\n",
       "      <td>5.159567</td>\n",
       "      <td>0.211155</td>\n",
       "      <td>0.116667</td>\n",
       "      <td>0.924414</td>\n",
       "      <td>0.973285</td>\n",
       "      <td>1.040628</td>\n",
       "      <td>1.034272</td>\n",
       "      <td>1.155172</td>\n",
       "      <td>1801.0</td>\n",
       "      <td>2644.0</td>\n",
       "      <td>3256.0</td>\n",
       "      <td>3032.0</td>\n",
       "      <td>2951.0</td>\n",
       "      <td>3938.0</td>\n",
       "      <td>4960.0</td>\n",
       "      <td>5072.0</td>\n",
       "      <td>4975.0</td>\n",
       "      <td>6428.0</td>\n",
       "      <td>4317.0</td>\n",
       "      <td>3875.0</td>\n",
       "      <td>372.0</td>\n",
       "      <td>2767.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>255.0</td>\n",
       "      <td>255.0</td>\n",
       "      <td>255.0</td>\n",
       "      <td>0.190180</td>\n",
       "      <td>3.408569</td>\n",
       "      <td>0.527364</td>\n",
       "      <td>0.811349</td>\n",
       "      <td>2.110336</td>\n",
       "      <td>0.379870</td>\n",
       "      <td>0.009612</td>\n",
       "      <td>0.902069</td>\n",
       "      <td>0.320548</td>\n",
       "      <td>460.68</td>\n",
       "      <td>8.601594</td>\n",
       "      <td>0.895209</td>\n",
       "      <td>0.527364</td>\n",
       "      <td>0.821634</td>\n",
       "      <td>3.608466</td>\n",
       "      <td>0.650153</td>\n",
       "      <td>7.126801</td>\n",
       "      <td>3.158228</td>\n",
       "      <td>0.519026</td>\n",
       "      <td>612.0</td>\n",
       "      <td>27214464.0</td>\n",
       "      <td>5.687844</td>\n",
       "      <td>-5.008050e+08</td>\n",
       "      <td>-1.288960e+07</td>\n",
       "      <td>0.233049</td>\n",
       "      <td>1.199756</td>\n",
       "      <td>0.000938</td>\n",
       "      <td>7.816176</td>\n",
       "      <td>0.350497</td>\n",
       "      <td>976.250000</td>\n",
       "      <td>1.074323</td>\n",
       "      <td>514.867744</td>\n",
       "      <td>1419.952105</td>\n",
       "      <td>3946.996862</td>\n",
       "      <td>2.731766</td>\n",
       "      <td>0.902131</td>\n",
       "      <td>3.345520e-07</td>\n",
       "      <td>9.413375e+07</td>\n",
       "      <td>0.009612</td>\n",
       "      <td>0.753901</td>\n",
       "      <td>0.732460</td>\n",
       "      <td>5.475524</td>\n",
       "      <td>0.523629</td>\n",
       "      <td>1.184116</td>\n",
       "      <td>0.414309</td>\n",
       "      <td>0.523629</td>\n",
       "      <td>225640.0</td>\n",
       "      <td>836.0</td>\n",
       "      <td>0.437386</td>\n",
       "      <td>65.839658</td>\n",
       "      <td>0.761326</td>\n",
       "      <td>0.610302</td>\n",
       "      <td>2.162973</td>\n",
       "      <td>3.722513</td>\n",
       "      <td>6.486014</td>\n",
       "      <td>1.420377</td>\n",
       "      <td>19.435484</td>\n",
       "      <td>32.240446</td>\n",
       "      <td>48.297742</td>\n",
       "      <td>Iran</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ID_01EJ4DR99B1E</td>\n",
       "      <td>366.600000</td>\n",
       "      <td>511.577778</td>\n",
       "      <td>790.288889</td>\n",
       "      <td>998.422222</td>\n",
       "      <td>1260.355556</td>\n",
       "      <td>1885.777778</td>\n",
       "      <td>2224.822222</td>\n",
       "      <td>2346.911111</td>\n",
       "      <td>2342.133333</td>\n",
       "      <td>2490.911111</td>\n",
       "      <td>1675.200000</td>\n",
       "      <td>1318.955556</td>\n",
       "      <td>193.377778</td>\n",
       "      <td>1715.800000</td>\n",
       "      <td>5.488889</td>\n",
       "      <td>98.466667</td>\n",
       "      <td>80.955556</td>\n",
       "      <td>52.533333</td>\n",
       "      <td>0.082662</td>\n",
       "      <td>0.798021</td>\n",
       "      <td>0.118106</td>\n",
       "      <td>0.432951</td>\n",
       "      <td>0.702703</td>\n",
       "      <td>-0.061873</td>\n",
       "      <td>-0.371501</td>\n",
       "      <td>0.341733</td>\n",
       "      <td>-0.525460</td>\n",
       "      <td>88.841778</td>\n",
       "      <td>2.592793</td>\n",
       "      <td>0.736218</td>\n",
       "      <td>0.118106</td>\n",
       "      <td>0.173296</td>\n",
       "      <td>2.718744</td>\n",
       "      <td>0.179745</td>\n",
       "      <td>1.970860</td>\n",
       "      <td>1.680504</td>\n",
       "      <td>0.239174</td>\n",
       "      <td>278.711111</td>\n",
       "      <td>4.202521e+06</td>\n",
       "      <td>3.414891</td>\n",
       "      <td>-2.837157e+09</td>\n",
       "      <td>-9.353383e+08</td>\n",
       "      <td>-0.014206</td>\n",
       "      <td>0.454507</td>\n",
       "      <td>0.000469</td>\n",
       "      <td>1.509938</td>\n",
       "      <td>0.296118</td>\n",
       "      <td>706.338915</td>\n",
       "      <td>0.528868</td>\n",
       "      <td>-820.087236</td>\n",
       "      <td>401.561709</td>\n",
       "      <td>1618.204238</td>\n",
       "      <td>0.795948</td>\n",
       "      <td>0.341766</td>\n",
       "      <td>2.484136e-07</td>\n",
       "      <td>1.583702e+07</td>\n",
       "      <td>-0.371501</td>\n",
       "      <td>0.205294</td>\n",
       "      <td>0.242961</td>\n",
       "      <td>1.267941</td>\n",
       "      <td>0.108068</td>\n",
       "      <td>0.901712</td>\n",
       "      <td>0.063520</td>\n",
       "      <td>0.108068</td>\n",
       "      <td>44916.000000</td>\n",
       "      <td>70.577778</td>\n",
       "      <td>0.313434</td>\n",
       "      <td>21.291214</td>\n",
       "      <td>0.453307</td>\n",
       "      <td>0.287094</td>\n",
       "      <td>1.363765</td>\n",
       "      <td>1.485323</td>\n",
       "      <td>2.140109</td>\n",
       "      <td>1.146978</td>\n",
       "      <td>4.283708</td>\n",
       "      <td>90.0</td>\n",
       "      <td>148.0</td>\n",
       "      <td>397.0</td>\n",
       "      <td>274.0</td>\n",
       "      <td>642.0</td>\n",
       "      <td>661.0</td>\n",
       "      <td>746.0</td>\n",
       "      <td>814.0</td>\n",
       "      <td>813.0</td>\n",
       "      <td>871.0</td>\n",
       "      <td>1120.0</td>\n",
       "      <td>575.0</td>\n",
       "      <td>108.0</td>\n",
       "      <td>428.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>-0.030366</td>\n",
       "      <td>0.029502</td>\n",
       "      <td>-0.218645</td>\n",
       "      <td>0.201453</td>\n",
       "      <td>0.043250</td>\n",
       "      <td>-0.246073</td>\n",
       "      <td>-0.545369</td>\n",
       "      <td>0.029062</td>\n",
       "      <td>-0.808339</td>\n",
       "      <td>-34.96</td>\n",
       "      <td>0.504550</td>\n",
       "      <td>0.624323</td>\n",
       "      <td>-0.218645</td>\n",
       "      <td>-0.184816</td>\n",
       "      <td>1.003521</td>\n",
       "      <td>-0.052684</td>\n",
       "      <td>0.873960</td>\n",
       "      <td>1.296825</td>\n",
       "      <td>0.129233</td>\n",
       "      <td>129.0</td>\n",
       "      <td>804232.0</td>\n",
       "      <td>1.964351</td>\n",
       "      <td>-1.835908e+10</td>\n",
       "      <td>-1.143849e+10</td>\n",
       "      <td>-0.464793</td>\n",
       "      <td>0.038652</td>\n",
       "      <td>0.000038</td>\n",
       "      <td>-0.990654</td>\n",
       "      <td>0.021538</td>\n",
       "      <td>343.333333</td>\n",
       "      <td>-0.831806</td>\n",
       "      <td>-2982.620475</td>\n",
       "      <td>-121.950772</td>\n",
       "      <td>502.960262</td>\n",
       "      <td>0.031918</td>\n",
       "      <td>0.029067</td>\n",
       "      <td>3.106963e-08</td>\n",
       "      <td>-1.272260e+06</td>\n",
       "      <td>-0.545369</td>\n",
       "      <td>-0.067259</td>\n",
       "      <td>-0.024178</td>\n",
       "      <td>-0.047214</td>\n",
       "      <td>-0.218060</td>\n",
       "      <td>0.727370</td>\n",
       "      <td>-0.053996</td>\n",
       "      <td>-0.218060</td>\n",
       "      <td>-14980.0</td>\n",
       "      <td>-436.0</td>\n",
       "      <td>0.004637</td>\n",
       "      <td>1.287170</td>\n",
       "      <td>0.177358</td>\n",
       "      <td>0.109685</td>\n",
       "      <td>0.938564</td>\n",
       "      <td>1.038105</td>\n",
       "      <td>0.936733</td>\n",
       "      <td>1.016115</td>\n",
       "      <td>1.059874</td>\n",
       "      <td>915.0</td>\n",
       "      <td>1512.0</td>\n",
       "      <td>2248.0</td>\n",
       "      <td>3370.0</td>\n",
       "      <td>3783.0</td>\n",
       "      <td>3921.0</td>\n",
       "      <td>4365.0</td>\n",
       "      <td>4728.0</td>\n",
       "      <td>4496.0</td>\n",
       "      <td>5379.0</td>\n",
       "      <td>4215.0</td>\n",
       "      <td>2912.0</td>\n",
       "      <td>500.0</td>\n",
       "      <td>3800.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>255.0</td>\n",
       "      <td>229.0</td>\n",
       "      <td>154.0</td>\n",
       "      <td>0.222222</td>\n",
       "      <td>3.153971</td>\n",
       "      <td>0.524699</td>\n",
       "      <td>0.815320</td>\n",
       "      <td>2.067167</td>\n",
       "      <td>0.305419</td>\n",
       "      <td>-0.175493</td>\n",
       "      <td>0.890382</td>\n",
       "      <td>0.266202</td>\n",
       "      <td>329.74</td>\n",
       "      <td>8.829522</td>\n",
       "      <td>0.894785</td>\n",
       "      <td>0.524699</td>\n",
       "      <td>0.798640</td>\n",
       "      <td>12.421053</td>\n",
       "      <td>0.612205</td>\n",
       "      <td>5.072549</td>\n",
       "      <td>3.581081</td>\n",
       "      <td>0.563422</td>\n",
       "      <td>736.0</td>\n",
       "      <td>25640552.0</td>\n",
       "      <td>7.083603</td>\n",
       "      <td>-5.469486e+07</td>\n",
       "      <td>-2.175264e+07</td>\n",
       "      <td>0.279428</td>\n",
       "      <td>1.184212</td>\n",
       "      <td>0.001908</td>\n",
       "      <td>5.307692</td>\n",
       "      <td>0.522601</td>\n",
       "      <td>1181.875000</td>\n",
       "      <td>0.837209</td>\n",
       "      <td>-33.006623</td>\n",
       "      <td>1140.215060</td>\n",
       "      <td>3672.432104</td>\n",
       "      <td>2.538304</td>\n",
       "      <td>0.890444</td>\n",
       "      <td>9.884733e-07</td>\n",
       "      <td>7.962338e+07</td>\n",
       "      <td>-0.175493</td>\n",
       "      <td>0.670649</td>\n",
       "      <td>0.720346</td>\n",
       "      <td>5.151685</td>\n",
       "      <td>0.537467</td>\n",
       "      <td>1.179171</td>\n",
       "      <td>0.422819</td>\n",
       "      <td>0.537467</td>\n",
       "      <td>188400.0</td>\n",
       "      <td>630.0</td>\n",
       "      <td>0.683106</td>\n",
       "      <td>62.976478</td>\n",
       "      <td>0.644397</td>\n",
       "      <td>0.438522</td>\n",
       "      <td>2.136503</td>\n",
       "      <td>3.039007</td>\n",
       "      <td>5.539340</td>\n",
       "      <td>1.450487</td>\n",
       "      <td>17.255474</td>\n",
       "      <td>14.347802</td>\n",
       "      <td>33.251769</td>\n",
       "      <td>Sudan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>ID_01NLOAIAX2Q8</td>\n",
       "      <td>348.911111</td>\n",
       "      <td>488.800000</td>\n",
       "      <td>745.222222</td>\n",
       "      <td>933.955556</td>\n",
       "      <td>1189.311111</td>\n",
       "      <td>1534.800000</td>\n",
       "      <td>1674.377778</td>\n",
       "      <td>1702.666667</td>\n",
       "      <td>1782.933333</td>\n",
       "      <td>1926.577778</td>\n",
       "      <td>1571.511111</td>\n",
       "      <td>1258.600000</td>\n",
       "      <td>193.111111</td>\n",
       "      <td>1675.777778</td>\n",
       "      <td>4.888889</td>\n",
       "      <td>95.311111</td>\n",
       "      <td>76.266667</td>\n",
       "      <td>49.800000</td>\n",
       "      <td>0.050958</td>\n",
       "      <td>0.364411</td>\n",
       "      <td>0.043564</td>\n",
       "      <td>0.372169</td>\n",
       "      <td>0.467581</td>\n",
       "      <td>-0.109610</td>\n",
       "      <td>-0.355691</td>\n",
       "      <td>0.267530</td>\n",
       "      <td>-0.683469</td>\n",
       "      <td>82.811556</td>\n",
       "      <td>1.303917</td>\n",
       "      <td>0.709885</td>\n",
       "      <td>0.043564</td>\n",
       "      <td>0.069285</td>\n",
       "      <td>2.039804</td>\n",
       "      <td>0.109044</td>\n",
       "      <td>1.383082</td>\n",
       "      <td>1.577810</td>\n",
       "      <td>0.216065</td>\n",
       "      <td>256.422222</td>\n",
       "      <td>2.859352e+06</td>\n",
       "      <td>2.804428</td>\n",
       "      <td>-1.324464e+09</td>\n",
       "      <td>-3.804224e+08</td>\n",
       "      <td>0.078097</td>\n",
       "      <td>0.355817</td>\n",
       "      <td>0.000446</td>\n",
       "      <td>1.142032</td>\n",
       "      <td>0.317994</td>\n",
       "      <td>710.399343</td>\n",
       "      <td>0.583527</td>\n",
       "      <td>-814.861473</td>\n",
       "      <td>404.453250</td>\n",
       "      <td>1124.173897</td>\n",
       "      <td>0.519974</td>\n",
       "      <td>0.267564</td>\n",
       "      <td>3.063547e-07</td>\n",
       "      <td>4.924454e+06</td>\n",
       "      <td>-0.355691</td>\n",
       "      <td>0.139409</td>\n",
       "      <td>0.158441</td>\n",
       "      <td>0.421565</td>\n",
       "      <td>0.023269</td>\n",
       "      <td>0.871571</td>\n",
       "      <td>0.026517</td>\n",
       "      <td>0.023269</td>\n",
       "      <td>28501.333333</td>\n",
       "      <td>67.688889</td>\n",
       "      <td>0.324004</td>\n",
       "      <td>14.262573</td>\n",
       "      <td>0.453992</td>\n",
       "      <td>0.289938</td>\n",
       "      <td>1.255344</td>\n",
       "      <td>1.314623</td>\n",
       "      <td>1.396350</td>\n",
       "      <td>1.084975</td>\n",
       "      <td>1.974833</td>\n",
       "      <td>16.0</td>\n",
       "      <td>205.0</td>\n",
       "      <td>509.0</td>\n",
       "      <td>504.0</td>\n",
       "      <td>878.0</td>\n",
       "      <td>904.0</td>\n",
       "      <td>957.0</td>\n",
       "      <td>984.0</td>\n",
       "      <td>1036.0</td>\n",
       "      <td>1221.0</td>\n",
       "      <td>1044.0</td>\n",
       "      <td>875.0</td>\n",
       "      <td>107.0</td>\n",
       "      <td>379.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>52.0</td>\n",
       "      <td>52.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>0.016306</td>\n",
       "      <td>0.087041</td>\n",
       "      <td>-0.061538</td>\n",
       "      <td>0.227106</td>\n",
       "      <td>0.126766</td>\n",
       "      <td>-0.205308</td>\n",
       "      <td>-0.496302</td>\n",
       "      <td>0.083254</td>\n",
       "      <td>-0.788644</td>\n",
       "      <td>3.15</td>\n",
       "      <td>0.587678</td>\n",
       "      <td>0.631247</td>\n",
       "      <td>-0.061538</td>\n",
       "      <td>-0.091734</td>\n",
       "      <td>1.011631</td>\n",
       "      <td>0.006121</td>\n",
       "      <td>1.015559</td>\n",
       "      <td>1.334975</td>\n",
       "      <td>0.143460</td>\n",
       "      <td>167.0</td>\n",
       "      <td>1265424.0</td>\n",
       "      <td>2.117204</td>\n",
       "      <td>-7.223684e+09</td>\n",
       "      <td>-9.122916e+08</td>\n",
       "      <td>-0.324897</td>\n",
       "      <td>0.110729</td>\n",
       "      <td>0.000067</td>\n",
       "      <td>0.102564</td>\n",
       "      <td>0.041965</td>\n",
       "      <td>671.458333</td>\n",
       "      <td>0.354749</td>\n",
       "      <td>-1323.990087</td>\n",
       "      <td>-75.917979</td>\n",
       "      <td>596.326510</td>\n",
       "      <td>0.144866</td>\n",
       "      <td>0.083266</td>\n",
       "      <td>6.049003e-08</td>\n",
       "      <td>-5.217048e+05</td>\n",
       "      <td>-0.496302</td>\n",
       "      <td>0.007719</td>\n",
       "      <td>0.032402</td>\n",
       "      <td>0.066975</td>\n",
       "      <td>-0.080597</td>\n",
       "      <td>0.763719</td>\n",
       "      <td>-0.031855</td>\n",
       "      <td>-0.080597</td>\n",
       "      <td>-5620.0</td>\n",
       "      <td>-107.0</td>\n",
       "      <td>0.011694</td>\n",
       "      <td>4.141593</td>\n",
       "      <td>0.023188</td>\n",
       "      <td>0.011896</td>\n",
       "      <td>1.052027</td>\n",
       "      <td>1.044653</td>\n",
       "      <td>1.070402</td>\n",
       "      <td>1.041748</td>\n",
       "      <td>1.181658</td>\n",
       "      <td>598.0</td>\n",
       "      <td>717.0</td>\n",
       "      <td>1009.0</td>\n",
       "      <td>1306.0</td>\n",
       "      <td>1518.0</td>\n",
       "      <td>3506.0</td>\n",
       "      <td>4157.0</td>\n",
       "      <td>4034.0</td>\n",
       "      <td>4240.0</td>\n",
       "      <td>3327.0</td>\n",
       "      <td>1974.0</td>\n",
       "      <td>1555.0</td>\n",
       "      <td>499.0</td>\n",
       "      <td>4296.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>133.0</td>\n",
       "      <td>103.0</td>\n",
       "      <td>74.0</td>\n",
       "      <td>0.108006</td>\n",
       "      <td>1.815199</td>\n",
       "      <td>0.407469</td>\n",
       "      <td>0.669011</td>\n",
       "      <td>1.676464</td>\n",
       "      <td>0.222307</td>\n",
       "      <td>-0.267544</td>\n",
       "      <td>0.775859</td>\n",
       "      <td>-0.115739</td>\n",
       "      <td>368.39</td>\n",
       "      <td>4.042500</td>\n",
       "      <td>0.856446</td>\n",
       "      <td>0.407469</td>\n",
       "      <td>0.631159</td>\n",
       "      <td>3.533981</td>\n",
       "      <td>0.498931</td>\n",
       "      <td>4.015504</td>\n",
       "      <td>3.365854</td>\n",
       "      <td>0.541899</td>\n",
       "      <td>485.0</td>\n",
       "      <td>5280506.0</td>\n",
       "      <td>3.984323</td>\n",
       "      <td>-1.651742e+08</td>\n",
       "      <td>-7.069967e+07</td>\n",
       "      <td>0.187648</td>\n",
       "      <td>1.031897</td>\n",
       "      <td>0.000818</td>\n",
       "      <td>3.520362</td>\n",
       "      <td>0.488910</td>\n",
       "      <td>733.777778</td>\n",
       "      <td>0.835925</td>\n",
       "      <td>-186.506876</td>\n",
       "      <td>1475.069941</td>\n",
       "      <td>3068.041786</td>\n",
       "      <td>2.462280</td>\n",
       "      <td>0.775919</td>\n",
       "      <td>6.444623e-07</td>\n",
       "      <td>5.576624e+07</td>\n",
       "      <td>-0.267544</td>\n",
       "      <td>0.601236</td>\n",
       "      <td>0.549750</td>\n",
       "      <td>2.441980</td>\n",
       "      <td>0.386493</td>\n",
       "      <td>1.129566</td>\n",
       "      <td>0.321206</td>\n",
       "      <td>0.386493</td>\n",
       "      <td>191460.0</td>\n",
       "      <td>671.0</td>\n",
       "      <td>0.556416</td>\n",
       "      <td>52.298322</td>\n",
       "      <td>0.643587</td>\n",
       "      <td>0.430520</td>\n",
       "      <td>1.896918</td>\n",
       "      <td>2.668651</td>\n",
       "      <td>3.546928</td>\n",
       "      <td>1.185682</td>\n",
       "      <td>7.925344</td>\n",
       "      <td>14.255725</td>\n",
       "      <td>33.515874</td>\n",
       "      <td>Sudan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ID_01Q885IGNM20</td>\n",
       "      <td>704.476190</td>\n",
       "      <td>868.857143</td>\n",
       "      <td>1250.738095</td>\n",
       "      <td>1508.357143</td>\n",
       "      <td>1888.071429</td>\n",
