CatBoost_forecasting-3.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "hearing-hampshire",
   "metadata": {},
   "source": [
    "# Import libs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "id": "level-equilibrium",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Data manipulation\n",
    "# ==============================================================================\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import plotly.express as px\n",
    "# Plots\n",
    "# ==============================================================================\n",
    "from statsmodels.graphics.tsaplots import plot_acf, plot_pacf\n",
    "\n",
    "plt.style.use(\"fivethirtyeight\")\n",
    "plt.rcParams[\"lines.linewidth\"] = 1.5\n",
    "%matplotlib inline\n",
    "\n",
    "# Warnings configuration\n",
    "# ==============================================================================\n",
    "import warnings\n",
    "\n",
    "from catboost import CatBoostRegressor\n",
    "from joblib import dump, load\n",
    "from lightgbm import LGBMRegressor\n",
    "from skforecast.ForecasterAutoreg import ForecasterAutoreg\n",
    "from skforecast.ForecasterAutoregCustom import ForecasterAutoregCustom\n",
    "from skforecast.ForecasterAutoregMultiOutput import \\\n",
    "    ForecasterAutoregMultiOutput\n",
    "from skforecast.model_selection import (backtesting_forecaster,\n",
    "                                        grid_search_forecaster)\n",
    "from sklearn.compose import ColumnTransformer\n",
    "from sklearn.ensemble import RandomForestRegressor\n",
    "from sklearn.metrics import mean_squared_error\n",
    "from sklearn.pipeline import make_pipeline\n",
    "from sklearn.preprocessing import OneHotEncoder, StandardScaler\n",
    "from tqdm.auto import tqdm\n",
    "from tsfresh import (extract_features, extract_relevant_features,\n",
    "                     select_features)\n",
    "# импортируем необходимые функции из библиотеки\n",
    "from tsfresh.examples.har_dataset import (download_har_dataset,\n",
    "                                          load_har_classes, load_har_dataset)\n",
    "from tsfresh.feature_extraction import settings\n",
    "from tsfresh.utilities.dataframe_functions import impute\n",
    "# Modeling and Forecasting\n",
    "# ==============================================================================\n",
    "from xgboost import XGBRegressor\n",
    "\n",
    "warnings.filterwarnings(\"ignore\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 189,
   "id": "tested-badge",
   "metadata": {},
   "outputs": [],
   "source": [
    "# функция возвращающая график ряда в зависимости от указанной фичи и скважены\n",
    "def plot_series(dataset, well_number):\n",
    "    dataset.loc[dataset[\"y\"] == well_number].plot(\n",
    "        subplots=True,\n",
    "        figsize=(20, 24),\n",
    "        title=str(f\"Скважина №{well_number}\"),\n",
    "        layout=(10, 2),\n",
    "        grid=1,\n",
    "    )"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "orange-choice",
   "metadata": {},
   "source": [
    "# Plan\n",
    "    1. Что такое дебит нефти?\n",
    "   *Дебит нефти или газа* - объем нефти или газа, поступающих в единицу времени из естественного или искусственного источника (колодца, буровой скважины и тд). Дебит является характеристикой источника (буровой скважины, трубы, колодца и тд), определяющей его способность генерировать продукт, при заданном режиме эксплуатации, зависящей от его связей с прилегающими нефте-, газо- или водоносными слоями, истощения этих слоёв, а также сезонных колебаний (для грунтовых вод).\n",
    "    \n",
    "    2. Попытаться восстановить распрделеления для дополнительных фич\n",
    "    \n",
    "    DONE\n",
    "    \n",
    "    3. Сделать feature extraction\n",
    "    \n",
    "    Не получилось, tsfresh - плохая либа :(\n",
    "    \n",
    "    4. Построить для первой скважины модели на основе данных (с/без дополнительных фич)\n",
    "    5. По аналогии принять решение дл руги скважин, потестить подели"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "necessary-conditioning",
   "metadata": {},
   "source": [
    "# Data distribution for features"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "reserved-clear",
   "metadata": {},
   "source": [
    "Здесь создаем словарь {номер скважины: датафрейм}, выкидываем столбцы, если данных меньше 50%, заполняем оставшиеся линейной интерполяцией"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 154,
   "id": "first-packaging",
   "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>Номер скважины</th>\n",
       "      <th>Дебит нефти</th>\n",
       "      <th>Давление забойное</th>\n",
       "      <th>x</th>\n",
       "      <th>y</th>\n",
       "      <th>Объем жидкости</th>\n",
       "      <th>Объем нефти</th>\n",
       "      <th>Активная мощность (ТМ)</th>\n",
       "      <th>Время работы (ТМ)</th>\n",
       "      <th>Газовый фактор рабочий (ТМ)</th>\n",
       "      <th>Давление буферное</th>\n",
       "      <th>Давление забойное от Hд</th>\n",
       "      <th>Давление забойное от Pпр</th>\n",
       "      <th>Давление линейное (ТМ)</th>\n",
       "      <th>Давление на входе ЭЦН (ТМ)</th>\n",
       "      <th>Дебит газа (ТМ)</th>\n",
       "      <th>Дебит газа попутного</th>\n",
       "      <th>Дебит жидкости (ТМ)</th>\n",
       "      <th>Коэффициент мощности (ТМ)</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>datetime</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1990-08-01</th>\n",
       "      <td>0</td>\n",
       "      <td>19.939</td>\n",
       "      <td>NaN</td>\n",
       "      <td>18670.86</td>\n",