       "      <td>2686.714286</td>\n",
       "      <td>3054.857143</td>\n",
       "      <td>3130.309524</td>\n",
       "      <td>3171.785714</td>\n",
       "      <td>3172.571429</td>\n",
       "      <td>2669.833333</td>\n",
       "      <td>2262.738095</td>\n",
       "      <td>203.833333</td>\n",
       "      <td>1343.880952</td>\n",
       "      <td>4.976190</td>\n",
       "      <td>152.642857</td>\n",
       "      <td>127.761905</td>\n",
       "      <td>88.500000</td>\n",
       "      <td>0.070577</td>\n",
       "      <td>0.720782</td>\n",
       "      <td>0.090673</td>\n",
       "      <td>0.421450</td>\n",
       "      <td>0.711432</td>\n",
       "      <td>-0.037864</td>\n",
       "      <td>-0.372743</td>\n",
       "      <td>0.359426</td>\n",
       "      <td>-0.548748</td>\n",
       "      <td>132.475952</td>\n",
       "      <td>2.124556</td>\n",
       "      <td>0.706350</td>\n",
       "      <td>0.090673</td>\n",
       "      <td>0.190262</td>\n",
       "      <td>2.000354</td>\n",
       "      <td>0.191822</td>\n",
       "      <td>2.111468</td>\n",
       "      <td>1.528666</td>\n",
       "      <td>0.202151</td>\n",
       "      <td>381.880952</td>\n",
       "      <td>8.187473e+06</td>\n",
       "      <td>2.980237</td>\n",
       "      <td>-5.046664e+09</td>\n",
       "      <td>-2.553208e+09</td>\n",
       "      <td>-0.006815</td>\n",
       "      <td>0.478039</td>\n",
       "      <td>0.000271</td>\n",
       "      <td>1.793458</td>\n",
       "      <td>0.237026</td>\n",
       "      <td>705.350529</td>\n",
       "      <td>0.594196</td>\n",
       "      <td>-1087.463804</td>\n",
       "      <td>623.635298</td>\n",
       "      <td>2116.593377</td>\n",
       "      <td>0.909149</td>\n",
       "      <td>0.359454</td>\n",
       "      <td>8.569976e-08</td>\n",
       "      <td>1.858271e+07</td>\n",
       "      <td>-0.372743</td>\n",
       "      <td>0.240960</td>\n",
       "      <td>0.249028</td>\n",
       "      <td>1.095549</td>\n",
       "      <td>0.082901</td>\n",
       "      <td>0.914936</td>\n",
       "      <td>0.065815</td>\n",
       "      <td>0.082901</td>\n",
       "      <td>60396.666667</td>\n",
       "      <td>124.261905</td>\n",
       "      <td>0.251657</td>\n",
       "      <td>24.100876</td>\n",
       "      <td>0.538996</td>\n",
       "      <td>0.361910</td>\n",
       "      <td>1.331417</td>\n",
       "      <td>1.473755</td>\n",
       "      <td>2.039304</td>\n",
       "      <td>1.130476</td>\n",
       "      <td>3.657374</td>\n",
       "      <td>126.0</td>\n",
       "      <td>243.0</td>\n",
       "      <td>580.0</td>\n",
       "      <td>287.0</td>\n",
       "      <td>813.0</td>\n",
       "      <td>1782.0</td>\n",
       "      <td>1913.0</td>\n",
       "      <td>2003.0</td>\n",
       "      <td>1965.0</td>\n",
       "      <td>2034.0</td>\n",
       "      <td>1445.0</td>\n",
       "      <td>690.0</td>\n",
       "      <td>94.0</td>\n",
       "      <td>477.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>-0.001862</td>\n",
       "      <td>0.074211</td>\n",
       "      <td>-0.106024</td>\n",
       "      <td>0.189129</td>\n",
       "      <td>0.108264</td>\n",
       "      <td>-0.169399</td>\n",
       "      <td>-0.504062</td>\n",
       "      <td>0.071458</td>\n",
       "      <td>-0.793090</td>\n",
       "      <td>-22.20</td>\n",
       "      <td>0.466484</td>\n",
       "      <td>0.601861</td>\n",
       "      <td>-0.106024</td>\n",
       "      <td>-0.071916</td>\n",
       "      <td>0.998635</td>\n",
       "      <td>0.003965</td>\n",
       "      <td>1.015247</td>\n",
       "      <td>1.234872</td>\n",
       "      <td>0.105094</td>\n",
       "      <td>219.0</td>\n",
       "      <td>3424176.0</td>\n",
       "      <td>1.863699</td>\n",
       "      <td>-1.190088e+10</td>\n",
       "      <td>-8.122502e+09</td>\n",
       "      <td>-0.434541</td>\n",
       "      <td>0.095040</td>\n",
       "      <td>0.000043</td>\n",
       "      <td>0.061372</td>\n",
       "      <td>-0.006305</td>\n",
       "      <td>528.970588</td>\n",
       "      <td>0.029431</td>\n",
       "      <td>-2028.183308</td>\n",
       "      <td>-72.277290</td>\n",
       "      <td>1231.865263</td>\n",
       "      <td>0.145681</td>\n",
       "      <td>0.071464</td>\n",
       "      <td>4.814225e-08</td>\n",
       "      <td>-3.020140e+06</td>\n",
       "      <td>-0.504062</td>\n",
       "      <td>0.007566</td>\n",
       "      <td>0.002103</td>\n",
       "      <td>0.004215</td>\n",
       "      <td>-0.118489</td>\n",
       "      <td>0.755953</td>\n",
       "      <td>-0.037218</td>\n",
       "      <td>-0.118489</td>\n",
       "      <td>-13640.0</td>\n",
       "      <td>-304.0</td>\n",
       "      <td>-0.001468</td>\n",
       "      <td>4.520927</td>\n",
       "      <td>0.173077</td>\n",
       "      <td>0.105882</td>\n",
       "      <td>0.968865</td>\n",
       "      <td>1.064019</td>\n",
       "      <td>1.049649</td>\n",
       "      <td>1.035823</td>\n",
       "      <td>1.153929</td>\n",
       "      <td>1290.0</td>\n",
       "      <td>1528.0</td>\n",
       "      <td>1966.0</td>\n",
       "      <td>2708.0</td>\n",
       "      <td>3029.0</td>\n",
       "      <td>3487.0</td>\n",
       "      <td>4265.0</td>\n",
       "      <td>4540.0</td>\n",
       "      <td>4429.0</td>\n",
       "      <td>4534.0</td>\n",
       "      <td>4092.0</td>\n",
       "      <td>4081.0</td>\n",
       "      <td>372.0</td>\n",
       "      <td>2811.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>255.0</td>\n",
       "      <td>200.0</td>\n",
       "      <td>153.0</td>\n",
       "      <td>0.207865</td>\n",
       "      <td>2.786552</td>\n",
       "      <td>0.478339</td>\n",
       "      <td>0.773438</td>\n",
       "      <td>1.991758</td>\n",
       "      <td>0.369231</td>\n",
       "      <td>-0.232058</td>\n",
       "      <td>0.869536</td>\n",
       "      <td>0.178239</td>\n",
       "      <td>340.88</td>\n",
       "      <td>6.827586</td>\n",
       "      <td>0.857557</td>\n",
       "      <td>0.478339</td>\n",
       "      <td>0.768921</td>\n",
       "      <td>3.587413</td>\n",
       "      <td>0.579193</td>\n",
       "      <td>6.036585</td>\n",
       "      <td>2.477366</td>\n",
       "      <td>0.424852</td>\n",
       "      <td>578.0</td>\n",
       "      <td>15709392.0</td>\n",
       "      <td>5.757774</td>\n",
       "      <td>-1.138683e+09</td>\n",
       "      <td>-4.610511e+07</td>\n",
       "      <td>0.185233</td>\n",
       "      <td>1.156488</td>\n",
       "      <td>0.000508</td>\n",
       "      <td>6.257576</td>\n",
       "      <td>0.354551</td>\n",
       "      <td>731.092342</td>\n",
       "      <td>0.849529</td>\n",
       "      <td>-14.131455</td>\n",
       "      <td>1366.680000</td>\n",
       "      <td>3493.684359</td>\n",
       "      <td>2.670264</td>\n",
       "      <td>0.869605</td>\n",
       "      <td>1.673989e-07</td>\n",
       "      <td>7.081333e+07</td>\n",
       "      <td>-0.232058</td>\n",
       "      <td>0.715771</td>\n",
       "      <td>0.696245</td>\n",
       "      <td>4.584256</td>\n",
       "      <td>0.480216</td>\n",
       "      <td>1.170301</td>\n",
       "      <td>0.375276</td>\n",
       "      <td>0.480216</td>\n",
       "      <td>203880.0</td>\n",
       "      <td>680.0</td>\n",
       "      <td>0.438521</td>\n",
       "      <td>58.955772</td>\n",
       "      <td>0.775748</td>\n",
       "      <td>0.636766</td>\n",
       "      <td>2.094203</td>\n",
       "      <td>3.878049</td>\n",
       "      <td>5.246002</td>\n",
       "      <td>1.479078</td>\n",
       "      <td>14.337979</td>\n",
       "      <td>32.309885</td>\n",
       "      <td>48.494113</td>\n",
       "      <td>Iran</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                ID      B1_mean      B2_mean      B3_mean      B4_mean  \\\n",
       "0  ID_00SYEM165IJF  1216.608108  2022.837838  2621.554054  2967.770270   \n",
       "1  ID_01BG454IZX6G   613.904762   777.190476  1097.857143  1230.976190   \n",
       "2  ID_01EJ4DR99B1E   366.600000   511.577778   790.288889   998.422222   \n",
       "3  ID_01NLOAIAX2Q8   348.911111   488.800000   745.222222   933.955556   \n",
       "4  ID_01Q885IGNM20   704.476190   868.857143  1250.738095  1508.357143   \n",
       "\n",
       "       B5_mean      B6_mean      B7_mean      B8_mean     B8A_mean  \\\n",
       "0  2702.324324  2799.702703  2896.175676  3249.635135  2973.864865   \n",
       "1  1518.880952  2418.095238  2845.285714  2959.261905  2971.571429   \n",
       "2  1260.355556  1885.777778  2224.822222  2346.911111  2342.133333   \n",
       "3  1189.311111  1534.800000  1674.377778  1702.666667  1782.933333   \n",
       "4  1888.071429  2686.714286  3054.857143  3130.309524  3171.785714   \n",
       "\n",
       "       B9_mean     B11_mean     B12_mean    AOT_mean     WVP_mean  SCL_mean  \\\n",
       "0  2852.581081  3527.905405  3253.148649  270.405405  1013.716216  5.081081   \n",
       "1  3069.095238  2501.571429  2043.690476  202.833333  1331.952381  4.666667   \n",
       "2  2490.911111  1675.200000  1318.955556  193.377778  1715.800000  5.488889   \n",
       "3  1926.577778  1571.511111  1258.600000  193.111111  1675.777778  4.888889   \n",
       "4  3172.571429  2669.833333  2262.738095  203.833333  1343.880952  4.976190   \n",
       "\n",
       "   TCI_R_mean  TCI_G_mean  TCI_B_mean  NDRE_mean  MMSR_mean  NDWI_mean  \\\n",
       "0  247.851351  237.729730  203.891892   0.078155   0.050265  -0.087510   \n",
       "1  123.404762  109.904762   79.380952   0.093908   1.014093   0.087818   \n",
       "2   98.466667   80.955556   52.533333   0.082662   0.798021   0.118106   \n",
       "3   95.311111   76.266667   49.800000   0.050958   0.364411   0.043564   \n",
       "4  152.642857  127.761905   88.500000   0.070577   0.720782   0.090673   \n",
       "\n",
       "   GNDVI_mean  EVI2_mean  NGRDI_mean  MNDWI_mean  OSAVI_mean  WDRVI_mean  \\\n",
       "0    0.111334   0.073383   -0.063159   -0.151505    0.048579   -0.801223   \n",
       "1    0.455018   0.874247    0.017083   -0.418379    0.423061   -0.451293   \n",
       "2    0.432951   0.702703   -0.061873   -0.371501    0.341733   -0.525460   \n",
       "3    0.372169   0.467581   -0.109610   -0.355691    0.267530   -0.683469   \n",
       "4    0.421450   0.711432   -0.037864   -0.372743    0.359426   -0.548748   \n",
       "\n",
       "     TGI_mean  GCVI_mean  RGVI_mean   MI_mean  ARVI_mean  SIPI_mean  \\\n",
       "0  230.192568   0.253542   0.552899 -0.087510  -0.058472   4.687864   \n",
       "1  143.690238   2.766095   0.708852  0.087818   0.271180   1.811901   \n",
       "2   88.841778   2.592793   0.736218  0.118106   0.173296   2.718744   \n",
       "3   82.811556   1.303917   0.709885  0.043564   0.069285   2.039804   \n",
       "4  132.475952   2.124556   0.706350  0.090673   0.190262   2.000354   \n",
       "\n",
       "   RENDVI_mean  MRESR_mean  RYI_mean  NDYI_mean    DYI_mean      ACI_mean  \\\n",
       "0     0.017935    1.070837  1.308157   0.132722  598.716216  1.865662e+07   \n",
       "1     0.246988    2.504477  1.604651   0.214417  320.666667  6.596715e+06   \n",
       "2     0.179745    1.970860  1.680504   0.239174  278.711111  4.202521e+06   \n",
       "3     0.109044    1.383082  1.577810   0.216065  256.422222  2.859352e+06   \n",
       "4     0.191822    2.111468  1.528666   0.202151  381.880952  8.187473e+06   \n",
       "\n",
       "   CVI_mean      AVI_mean       SI_mean  BSI_mean  SAVI_mean  FIDET_mean  \\\n",
       "0  1.424838 -2.576181e+09 -1.758309e+10  0.105211   0.064610    0.000405   \n",
       "1  3.074554 -3.831376e+09 -2.472734e+09 -0.034334   0.562674    0.000313   \n",
       "2  3.414891 -2.837157e+09 -9.353383e+08 -0.014206   0.454507    0.000469   \n",
       "3  2.804428 -1.324464e+09 -3.804224e+08  0.078097   0.355817    0.000446   \n",
       "4  2.980237 -5.046664e+09 -2.553208e+09 -0.006815   0.478039    0.000271   \n",
       "\n",
       "   MTCI_mean  NPCRI_mean  S2REP_mean  CCCI_mean   MCARI_mean  TCARI_mean  \\\n",
       "0  -0.423939    0.194168  792.706885   2.133499  -396.853726 -846.230372   \n",
       "1   2.251033    0.197517  724.718417   0.712052  -654.562618  494.177001   \n",
       "2   1.509938    0.296118  706.338915   0.528868  -820.087236  401.561709   \n",
       "3   1.142032    0.317994  710.399343   0.583527  -814.861473  404.453250   \n",
       "4   1.793458    0.237026  705.350529   0.594196 -1087.463804  623.635298   \n",
       "\n",
       "      PVI_mean  EVI_mean  NDVI_mean      BAI_mean    MTVI2_mean  NDSI_mean  \\\n",
       "0  1864.798341  0.122937   0.048582  5.655125e-08 -1.235649e+06  -0.151505   \n",
       "1  2047.155030  1.121564   0.423099  1.124686e-07  2.136939e+07  -0.418379   \n",
       "2  1618.204238  0.795948   0.341766  2.484136e-07  1.583702e+07  -0.371501   \n",
       "3  1124.173897  0.519974   0.267564  3.063547e-07  4.924454e+06  -0.355691   \n",
       "4  2116.593377  0.909149   0.359454  8.569976e-08  1.858271e+07  -0.372743   \n",
       "\n",
       "   MRENDVI_mean  NDVIre_mean  CIre_mean  NDMI_mean  TNDVI_mean  VDVI_mean  \\\n",
       "0      0.032181     0.095874   0.217628  -0.040922    0.740432   0.025304   \n",
       "1      0.304936     0.320183   1.590580   0.083560    0.946404   0.103849   \n",
       "2      0.205294     0.242961   1.267941   0.108068    0.901712   0.063520   \n",
       "3      0.139409     0.158441   0.421565   0.023269    0.871571   0.026517   \n",
       "4      0.240960     0.249028   1.095549   0.082901    0.914936   0.065815   \n",
       "\n",
       "   NBR_mean      TVI_mean    EXG_mean  PSRI_mean  RDVI_mean  RATIO1_mean  \\\n",
       "0 -0.040922 -23932.702703  252.500000   0.345255   3.686029     0.464644   \n",
       "1  0.083560  65902.380952  187.547619   0.205690  26.889220     0.520792   \n",
       "2  0.108068  44916.000000   70.577778   0.313434  21.291214     0.453307   \n",
       "3  0.023269  28501.333333   67.688889   0.324004  14.262573     0.453992   \n",
       "4  0.082901  60396.666667  124.261905   0.251657  24.100876     0.538996   \n",
       "\n",
       "   RATIO2_mean  RATIO3_mean  RATIO4_mean  RATIO5_mean  RATIO6_mean  \\\n",
       "0     0.449001     1.084703     0.911364     1.074722     1.036567   \n",
       "1     0.375629     1.423792     1.613746     2.497590     1.165598   \n",
       "2     0.287094     1.363765     1.485323     2.140109     1.146978   \n",
       "3     0.289938     1.255344     1.314623     1.396350     1.084975   \n",
       "4     0.361910     1.331417     1.473755     2.039304     1.130476   \n",
       "\n",
       "   RATIO7_mean  B1_min  B2_min  B3_min  B4_min  B5_min  B6_min  B7_min  \\\n",
       "0     1.103907   342.0   840.0  1434.0  1654.0  1489.0  1474.0  1815.0   \n",
       "1     5.313775   106.0   158.0   425.0   191.0   572.0  1264.0  1366.0   \n",
       "2     4.283708    90.0   148.0   397.0   274.0   642.0   661.0   746.0   \n",
       "3     1.974833    16.0   205.0   509.0   504.0   878.0   904.0   957.0   \n",
       "4     3.657374   126.0   243.0   580.0   287.0   813.0  1782.0  1913.0   \n",
       "\n",
       "   B8_min  B8A_min  B9_min  B11_min  B12_min  AOT_min  WVP_min  SCL_min  \\\n",
       "0  2142.0   1740.0  1630.0   2241.0   1926.0     93.0    202.0      5.0   \n",
       "1  1436.0   1502.0  1669.0   1260.0    622.0     94.0    356.0      4.0   \n",
       "2   814.0    813.0   871.0   1120.0    575.0    108.0    428.0      2.0   \n",
       "3   984.0   1036.0  1221.0   1044.0    875.0    107.0    379.0      2.0   \n",
       "4  2003.0   1965.0  2034.0   1445.0    690.0     94.0    477.0      4.0   \n",
       "\n",
       "   TCI_R_min  TCI_G_min  TCI_B_min  NDRE_min  MMSR_min  NDWI_min  GNDVI_min  \\\n",
       "0      167.0      146.0       86.0  0.028227 -0.010215 -0.157198   0.041388   \n",
       "1       19.0       43.0       15.0  0.018604  0.074789 -0.216310   0.141350   \n",
       "2       29.0       41.0       16.0 -0.030366  0.029502 -0.218645   0.201453   \n",
       "3       52.0       52.0       21.0  0.016306  0.087041 -0.061538   0.227106   \n",
       "4       31.0       60.0       25.0 -0.001862  0.074211 -0.106024   0.189129   \n",
       "\n",
       "   EVI2_min  NGRDI_min  MNDWI_min  OSAVI_min  WDRVI_min  TGI_min  GCVI_min  \\\n",
       "0 -0.015034  -0.109471  -0.225493  -0.010267  -0.821548    97.90  0.086349   \n",
       "1  0.109105  -0.184805  -0.546201   0.071995  -0.792890     4.46  0.329238   \n",
       "2  0.043250  -0.246073  -0.545369   0.029062  -0.808339   -34.96  0.504550   \n",
       "3  0.126766  -0.205308  -0.496302   0.083254  -0.788644     3.15  0.587678   \n",
       "4  0.108264  -0.169399  -0.504062   0.071458  -0.793090   -22.20  0.466484   \n",
       "\n",
       "   RGVI_min    MI_min  ARVI_min   SIPI_min  RENDVI_min  MRESR_min   RYI_min  \\\n",
       "0  0.520346 -0.157198 -0.087993 -22.681818   -0.038766   0.870021  1.217755   \n",
       "1  0.487795 -0.216310 -0.066550   0.992306   -0.001721   0.993976  1.231467   \n",
       "2  0.624323 -0.218645 -0.184816   1.003521   -0.052684   0.873960  1.296825   \n",
       "3  0.631247 -0.061538 -0.091734   1.011631    0.006121   1.015559  1.334975   \n",
       "4  0.601861 -0.106024 -0.071916   0.998635    0.003965   1.015247  1.234872   \n",
       "\n",
       "   NDYI_min  DYI_min    ACI_min   CVI_min       AVI_min        SI_min  \\\n",
       "0  0.098187    440.0  6670080.0  1.204641 -5.397241e+09 -3.602461e+10   \n",
       "1  0.103729    155.0  2139984.0  1.237792 -1.700115e+10 -2.607559e+10   \n",
       "2  0.129233    129.0   804232.0  1.964351 -1.835908e+10 -1.143849e+10   \n",
       "3  0.143460    167.0  1265424.0  2.117204 -7.223684e+09 -9.122916e+08   \n",
       "4  0.105094    219.0  3424176.0  1.863699 -1.190088e+10 -8.122502e+09   \n",
       "\n",
       "    BSI_min  SAVI_min  FIDET_min   MTCI_min  NPCRI_min   S2REP_min  CCCI_min  \\\n",
       "0  0.068292 -0.013655   0.000276 -14.000000   0.147301 -124.500000 -6.690744   \n",
       "1 -0.484581  0.095754   0.000032  -8.246914  -0.065719  638.888889  0.370813   \n",
       "2 -0.464793  0.038652   0.000038  -0.990654   0.021538  343.333333 -0.831806   \n",
       "3 -0.324897  0.110729   0.000067   0.102564   0.041965  671.458333  0.354749   \n",
       "4 -0.434541  0.095040   0.000043   0.061372  -0.006305  528.970588  0.029431   \n",
       "\n",
       "     MCARI_min    TCARI_min      PVI_min   EVI_min  NDVI_min       BAI_min  \\\n",
       "0  -841.360756 -2320.782845  1294.794588 -0.028975 -0.010268  3.209648e-08   \n",
       "1 -1975.600087  -174.560600   867.808047  0.144143  0.072000  3.581215e-08   \n",
       "2 -2982.620475  -121.950772   502.960262  0.031918  0.029067  3.106963e-08   \n",
       "3 -1323.990087   -75.917979   596.326510  0.144866  0.083266  6.049003e-08   \n",
       "4 -2028.183308   -72.277290  1231.865263  0.145681  0.071464  4.814225e-08   \n",
       "\n",
       "      MTVI2_min  NDSI_min  MRENDVI_min  NDVIre_min  CIre_min  NDMI_min  \\\n",
       "0 -6.397591e+06 -0.225493    -0.069507    0.036468  0.075697 -0.096978   \n",
       "1 -2.368220e+06 -0.546201    -0.003021    0.032282  0.066717 -0.212692   \n",
       "2 -1.272260e+06 -0.545369    -0.067259   -0.024178 -0.047214 -0.218060   \n",
       "3 -5.217048e+05 -0.496302     0.007719    0.032402  0.066975 -0.080597   \n",
       "4 -3.020140e+06 -0.504062     0.007566    0.002103  0.004215 -0.118489   \n",
       "\n",
       "   TNDVI_min  VDVI_min   NBR_min  TVI_min  EXG_min  PSRI_min  RDVI_min  \\\n",
       "0   0.699809 -0.001031 -0.096978 -45760.0    -12.0  0.265996 -0.853812   \n",
       "1   0.756307 -0.036700 -0.212692 -12340.0   -242.0 -0.010402  5.159567   \n",
       "2   0.727370 -0.053996 -0.218060 -14980.0   -436.0  0.004637  1.287170   \n",
       "3   0.763719 -0.031855 -0.080597  -5620.0   -107.0  0.011694  4.141593   \n",
       "4   0.755953 -0.037218 -0.118489 -13640.0   -304.0 -0.001468  4.520927   \n",
       "\n",
       "   RATIO1_min  RATIO2_min  RATIO3_min  RATIO4_min  RATIO5_min  RATIO6_min  \\\n",
       "0    0.215447    0.221360    1.021017    0.697792    0.980837    0.921364   \n",
       "1    0.211155    0.116667    0.924414    0.973285    1.040628    1.034272   \n",
       "2    0.177358    0.109685    0.938564    1.038105    0.936733    1.016115   \n",
       "3    0.023188    0.011896    1.052027    1.044653    1.070402    1.041748   \n",
       "4    0.173077    0.105882    0.968865    1.064019    1.049649    1.035823   \n",
       "\n",
       "   RATIO7_min  B1_max  B2_max  B3_max  B4_max  B5_max  B6_max  B7_max  B8_max  \\\n",
       "0    0.979674  1612.0  2796.0  3450.0  3858.0  3494.0  3525.0  3758.0  4034.0   \n",
       "1    1.155172  1801.0  2644.0  3256.0  3032.0  2951.0  3938.0  4960.0  5072.0   \n",
       "2    1.059874   915.0  1512.0  2248.0  3370.0  3783.0  3921.0  4365.0  4728.0   \n",
       "3    1.181658   598.0   717.0  1009.0  1306.0  1518.0  3506.0  4157.0  4034.0   \n",
       "4    1.153929  1290.0  1528.0  1966.0  2708.0  3029.0  3487.0  4265.0  4540.0   \n",
       "\n",
       "   B8A_max  B9_max  B11_max  B12_max  AOT_max  WVP_max  SCL_max  TCI_R_max  \\\n",
       "0   3703.0  3591.0   4288.0   3981.0    534.0   3018.0      7.0      255.0   \n",
       "1   4975.0  6428.0   4317.0   3875.0    372.0   2767.0      9.0      255.0   \n",
       "2   4496.0  5379.0   4215.0   2912.0    500.0   3800.0     10.0      255.0   \n",
       "3   4240.0  3327.0   1974.0   1555.0    499.0   4296.0      7.0      133.0   \n",
       "4   4429.0  4534.0   4092.0   4081.0    372.0   2811.0     10.0      255.0   \n",
       "\n",
       "   TCI_G_max  TCI_B_max  NDRE_max  MMSR_max  NDWI_max  GNDVI_max  EVI2_max  \\\n",
       "0      255.0      255.0  0.188773  0.142771 -0.038777   0.202003  0.206342   \n",
       "1      255.0      255.0  0.190180  3.408569  0.527364   0.811349  2.110336   \n",
       "2      229.0      154.0  0.222222  3.153971  0.524699   0.815320  2.067167   \n",
       "3      103.0       74.0  0.108006  1.815199  0.407469   0.669011  1.676464   \n",
       "4      200.0      153.0  0.207865  2.786552  0.478339   0.773438  1.991758   \n",
       "\n",
       "   NGRDI_max  MNDWI_max  OSAVI_max  WDRVI_max  TGI_max  GCVI_max  RGVI_max  \\\n",
       "0  -0.033094  -0.070751   0.132657  -0.768984   372.07  0.506276  0.641791   \n",
       "1   0.379870   0.009612   0.902069   0.320548   460.68  8.601594  0.895209   \n",
       "2   0.305419  -0.175493   0.890382   0.266202   329.74  8.829522  0.894785   \n",
       "3   0.222307  -0.267544   0.775859  -0.115739   368.39  4.042500  0.856446   \n",
       "4   0.369231  -0.232058   0.869536   0.178239   340.88  6.827586  0.857557   \n",
       "\n",
       "     MI_max  ARVI_max   SIPI_max  RENDVI_max  MRESR_max   RYI_max  NDYI_max  \\\n",
       "0 -0.038777 -0.011874  16.028571    0.083868   1.345064  1.707143  0.261214   \n",
       "1  0.527364  0.821634   3.608466    0.650153   7.126801  3.158228  0.519026   \n",
       "2  0.524699  0.798640  12.421053    0.612205   5.072549  3.581081  0.563422   \n",
       "3  0.407469  0.631159   3.533981    0.498931   4.015504  3.365854  0.541899   \n",
       "4  0.478339  0.768921   3.587413    0.579193   6.036585  2.477366  0.424852   \n",
       "\n",
       "   DYI_max     ACI_max   CVI_max       AVI_max        SI_max   BSI_max  \\\n",
       "0    792.0  29480472.0  1.804771  8.484233e+08 -1.987380e+09  0.153736   \n",
       "1    612.0  27214464.0  5.687844 -5.008050e+08 -1.288960e+07  0.233049   \n",
       "2    736.0  25640552.0  7.083603 -5.469486e+07 -2.175264e+07  0.279428   \n",
       "3    485.0   5280506.0  3.984323 -1.651742e+08 -7.069967e+07  0.187648   \n",
       "4    578.0  15709392.0  5.757774 -1.138683e+09 -4.610511e+07  0.185233   \n",
       "\n",
       "   SAVI_max  FIDET_max   MTCI_max  NPCRI_max    S2REP_max  CCCI_max  \\\n",
       "0  0.176435   0.000758  12.100000   0.326383  2980.000000  5.847797   \n",
       "1  1.199756   0.000938   7.816176   0.350497   976.250000  1.074323   \n",
       "2  1.184212   0.001908   5.307692   0.522601  1181.875000  0.837209   \n",
       "3  1.031897   0.000818   3.520362   0.488910   733.777778  0.835925   \n",
       "4  1.156488   0.000508   6.257576   0.354551   731.092342  0.849529   \n",
       "\n",
       "    MCARI_max    TCARI_max      PVI_max   EVI_max  NDVI_max       BAI_max  \\\n",
       "0   31.400651    27.683578  2281.504275  0.316314  0.132669  1.351219e-07   \n",
       "1  514.867744  1419.952105  3946.996862  2.731766  0.902131  3.345520e-07   \n",
       "2  -33.006623  1140.215060  3672.432104  2.538304  0.890444  9.884733e-07   \n",
       "3 -186.506876  1475.069941  3068.041786  2.462280  0.775919  6.444623e-07   \n",
       "4  -14.131455  1366.680000  3493.684359  2.670264  0.869605  1.673989e-07   \n",
       "\n",
       "      MTVI2_max  NDSI_max  MRENDVI_max  NDVIre_max  CIre_max  NDMI_max  \\\n",
       "0  3.988687e+06 -0.070751     0.147145    0.232789  0.606846  0.020422   \n",
       "1  9.413375e+07  0.009612     0.753901    0.732460  5.475524  0.523629   \n",
       "2  7.962338e+07 -0.175493     0.670649    0.720346  5.151685  0.537467   \n",
       "3  5.576624e+07 -0.267544     0.601236    0.549750  2.441980  0.386493   \n",
       "4  7.081333e+07 -0.232058     0.715771    0.696245  4.584256  0.480216   \n",
       "\n",
       "   TNDVI_max  VDVI_max   NBR_max   TVI_max  EXG_max  PSRI_max   RDVI_max  \\\n",
       "0   0.795405  0.069750  0.020422    6160.0    549.0  0.552239   8.274965   \n",
       "1   1.184116  0.414309  0.523629  225640.0    836.0  0.437386  65.839658   \n",
       "2   1.179171  0.422819  0.537467  188400.0    630.0  0.683106  62.976478   \n",
       "3   1.129566  0.321206  0.386493  191460.0    671.0  0.556416  52.298322   \n",
       "4   1.170301  0.375276  0.480216  203880.0    680.0  0.438521  58.955772   \n",
       "\n",
       "   RATIO1_max  RATIO2_max  RATIO3_max  RATIO4_max  RATIO5_max  RATIO6_max  \\\n",
       "0    0.633523    0.525000    1.175648    1.042522    1.221675    1.231343   \n",
       "1    0.761326    0.610302    2.162973    3.722513    6.486014    1.420377   \n",
       "2    0.644397    0.438522    2.136503    3.039007    5.539340    1.450487   \n",
       "3    0.643587    0.430520    1.896918    2.668651    3.546928    1.185682   \n",
       "4    0.775748    0.636766    2.094203    3.878049    5.246002    1.479078   \n",
       "\n",
       "   RATIO7_max        Lat        Lon     location  \n",
       "0    1.305925  34.269270  70.349492  Afghanistan  \n",
       "1   19.435484  32.240446  48.297742         Iran  \n",
       "2   17.255474  14.347802  33.251769        Sudan  \n",
       "3    7.925344  14.255725  33.515874        Sudan  \n",
       "4   14.337979  32.309885  48.494113         Iran  "
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "full_test_agg.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_train = full_train_agg.copy()\n",
    "test_df = full_test_agg.copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "n_split = 5\n",
    "df_train['folds'] = -1\n",
    "\n",
    "split_target = df_train['location'] + '_' + df_train['Target'].astype(str)\n",
    "\n",
    "skf = StratifiedKFold(n_split, shuffle=True, random_state=SEED)\n",
    "\n",
    "for i, (tr, vr) in enumerate(skf.split(df_train, split_target)):\n",
    "    df_train.loc[vr, 'folds'] = i"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['ACI_max', 'ACI_mean', 'ACI_min', 'AOT_max', 'AOT_mean', 'AOT_min',\n",
       "       'ARVI_max', 'ARVI_mean', 'ARVI_min', 'AVI_max',\n",
       "       ...\n",
       "       'TVI_min', 'VDVI_max', 'VDVI_mean', 'VDVI_min', 'WDRVI_max',\n",
       "       'WDRVI_mean', 'WDRVI_min', 'WVP_max', 'WVP_mean', 'WVP_min'],\n",
       "      dtype='object', length=227)"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "target = 'Target'\n",
    "columns = df_train.columns.difference(['ID', 'location', 'folds', 'label', target])\n",
    "columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
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       "\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>B1_mean</th>\n",
       "      <th>B2_mean</th>\n",
       "      <th>B3_mean</th>\n",
       "      <th>B4_mean</th>\n",
       "      <th>B5_mean</th>\n",
       "      <th>B6_mean</th>\n",
       "      <th>B7_mean</th>\n",
       "      <th>B8_mean</th>\n",
       "      <th>B8A_mean</th>\n",
       "      <th>B9_mean</th>\n",
       "      <th>B11_mean</th>\n",
       "      <th>B12_mean</th>\n",
       "      <th>AOT_mean</th>\n",
       "      <th>WVP_mean</th>\n",
       "      <th>SCL_mean</th>\n",
       "      <th>TCI_R_mean</th>\n",
       "      <th>TCI_G_mean</th>\n",
       "      <th>TCI_B_mean</th>\n",
       "      <th>NDRE_mean</th>\n",
       "      <th>MMSR_mean</th>\n",
       "      <th>NDWI_mean</th>\n",
       "      <th>GNDVI_mean</th>\n",
       "      <th>EVI2_mean</th>\n",
       "      <th>NGRDI_mean</th>\n",
       "      <th>MNDWI_mean</th>\n",
       "      <th>OSAVI_mean</th>\n",
       "      <th>WDRVI_mean</th>\n",
       "      <th>TGI_mean</th>\n",
       "      <th>GCVI_mean</th>\n",
       "      <th>RGVI_mean</th>\n",
       "      <th>MI_mean</th>\n",
       "      <th>ARVI_mean</th>\n",
       "      <th>SIPI_mean</th>\n",
       "      <th>RENDVI_mean</th>\n",
       "      <th>MRESR_mean</th>\n",
       "      <th>RYI_mean</th>\n",
       "      <th>NDYI_mean</th>\n",
       "      <th>DYI_mean</th>\n",
       "      <th>ACI_mean</th>\n",
       "      <th>CVI_mean</th>\n",
       "      <th>AVI_mean</th>\n",
       "      <th>SI_mean</th>\n",
       "      <th>BSI_mean</th>\n",
       "      <th>SAVI_mean</th>\n",
       "      <th>FIDET_mean</th>\n",
       "      <th>MTCI_mean</th>\n",
       "      <th>NPCRI_mean</th>\n",
       "      <th>S2REP_mean</th>\n",
       "      <th>CCCI_mean</th>\n",
       "      <th>MCARI_mean</th>\n",
       "      <th>TCARI_mean</th>\n",
       "      <th>PVI_mean</th>\n",
       "      <th>EVI_mean</th>\n",
       "      <th>NDVI_mean</th>\n",
       "      <th>BAI_mean</th>\n",
       "      <th>MTVI2_mean</th>\n",
       "      <th>NDSI_mean</th>\n",
       "      <th>MRENDVI_mean</th>\n",
       "      <th>NDVIre_mean</th>\n",
       "      <th>CIre_mean</th>\n",
       "      <th>NDMI_mean</th>\n",
       "      <th>TNDVI_mean</th>\n",
       "      <th>VDVI_mean</th>\n",
       "      <th>NBR_mean</th>\n",
       "      <th>TVI_mean</th>\n",
       "      <th>EXG_mean</th>\n",
       "      <th>PSRI_mean</th>\n",
       "      <th>RDVI_mean</th>\n",
       "      <th>RATIO1_mean</th>\n",
       "      <th>RATIO2_mean</th>\n",
       "      <th>RATIO3_mean</th>\n",
       "      <th>RATIO4_mean</th>\n",
       "      <th>RATIO5_mean</th>\n",
       "      <th>RATIO6_mean</th>\n",
       "      <th>RATIO7_mean</th>\n",
       "      <th>B1_min</th>\n",
       "      <th>B2_min</th>\n",
       "      <th>B3_min</th>\n",
       "      <th>B4_min</th>\n",
       "      <th>B5_min</th>\n",
       "      <th>B6_min</th>\n",
       "      <th>B7_min</th>\n",
       "      <th>B8_min</th>\n",
       "      <th>B8A_min</th>\n",
       "      <th>B9_min</th>\n",
       "      <th>B11_min</th>\n",
       "      <th>B12_min</th>\n",
       "      <th>AOT_min</th>\n",
       "      <th>WVP_min</th>\n",
       "      <th>SCL_min</th>\n",
       "      <th>TCI_R_min</th>\n",
       "      <th>TCI_G_min</th>\n",
       "      <th>TCI_B_min</th>\n",
       "      <th>NDRE_min</th>\n",
       "      <th>MMSR_min</th>\n",
       "      <th>NDWI_min</th>\n",
       "      <th>GNDVI_min</th>\n",
       "      <th>EVI2_min</th>\n",
       "      <th>NGRDI_min</th>\n",
       "      <th>MNDWI_min</th>\n",
       "      <th>OSAVI_min</th>\n",
       "      <th>WDRVI_min</th>\n",
       "      <th>TGI_min</th>\n",
       "      <th>GCVI_min</th>\n",
       "      <th>RGVI_min</th>\n",
       "      <th>MI_min</th>\n",
       "      <th>ARVI_min</th>\n",
       "      <th>SIPI_min</th>\n",
       "      <th>RENDVI_min</th>\n",
       "      <th>MRESR_min</th>\n",
       "      <th>RYI_min</th>\n",
       "      <th>NDYI_min</th>\n",
       "      <th>DYI_min</th>\n",
       "      <th>ACI_min</th>\n",
       "      <th>CVI_min</th>\n",
       "      <th>AVI_min</th>\n",
       "      <th>SI_min</th>\n",
       "      <th>BSI_min</th>\n",
       "      <th>SAVI_min</th>\n",
       "      <th>FIDET_min</th>\n",
       "      <th>MTCI_min</th>\n",
       "      <th>NPCRI_min</th>\n",
       "      <th>S2REP_min</th>\n",
       "      <th>CCCI_min</th>\n",
       "      <th>MCARI_min</th>\n",
       "      <th>TCARI_min</th>\n",
       "      <th>PVI_min</th>\n",
       "      <th>EVI_min</th>\n",
       "      <th>NDVI_min</th>\n",
       "      <th>BAI_min</th>\n",
       "      <th>MTVI2_min</th>\n",
       "      <th>NDSI_min</th>\n",
       "      <th>MRENDVI_min</th>\n",
       "      <th>NDVIre_min</th>\n",
       "      <th>CIre_min</th>\n",
       "      <th>NDMI_min</th>\n",
       "      <th>TNDVI_min</th>\n",
       "      <th>VDVI_min</th>\n",
       "      <th>NBR_min</th>\n",
       "      <th>TVI_min</th>\n",
       "      <th>EXG_min</th>\n",
       "      <th>PSRI_min</th>\n",
       "      <th>RDVI_min</th>\n",
       "      <th>RATIO1_min</th>\n",
       "      <th>RATIO2_min</th>\n",
       "      <th>RATIO3_min</th>\n",
       "      <th>RATIO4_min</th>\n",
       "      <th>RATIO5_min</th>\n",
       "      <th>RATIO6_min</th>\n",
       "      <th>RATIO7_min</th>\n",
       "      <th>B1_max</th>\n",
       "      <th>B2_max</th>\n",
       "      <th>B3_max</th>\n",
       "      <th>B4_max</th>\n",
       "      <th>B5_max</th>\n",
       "      <th>B6_max</th>\n",
       "      <th>B7_max</th>\n",
       "      <th>B8_max</th>\n",
       "      <th>B8A_max</th>\n",
       "      <th>B9_max</th>\n",
       "      <th>B11_max</th>\n",
       "      <th>B12_max</th>\n",
       "      <th>AOT_max</th>\n",
       "      <th>WVP_max</th>\n",
       "      <th>SCL_max</th>\n",
       "      <th>TCI_R_max</th>\n",
       "      <th>TCI_G_max</th>\n",
       "      <th>TCI_B_max</th>\n",
       "      <th>NDRE_max</th>\n",
       "      <th>MMSR_max</th>\n",
       "      <th>NDWI_max</th>\n",
       "      <th>GNDVI_max</th>\n",
       "      <th>EVI2_max</th>\n",
       "      <th>NGRDI_max</th>\n",
       "      <th>MNDWI_max</th>\n",
       "      <th>OSAVI_max</th>\n",
       "      <th>WDRVI_max</th>\n",
       "      <th>TGI_max</th>\n",
       "      <th>GCVI_max</th>\n",
       "      <th>RGVI_max</th>\n",
       "      <th>MI_max</th>\n",
       "      <th>ARVI_max</th>\n",
       "      <th>SIPI_max</th>\n",
       "      <th>RENDVI_max</th>\n",
       "      <th>MRESR_max</th>\n",
       "      <th>RYI_max</th>\n",
       "      <th>NDYI_max</th>\n",
       "      <th>DYI_max</th>\n",
       "      <th>ACI_max</th>\n",
       "      <th>CVI_max</th>\n",
       "      <th>AVI_max</th>\n",
       "      <th>SI_max</th>\n",
       "      <th>BSI_max</th>\n",
       "      <th>SAVI_max</th>\n",
       "      <th>FIDET_max</th>\n",
       "      <th>MTCI_max</th>\n",
       "      <th>NPCRI_max</th>\n",
       "      <th>S2REP_max</th>\n",
       "      <th>CCCI_max</th>\n",
       "      <th>MCARI_max</th>\n",
       "      <th>TCARI_max</th>\n",
       "      <th>PVI_max</th>\n",
       "      <th>EVI_max</th>\n",
       "      <th>NDVI_max</th>\n",
       "      <th>BAI_max</th>\n",
       "      <th>MTVI2_max</th>\n",
       "      <th>NDSI_max</th>\n",
       "      <th>MRENDVI_max</th>\n",
       "      <th>NDVIre_max</th>\n",
       "      <th>CIre_max</th>\n",
       "      <th>NDMI_max</th>\n",
       "      <th>TNDVI_max</th>\n",
       "      <th>VDVI_max</th>\n",
       "      <th>NBR_max</th>\n",
       "      <th>TVI_max</th>\n",
       "      <th>EXG_max</th>\n",
       "      <th>PSRI_max</th>\n",
       "      <th>RDVI_max</th>\n",
       "      <th>RATIO1_max</th>\n",
       "      <th>RATIO2_max</th>\n",
       "      <th>RATIO3_max</th>\n",
       "      <th>RATIO4_max</th>\n",
       "      <th>RATIO5_max</th>\n",
       "      <th>RATIO6_max</th>\n",
       "      <th>RATIO7_max</th>\n",
       "      <th>Lat</th>\n",
       "      <th>Lon</th>\n",
       "      <th>Target</th>\n",
       "      <th>folds</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1496.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1499.000000</td>\n",
       "      <td>1488.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1.500000e+03</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1.500000e+03</td>\n",
       "      <td>1.500000e+03</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1472.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1391.000000</td>\n",
       "      <td>1496.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1.500000e+03</td>\n",
       "      <td>1.500000e+03</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.0000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1.500000e+03</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1.500000e+03</td>\n",
       "      <td>1.500000e+03</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1.500000e+03</td>\n",
       "      <td>1.500000e+03</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.00000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.00000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.00000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1.500000e+03</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1.500000e+03</td>\n",
       "      <td>1.500000e+03</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1.500000e+03</td>\n",
       "      <td>1.500000e+03</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>1500.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>718.044178</td>\n",
       "      <td>912.716942</td>\n",
       "      <td>1298.789554</td>\n",
       "      <td>1529.886603</td>\n",
       "      <td>1873.398693</td>\n",
       "      <td>2419.592652</td>\n",
       "      <td>2657.771327</td>\n",
       "      <td>2744.852431</td>\n",
       "      <td>2790.865099</td>\n",
       "      <td>2823.407912</td>\n",
       "      <td>2679.478737</td>\n",
       "      <td>2216.811956</td>\n",
       "      <td>222.683648</td>\n",
       "      <td>1361.786595</td>\n",
       "      <td>4.930498</td>\n",
       "      <td>151.315617</td>\n",
       "      <td>131.409549</td>\n",
       "      <td>92.948243</td>\n",
       "      <td>0.060670</td>\n",
       "      <td>0.525159</td>\n",
       "      <td>0.026503</td>\n",
       "      <td>0.365489</td>\n",
       "      <td>0.565609</td>\n",
       "      <td>-0.053744</td>\n",
       "      <td>-0.363669</td>\n",
       "      <td>0.301465</td>\n",
       "      <td>-0.625461</td>\n",
       "      <td>145.376444</td>\n",
       "      <td>1.584116</td>\n",
       "      <td>0.678142</td>\n",
       "      <td>0.026503</td>\n",
       "      <td>0.129537</td>\n",
       "      <td>2.064754</td>\n",
       "      <td>0.138215</td>\n",