       "      <td>5714.86</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1990-08-02</th>\n",
       "      <td>0</td>\n",
       "      <td>19.939</td>\n",
       "      <td>39.064454</td>\n",
       "      <td>18670.86</td>\n",
       "      <td>5714.86</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>50.851351</td>\n",
       "      <td>9.600833</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>33.913336</td>\n",
       "      <td>39.064454</td>\n",
       "      <td>1.887872</td>\n",
       "      <td>30.293676</td>\n",
       "      <td>3843.746667</td>\n",
       "      <td>24.25</td>\n",
       "      <td>24.250000</td>\n",
       "      <td>98.534314</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1990-08-03</th>\n",
       "      <td>0</td>\n",
       "      <td>21.172</td>\n",
       "      <td>39.064487</td>\n",
       "      <td>18670.86</td>\n",
       "      <td>5714.86</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>52.353846</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>33.806090</td>\n",
       "      <td>39.064487</td>\n",
       "      <td>1.885714</td>\n",
       "      <td>30.261774</td>\n",
       "      <td>3900.955000</td>\n",
       "      <td>25.75</td>\n",
       "      <td>25.833333</td>\n",
       "      <td>99.139785</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1990-08-04</th>\n",
       "      <td>0</td>\n",
       "      <td>22.529</td>\n",
       "      <td>38.965297</td>\n",
       "      <td>18670.86</td>\n",
       "      <td>5714.86</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>51.242424</td>\n",
       "      <td>9.600000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>33.695717</td>\n",
       "      <td>38.965297</td>\n",
       "      <td>1.875851</td>\n",
       "      <td>30.212768</td>\n",
       "      <td>3874.505000</td>\n",
       "      <td>27.40</td>\n",
       "      <td>27.933333</td>\n",
       "      <td>98.744318</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1990-08-05</th>\n",
       "      <td>0</td>\n",
       "      <td>22.529</td>\n",
       "      <td>38.766822</td>\n",
       "      <td>18670.86</td>\n",
       "      <td>5714.86</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>50.910256</td>\n",
       "      <td>9.563889</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>33.695717</td>\n",
       "      <td>38.766822</td>\n",
       "      <td>1.873163</td>\n",
       "      <td>30.109119</td>\n",
       "      <td>3853.696667</td>\n",
       "      <td>27.40</td>\n",
       "      <td>27.400000</td>\n",
       "      <td>98.419689</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1992-04-07</th>\n",
       "      <td>105</td>\n",
       "      <td>7.646</td>\n",
       "      <td>122.180672</td>\n",
       "      <td>14230.22</td>\n",
       "      <td>22456.04</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>252.298969</td>\n",
       "      <td>24.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>122.180672</td>\n",
       "      <td>99.535735</td>\n",
       "      <td>11.548286</td>\n",
       "      <td>20.536082</td>\n",
       "      <td>NaN</td>\n",
       "      <td>451.36</td>\n",
       "      <td>451.358333</td>\n",
       "      <td>72.876289</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1992-04-08</th>\n",
       "      <td>105</td>\n",
       "      <td>7.639</td>\n",
       "      <td>122.182381</td>\n",
       "      <td>14230.22</td>\n",
       "      <td>22456.04</td>\n",
       "      <td>15472.802</td>\n",
       "      <td>161.526</td>\n",
       "      <td>251.647423</td>\n",
       "      <td>24.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>122.182381</td>\n",
       "      <td>99.202518</td>\n",
       "      <td>11.556784</td>\n",
       "      <td>20.459184</td>\n",
       "      <td>NaN</td>\n",
       "      <td>450.97</td>\n",
       "      <td>450.972727</td>\n",
       "      <td>72.855670</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1992-04-09</th>\n",
       "      <td>105</td>\n",
       "      <td>7.657</td>\n",
       "      <td>122.183551</td>\n",
       "      <td>14230.22</td>\n",
       "      <td>22456.04</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>251.713542</td>\n",
       "      <td>24.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13.0</td>\n",
       "      <td>122.183551</td>\n",
       "      <td>99.119048</td>\n",
       "      <td>11.583542</td>\n",
       "      <td>20.104167</td>\n",
       "      <td>NaN</td>\n",
       "      <td>452.03</td>\n",
       "      <td>452.027273</td>\n",
       "      <td>72.302083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1992-04-10</th>\n",
       "      <td>105</td>\n",
       "      <td>7.654</td>\n",
       "      <td>122.180372</td>\n",
       "      <td>14230.22</td>\n",
       "      <td>22456.04</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>251.504167</td>\n",
       "      <td>24.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>122.180372</td>\n",
       "      <td>98.744075</td>\n",
       "      <td>11.601396</td>\n",
       "      <td>20.052083</td>\n",
       "      <td>NaN</td>\n",
       "      <td>451.85</td>\n",
       "      <td>451.850000</td>\n",
       "      <td>72.041667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1992-04-11</th>\n",
       "      <td>105</td>\n",
       "      <td>7.653</td>\n",
       "      <td>122.180912</td>\n",
       "      <td>14230.22</td>\n",
       "      <td>22456.04</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>251.987629</td>\n",
       "      <td>24.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>122.180912</td>\n",
       "      <td>98.691864</td>\n",