       "      <td>1.655984</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.206496</td>\n",
       "      <td>386.072611</td>\n",
       "      <td>8.020161e+06</td>\n",
       "      <td>2.659599</td>\n",
       "      <td>-4.102401e+09</td>\n",
       "      <td>-3.465908e+09</td>\n",
       "      <td>0.052266</td>\n",
       "      <td>0.400951</td>\n",
       "      <td>0.000331</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.258382</td>\n",
       "      <td>-inf</td>\n",
       "      <td>0.591071</td>\n",
       "      <td>-1017.605090</td>\n",
       "      <td>552.697017</td>\n",
       "      <td>1806.756629</td>\n",
       "      <td>0.692794</td>\n",
       "      <td>0.301493</td>\n",
       "      <td>1.296220e-07</td>\n",
       "      <td>1.145912e+07</td>\n",
       "      <td>-0.363669</td>\n",
       "      <td>0.177942</td>\n",
       "      <td>0.192852</td>\n",
       "      <td>0.677685</td>\n",
       "      <td>0.016246</td>\n",
       "      <td>0.886155</td>\n",
       "      <td>0.058405</td>\n",
       "      <td>0.016246</td>\n",
       "      <td>44138.480947</td>\n",
       "      <td>154.975562</td>\n",
       "      <td>0.263969</td>\n",
       "      <td>18.991461</td>\n",
       "      <td>0.543952</td>\n",
       "      <td>0.368272</td>\n",
       "      <td>1.285811</td>\n",
       "      <td>1.419172</td>\n",
       "      <td>1.620350</td>\n",
       "      <td>1.097168</td>\n",
       "      <td>2.869594</td>\n",
       "      <td>256.597333</td>\n",
       "      <td>355.408000</td>\n",
       "      <td>697.106000</td>\n",
       "      <td>685.413333</td>\n",
       "      <td>1124.779333</td>\n",
       "      <td>1455.420667</td>\n",
       "      <td>1565.242000</td>\n",
       "      <td>1594.683333</td>\n",
       "      <td>1659.962000</td>\n",
       "      <td>1699.782667</td>\n",
       "      <td>1704.595333</td>\n",
       "      <td>1233.0260</td>\n",
       "      <td>100.182000</td>\n",
       "      <td>375.812667</td>\n",
       "      <td>3.921333</td>\n",
       "      <td>69.938000</td>\n",
       "      <td>71.314000</td>\n",
       "      <td>36.578000</td>\n",
       "      <td>-0.011989</td>\n",
       "      <td>0.099881</td>\n",
       "      <td>-0.130765</td>\n",
       "      <td>0.173513</td>\n",
       "      <td>0.142734</td>\n",
       "      <td>-0.170162</td>\n",
       "      <td>-0.511198</td>\n",
       "      <td>0.090428</td>\n",
       "      <td>-0.783383</td>\n",
       "      <td>-3.076247</td>\n",
       "      <td>0.449350</td>\n",
       "      <td>0.550291</td>\n",
       "      <td>-0.130765</td>\n",
       "      <td>-0.056158</td>\n",
       "      <td>-1.120786</td>\n",
       "      <td>0.005207</td>\n",
       "      <td>0.702762</td>\n",
       "      <td>1.193219</td>\n",
       "      <td>0.085081</td>\n",
       "      <td>159.844000</td>\n",
       "      <td>3.124319e+06</td>\n",
       "      <td>1.655320</td>\n",
       "      <td>-1.110250e+10</td>\n",
       "      <td>-3.690146e+10</td>\n",
       "      <td>-0.200902</td>\n",
       "      <td>0.120269</td>\n",
       "      <td>0.000132</td>\n",
       "      <td>-inf</td>\n",
       "      <td>0.079235</td>\n",
       "      <td>-inf</td>\n",
       "      <td>-inf</td>\n",
       "      <td>-1893.918943</td>\n",
       "      <td>-290.635390</td>\n",
       "      <td>992.575132</td>\n",
       "      <td>-0.291650</td>\n",
       "      <td>0.090436</td>\n",
       "      <td>5.536042e-08</td>\n",
       "      <td>-9.698262e+05</td>\n",
       "      <td>-0.511198</td>\n",
       "      <td>-0.464037</td>\n",
       "      <td>0.023282</td>\n",
       "      <td>0.057788</td>\n",
       "      <td>-0.159816</td>\n",
       "      <td>0.766726</td>\n",
       "      <td>-0.030246</td>\n",
       "      <td>-0.159816</td>\n",
       "      <td>-4922.840000</td>\n",
       "      <td>-167.598000</td>\n",
       "      <td>0.066239</td>\n",
       "      <td>5.562562</td>\n",
       "      <td>0.249510</td>\n",
       "      <td>0.160764</td>\n",
       "      <td>1.051781</td>\n",
       "      <td>1.044772</td>\n",
       "      <td>1.069099</td>\n",
       "      <td>1.012068</td>\n",
       "      <td>1.219445</td>\n",
       "      <td>1580.553333</td>\n",
       "      <td>1854.130000</td>\n",
       "      <td>2250.004000</td>\n",
       "      <td>2649.668667</td>\n",
       "      <td>2947.63000</td>\n",
       "      <td>3501.392000</td>\n",
       "      <td>3897.13800</td>\n",
       "      <td>4053.408000</td>\n",
       "      <td>4018.188000</td>\n",
       "      <td>4683.914667</td>\n",
       "      <td>3711.874667</td>\n",
       "      <td>3226.709333</td>\n",
       "      <td>460.023333</td>\n",
       "      <td>3306.81600</td>\n",
       "      <td>7.518667</td>\n",
       "      <td>226.463333</td>\n",
       "      <td>199.724667</td>\n",
       "      <td>162.610667</td>\n",
       "      <td>0.136342</td>\n",
       "      <td>1.924434</td>\n",
       "      <td>0.268904</td>\n",
       "      <td>0.608430</td>\n",
       "      <td>1.363884</td>\n",
       "      <td>0.163907</td>\n",
       "      <td>-0.187187</td>\n",
       "      <td>0.635013</td>\n",
       "      <td>-0.197991</td>\n",
       "      <td>340.777533</td>\n",
       "      <td>4.717359</td>\n",
       "      <td>0.801353</td>\n",
       "      <td>0.268904</td>\n",
       "      <td>0.485947</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.373064</td>\n",
       "      <td>inf</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.469716</td>\n",
       "      <td>588.056000</td>\n",
       "      <td>1.976861e+07</td>\n",
       "      <td>4.541816</td>\n",
       "      <td>-4.345922e+08</td>\n",
       "      <td>-5.522751e+08</td>\n",
       "      <td>0.208173</td>\n",
       "      <td>0.844572</td>\n",
       "      <td>0.000715</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.469412</td>\n",
       "      <td>inf</td>\n",
       "      <td>1.674413</td>\n",
       "      <td>-254.612652</td>\n",
       "      <td>1360.036666</td>\n",
       "      <td>2840.738322</td>\n",
       "      <td>2.084897</td>\n",
       "      <td>0.635069</td>\n",
       "      <td>3.821287e-07</td>\n",
       "      <td>4.370619e+07</td>\n",
       "      <td>-0.187187</td>\n",
       "      <td>0.505699</td>\n",
       "      <td>0.448975</td>\n",
       "      <td>2.310209</td>\n",
       "      <td>0.271937</td>\n",
       "      <td>1.057341</td>\n",
       "      <td>0.266875</td>\n",
       "      <td>0.271937</td>\n",
       "      <td>132733.160000</td>\n",
       "      <td>590.086667</td>\n",
       "      <td>0.438040</td>\n",
       "      <td>41.646017</td>\n",
       "      <td>0.850094</td>\n",
       "      <td>0.607599</td>\n",
       "      <td>1.664668</td>\n",
       "      <td>3.346070</td>\n",
       "      <td>3.160629</td>\n",
       "      <td>1.228107</td>\n",
       "      <td>15.382814</td>\n",
       "      <td>26.940624</td>\n",
       "      <td>50.708893</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>288.845127</td>\n",
       "      <td>393.382256</td>\n",
       "      <td>470.701323</td>\n",
       "      <td>581.869884</td>\n",
       "      <td>532.710331</td>\n",
       "      <td>411.352165</td>\n",
       "      <td>418.281568</td>\n",
       "      <td>435.212451</td>\n",
       "      <td>413.487388</td>\n",
       "      <td>390.651315</td>\n",
       "      <td>679.398174</td>\n",
       "      <td>699.517775</td>\n",
       "      <td>37.414581</td>\n",
       "      <td>232.188142</td>\n",
       "      <td>0.299095</td>\n",
       "      <td>52.459541</td>\n",
       "      <td>46.177737</td>\n",
       "      <td>39.857726</td>\n",
       "      <td>0.027901</td>\n",
       "      <td>0.347089</td>\n",
       "      <td>0.091430</td>\n",
       "      <td>0.117296</td>\n",
       "      <td>0.299816</td>\n",
       "      <td>0.055400</td>\n",
       "      <td>0.074390</td>\n",
       "      <td>0.141738</td>\n",
       "      <td>0.126186</td>\n",
       "      <td>50.880853</td>\n",
       "      <td>0.869893</td>\n",
       "      <td>0.052424</td>\n",
       "      <td>0.091430</td>\n",
       "      <td>0.128947</td>\n",
       "      <td>0.818168</td>\n",
       "      <td>0.084302</td>\n",
       "      <td>0.511751</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.053111</td>\n",
       "      <td>94.996469</td>\n",
       "      <td>3.876330e+06</td>\n",
       "      <td>0.633480</td>\n",
       "      <td>1.815632e+09</td>\n",
       "      <td>3.940437e+09</td>\n",
       "      <td>0.083943</td>\n",
       "      <td>0.188513</td>\n",
       "      <td>0.000080</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.051755</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.224232</td>\n",
       "      <td>357.054154</td>\n",
       "      <td>306.361171</td>\n",
       "      <td>299.761191</td>\n",
       "      <td>0.382111</td>\n",
       "      <td>0.141754</td>\n",
       "      <td>6.596297e-08</td>\n",
       "      <td>8.829101e+06</td>\n",
       "      <td>0.074390</td>\n",
       "      <td>0.227729</td>\n",
       "      <td>0.100183</td>\n",
       "      <td>0.470870</td>\n",
       "      <td>0.092975</td>\n",
       "      <td>0.077568</td>\n",
       "      <td>0.048043</td>\n",
       "      <td>0.092975</td>\n",
       "      <td>29341.912784</td>\n",
       "      <td>120.780750</td>\n",
       "      <td>0.070011</td>\n",
       "      <td>8.406034</td>\n",
       "      <td>0.113152</td>\n",
       "      <td>0.073530</td>\n",
       "      <td>0.139326</td>\n",
       "      <td>0.405970</td>\n",
       "      <td>0.443445</td>\n",
       "      <td>0.038562</td>\n",
       "      <td>2.625426</td>\n",
       "      <td>262.508122</td>\n",
       "      <td>335.997298</td>\n",
       "      <td>383.230935</td>\n",
       "      <td>536.602163</td>\n",
       "      <td>462.584617</td>\n",
       "      <td>475.518093</td>\n",
       "      <td>498.477645</td>\n",
       "      <td>508.754673</td>\n",
       "      <td>510.005607</td>\n",
       "      <td>486.419776</td>\n",
       "      <td>642.324756</td>\n",
       "      <td>660.7339</td>\n",
       "      <td>7.708469</td>\n",
       "      <td>87.462320</td>\n",
       "      <td>1.035951</td>\n",
       "      <td>54.393896</td>\n",
       "      <td>38.992799</td>\n",
       "      <td>34.102051</td>\n",
       "      <td>0.043798</td>\n",
       "      <td>0.098554</td>\n",
       "      <td>0.064456</td>\n",
       "      <td>0.089361</td>\n",
       "      <td>0.134967</td>\n",
       "      <td>0.050220</td>\n",
       "      <td>0.110761</td>\n",
       "      <td>0.080294</td>\n",
       "      <td>0.035939</td>\n",
       "      <td>89.602628</td>\n",
       "      <td>0.279120</td>\n",
       "      <td>0.087795</td>\n",
       "      <td>0.064456</td>\n",
       "      <td>0.064199</td>\n",
       "      <td>18.433938</td>\n",
       "      <td>0.043546</td>\n",
       "      <td>3.769008</td>\n",
       "      <td>0.120677</td>\n",
       "      <td>0.055201</td>\n",
       "      <td>208.834635</td>\n",
       "      <td>2.234551e+06</td>\n",
       "      <td>0.375359</td>\n",
       "      <td>1.089435e+10</td>\n",
       "      <td>2.450850e+11</td>\n",
       "      <td>0.215928</td>\n",
       "      <td>0.106792</td>\n",
       "      <td>0.000098</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.101996</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>864.099926</td>\n",
       "      <td>5472.645917</td>\n",
       "      <td>326.174325</td>\n",
       "      <td>4.722890</td>\n",
       "      <td>0.080303</td>\n",
       "      <td>2.472206e-08</td>\n",
       "      <td>3.883597e+06</td>\n",
       "      <td>0.110761</td>\n",
       "      <td>17.068510</td>\n",
       "      <td>0.066903</td>\n",
       "      <td>0.149924</td>\n",
       "      <td>0.070431</td>\n",
       "      <td>0.050688</td>\n",
       "      <td>0.028938</td>\n",
       "      <td>0.070431</td>\n",
       "      <td>17272.347331</td>\n",
       "      <td>167.959465</td>\n",
       "      <td>0.122232</td>\n",
       "      <td>4.666984</td>\n",
       "      <td>0.182747</td>\n",
       "      <td>0.126332</td>\n",
       "      <td>0.083661</td>\n",
       "      <td>0.096985</td>\n",
       "      <td>0.120749</td>\n",
       "      <td>0.033525</td>\n",
       "      <td>0.239058</td>\n",
       "      <td>1560.738080</td>\n",
       "      <td>1519.437819</td>\n",
       "      <td>1373.108856</td>\n",
       "      <td>1274.505068</td>\n",
       "      <td>1294.43435</td>\n",
       "      <td>1142.414519</td>\n",
       "      <td>1162.70992</td>\n",
       "      <td>1230.219754</td>\n",
       "      <td>1102.397327</td>\n",
       "      <td>2457.060704</td>\n",
       "      <td>891.352300</td>\n",
       "      <td>887.595203</td>\n",
       "      <td>76.447901</td>\n",
       "      <td>464.99218</td>\n",
       "      <td>1.956580</td>\n",
       "      <td>40.908031</td>\n",
       "      <td>46.578986</td>\n",
       "      <td>51.586922</td>\n",
       "      <td>0.052460</td>\n",
       "      <td>2.614394</td>\n",
       "      <td>0.213800</td>\n",
       "      <td>0.202279</td>\n",
       "      <td>0.681462</td>\n",
       "      <td>0.190661</td>\n",
       "      <td>0.153548</td>\n",
       "      <td>0.264047</td>\n",
       "      <td>0.438618</td>\n",
       "      <td>100.705610</td>\n",
       "      <td>3.554267</td>\n",
       "      <td>0.093505</td>\n",
       "      <td>0.213800</td>\n",
       "      <td>0.299318</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.200207</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.213092</td>\n",
       "      <td>126.823272</td>\n",
       "      <td>3.223698e+07</td>\n",
       "      <td>1.897268</td>\n",
       "      <td>5.510646e+09</td>\n",
       "      <td>1.209603e+09</td>\n",
       "      <td>0.058420</td>\n",
       "      <td>0.351184</td>\n",
       "      <td>0.000365</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.172355</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.933985</td>\n",
       "      <td>446.155492</td>\n",
       "      <td>421.744868</td>\n",
       "      <td>876.065898</td>\n",
       "      <td>3.901967</td>\n",
       "      <td>0.264067</td>\n",
       "      <td>3.643890e-07</td>\n",
       "      <td>3.288674e+07</td>\n",
       "      <td>0.153548</td>\n",
       "      <td>0.642330</td>\n",
       "      <td>0.214173</td>\n",
       "      <td>1.872731</td>\n",
       "      <td>0.215381</td>\n",
       "      <td>0.130803</td>\n",
       "      <td>0.184724</td>\n",
       "      <td>0.215381</td>\n",
       "      <td>69966.889105</td>\n",
       "      <td>225.231051</td>\n",
       "      <td>0.091739</td>\n",
       "      <td>18.679317</td>\n",
       "      <td>0.300639</td>\n",
       "      <td>0.196390</td>\n",
       "      <td>0.377194</td>\n",
       "      <td>21.562101</td>\n",
       "      <td>1.787248</td>\n",
       "      <td>0.113923</td>\n",
       "      <td>160.439141</td>\n",
       "      <td>8.941261</td>\n",
       "      <td>15.269588</td>\n",
       "      <td>0.500167</td>\n",
       "      <td>1.414685</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>206.131868</td>\n",
       "      <td>203.842105</td>\n",
       "      <td>474.210526</td>\n",
       "      <td>449.710526</td>\n",
       "      <td>891.976190</td>\n",
       "      <td>1193.347826</td>\n",
       "      <td>1342.630435</td>\n",
       "      <td>1221.813187</td>\n",
       "      <td>1316.326087</td>\n",
       "      <td>1713.111111</td>\n",
       "      <td>1087.086957</td>\n",
       "      <td>781.428571</td>\n",
       "      <td>182.355556</td>\n",
       "      <td>896.810811</td>\n",
       "      <td>3.833333</td>\n",
       "      <td>46.368421</td>\n",
       "      <td>48.842105</td>\n",
       "      <td>20.921053</td>\n",
       "      <td>-0.120474</td>\n",
       "      <td>0.002001</td>\n",
       "      <td>-0.183802</td>\n",
       "      <td>0.032300</td>\n",
       "      <td>0.002862</td>\n",
       "      <td>-0.295508</td>\n",
       "      <td>-0.587552</td>\n",
       "      <td>-0.000623</td>\n",
       "      <td>-0.817455</td>\n",
       "      <td>-88.938261</td>\n",
       "      <td>0.068995</td>\n",
       "      <td>0.459748</td>\n",
       "      <td>-0.183802</td>\n",
       "      <td>-0.122972</td>\n",
       "      <td>-8.124628</td>\n",
       "      <td>-0.016163</td>\n",
       "      <td>0.889662</td>\n",
       "      <td>1.165265</td>\n",
       "      <td>0.076079</td>\n",
       "      <td>138.476190</td>\n",
       "      <td>2.086750e+06</td>\n",
       "      <td>1.138062</td>\n",
       "      <td>-1.468278e+10</td>\n",
       "      <td>-3.845052e+10</td>\n",
       "      <td>-0.249223</td>\n",
       "      <td>-0.000829</td>\n",
       "      <td>0.000090</td>\n",
       "      <td>-12.730965</td>\n",
       "      <td>0.086436</td>\n",
       "      <td>-inf</td>\n",
       "      <td>-1.201983</td>\n",
       "      <td>-3226.846057</td>\n",
       "      <td>-1517.040625</td>\n",
       "      <td>688.394834</td>\n",
       "      <td>-0.322450</td>\n",
       "      <td>-0.000626</td>\n",
       "      <td>3.661859e-08</td>\n",
       "      <td>-5.152132e+06</td>\n",
       "      <td>-0.587552</td>\n",
       "      <td>-7.565488</td>\n",
       "      <td>-0.115110</td>\n",
       "      <td>-0.184629</td>\n",
       "      <td>-0.218835</td>\n",
       "      <td>0.702627</td>\n",
       "      <td>-0.093847</td>\n",
       "      <td>-0.218835</td>\n",
       "      <td>-15406.521739</td>\n",
       "      <td>-548.260870</td>\n",
       "      <td>0.044501</td>\n",
       "      <td>0.087631</td>\n",
       "      <td>0.206133</td>\n",
       "      <td>0.137102</td>\n",
       "      <td>0.997814</td>\n",
       "      <td>0.911506</td>\n",
       "      <td>0.978137</td>\n",
       "      <td>1.010000</td>\n",
       "      <td>1.004623</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>124.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>308.000000</td>\n",
       "      <td>337.000000</td>\n",
       "      <td>382.000000</td>\n",
       "      <td>304.000000</td>\n",
       "      <td>397.000000</td>\n",
       "      <td>479.000000</td>\n",
       "      <td>121.000000</td>\n",
       "      <td>136.0000</td>\n",
       "      <td>75.000000</td>\n",
       "      <td>108.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>13.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.371212</td>\n",
       "      <td>-0.230031</td>\n",
       "      <td>-0.430507</td>\n",
       "      <td>-0.283658</td>\n",
       "      <td>-0.340021</td>\n",
       "      <td>-0.547739</td>\n",
       "      <td>-0.817513</td>\n",
       "      <td>-0.255570</td>\n",
       "      <td>-0.888066</td>\n",
       "      <td>-782.320000</td>\n",
       "      <td>-0.441953</td>\n",
       "      <td>0.041860</td>\n",
       "      <td>-0.430507</td>\n",
       "      <td>-0.313488</td>\n",
       "      <td>-439.000000</td>\n",
       "      <td>-0.270504</td>\n",
       "      <td>-95.869565</td>\n",
       "      <td>0.508463</td>\n",
       "      <td>-0.325853</td>\n",
       "      <td>-1840.000000</td>\n",
       "      <td>1.292000e+05</td>\n",
       "      <td>0.037864</td>\n",
       "      <td>-1.866083e+11</td>\n",
       "      <td>-4.339296e+12</td>\n",
       "      <td>-0.685631</td>\n",
       "      <td>-0.339911</td>\n",
       "      <td>0.000014</td>\n",
       "      <td>-inf</td>\n",
       "      <td>-0.475827</td>\n",
       "      <td>-inf</td>\n",
       "      <td>-inf</td>\n",
       "      <td>-20800.000000</td>\n",
       "      <td>-211164.600000</td>\n",
       "      <td>185.388528</td>\n",
       "      <td>-119.150000</td>\n",
       "      <td>-0.255609</td>\n",
       "      <td>2.089673e-09</td>\n",
       "      <td>-6.684928e+07</td>\n",
       "      <td>-0.817513</td>\n",
       "      <td>-661.000000</td>\n",
       "      <td>-0.350838</td>\n",
       "      <td>-0.519438</td>\n",
       "      <td>-0.509083</td>\n",
       "      <td>0.494359</td>\n",
       "      <td>-0.317320</td>\n",
       "      <td>-0.509083</td>\n",
       "      <td>-146520.000000</td>\n",
       "      <td>-1676.000000</td>\n",
       "      <td>-2.131429</td>\n",
       "      <td>-12.186428</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.384916</td>\n",
       "      <td>0.645167</td>\n",
       "      <td>0.575725</td>\n",
       "      <td>0.765714</td>\n",
       "      <td>0.592852</td>\n",
       "      <td>484.000000</td>\n",
       "      <td>479.000000</td>\n",
       "      <td>825.000000</td>\n",
       "      <td>784.000000</td>\n",
       "      <td>1128.00000</td>\n",
       "      <td>1923.000000</td>\n",
       "      <td>2078.00000</td>\n",
       "      <td>2092.000000</td>\n",
       "      <td>2203.000000</td>\n",
       "      <td>2275.000000</td>\n",
       "      <td>1553.000000</td>\n",
       "      <td>1054.000000</td>\n",
       "      <td>304.000000</td>\n",
       "      <td>2319.00000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>79.000000</td>\n",
       "      <td>84.000000</td>\n",
       "      <td>47.000000</td>\n",
       "      <td>0.014055</td>\n",
       "      <td>0.054756</td>\n",
       "      <td>-0.151990</td>\n",
       "      <td>0.091611</td>\n",
       "      <td>0.080069</td>\n",
       "      <td>-0.232930</td>\n",
       "      <td>-0.471074</td>\n",
       "      <td>0.053255</td>\n",
       "      <td>-0.799773</td>\n",
       "      <td>39.570000</td>\n",
       "      <td>0.201699</td>\n",
       "      <td>0.524218</td>\n",
       "      <td>-0.151990</td>\n",
       "      <td>-0.056707</td>\n",
       "      <td>1.106373</td>\n",
       "      <td>0.003691</td>\n",
       "      <td>1.013566</td>\n",
       "      <td>1.239130</td>\n",
       "      <td>0.106796</td>\n",
       "      <td>236.000000</td>\n",
       "      <td>4.117366e+06</td>\n",
       "      <td>1.350031</td>\n",
       "      <td>-4.949815e+09</td>\n",
       "      <td>-1.165136e+10</td>\n",
       "      <td>-0.148521</td>\n",
       "      <td>0.070830</td>\n",
       "      <td>0.000123</td>\n",
       "      <td>0.229102</td>\n",
       "      <td>0.162367</td>\n",
       "      <td>709.764851</td>\n",
       "      <td>0.242644</td>\n",
       "      <td>-1840.760896</td>\n",
       "      <td>28.930963</td>\n",
       "      <td>1299.933289</td>\n",
       "      <td>0.164732</td>\n",
       "      <td>0.053259</td>\n",
       "      <td>5.205779e-08</td>\n",
       "      <td>-8.201746e+05</td>\n",
       "      <td>-0.471074</td>\n",
       "      <td>0.006737</td>\n",
       "      <td>0.024595</td>\n",
       "      <td>0.050430</td>\n",
       "      <td>-0.181806</td>\n",
       "      <td>0.743814</td>\n",
       "      <td>-0.049927</td>\n",
       "      <td>-0.181806</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>-303.000000</td>\n",
       "      <td>0.100204</td>\n",
       "      <td>3.902823</td>\n",
       "      <td>0.398448</td>\n",
       "      <td>0.295835</td>\n",
       "      <td>1.051906</td>\n",
       "      <td>1.057554</td>\n",
       "      <td>1.045999</td>\n",
       "      <td>1.032246</td>\n",
       "      <td>1.112510</td>\n",
       "      <td>14.102382</td>\n",
       "      <td>33.106152</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>505.483333</td>\n",
       "      <td>611.879121</td>\n",
       "      <td>929.954762</td>\n",
       "      <td>1063.649038</td>\n",
       "      <td>1450.685714</td>\n",
       "      <td>2118.139593</td>\n",
       "      <td>2351.360870</td>\n",
       "      <td>2443.529762</td>\n",
       "      <td>2508.966667</td>\n",
       "      <td>2557.028846</td>\n",
       "      <td>2196.835586</td>\n",
       "      <td>1669.928986</td>\n",
       "      <td>193.177778</td>\n",
       "      <td>1154.344161</td>\n",
       "      <td>4.761905</td>\n",
       "      <td>107.726471</td>\n",
       "      <td>94.855695</td>\n",
       "      <td>62.359632</td>\n",
       "      <td>0.043810</td>\n",
       "      <td>0.225570</td>\n",
       "      <td>-0.051107</td>\n",
       "      <td>0.289152</td>\n",
       "      <td>0.311843</td>\n",
       "      <td>-0.090548</td>\n",
       "      <td>-0.410497</td>\n",
       "      <td>0.188934</td>\n",
       "      <td>-0.737155</td>\n",
       "      <td>108.220533</td>\n",
       "      <td>0.867303</td>\n",
       "      <td>0.651599</td>\n",
       "      <td>-0.051107</td>\n",
       "      <td>0.012656</td>\n",
       "      <td>1.572345</td>\n",
       "      <td>0.065023</td>\n",
       "      <td>1.242004</td>\n",
       "      <td>1.424351</td>\n",
       "      <td>0.172368</td>\n",
       "      <td>316.147464</td>\n",
       "      <td>5.133461e+06</td>\n",
       "      <td>2.256730</td>\n",
       "      <td>-5.144933e+09</td>\n",
       "      <td>-4.383024e+09</td>\n",
       "      <td>-0.004419</td>\n",
       "      <td>0.251283</td>\n",
       "      <td>0.000276</td>\n",
       "      <td>0.762996</td>\n",
       "      <td>0.225902</td>\n",
       "      <td>706.918832</td>\n",
       "      <td>0.537025</td>\n",
       "      <td>-1200.616795</td>\n",
       "      <td>393.274167</td>\n",
       "      <td>1602.501401</td>\n",
       "      <td>0.370977</td>\n",
       "      <td>0.188950</td>\n",
       "      <td>8.613055e-08</td>\n",
       "      <td>4.455012e+06</td>\n",
       "      <td>-0.410497</td>\n",
       "      <td>0.094497</td>\n",
       "      <td>0.116988</td>\n",
       "      <td>0.279584</td>\n",
       "      <td>-0.056668</td>\n",
       "      <td>0.827116</td>\n",
       "      <td>0.020799</td>\n",
       "      <td>-0.056668</td>\n",
       "      <td>20540.623188</td>\n",
       "      <td>79.341629</td>\n",
       "      <td>0.219566</td>\n",
       "      <td>12.675913</td>\n",
       "      <td>0.478098</td>\n",
       "      <td>0.320275</td>\n",
       "      <td>1.165523</td>\n",
       "      <td>1.185530</td>\n",
       "      <td>1.232437</td>\n",
       "      <td>1.067975</td>\n",
       "      <td>1.530544</td>\n",
       "      <td>54.000000</td>\n",
       "      <td>122.000000</td>\n",
       "      <td>418.000000</td>\n",
       "      <td>278.000000</td>\n",
       "      <td>752.750000</td>\n",
       "      <td>1093.500000</td>\n",
       "      <td>1190.750000</td>\n",
       "      <td>1210.750000</td>\n",
       "      <td>1283.000000</td>\n",
       "      <td>1374.000000</td>\n",
       "      <td>1192.750000</td>\n",
       "      <td>687.5000</td>\n",
       "      <td>95.000000</td>\n",
       "      <td>311.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>29.000000</td>\n",
       "      <td>43.000000</td>\n",
       "      <td>13.000000</td>\n",
       "      <td>-0.028225</td>\n",
       "      <td>0.050816</td>\n",
       "      <td>-0.167537</td>\n",
       "      <td>0.124623</td>\n",
       "      <td>0.074341</td>\n",
       "      <td>-0.201337</td>\n",
       "      <td>-0.584399</td>\n",
       "      <td>0.049524</td>\n",
       "      <td>-0.801118</td>\n",
       "      <td>-27.225000</td>\n",
       "      <td>0.284731</td>\n",
       "      <td>0.521825</td>\n",
       "      <td>-0.167537</td>\n",
       "      <td>-0.086304</td>\n",
       "      <td>0.999638</td>\n",
       "      <td>-0.014193</td>\n",
       "      <td>0.941946</td>\n",
       "      <td>1.143278</td>\n",
       "      <td>0.066850</td>\n",
       "      <td>126.000000</td>\n",
       "      <td>1.568609e+06</td>\n",
       "      <td>1.410690</td>\n",
       "      <td>-1.292228e+10</td>\n",
       "      <td>-1.390079e+10</td>\n",
       "      <td>-0.378459</td>\n",
       "      <td>0.065867</td>\n",
       "      <td>0.000051</td>\n",
       "      <td>-1.396958</td>\n",
       "      <td>0.017372</td>\n",
       "      <td>372.500000</td>\n",
       "      <td>-0.068770</td>\n",
       "      <td>-2199.125793</td>\n",
       "      <td>-263.630805</td>\n",
       "      <td>754.934499</td>\n",
       "      <td>0.084817</td>\n",
       "      <td>0.049527</td>\n",
       "      <td>3.897107e-08</td>\n",
       "      <td>-2.609995e+06</td>\n",
       "      <td>-0.584399</td>\n",
       "      <td>-0.027173</td>\n",
       "      <td>-0.008472</td>\n",
       "      <td>-0.016801</td>\n",
       "      <td>-0.196890</td>\n",
       "      <td>0.741301</td>\n",
       "      <td>-0.046528</td>\n",
       "      <td>-0.196890</td>\n",
       "      <td>-14400.000000</td>\n",
       "      <td>-257.250000</td>\n",
       "      <td>0.007263</td>\n",
       "      <td>3.260554</td>\n",
       "      <td>0.098778</td>\n",
       "      <td>0.057654</td>\n",
       "      <td>1.002044</td>\n",
       "      <td>0.999200</td>\n",
       "      <td>1.012749</td>\n",
       "      <td>0.994088</td>\n",
       "      <td>1.104215</td>\n",
       "      <td>917.000000</td>\n",
       "      <td>1208.000000</td>\n",
       "      <td>1594.000000</td>\n",
       "      <td>2007.500000</td>\n",
       "      <td>2312.75000</td>\n",
       "      <td>2951.000000</td>\n",
       "      <td>3211.00000</td>\n",
       "      <td>3310.000000</td>\n",
       "      <td>3342.750000</td>\n",
       "      <td>3445.750000</td>\n",
       "      <td>3165.750000</td>\n",
       "      <td>2640.750000</td>\n",
       "      <td>378.000000</td>\n",
       "      <td>2889.50000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>205.000000</td>\n",
       "      <td>163.000000</td>\n",
       "      <td>124.000000</td>\n",
       "      <td>0.101230</td>\n",
       "      <td>0.595300</td>\n",
       "      <td>0.083838</td>\n",
       "      <td>0.480244</td>\n",
       "      <td>0.780947</td>\n",
       "      <td>0.002204</td>\n",
       "      <td>-0.277892</td>\n",
       "      <td>0.435785</td>\n",
       "      <td>-0.594263</td>\n",
       "      <td>273.875000</td>\n",
       "      <td>1.847962</td>\n",
       "      <td>0.734687</td>\n",
       "      <td>0.083838</td>\n",
       "      <td>0.223157</td>\n",
       "      <td>2.581148</td>\n",
       "      <td>0.198018</td>\n",
       "      <td>1.817719</td>\n",
       "      <td>1.878306</td>\n",
       "      <td>0.305147</td>\n",
       "      <td>498.750000</td>\n",
       "      <td>1.052828e+07</td>\n",
       "      <td>3.256524</td>\n",
       "      <td>-1.192128e+09</td>\n",
       "      <td>-4.191676e+08</td>\n",
       "      <td>0.176757</td>\n",
       "      <td>0.579596</td>\n",
       "      <td>0.000491</td>\n",
       "      <td>2.756754</td>\n",
       "      <td>0.362127</td>\n",
       "      <td>729.093455</td>\n",
       "      <td>0.772542</td>\n",
       "      <td>-532.360253</td>\n",
       "      <td>1106.875539</td>\n",
       "      <td>2157.839454</td>\n",
       "      <td>1.055015</td>\n",
       "      <td>0.435822</td>\n",
       "      <td>1.785198e-07</td>\n",
       "      <td>1.719785e+07</td>\n",
       "      <td>-0.277892</td>\n",
       "      <td>0.292131</td>\n",
       "      <td>0.269913</td>\n",
       "      <td>0.739401</td>\n",
       "      <td>0.087495</td>\n",
       "      <td>0.967379</td>\n",
       "      <td>0.106377</td>\n",
       "      <td>0.087495</td>\n",
       "      <td>77480.000000</td>\n",
       "      <td>433.000000</td>\n",
       "      <td>0.380678</td>\n",
       "      <td>26.747164</td>\n",
       "      <td>0.679539</td>\n",
       "      <td>0.476314</td>\n",
       "      <td>1.337705</td>\n",
       "      <td>1.554501</td>\n",
       "      <td>1.653701</td>\n",
       "      <td>1.144146</td>\n",
       "      <td>2.544983</td>\n",
       "      <td>14.441092</td>\n",
       "      <td>33.418070</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>666.837045</td>\n",
       "      <td>806.844495</td>\n",
       "      <td>1184.420168</td>\n",
       "      <td>1420.855556</td>\n",
       "      <td>1787.432432</td>\n",
       "      <td>2451.185897</td>\n",
       "      <td>2693.535875</td>\n",
       "      <td>2773.027313</td>\n",
       "      <td>2831.297619</td>\n",
       "      <td>2871.064103</td>\n",
       "      <td>2632.287301</td>\n",
       "      <td>2163.844595</td>\n",
       "      <td>204.416667</td>\n",
       "      <td>1325.953641</td>\n",
       "      <td>4.972973</td>\n",
       "      <td>143.988095</td>\n",
       "      <td>120.511905</td>\n",
       "      <td>82.432073</td>\n",
       "      <td>0.063437</td>\n",
       "      <td>0.492044</td>\n",
       "      <td>0.033153</td>\n",
       "      <td>0.385877</td>\n",
       "      <td>0.585034</td>\n",
       "      <td>-0.058721</td>\n",
       "      <td>-0.373227</td>\n",
       "      <td>0.314187</td>\n",
       "      <td>-0.632891</td>\n",
       "      <td>139.925119</td>\n",
       "      <td>1.551984</td>\n",
       "      <td>0.688933</td>\n",
       "      <td>0.033153</td>\n",
       "      <td>0.133528</td>\n",
       "      <td>1.957015</td>\n",
       "      <td>0.141783</td>\n",
       "      <td>1.594067</td>\n",
       "      <td>1.547840</td>\n",
       "      <td>0.204117</td>\n",
       "      <td>378.418731</td>\n",
       "      <td>7.063560e+06</td>\n",
       "      <td>2.737294</td>\n",
       "      <td>-3.897421e+09</td>\n",
       "      <td>-2.040669e+09</td>\n",
       "      <td>0.053331</td>\n",
       "      <td>0.417871</td>\n",
       "      <td>0.000326</td>\n",
       "      <td>1.332246</td>\n",
       "      <td>0.258584</td>\n",
       "      <td>715.218879</td>\n",
       "      <td>0.610044</td>\n",
       "      <td>-959.660137</td>\n",
       "      <td>523.306970</td>\n",
       "      <td>1794.904036</td>\n",
       "      <td>0.692334</td>\n",
       "      <td>0.314221</td>\n",
       "      <td>1.097632e-07</td>\n",
       "      <td>1.049884e+07</td>\n",
       "      <td>-0.373227</td>\n",
       "      <td>0.186169</td>\n",
       "      <td>0.201864</td>\n",
       "      <td>0.608728</td>\n",
       "      <td>0.021900</td>\n",
       "      <td>0.893049</td>\n",
       "      <td>0.052298</td>\n",
       "      <td>0.021900</td>\n",
       "      <td>43633.957034</td>\n",
       "      <td>147.105882</td>\n",
       "      <td>0.266801</td>\n",
       "      <td>19.455346</td>\n",
       "      <td>0.523696</td>\n",
       "      <td>0.356973</td>\n",
       "      <td>1.288965</td>\n",
       "      <td>1.375198</td>\n",
       "      <td>1.565954</td>\n",
       "      <td>1.098972</td>\n",
       "      <td>2.393398</td>\n",
       "      <td>150.000000</td>\n",
       "      <td>224.500000</td>\n",
       "      <td>567.000000</td>\n",
       "      <td>489.000000</td>\n",
       "      <td>1012.000000</td>\n",
       "      <td>1415.000000</td>\n",
       "      <td>1533.500000</td>\n",
       "      <td>1553.500000</td>\n",
       "      <td>1623.500000</td>\n",
       "      <td>1647.500000</td>\n",
       "      <td>1629.500000</td>\n",
       "      <td>1048.0000</td>\n",
       "      <td>96.000000</td>\n",
       "      <td>382.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>50.000000</td>\n",
       "      <td>58.000000</td>\n",
       "      <td>23.000000</td>\n",
       "      <td>-0.002727</td>\n",
       "      <td>0.080598</td>\n",
       "      <td>-0.138137</td>\n",
       "      <td>0.179961</td>\n",
       "      <td>0.117494</td>\n",
       "      <td>-0.169309</td>\n",
       "      <td>-0.520510</td>\n",
       "      <td>0.077355</td>\n",
       "      <td>-0.790880</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.438907</td>\n",
       "      <td>0.577052</td>\n",
       "      <td>-0.138137</td>\n",
       "      <td>-0.069809</td>\n",
       "      <td>1.041746</td>\n",
       "      <td>-0.001178</td>\n",
       "      <td>0.993779</td>\n",
       "      <td>1.223080</td>\n",
       "      <td>0.100347</td>\n",
       "      <td>196.000000</td>\n",
       "      <td>2.514832e+06</td>\n",
       "      <td>1.657595</td>\n",
       "      <td>-9.149417e+09</td>\n",
       "      <td>-7.354740e+09</td>\n",
       "      <td>-0.195791</td>\n",
       "      <td>0.102882</td>\n",
       "      <td>0.000105</td>\n",
       "      <td>-0.148331</td>\n",
       "      <td>0.098990</td>\n",
       "      <td>628.609259</td>\n",
       "      <td>0.229064</td>\n",
       "      <td>-1776.283711</td>\n",
       "      <td>-65.890668</td>\n",
       "      <td>967.064037</td>\n",
       "      <td>0.143748</td>\n",
       "      <td>0.077360</td>\n",
       "      <td>5.104970e-08</td>\n",
       "      <td>-9.463295e+05</td>\n",
       "      <td>-0.520510</td>\n",
       "      <td>-0.001995</td>\n",
       "      <td>0.019768</td>\n",
       "      <td>0.040333</td>\n",
       "      <td>-0.162759</td>\n",
       "      <td>0.759842</td>\n",
       "      <td>-0.031078</td>\n",
       "      <td>-0.162759</td>\n",
       "      <td>-8130.000000</td>\n",
       "      <td>-156.000000</td>\n",
       "      <td>0.045932</td>\n",
       "      <td>4.938682</td>\n",
       "      <td>0.229935</td>\n",
       "      <td>0.135993</td>\n",
       "      <td>1.042767</td>\n",
       "      <td>1.046268</td>\n",
       "      <td>1.047712</td>\n",
       "      <td>1.016816</td>\n",
       "      <td>1.167693</td>\n",
       "      <td>1165.000000</td>\n",
       "      <td>1509.000000</td>\n",
       "      <td>1990.000000</td>\n",
       "      <td>2508.000000</td>\n",
       "      <td>2779.00000</td>\n",
       "      <td>3321.000000</td>\n",
       "      <td>3699.50000</td>\n",
       "      <td>3829.000000</td>\n",
       "      <td>3843.500000</td>\n",
       "      <td>3921.500000</td>\n",
       "      <td>3730.500000</td>\n",
       "      <td>3254.500000</td>\n",
       "      <td>499.000000</td>\n",
       "      <td>3320.50000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>254.000000</td>\n",
       "      <td>202.500000</td>\n",
       "      <td>155.000000</td>\n",
       "      <td>0.133063</td>\n",
       "      <td>1.387737</td>\n",
       "      <td>0.284380</td>\n",
       "      <td>0.650695</td>\n",
       "      <td>1.450479</td>\n",
       "      <td>0.120668</td>\n",
       "      <td>-0.221480</td>\n",
       "      <td>0.701487</td>\n",
       "      <td>-0.273781</td>\n",
       "      <td>329.450000</td>\n",
       "      <td>3.725655</td>\n",
       "      <td>0.820835</td>\n",
       "      <td>0.284380</td>\n",
       "      <td>0.517017</td>\n",
       "      <td>3.432184</td>\n",
       "      <td>0.373362</td>\n",
       "      <td>2.943873</td>\n",
       "      <td>2.644870</td>\n",
       "      <td>0.451284</td>\n",
       "      <td>582.500000</td>\n",
       "      <td>1.466579e+07</td>\n",
       "      <td>4.405545</td>\n",
       "      <td>-5.726199e+08</td>\n",
       "      <td>-6.522729e+07</td>\n",
       "      <td>0.206932</td>\n",
       "      <td>0.932983</td>\n",
       "      <td>0.000634</td>\n",
       "      <td>4.630694</td>\n",
       "      <td>0.430941</td>\n",
       "      <td>762.254140</td>\n",
       "      <td>0.847642</td>\n",
       "      <td>-250.457980</td>\n",
       "      <td>1358.087136</td>\n",
       "      <td>2693.390940</td>\n",
       "      <td>1.924734</td>\n",
       "      <td>0.701550</td>\n",
       "      <td>2.868422e-07</td>\n",
       "      <td>3.625147e+07</td>\n",
       "      <td>-0.221480</td>\n",
       "      <td>0.494720</td>\n",
       "      <td>0.456667</td>\n",
       "      <td>1.680994</td>\n",
       "      <td>0.289302</td>\n",
       "      <td>1.096152</td>\n",
       "      <td>0.234567</td>\n",
       "      <td>0.289302</td>\n",
       "      <td>131020.000000</td>\n",
       "      <td>571.500000</td>\n",
       "      <td>0.432596</td>\n",
       "      <td>42.748045</td>\n",
       "      <td>0.775305</td>\n",
       "      <td>0.546766</td>\n",
       "      <td>1.633594</td>\n",
       "      <td>2.244559</td>\n",
       "      <td>2.546977</td>\n",
       "      <td>1.202490</td>\n",
       "      <td>5.701287</td>\n",
       "      <td>32.251855</td>\n",
       "      <td>48.278068</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>853.612162</td>\n",
       "      <td>1119.725954</td>\n",
       "      <td>1578.385596</td>\n",
       "      <td>1923.614739</td>\n",
       "      <td>2229.628205</td>\n",
       "      <td>2717.466773</td>\n",
       "      <td>2952.462878</td>\n",
       "      <td>3049.442925</td>\n",
       "      <td>3078.858516</td>\n",
       "      <td>3075.003935</td>\n",
       "      <td>3176.226471</td>\n",
       "      <td>2731.019754</td>\n",
       "      <td>269.581081</td>\n",
       "      <td>1598.742774</td>\n",
       "      <td>5.058824</td>\n",
       "      <td>192.685511</td>\n",
       "      <td>160.463090</td>\n",
       "      <td>114.497799</td>\n",
       "      <td>0.079127</td>\n",
       "      <td>0.752362</td>\n",
       "      <td>0.089661</td>\n",
       "      <td>0.443541</td>\n",
       "      <td>0.766863</td>\n",
       "      <td>-0.022642</td>\n",
       "      <td>-0.328043</td>\n",
       "      <td>0.397422</td>\n",
       "      <td>-0.537430</td>\n",
       "      <td>182.309486</td>\n",
       "      <td>2.166521</td>\n",
       "      <td>0.714120</td>\n",
       "      <td>0.089661</td>\n",
       "      <td>0.214917</td>\n",
       "      <td>2.347938</td>\n",
       "      <td>0.197988</td>\n",
       "      <td>1.961315</td>\n",
       "      <td>1.685234</td>\n",
       "      <td>0.234455</td>\n",
       "      <td>448.991161</td>\n",
       "      <td>1.022918e+07</td>\n",
       "      <td>3.053973</td>\n",
       "      <td>-2.761126e+09</td>\n",
       "      <td>-9.354669e+08</td>\n",
       "      <td>0.118589</td>\n",
       "      <td>0.528575</td>\n",
       "      <td>0.000380</td>\n",
       "      <td>1.784348</td>\n",
       "      <td>0.294441</td>\n",
       "      <td>719.769814</td>\n",
       "      <td>0.662728</td>\n",
       "      <td>-768.186978</td>\n",
       "      <td>736.324688</td>\n",
       "      <td>2009.376492</td>\n",
       "      <td>0.913605</td>\n",
       "      <td>0.397468</td>\n",
       "      <td>1.479474e-07</td>\n",
       "      <td>1.656748e+07</td>\n",
       "      <td>-0.328043</td>\n",
       "      <td>0.253810</td>\n",
       "      <td>0.262303</td>\n",
       "      <td>1.002174</td>\n",
       "      <td>0.077609</td>\n",
       "      <td>0.937969</td>\n",
       "      <td>0.084652</td>\n",
       "      <td>0.077609</td>\n",
       "      <td>63391.189076</td>\n",
       "      <td>229.396050</td>\n",
       "      <td>0.310488</td>\n",
       "      <td>24.495327</td>\n",
       "      <td>0.586606</td>\n",
       "      <td>0.406523</td>\n",
       "      <td>1.384281</td>\n",
       "      <td>1.552948</td>\n",
       "      <td>1.915162</td>\n",
       "      <td>1.124849</td>\n",
       "      <td>3.627756</td>\n",
       "      <td>414.250000</td>\n",
       "      <td>495.250000</td>\n",
       "      <td>865.500000</td>\n",
       "      <td>988.250000</td>\n",
       "      <td>1424.250000</td>\n",
       "      <td>1809.250000</td>\n",
       "      <td>1938.000000</td>\n",
       "      <td>1959.250000</td>\n",
       "      <td>2042.500000</td>\n",
       "      <td>2052.000000</td>\n",
       "      <td>2142.500000</td>\n",
       "      <td>1693.5000</td>\n",
       "      <td>107.000000</td>\n",
       "      <td>445.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>100.250000</td>\n",
       "      <td>88.000000</td>\n",
       "      <td>50.000000</td>\n",
       "      <td>0.013629</td>\n",
       "      <td>0.113992</td>\n",
       "      <td>-0.094652</td>\n",
       "      <td>0.218827</td>\n",
       "      <td>0.165418</td>\n",
       "      <td>-0.135552</td>\n",
       "      <td>-0.444774</td>\n",
       "      <td>0.107516</td>\n",
       "      <td>-0.779204</td>\n",
       "      <td>45.780000</td>\n",
       "      <td>0.560253</td>\n",
       "      <td>0.607924</td>\n",
       "      <td>-0.094652</td>\n",
       "      <td>-0.040694</td>\n",
       "      <td>1.195808</td>\n",
       "      <td>0.015640</td>\n",
       "      <td>1.050394</td>\n",
       "      <td>1.272802</td>\n",
       "      <td>0.120029</td>\n",
       "      <td>254.250000</td>\n",
       "      <td>3.993162e+06</td>\n",
       "      <td>1.917198</td>\n",
       "      <td>-6.469702e+09</td>\n",
       "      <td>-3.877815e+09</td>\n",
       "      <td>-0.008115</td>\n",
       "      <td>0.142998</td>\n",
       "      <td>0.000192</td>\n",
       "      <td>0.127621</td>\n",
       "      <td>0.153878</td>\n",
       "      <td>689.754092</td>\n",
       "      <td>0.382945</td>\n",
       "      <td>-1438.336736</td>\n",
       "      <td>63.017678</td>\n",
       "      <td>1217.931477</td>\n",
       "      <td>0.212259</td>\n",
       "      <td>0.107533</td>\n",
       "      <td>6.591949e-08</td>\n",
       "      <td>3.655739e+05</td>\n",
       "      <td>-0.444774</td>\n",
       "      <td>0.025264</td>\n",
       "      <td>0.046221</td>\n",
       "      <td>0.096921</td>\n",
       "      <td>-0.122423</td>\n",
       "      <td>0.779444</td>\n",
       "      <td>-0.010337</td>\n",
       "      <td>-0.122423</td>\n",
       "      <td>1665.000000</td>\n",
       "      <td>-52.000000</td>\n",
       "      <td>0.136138</td>\n",
       "      <td>6.766233</td>\n",
       "      <td>0.384938</td>\n",
       "      <td>0.252784</td>\n",
       "      <td>1.091043</td>\n",
       "      <td>1.081957</td>\n",
       "      <td>1.091812</td>\n",
       "      <td>1.032141</td>\n",
       "      <td>1.240979</td>\n",
       "      <td>1578.250000</td>\n",
       "      <td>1938.500000</td>\n",
       "      <td>2467.000000</td>\n",
       "      <td>3006.500000</td>\n",
       "      <td>3265.75000</td>\n",
       "      <td>3755.500000</td>\n",
       "      <td>4307.50000</td>\n",
       "      <td>4502.500000</td>\n",
       "      <td>4471.000000</td>\n",
       "      <td>4837.750000</td>\n",
       "      <td>4166.000000</td>\n",
       "      <td>3743.250000</td>\n",
       "      <td>523.000000</td>\n",
       "      <td>3705.25000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>255.000000</td>\n",
       "      <td>251.000000</td>\n",
       "      <td>197.250000</td>\n",
       "      <td>0.173690</td>\n",
       "      <td>2.697956</td>\n",
       "      <td>0.439647</td>\n",
       "      <td>0.776755</td>\n",
       "      <td>1.970809</td>\n",
       "      <td>0.300441</td>\n",
       "      <td>-0.140626</td>\n",
       "      <td>0.863643</td>\n",
       "      <td>0.155223</td>\n",
       "      <td>399.570000</td>\n",
       "      <td>6.958795</td>\n",
       "      <td>0.878231</td>\n",
       "      <td>0.439647</td>\n",
       "      <td>0.752598</td>\n",
       "      <td>4.411383</td>\n",
       "      <td>0.552039</td>\n",
       "      <td>4.524154</td>\n",
       "      <td>3.890541</td>\n",
       "      <td>0.591047</td>\n",
       "      <td>664.000000</td>\n",
       "      <td>1.976576e+07</td>\n",
       "      <td>5.613714</td>\n",
       "      <td>-2.556995e+08</td>\n",
       "      <td>-1.447551e+07</td>\n",
       "      <td>0.240526</td>\n",
       "      <td>1.148650</td>\n",
       "      <td>0.000828</td>\n",
       "      <td>7.160606</td>\n",
       "      <td>0.524324</td>\n",
       "      <td>985.336538</td>\n",
       "      <td>1.058859</td>\n",
       "      <td>-22.609435</td>\n",
       "      <td>1641.095385</td>\n",
       "      <td>3357.014671</td>\n",
       "      <td>2.464699</td>\n",
       "      <td>0.863713</td>\n",
       "      <td>4.665836e-07</td>\n",
       "      <td>6.415418e+07</td>\n",
       "      <td>-0.140626</td>\n",
       "      <td>0.643082</td>\n",
       "      <td>0.643111</td>\n",
       "      <td>3.603987</td>\n",
       "      <td>0.448276</td>\n",
       "      <td>1.167781</td>\n",
       "      <td>0.398396</td>\n",
       "      <td>0.448276</td>\n",
       "      <td>183080.000000</td>\n",
       "      <td>733.250000</td>\n",
       "      <td>0.489538</td>\n",
       "      <td>57.372240</td>\n",
       "      <td>0.930858</td>\n",
       "      <td>0.672221</td>\n",
       "      <td>1.975112</td>\n",
       "      <td>3.283047</td>\n",
       "      <td>4.444265</td>\n",
       "      <td>1.297197</td>\n",
       "      <td>13.674879</td>\n",
       "      <td>34.120534</td>\n",
       "      <td>70.350163</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1999.986486</td>\n",
       "      <td>2309.081081</td>\n",
       "      <td>2871.538462</td>\n",
       "      <td>3498.589744</td>\n",
       "      <td>3843.871795</td>\n",
       "      <td>3829.641026</td>\n",
       "      <td>3909.153846</td>\n",
       "      <td>4067.523810</td>\n",
       "      <td>4115.666667</td>\n",
       "      <td>4181.785714</td>\n",
       "      <td>4563.000000</td>\n",
       "      <td>4182.564103</td>\n",
       "      <td>296.153846</td>\n",
       "      <td>1988.666667</td>\n",
       "      <td>6.582418</td>\n",
       "      <td>254.717949</td>\n",
       "      <td>253.230769</td>\n",
       "      <td>230.783784</td>\n",
       "      <td>0.185081</td>\n",
       "      <td>2.593493</td>\n",
       "      <td>0.332731</td>\n",
       "      <td>0.695152</td>\n",
       "      <td>1.553439</td>\n",
       "      <td>0.191539</td>\n",
       "      <td>-0.072966</td>\n",
       "      <td>0.729164</td>\n",
       "      <td>-0.128891</td>\n",
       "      <td>314.310811</td>\n",
       "      <td>5.268089</td>\n",
       "      <td>0.795644</td>\n",
       "      <td>0.332731</td>\n",
       "      <td>0.564847</td>\n",
       "      <td>9.316113</td>\n",
       "      <td>0.407461</td>\n",
       "      <td>5.530603</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.510530</td>\n",
       "      <td>732.564103</td>\n",
       "      <td>2.551579e+07</td>\n",
       "      <td>5.493262</td>\n",
       "      <td>6.535124e+07</td>\n",
       "      <td>-6.711851e+07</td>\n",
       "      <td>0.263914</td>\n",
       "      <td>0.969793</td>\n",
       "      <td>0.000640</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.524888</td>\n",
       "      <td>947.586080</td>\n",
       "      <td>3.170438</td>\n",
       "      <td>-235.674381</td>\n",
       "      <td>1519.402244</td>\n",
       "      <td>2991.298201</td>\n",
       "      <td>3.877662</td>\n",
       "      <td>0.729235</td>\n",
       "      <td>5.140901e-07</td>\n",
       "      <td>5.678105e+07</td>\n",
       "      <td>-0.072966</td>\n",
       "      <td>0.717807</td>\n",
       "      <td>0.495885</td>\n",
       "      <td>2.439121</td>\n",
       "      <td>0.338506</td>\n",
       "      <td>1.107450</td>\n",
       "      <td>0.310726</td>\n",
       "      <td>0.338506</td>\n",
       "      <td>152963.513514</td>\n",
       "      <td>578.675676</td>\n",
       "      <td>0.552151</td>\n",
       "      <td>45.106975</td>\n",
       "      <td>1.442062</td>\n",
       "      <td>0.755126</td>\n",
       "      <td>1.792037</td>\n",
       "      <td>12.380738</td>\n",
       "      <td>3.170955</td>\n",
       "      <td>1.245443</td>\n",
       "      <td>83.402959</td>\n",
       "      <td>1266.000000</td>\n",
       "      <td>1724.000000</td>\n",
       "      <td>2324.000000</td>\n",
       "      <td>2800.000000</td>\n",
       "      <td>3086.000000</td>\n",
       "      <td>3226.000000</td>\n",
       "      <td>3317.000000</td>\n",
       "      <td>3371.000000</td>\n",
       "      <td>3388.000000</td>\n",
       "      <td>2979.000000</td>\n",
       "      <td>4194.000000</td>\n",
       "      <td>3813.0000</td>\n",
       "      <td>114.000000</td>\n",
       "      <td>632.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>254.000000</td>\n",
       "      <td>235.000000</td>\n",
       "      <td>177.000000</td>\n",
       "      <td>0.101862</td>\n",
       "      <td>0.845374</td>\n",
       "      <td>0.256645</td>\n",
       "      <td>0.553563</td>\n",
       "      <td>1.035646</td>\n",
       "      <td>0.038441</td>\n",
       "      <td>-0.209294</td>\n",
       "      <td>0.545963</td>\n",
       "      <td>-0.491935</td>\n",
       "      <td>195.440000</td>\n",
       "      <td>2.479915</td>\n",
       "      <td>0.721566</td>\n",
       "      <td>0.256645</td>\n",
       "      <td>0.352298</td>\n",
       "      <td>3.265152</td>\n",
       "      <td>0.310289</td>\n",
       "      <td>2.531818</td>\n",
       "      <td>1.526154</td>\n",
       "      <td>0.208283</td>\n",
       "      <td>546.000000</td>\n",
       "      <td>1.735231e+07</td>\n",
       "      <td>3.737414</td>\n",
       "      <td>-1.626874e+09</td>\n",
       "      <td>-3.600745e+08</td>\n",
       "      <td>0.225111</td>\n",
       "      <td>0.726135</td>\n",
       "      <td>0.000466</td>\n",
       "      <td>1.755000</td>\n",
       "      <td>0.424269</td>\n",
       "      <td>725.024038</td>\n",
       "      <td>0.756939</td>\n",
       "      <td>-579.464286</td>\n",
       "      <td>961.023313</td>\n",
       "      <td>2008.757827</td>\n",
       "      <td>1.503029</td>\n",
       "      <td>0.546012</td>\n",
       "      <td>1.757343e-07</td>\n",
       "      <td>2.175448e+07</td>\n",
       "      <td>-0.209294</td>\n",
       "      <td>0.433719</td>\n",
       "      <td>0.372985</td>\n",
       "      <td>1.189718</td>\n",
       "      <td>0.238076</td>\n",
       "      <td>1.022747</td>\n",
       "      <td>0.099140</td>\n",
       "      <td>0.238076</td>\n",
       "      <td>107780.000000</td>\n",
       "      <td>346.000000</td>\n",
       "      <td>0.402945</td>\n",
       "      <td>34.150874</td>\n",
       "      <td>0.952625</td>\n",
       "      <td>0.538174</td>\n",
       "      <td>1.552344</td>\n",
       "      <td>1.596628</td>\n",
       "      <td>2.178135</td>\n",
       "      <td>1.143959</td>\n",
       "      <td>3.405405</td>\n",
       "      <td>16429.000000</td>\n",
       "      <td>17056.000000</td>\n",
       "      <td>16320.000000</td>\n",
       "      <td>15592.000000</td>\n",
       "      <td>16041.00000</td>\n",
       "      <td>15086.000000</td>\n",
       "      <td>14541.00000</td>\n",
       "      <td>15344.000000</td>\n",
       "      <td>13918.000000</td>\n",
       "      <td>16516.000000</td>\n",
       "      <td>11218.000000</td>\n",
       "      <td>11244.000000</td>\n",
       "      <td>567.000000</td>\n",
       "      <td>5671.00000</td>\n",
       "      <td>11.000000</td>\n",
       "      <td>255.000000</td>\n",
       "      <td>255.000000</td>\n",
       "      <td>255.000000</td>\n",
       "      <td>0.589924</td>\n",
       "      <td>77.612976</td>\n",
       "      <td>0.923248</td>\n",
       "      <td>0.904139</td>\n",
       "      <td>2.498221</td>\n",
       "      <td>0.995062</td>\n",
       "      <td>0.914276</td>\n",
       "      <td>0.999620</td>\n",
       "      <td>0.996769</td>\n",
       "      <td>855.700000</td>\n",
       "      <td>18.863436</td>\n",
       "      <td>0.952502</td>\n",
       "      <td>0.923248</td>\n",
       "      <td>0.999353</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.735509</td>\n",
       "      <td>inf</td>\n",
       "      <td>inf</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1156.000000</td>\n",
       "      <td>4.896577e+08</td>\n",
       "      <td>22.054321</td>\n",
       "      <td>1.300070e+11</td>\n",
       "      <td>1.931580e+05</td>\n",
       "      <td>0.494107</td>\n",
       "      <td>1.329499</td>\n",
       "      <td>0.004264</td>\n",
       "      <td>inf</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>inf</td>\n",
       "      <td>111.896839</td>\n",
       "      <td>3489.280880</td>\n",
       "      <td>3199.353682</td>\n",
       "      <td>8432.134324</td>\n",
       "      <td>120.993590</td>\n",
       "      <td>0.999676</td>\n",
       "      <td>6.907283e-06</td>\n",
       "      <td>1.707142e+08</td>\n",
       "      <td>0.914276</td>\n",
       "      <td>17.297872</td>\n",
       "      <td>0.796474</td>\n",
       "      <td>7.826772</td>\n",
       "      <td>0.923780</td>\n",
       "      <td>1.224613</td>\n",
       "      <td>0.995062</td>\n",
       "      <td>0.923780</td>\n",
       "      <td>338440.000000</td>\n",
       "      <td>1660.000000</td>\n",
       "      <td>0.889546</td>\n",
       "      <td>78.942717</td>\n",
       "      <td>4.918519</td>\n",
       "      <td>2.019010</td>\n",
       "      <td>2.694268</td>\n",
       "      <td>832.000000</td>\n",
       "      <td>8.385827</td>\n",
       "      <td>1.568739</td>\n",
       "      <td>6180.000000</td>\n",
       "      <td>34.313253</td>\n",
       "      <td>70.776218</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           B1_mean      B2_mean      B3_mean      B4_mean      B5_mean  \\\n",
       "count  1500.000000  1500.000000  1500.000000  1500.000000  1500.000000   \n",
       "mean    718.044178   912.716942  1298.789554  1529.886603  1873.398693   \n",
       "std     288.845127   393.382256   470.701323   581.869884   532.710331   \n",
       "min     206.131868   203.842105   474.210526   449.710526   891.976190   \n",
       "25%     505.483333   611.879121   929.954762  1063.649038  1450.685714   \n",
       "50%     666.837045   806.844495  1184.420168  1420.855556  1787.432432   \n",
       "75%     853.612162  1119.725954  1578.385596  1923.614739  2229.628205   \n",
       "max    1999.986486  2309.081081  2871.538462  3498.589744  3843.871795   \n",
       "\n",
       "           B6_mean      B7_mean      B8_mean     B8A_mean      B9_mean  \\\n",
       "count  1500.000000  1500.000000  1500.000000  1500.000000  1500.000000   \n",
       "mean   2419.592652  2657.771327  2744.852431  2790.865099  2823.407912   \n",
       "std     411.352165   418.281568   435.212451   413.487388   390.651315   \n",
       "min    1193.347826  1342.630435  1221.813187  1316.326087  1713.111111   \n",
       "25%    2118.139593  2351.360870  2443.529762  2508.966667  2557.028846   \n",
       "50%    2451.185897  2693.535875  2773.027313  2831.297619  2871.064103   \n",
       "75%    2717.466773  2952.462878  3049.442925  3078.858516  3075.003935   \n",
       "max    3829.641026  3909.153846  4067.523810  4115.666667  4181.785714   \n",
       "\n",
       "          B11_mean     B12_mean     AOT_mean     WVP_mean     SCL_mean  \\\n",
       "count  1500.000000  1500.000000  1500.000000  1500.000000  1500.000000   \n",
       "mean   2679.478737  2216.811956   222.683648  1361.786595     4.930498   \n",
       "std     679.398174   699.517775    37.414581   232.188142     0.299095   \n",
       "min    1087.086957   781.428571   182.355556   896.810811     3.833333   \n",
       "25%    2196.835586  1669.928986   193.177778  1154.344161     4.761905   \n",
       "50%    2632.287301  2163.844595   204.416667  1325.953641     4.972973   \n",
       "75%    3176.226471  2731.019754   269.581081  1598.742774     5.058824   \n",
       "max    4563.000000  4182.564103   296.153846  1988.666667     6.582418   \n",
       "\n",
       "        TCI_R_mean   TCI_G_mean   TCI_B_mean    NDRE_mean    MMSR_mean  \\\n",
       "count  1500.000000  1500.000000  1500.000000  1500.000000  1500.000000   \n",
       "mean    151.315617   131.409549    92.948243     0.060670     0.525159   \n",
       "std      52.459541    46.177737    39.857726     0.027901     0.347089   \n",
       "min      46.368421    48.842105    20.921053    -0.120474     0.002001   \n",
       "25%     107.726471    94.855695    62.359632     0.043810     0.225570   \n",
       "50%     143.988095   120.511905    82.432073     0.063437     0.492044   \n",
       "75%     192.685511   160.463090   114.497799     0.079127     0.752362   \n",
       "max     254.717949   253.230769   230.783784     0.185081     2.593493   \n",
       "\n",
       "         NDWI_mean   GNDVI_mean    EVI2_mean   NGRDI_mean   MNDWI_mean  \\\n",
       "count  1500.000000  1500.000000  1500.000000  1500.000000  1500.000000   \n",
       "mean      0.026503     0.365489     0.565609    -0.053744    -0.363669   \n",
       "std       0.091430     0.117296     0.299816     0.055400     0.074390   \n",
       "min      -0.183802     0.032300     0.002862    -0.295508    -0.587552   \n",
       "25%      -0.051107     0.289152     0.311843    -0.090548    -0.410497   \n",
       "50%       0.033153     0.385877     0.585034    -0.058721    -0.373227   \n",
       "75%       0.089661     0.443541     0.766863    -0.022642    -0.328043   \n",
       "max       0.332731     0.695152     1.553439     0.191539    -0.072966   \n",
       "\n",
       "        OSAVI_mean   WDRVI_mean     TGI_mean    GCVI_mean    RGVI_mean  \\\n",
       "count  1500.000000  1500.000000  1500.000000  1500.000000  1500.000000   \n",
       "mean      0.301465    -0.625461   145.376444     1.584116     0.678142   \n",
       "std       0.141738     0.126186    50.880853     0.869893     0.052424   \n",
       "min      -0.000623    -0.817455   -88.938261     0.068995     0.459748   \n",
       "25%       0.188934    -0.737155   108.220533     0.867303     0.651599   \n",
       "50%       0.314187    -0.632891   139.925119     1.551984     0.688933   \n",
       "75%       0.397422    -0.537430   182.309486     2.166521     0.714120   \n",
       "max       0.729164    -0.128891   314.310811     5.268089     0.795644   \n",
       "\n",
       "           MI_mean    ARVI_mean    SIPI_mean  RENDVI_mean   MRESR_mean  \\\n",
       "count  1500.000000  1500.000000  1496.000000  1500.000000  1499.000000   \n",
       "mean      0.026503     0.129537     2.064754     0.138215     1.655984   \n",
       "std       0.091430     0.128947     0.818168     0.084302     0.511751   \n",
       "min      -0.183802    -0.122972    -8.124628    -0.016163     0.889662   \n",
       "25%      -0.051107     0.012656     1.572345     0.065023     1.242004   \n",
       "50%       0.033153     0.133528     1.957015     0.141783     1.594067   \n",
       "75%       0.089661     0.214917     2.347938     0.197988     1.961315   \n",
       "max       0.332731     0.564847     9.316113     0.407461     5.530603   \n",
       "\n",
       "          RYI_mean    NDYI_mean     DYI_mean      ACI_mean     CVI_mean  \\\n",
       "count  1488.000000  1500.000000  1500.000000  1.500000e+03  1500.000000   \n",
       "mean           inf     0.206496   386.072611  8.020161e+06     2.659599   \n",
       "std            NaN     0.053111    94.996469  3.876330e+06     0.633480   \n",
       "min       1.165265     0.076079   138.476190  2.086750e+06     1.138062   \n",
       "25%       1.424351     0.172368   316.147464  5.133461e+06     2.256730   \n",
       "50%       1.547840     0.204117   378.418731  7.063560e+06     2.737294   \n",
       "75%       1.685234     0.234455   448.991161  1.022918e+07     3.053973   \n",
       "max            inf     0.510530   732.564103  2.551579e+07     5.493262   \n",
       "\n",
       "           AVI_mean       SI_mean     BSI_mean    SAVI_mean   FIDET_mean  \\\n",
       "count  1.500000e+03  1.500000e+03  1500.000000  1500.000000  1500.000000   \n",
       "mean  -4.102401e+09 -3.465908e+09     0.052266     0.400951     0.000331   \n",
       "std    1.815632e+09  3.940437e+09     0.083943     0.188513     0.000080   \n",
       "min   -1.468278e+10 -3.845052e+10    -0.249223    -0.000829     0.000090   \n",
       "25%   -5.144933e+09 -4.383024e+09    -0.004419     0.251283     0.000276   \n",
       "50%   -3.897421e+09 -2.040669e+09     0.053331     0.417871     0.000326   \n",
       "75%   -2.761126e+09 -9.354669e+08     0.118589     0.528575     0.000380   \n",
       "max    6.535124e+07 -6.711851e+07     0.263914     0.969793     0.000640   \n",
       "\n",
       "         MTCI_mean   NPCRI_mean   S2REP_mean    CCCI_mean   MCARI_mean  \\\n",
       "count  1472.000000  1500.000000  1391.000000  1496.000000  1500.000000   \n",
       "mean           inf     0.258382         -inf     0.591071 -1017.605090   \n",
       "std            NaN     0.051755          NaN     0.224232   357.054154   \n",
       "min     -12.730965     0.086436         -inf    -1.201983 -3226.846057   \n",
       "25%       0.762996     0.225902   706.918832     0.537025 -1200.616795   \n",
       "50%       1.332246     0.258584   715.218879     0.610044  -959.660137   \n",
       "75%       1.784348     0.294441   719.769814     0.662728  -768.186978   \n",
       "max            inf     0.524888   947.586080     3.170438  -235.674381   \n",
       "\n",
       "        TCARI_mean     PVI_mean     EVI_mean    NDVI_mean      BAI_mean  \\\n",
       "count  1500.000000  1500.000000  1500.000000  1500.000000  1.500000e+03   \n",
       "mean    552.697017  1806.756629     0.692794     0.301493  1.296220e-07   \n",
       "std     306.361171   299.761191     0.382111     0.141754  6.596297e-08   \n",
       "min   -1517.040625   688.394834    -0.322450    -0.000626  3.661859e-08   \n",
       "25%     393.274167  1602.501401     0.370977     0.188950  8.613055e-08   \n",
       "50%     523.306970  1794.904036     0.692334     0.314221  1.097632e-07   \n",
       "75%     736.324688  2009.376492     0.913605     0.397468  1.479474e-07   \n",
       "max    1519.402244  2991.298201     3.877662     0.729235  5.140901e-07   \n",
       "\n",
       "         MTVI2_mean    NDSI_mean  MRENDVI_mean  NDVIre_mean    CIre_mean  \\\n",
       "count  1.500000e+03  1500.000000   1500.000000  1500.000000  1500.000000   \n",
       "mean   1.145912e+07    -0.363669      0.177942     0.192852     0.677685   \n",
       "std    8.829101e+06     0.074390      0.227729     0.100183     0.470870   \n",
       "min   -5.152132e+06    -0.587552     -7.565488    -0.115110    -0.184629   \n",
       "25%    4.455012e+06    -0.410497      0.094497     0.116988     0.279584   \n",
       "50%    1.049884e+07    -0.373227      0.186169     0.201864     0.608728   \n",
       "75%    1.656748e+07    -0.328043      0.253810     0.262303     1.002174   \n",
       "max    5.678105e+07    -0.072966      0.717807     0.495885     2.439121   \n",
       "\n",
       "         NDMI_mean   TNDVI_mean    VDVI_mean     NBR_mean       TVI_mean  \\\n",
       "count  1500.000000  1500.000000  1500.000000  1500.000000    1500.000000   \n",
       "mean      0.016246     0.886155     0.058405     0.016246   44138.480947   \n",
       "std       0.092975     0.077568     0.048043     0.092975   29341.912784   \n",
       "min      -0.218835     0.702627    -0.093847    -0.218835  -15406.521739   \n",
       "25%      -0.056668     0.827116     0.020799    -0.056668   20540.623188   \n",
       "50%       0.021900     0.893049     0.052298     0.021900   43633.957034   \n",
       "75%       0.077609     0.937969     0.084652     0.077609   63391.189076   \n",
       "max       0.338506     1.107450     0.310726     0.338506  152963.513514   \n",
       "\n",
       "          EXG_mean    PSRI_mean    RDVI_mean  RATIO1_mean  RATIO2_mean  \\\n",
       "count  1500.000000  1500.000000  1500.000000  1500.000000  1500.000000   \n",
       "mean    154.975562     0.263969    18.991461     0.543952     0.368272   \n",
       "std     120.780750     0.070011     8.406034     0.113152     0.073530   \n",
       "min    -548.260870     0.044501     0.087631     0.206133     0.137102   \n",
       "25%      79.341629     0.219566    12.675913     0.478098     0.320275   \n",
       "50%     147.105882     0.266801    19.455346     0.523696     0.356973   \n",
       "75%     229.396050     0.310488    24.495327     0.586606     0.406523   \n",
       "max     578.675676     0.552151    45.106975     1.442062     0.755126   \n",
       "\n",
       "       RATIO3_mean  RATIO4_mean  RATIO5_mean  RATIO6_mean  RATIO7_mean  \\\n",
       "count  1500.000000  1500.000000  1500.000000  1500.000000  1500.000000   \n",
       "mean      1.285811     1.419172     1.620350     1.097168     2.869594   \n",
       "std       0.139326     0.405970     0.443445     0.038562     2.625426   \n",
       "min       0.997814     0.911506     0.978137     1.010000     1.004623   \n",
       "25%       1.165523     1.185530     1.232437     1.067975     1.530544   \n",
       "50%       1.288965     1.375198     1.565954     1.098972     2.393398   \n",
       "75%       1.384281     1.552948     1.915162     1.124849     3.627756   \n",
       "max       1.792037    12.380738     3.170955     1.245443    83.402959   \n",
       "\n",
       "            B1_min       B2_min       B3_min       B4_min       B5_min  \\\n",
       "count  1500.000000  1500.000000  1500.000000  1500.000000  1500.000000   \n",
       "mean    256.597333   355.408000   697.106000   685.413333  1124.779333   \n",
       "std     262.508122   335.997298   383.230935   536.602163   462.584617   \n",
       "min       0.000000     0.000000   124.000000     1.000000   308.000000   \n",
       "25%      54.000000   122.000000   418.000000   278.000000   752.750000   \n",
       "50%     150.000000   224.500000   567.000000   489.000000  1012.000000   \n",
       "75%     414.250000   495.250000   865.500000   988.250000  1424.250000   \n",
       "max    1266.000000  1724.000000  2324.000000  2800.000000  3086.000000   \n",
       "\n",
       "            B6_min       B7_min       B8_min      B8A_min       B9_min  \\\n",
       "count  1500.000000  1500.000000  1500.000000  1500.000000  1500.000000   \n",
       "mean   1455.420667  1565.242000  1594.683333  1659.962000  1699.782667   \n",
       "std     475.518093   498.477645   508.754673   510.005607   486.419776   \n",
       "min     337.000000   382.000000   304.000000   397.000000   479.000000   \n",
       "25%    1093.500000  1190.750000  1210.750000  1283.000000  1374.000000   \n",
       "50%    1415.000000  1533.500000  1553.500000  1623.500000  1647.500000   \n",
       "75%    1809.250000  1938.000000  1959.250000  2042.500000  2052.000000   \n",
       "max    3226.000000  3317.000000  3371.000000  3388.000000  2979.000000   \n",
       "\n",
       "           B11_min    B12_min      AOT_min      WVP_min      SCL_min  \\\n",
       "count  1500.000000  1500.0000  1500.000000  1500.000000  1500.000000   \n",
       "mean   1704.595333  1233.0260   100.182000   375.812667     3.921333   \n",
       "std     642.324756   660.7339     7.708469    87.462320     1.035951   \n",
       "min     121.000000   136.0000    75.000000   108.000000     2.000000   \n",
       "25%    1192.750000   687.5000    95.000000   311.000000     4.000000   \n",
       "50%    1629.500000  1048.0000    96.000000   382.000000     4.000000   \n",
       "75%    2142.500000  1693.5000   107.000000   445.000000     5.000000   \n",
       "max    4194.000000  3813.0000   114.000000   632.000000     5.000000   \n",
       "\n",
       "         TCI_R_min    TCI_G_min    TCI_B_min     NDRE_min     MMSR_min  \\\n",
       "count  1500.000000  1500.000000  1500.000000  1500.000000  1500.000000   \n",
       "mean     69.938000    71.314000    36.578000    -0.011989     0.099881   \n",
       "std      54.393896    38.992799    34.102051     0.043798     0.098554   \n",
       "min       1.000000    13.000000     1.000000    -0.371212    -0.230031   \n",
       "25%      29.000000    43.000000    13.000000    -0.028225     0.050816   \n",
       "50%      50.000000    58.000000    23.000000    -0.002727     0.080598   \n",
       "75%     100.250000    88.000000    50.000000     0.013629     0.113992   \n",
       "max     254.000000   235.000000   177.000000     0.101862     0.845374   \n",
       "\n",
       "          NDWI_min    GNDVI_min     EVI2_min    NGRDI_min    MNDWI_min  \\\n",
       "count  1500.000000  1500.000000  1500.000000  1500.000000  1500.000000   \n",
       "mean     -0.130765     0.173513     0.142734    -0.170162    -0.511198   \n",
       "std       0.064456     0.089361     0.134967     0.050220     0.110761   \n",
       "min      -0.430507    -0.283658    -0.340021    -0.547739    -0.817513   \n",
       "25%      -0.167537     0.124623     0.074341    -0.201337    -0.584399   \n",
       "50%      -0.138137     0.179961     0.117494    -0.169309    -0.520510   \n",
       "75%      -0.094652     0.218827     0.165418    -0.135552    -0.444774   \n",
       "max       0.256645     0.553563     1.035646     0.038441    -0.209294   \n",
       "\n",
       "         OSAVI_min    WDRVI_min      TGI_min     GCVI_min     RGVI_min  \\\n",
       "count  1500.000000  1500.000000  1500.000000  1500.000000  1500.000000   \n",
       "mean      0.090428    -0.783383    -3.076247     0.449350     0.550291   \n",
       "std       0.080294     0.035939    89.602628     0.279120     0.087795   \n",
       "min      -0.255570    -0.888066  -782.320000    -0.441953     0.041860   \n",
       "25%       0.049524    -0.801118   -27.225000     0.284731     0.521825   \n",
       "50%       0.077355    -0.790880     0.500000     0.438907     0.577052   \n",
       "75%       0.107516    -0.779204    45.780000     0.560253     0.607924   \n",
       "max       0.545963    -0.491935   195.440000     2.479915     0.721566   \n",
       "\n",
       "            MI_min     ARVI_min     SIPI_min   RENDVI_min    MRESR_min  \\\n",
       "count  1500.000000  1500.000000  1500.000000  1500.000000  1500.000000   \n",
       "mean     -0.130765    -0.056158    -1.120786     0.005207     0.702762   \n",
       "std       0.064456     0.064199    18.433938     0.043546     3.769008   \n",
       "min      -0.430507    -0.313488  -439.000000    -0.270504   -95.869565   \n",
       "25%      -0.167537    -0.086304     0.999638    -0.014193     0.941946   \n",
       "50%      -0.138137    -0.069809     1.041746    -0.001178     0.993779   \n",
       "75%      -0.094652    -0.040694     1.195808     0.015640     1.050394   \n",
       "max       0.256645     0.352298     3.265152     0.310289     2.531818   \n",
       "\n",
       "           RYI_min     NDYI_min      DYI_min       ACI_min      CVI_min  \\\n",
       "count  1500.000000  1500.000000  1500.000000  1.500000e+03  1500.000000   \n",
       "mean      1.193219     0.085081   159.844000  3.124319e+06     1.655320   \n",
       "std       0.120677     0.055201   208.834635  2.234551e+06     0.375359   \n",
       "min       0.508463    -0.325853 -1840.000000  1.292000e+05     0.037864   \n",
       "25%       1.143278     0.066850   126.000000  1.568609e+06     1.410690   \n",
       "50%       1.223080     0.100347   196.000000  2.514832e+06     1.657595   \n",
       "75%       1.272802     0.120029   254.250000  3.993162e+06     1.917198   \n",
       "max       1.526154     0.208283   546.000000  1.735231e+07     3.737414   \n",
       "\n",
       "            AVI_min        SI_min      BSI_min     SAVI_min    FIDET_min  \\\n",
       "count  1.500000e+03  1.500000e+03  1500.000000  1500.000000  1500.000000   \n",
       "mean  -1.110250e+10 -3.690146e+10    -0.200902     0.120269     0.000132   \n",
       "std    1.089435e+10  2.450850e+11     0.215928     0.106792     0.000098   \n",
       "min   -1.866083e+11 -4.339296e+12    -0.685631    -0.339911     0.000014   \n",
       "25%   -1.292228e+10 -1.390079e+10    -0.378459     0.065867     0.000051   \n",
       "50%   -9.149417e+09 -7.354740e+09    -0.195791     0.102882     0.000105   \n",
       "75%   -6.469702e+09 -3.877815e+09    -0.008115     0.142998     0.000192   \n",
       "max   -1.626874e+09 -3.600745e+08     0.225111     0.726135     0.000466   \n",
       "\n",
       "          MTCI_min    NPCRI_min    S2REP_min     CCCI_min     MCARI_min  \\\n",
       "count  1500.000000  1500.000000  1500.000000  1500.000000   1500.000000   \n",
       "mean          -inf     0.079235         -inf         -inf  -1893.918943   \n",
       "std            NaN     0.101996          NaN          NaN    864.099926   \n",
       "min           -inf    -0.475827         -inf         -inf -20800.000000   \n",
       "25%      -1.396958     0.017372   372.500000    -0.068770  -2199.125793   \n",
       "50%      -0.148331     0.098990   628.609259     0.229064  -1776.283711   \n",
       "75%       0.127621     0.153878   689.754092     0.382945  -1438.336736   \n",
       "max       1.755000     0.424269   725.024038     0.756939   -579.464286   \n",
       "\n",
       "           TCARI_min      PVI_min      EVI_min     NDVI_min       BAI_min  \\\n",
       "count    1500.000000  1500.000000  1500.000000  1500.000000  1.500000e+03   \n",
       "mean     -290.635390   992.575132    -0.291650     0.090436  5.536042e-08   \n",
       "std      5472.645917   326.174325     4.722890     0.080303  2.472206e-08   \n",
       "min   -211164.600000   185.388528  -119.150000    -0.255609  2.089673e-09   \n",
       "25%      -263.630805   754.934499     0.084817     0.049527  3.897107e-08   \n",
       "50%       -65.890668   967.064037     0.143748     0.077360  5.104970e-08   \n",
       "75%        63.017678  1217.931477     0.212259     0.107533  6.591949e-08   \n",
       "max       961.023313  2008.757827     1.503029     0.546012  1.757343e-07   \n",
       "\n",
       "          MTVI2_min     NDSI_min  MRENDVI_min   NDVIre_min     CIre_min  \\\n",
       "count  1.500000e+03  1500.000000  1500.000000  1500.000000  1500.000000   \n",
       "mean  -9.698262e+05    -0.511198    -0.464037     0.023282     0.057788   \n",
       "std    3.883597e+06     0.110761    17.068510     0.066903     0.149924   \n",
       "min   -6.684928e+07    -0.817513  -661.000000    -0.350838    -0.519438   \n",
       "25%   -2.609995e+06    -0.584399    -0.027173    -0.008472    -0.016801   \n",
       "50%   -9.463295e+05    -0.520510    -0.001995     0.019768     0.040333   \n",
       "75%    3.655739e+05    -0.444774     0.025264     0.046221     0.096921   \n",
       "max    2.175448e+07    -0.209294     0.433719     0.372985     1.189718   \n",
       "\n",
       "          NDMI_min    TNDVI_min     VDVI_min      NBR_min        TVI_min  \\\n",
       "count  1500.000000  1500.000000  1500.000000  1500.000000    1500.000000   \n",
       "mean     -0.159816     0.766726    -0.030246    -0.159816   -4922.840000   \n",
       "std       0.070431     0.050688     0.028938     0.070431   17272.347331   \n",
       "min      -0.509083     0.494359    -0.317320    -0.509083 -146520.000000   \n",
       "25%      -0.196890     0.741301    -0.046528    -0.196890  -14400.000000   \n",
       "50%      -0.162759     0.759842    -0.031078    -0.162759   -8130.000000   \n",
       "75%      -0.122423     0.779444    -0.010337    -0.122423    1665.000000   \n",
       "max       0.238076     1.022747     0.099140     0.238076  107780.000000   \n",
       "\n",
       "           EXG_min     PSRI_min     RDVI_min   RATIO1_min   RATIO2_min  \\\n",
       "count  1500.000000  1500.000000  1500.000000  1500.000000  1500.000000   \n",
       "mean   -167.598000     0.066239     5.562562     0.249510     0.160764   \n",
       "std     167.959465     0.122232     4.666984     0.182747     0.126332   \n",
       "min   -1676.000000    -2.131429   -12.186428     0.000000     0.000000   \n",
       "25%    -257.250000     0.007263     3.260554     0.098778     0.057654   \n",
       "50%    -156.000000     0.045932     4.938682     0.229935     0.135993   \n",
       "75%     -52.000000     0.136138     6.766233     0.384938     0.252784   \n",
       "max     346.000000     0.402945    34.150874     0.952625     0.538174   \n",
       "\n",
       "        RATIO3_min   RATIO4_min   RATIO5_min   RATIO6_min   RATIO7_min  \\\n",
       "count  1500.000000  1500.000000  1500.000000  1500.000000  1500.000000   \n",
       "mean      1.051781     1.044772     1.069099     1.012068     1.219445   \n",
       "std       0.083661     0.096985     0.120749     0.033525     0.239058   \n",
       "min       0.384916     0.645167     0.575725     0.765714     0.592852   \n",
       "25%       1.002044     0.999200     1.012749     0.994088     1.104215   \n",
       "50%       1.042767     1.046268     1.047712     1.016816     1.167693   \n",
       "75%       1.091043     1.081957     1.091812     1.032141     1.240979   \n",
       "max       1.552344     1.596628     2.178135     1.143959     3.405405   \n",
       "\n",
       "             B1_max        B2_max        B3_max        B4_max       B5_max  \\\n",
       "count   1500.000000   1500.000000   1500.000000   1500.000000   1500.00000   \n",
       "mean    1580.553333   1854.130000   2250.004000   2649.668667   2947.63000   \n",
       "std     1560.738080   1519.437819   1373.108856   1274.505068   1294.43435   \n",
       "min      484.000000    479.000000    825.000000    784.000000   1128.00000   \n",
       "25%      917.000000   1208.000000   1594.000000   2007.500000   2312.75000   \n",
       "50%     1165.000000   1509.000000   1990.000000   2508.000000   2779.00000   \n",
       "75%     1578.250000   1938.500000   2467.000000   3006.500000   3265.75000   \n",
       "max    16429.000000  17056.000000  16320.000000  15592.000000  16041.00000   \n",
       "\n",
       "             B6_max       B7_max        B8_max       B8A_max        B9_max  \\\n",
       "count   1500.000000   1500.00000   1500.000000   1500.000000   1500.000000   \n",
       "mean    3501.392000   3897.13800   4053.408000   4018.188000   4683.914667   \n",
       "std     1142.414519   1162.70992   1230.219754   1102.397327   2457.060704   \n",
       "min     1923.000000   2078.00000   2092.000000   2203.000000   2275.000000   \n",
       "25%     2951.000000   3211.00000   3310.000000   3342.750000   3445.750000   \n",
       "50%     3321.000000   3699.50000   3829.000000   3843.500000   3921.500000   \n",
       "75%     3755.500000   4307.50000   4502.500000   4471.000000   4837.750000   \n",
       "max    15086.000000  14541.00000  15344.000000  13918.000000  16516.000000   \n",
       "\n",
       "            B11_max       B12_max      AOT_max     WVP_max      SCL_max  \\\n",
       "count   1500.000000   1500.000000  1500.000000  1500.00000  1500.000000   \n",
       "mean    3711.874667   3226.709333   460.023333  3306.81600     7.518667   \n",
       "std      891.352300    887.595203    76.447901   464.99218     1.956580   \n",
       "min     1553.000000   1054.000000   304.000000  2319.00000     4.000000   \n",
       "25%     3165.750000   2640.750000   378.000000  2889.50000     5.000000   \n",
       "50%     3730.500000   3254.500000   499.000000  3320.50000     7.000000   \n",
       "75%     4166.000000   3743.250000   523.000000  3705.25000    10.000000   \n",
       "max    11218.000000  11244.000000   567.000000  5671.00000    11.000000   \n",
       "\n",
       "         TCI_R_max    TCI_G_max    TCI_B_max     NDRE_max     MMSR_max  \\\n",
       "count  1500.000000  1500.000000  1500.000000  1500.000000  1500.000000   \n",
       "mean    226.463333   199.724667   162.610667     0.136342     1.924434   \n",
       "std      40.908031    46.578986    51.586922     0.052460     2.614394   \n",
       "min      79.000000    84.000000    47.000000     0.014055     0.054756   \n",
       "25%     205.000000   163.000000   124.000000     0.101230     0.595300   \n",
       "50%     254.000000   202.500000   155.000000     0.133063     1.387737   \n",
       "75%     255.000000   251.000000   197.250000     0.173690     2.697956   \n",
       "max     255.000000   255.000000   255.000000     0.589924    77.612976   \n",
       "\n",
       "          NDWI_max    GNDVI_max     EVI2_max    NGRDI_max    MNDWI_max  \\\n",
       "count  1500.000000  1500.000000  1500.000000  1500.000000  1500.000000   \n",
       "mean      0.268904     0.608430     1.363884     0.163907    -0.187187   \n",
       "std       0.213800     0.202279     0.681462     0.190661     0.153548   \n",
       "min      -0.151990     0.091611     0.080069    -0.232930    -0.471074   \n",
       "25%       0.083838     0.480244     0.780947     0.002204    -0.277892   \n",
       "50%       0.284380     0.650695     1.450479     0.120668    -0.221480   \n",
       "75%       0.439647     0.776755     1.970809     0.300441    -0.140626   \n",
       "max       0.923248     0.904139     2.498221     0.995062     0.914276   \n",
       "\n",
       "         OSAVI_max    WDRVI_max      TGI_max     GCVI_max     RGVI_max  \\\n",
       "count  1500.000000  1500.000000  1500.000000  1500.000000  1500.000000   \n",
       "mean      0.635013    -0.197991   340.777533     4.717359     0.801353   \n",
       "std       0.264047     0.438618   100.705610     3.554267     0.093505   \n",
       "min       0.053255    -0.799773    39.570000     0.201699     0.524218   \n",
       "25%       0.435785    -0.594263   273.875000     1.847962     0.734687   \n",
       "50%       0.701487    -0.273781   329.450000     3.725655     0.820835   \n",
       "75%       0.863643     0.155223   399.570000     6.958795     0.878231   \n",
       "max       0.999620     0.996769   855.700000    18.863436     0.952502   \n",
       "\n",
       "            MI_max     ARVI_max     SIPI_max   RENDVI_max    MRESR_max  \\\n",
       "count  1500.000000  1500.000000  1500.000000  1500.000000  1500.000000   \n",
       "mean      0.268904     0.485947          inf     0.373064          inf   \n",
       "std       0.213800     0.299318          NaN     0.200207          NaN   \n",
       "min      -0.151990    -0.056707     1.106373     0.003691     1.013566   \n",
       "25%       0.083838     0.223157     2.581148     0.198018     1.817719   \n",
       "50%       0.284380     0.517017     3.432184     0.373362     2.943873   \n",
       "75%       0.439647     0.752598     4.411383     0.552039     4.524154   \n",
       "max       0.923248     0.999353          inf     0.735509          inf   \n",
       "\n",
       "           RYI_max     NDYI_max      DYI_max       ACI_max      CVI_max  \\\n",
       "count  1500.000000  1500.000000  1500.000000  1.500000e+03  1500.000000   \n",
       "mean           inf     0.469716   588.056000  1.976861e+07     4.541816   \n",
       "std            NaN     0.213092   126.823272  3.223698e+07     1.897268   \n",
       "min       1.239130     0.106796   236.000000  4.117366e+06     1.350031   \n",
       "25%       1.878306     0.305147   498.750000  1.052828e+07     3.256524   \n",
       "50%       2.644870     0.451284   582.500000  1.466579e+07     4.405545   \n",
       "75%       3.890541     0.591047   664.000000  1.976576e+07     5.613714   \n",
       "max            inf     1.000000  1156.000000  4.896577e+08    22.054321   \n",
       "\n",
       "            AVI_max        SI_max      BSI_max     SAVI_max    FIDET_max  \\\n",
       "count  1.500000e+03  1.500000e+03  1500.000000  1500.000000  1500.000000   \n",
       "mean  -4.345922e+08 -5.522751e+08     0.208173     0.844572     0.000715   \n",
       "std    5.510646e+09  1.209603e+09     0.058420     0.351184     0.000365   \n",
       "min   -4.949815e+09 -1.165136e+10    -0.148521     0.070830     0.000123   \n",
       "25%   -1.192128e+09 -4.191676e+08     0.176757     0.579596     0.000491   \n",
       "50%   -5.726199e+08 -6.522729e+07     0.206932     0.932983     0.000634   \n",
       "75%   -2.556995e+08 -1.447551e+07     0.240526     1.148650     0.000828   \n",
       "max    1.300070e+11  1.931580e+05     0.494107     1.329499     0.004264   \n",
       "\n",
       "          MTCI_max    NPCRI_max    S2REP_max     CCCI_max    MCARI_max  \\\n",
       "count  1500.000000  1500.000000  1500.000000  1500.000000  1500.000000   \n",
       "mean           inf     0.469412          inf     1.674413  -254.612652   \n",
       "std            NaN     0.172355          NaN     5.933985   446.155492   \n",
       "min       0.229102     0.162367   709.764851     0.242644 -1840.760896   \n",
       "25%       2.756754     0.362127   729.093455     0.772542  -532.360253   \n",
       "50%       4.630694     0.430941   762.254140     0.847642  -250.457980   \n",
       "75%       7.160606     0.524324   985.336538     1.058859   -22.609435   \n",
       "max            inf     1.000000          inf   111.896839  3489.280880   \n",
       "\n",
       "         TCARI_max      PVI_max      EVI_max     NDVI_max       BAI_max  \\\n",
       "count  1500.000000  1500.000000  1500.000000  1500.000000  1.500000e+03   \n",
       "mean   1360.036666  2840.738322     2.084897     0.635069  3.821287e-07   \n",
       "std     421.744868   876.065898     3.901967     0.264067  3.643890e-07   \n",
       "min      28.930963  1299.933289     0.164732     0.053259  5.205779e-08   \n",
       "25%    1106.875539  2157.839454     1.055015     0.435822  1.785198e-07   \n",
       "50%    1358.087136  2693.390940     1.924734     0.701550  2.868422e-07   \n",
       "75%    1641.095385  3357.014671     2.464699     0.863713  4.665836e-07   \n",
       "max    3199.353682  8432.134324   120.993590     0.999676  6.907283e-06   \n",
       "\n",
       "          MTVI2_max     NDSI_max  MRENDVI_max   NDVIre_max     CIre_max  \\\n",
       "count  1.500000e+03  1500.000000  1500.000000  1500.000000  1500.000000   \n",
       "mean   4.370619e+07    -0.187187     0.505699     0.448975     2.310209   \n",
       "std    3.288674e+07     0.153548     0.642330     0.214173     1.872731   \n",
       "min   -8.201746e+05    -0.471074     0.006737     0.024595     0.050430   \n",
       "25%    1.719785e+07    -0.277892     0.292131     0.269913     0.739401   \n",
       "50%    3.625147e+07    -0.221480     0.494720     0.456667     1.680994   \n",
       "75%    6.415418e+07    -0.140626     0.643082     0.643111     3.603987   \n",
       "max    1.707142e+08     0.914276    17.297872     0.796474     7.826772   \n",
       "\n",
       "          NDMI_max    TNDVI_max     VDVI_max      NBR_max        TVI_max  \\\n",
       "count  1500.000000  1500.000000  1500.000000  1500.000000    1500.000000   \n",
       "mean      0.271937     1.057341     0.266875     0.271937  132733.160000   \n",
       "std       0.215381     0.130803     0.184724     0.215381   69966.889105   \n",
       "min      -0.181806     0.743814    -0.049927    -0.181806      20.000000   \n",
       "25%       0.087495     0.967379     0.106377     0.087495   77480.000000   \n",
       "50%       0.289302     1.096152     0.234567     0.289302  131020.000000   \n",
       "75%       0.448276     1.167781     0.398396     0.448276  183080.000000   \n",
       "max       0.923780     1.224613     0.995062     0.923780  338440.000000   \n",
       "\n",
       "           EXG_max     PSRI_max     RDVI_max   RATIO1_max   RATIO2_max  \\\n",
       "count  1500.000000  1500.000000  1500.000000  1500.000000  1500.000000   \n",
       "mean    590.086667     0.438040    41.646017     0.850094     0.607599   \n",
       "std     225.231051     0.091739    18.679317     0.300639     0.196390   \n",
       "min    -303.000000     0.100204     3.902823     0.398448     0.295835   \n",
       "25%     433.000000     0.380678    26.747164     0.679539     0.476314   \n",
       "50%     571.500000     0.432596    42.748045     0.775305     0.546766   \n",
       "75%     733.250000     0.489538    57.372240     0.930858     0.672221   \n",
       "max    1660.000000     0.889546    78.942717     4.918519     2.019010   \n",
       "\n",
       "        RATIO3_max   RATIO4_max   RATIO5_max   RATIO6_max   RATIO7_max  \\\n",
       "count  1500.000000  1500.000000  1500.000000  1500.000000  1500.000000   \n",
       "mean      1.664668     3.346070     3.160629     1.228107    15.382814   \n",
       "std       0.377194    21.562101     1.787248     0.113923   160.439141   \n",
       "min       1.051906     1.057554     1.045999     1.032246     1.112510   \n",
       "25%       1.337705     1.554501     1.653701     1.144146     2.544983   \n",
       "50%       1.633594     2.244559     2.546977     1.202490     5.701287   \n",
       "75%       1.975112     3.283047     4.444265     1.297197    13.674879   \n",
       "max       2.694268   832.000000     8.385827     1.568739  6180.000000   \n",
       "\n",
       "               Lat          Lon       Target        folds  \n",
       "count  1500.000000  1500.000000  1500.000000  1500.000000  \n",
       "mean     26.940624    50.708893     0.500000     2.000000  \n",
       "std       8.941261    15.269588     0.500167     1.414685  \n",
       "min      14.102382    33.106152     0.000000     0.000000  \n",
       "25%      14.441092    33.418070     0.000000     1.000000  \n",
       "50%      32.251855    48.278068     0.500000     2.000000  \n",
       "75%      34.120534    70.350163     1.000000     3.000000  \n",
       "max      34.313253    70.776218     1.000000     4.000000  "
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_train.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "def train_k_fold(df, df_test, params, columns, verbose=True):\n",
    "    oofs = {\n",
    "        'train': {\n",
    "            'pred': [],\n",
    "            'gt' : []\n",
    "        },\n",
    "        'test': []\n",
    "    }\n",
    "    \n",
    "    score = 0\n",
    "    n_folds = df['folds'].nunique()\n",
    "\n",
    "    for fold in sorted(df['folds'].unique()):\n",
    "        if verbose:\n",
    "            print('*'*35)\n",
    "            print('Fold', fold)\n",
    "\n",
    "        real = df[df['folds']!=fold].reset_index(drop=True)\n",
    "        val = df[df['folds']==fold].reset_index(drop=True)\n",
    "\n",
    "        model = catb.CatBoostClassifier(**params)\n",
    "        model.fit(\n",
    "            real[columns], real[target],\n",
    "            eval_set=[(val[columns], val[target])],\n",
    "            early_stopping_rounds=100,\n",
    "            verbose = 200 if verbose else 0\n",
    "        )\n",
    "\n",
    "        pred = model.predict(val[columns])\n",
    "        sc = accuracy_score(val[target], pred)\n",
    "\n",
    "        oofs['train']['gt'].extend(val[target].values)\n",
    "        oofs['train']['pred'].extend(model.predict_proba(val[columns])[:, 1])\n",
    "        oofs['test'].append(model.predict_proba(df_test[columns])[:, 1])\n",
    "\n",
    "        score += sc / n_folds\n",
    "\n",
    "        if verbose:\n",
    "            print(\"Gt Stats:\", np.mean(val[target]))\n",
    "            print(\"Pr Stats:\", np.mean(pred))\n",
    "            print(\"Acc score:\", sc)\n",
    "\n",
    "            print('*'*35)\n",
    "            print()\n",
    "    if verbose:\n",
    "        print(f'Avg Acc score: {score:.7f}')\n",
    "        \n",
    "    oof_score = accuracy_score(np.array(oofs['train']['gt']), (np.array(oofs['train']['pred']) >= 0.5).astype(int))\n",
    "\n",
    "    return oof_score, score, oofs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Afghanistan Accuracy: 0.876 - Oof: 0.876\n",
      "Iran Accuracy: 0.956 - Oof: 0.956\n",
      "Sudan Accuracy: 0.974 - Oof: 0.974\n",
      "\n",
      "OOF Accuracy: 0.935\n"
     ]
    }
   ],
   "source": [
    "score = 0\n",
    "all_ids, all_values, oofs = [], [], []\n",
    "region_test_oofs = {}\n",
    "\n",
    "params = dict(n_estimators=10000, learning_rate=0.01, colsample_bylevel=0.5)\n",
    "\n",
    "for region in time_maps.keys():\n",
    "    region_train_data = df_train[df_train.location==region]\n",
    "    region_test_data = test_df[test_df.location==region]\n",
    "    \n",
    "    region_oof_score, region_score, region_oofs = train_k_fold(\n",
    "        region_train_data, \n",
    "        region_test_data, \n",
    "        params, \n",
    "        [x for x in columns.values if 'min' in x],\n",
    "        False\n",
    "    )\n",
    "    \n",
    "    print(f'{region.capitalize()} Accuracy: {region_score:.3f} - Oof: {region_oof_score:.3f}')\n",
    "    \n",
    "    oofs.append(region_oofs)\n",
    "    all_ids.extend(region_test_data.ID.values)\n",
    "    all_values.extend(np.mean(region_oofs['test'], axis=0))\n",
    "    \n",
    "    region_test_oofs[region] = {\n",
    "        'ids': region_test_data.ID.values, \n",
    "        'oof': np.mean(region_oofs['test'], axis=0)\n",
    "    }\n",
    "    \n",
    "    score += region_oof_score/len(time_maps)\n",
    "    \n",
    "score = accuracy_score(\n",
    "    np.array([x for oof in oofs for x in oof['train']['gt']]),\n",
    "    (np.array([x for oof in oofs for x in oof['train']['pred']]) >= 0.5).astype(int)\n",
    ")\n",
    "print()\n",
    "print(f'OOF Accuracy: {score:.3f}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "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>ID</th>\n",
       "      <th>Target</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ID_00SYEM165IJF</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ID_03A6D3A1NRRW</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ID_03KB5ZE6R3G3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>ID_04IV9TJ35QCD</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ID_04VCSTT3H4LD</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                ID  Target\n",
       "0  ID_00SYEM165IJF       0\n",
       "1  ID_03A6D3A1NRRW       1\n",
       "2  ID_03KB5ZE6R3G3       1\n",
       "3  ID_04IV9TJ35QCD       1\n",
       "4  ID_04VCSTT3H4LD       0"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sub_file = pd.DataFrame({\n",
    "    'ID': all_ids,\n",
    "    'Target': (np.array(all_values) >= 0.5).astype(int)\n",
    "})\n",
    "sub_file.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1    752\n",
       "0    748\n",
       "Name: Target, dtype: int64"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sub_file.Target.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [],
   "source": [
    "!mkdir -p submissions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {
    "id": "U5zmODqy7o4L"
   },
   "outputs": [],
   "source": [
    "# Create file and upload to Zindi for scoring\n",
    "sub_file.to_csv(f'submissions/v0_catboost_1v1_oof_region_minfeats_{score:.5f}.csv', index = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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