       "      <td>11.622640</td>\n",
       "      <td>20.268041</td>\n",
       "      <td>NaN</td>\n",
       "      <td>451.80</td>\n",
       "      <td>451.800000</td>\n",
       "      <td>72.309278</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>67136 rows × 19 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            Номер скважины  Дебит нефти  Давление забойное         x  \\\n",
       "datetime                                                               \n",
       "1990-08-01               0       19.939                NaN  18670.86   \n",
       "1990-08-02               0       19.939          39.064454  18670.86   \n",
       "1990-08-03               0       21.172          39.064487  18670.86   \n",
       "1990-08-04               0       22.529          38.965297  18670.86   \n",
       "1990-08-05               0       22.529          38.766822  18670.86   \n",
       "...                    ...          ...                ...       ...   \n",
       "1992-04-07             105        7.646         122.180672  14230.22   \n",
       "1992-04-08             105        7.639         122.182381  14230.22   \n",
       "1992-04-09             105        7.657         122.183551  14230.22   \n",
       "1992-04-10             105        7.654         122.180372  14230.22   \n",
       "1992-04-11             105        7.653         122.180912  14230.22   \n",
       "\n",
       "                   y  Объем жидкости  Объем нефти  Активная мощность (ТМ)  \\\n",
       "datetime                                                                    \n",
       "1990-08-01   5714.86             NaN          NaN                     NaN   \n",
       "1990-08-02   5714.86             NaN          NaN               50.851351   \n",
       "1990-08-03   5714.86             NaN          NaN               52.353846   \n",
       "1990-08-04   5714.86             NaN          NaN               51.242424   \n",
       "1990-08-05   5714.86             NaN          NaN               50.910256   \n",
       "...              ...             ...          ...                     ...   \n",
       "1992-04-07  22456.04             NaN          NaN              252.298969   \n",
       "1992-04-08  22456.04       15472.802      161.526              251.647423   \n",
       "1992-04-09  22456.04             NaN          NaN              251.713542   \n",
       "1992-04-10  22456.04             NaN          NaN              251.504167   \n",
       "1992-04-11  22456.04             NaN          NaN              251.987629   \n",
       "\n",
       "            Время работы (ТМ)  Газовый фактор рабочий (ТМ)  Давление буферное  \\\n",
       "datetime                                                                        \n",
       "1990-08-01                NaN                          NaN                NaN   \n",
       "1990-08-02           9.600833                          NaN                NaN   \n",
       "1990-08-03                NaN                          NaN                NaN   \n",
       "1990-08-04           9.600000                          NaN                NaN   \n",
       "1990-08-05           9.563889                          NaN                NaN   \n",
       "...                       ...                          ...                ...   \n",
       "1992-04-07          24.000000                          NaN                NaN   \n",
       "1992-04-08          24.000000                          NaN                NaN   \n",
       "1992-04-09          24.000000                          NaN               13.0   \n",
       "1992-04-10          24.000000                          NaN                NaN   \n",
       "1992-04-11          24.000000                          NaN                NaN   \n",
       "\n",
       "            Давление забойное от Hд  Давление забойное от Pпр  \\\n",
       "datetime                                                        \n",
       "1990-08-01                      NaN                       NaN   \n",
       "1990-08-02                33.913336                 39.064454   \n",
       "1990-08-03                33.806090                 39.064487   \n",
       "1990-08-04                33.695717                 38.965297   \n",
       "1990-08-05                33.695717                 38.766822   \n",
       "...                             ...                       ...   \n",
       "1992-04-07               122.180672                 99.535735   \n",
       "1992-04-08               122.182381                 99.202518   \n",
       "1992-04-09               122.183551                 99.119048   \n",
       "1992-04-10               122.180372                 98.744075   \n",
       "1992-04-11               122.180912                 98.691864   \n",
       "\n",
       "            Давление линейное (ТМ)  Давление на входе ЭЦН (ТМ)  \\\n",
       "datetime                                                         \n",
       "1990-08-01                     NaN                         NaN   \n",
       "1990-08-02                1.887872                   30.293676   \n",
       "1990-08-03                1.885714                   30.261774   \n",
       "1990-08-04                1.875851                   30.212768   \n",
       "1990-08-05                1.873163                   30.109119   \n",
       "...                            ...                         ...   \n",
       "1992-04-07               11.548286                   20.536082   \n",
       "1992-04-08               11.556784                   20.459184   \n",
       "1992-04-09               11.583542                   20.104167   \n",
       "1992-04-10               11.601396                   20.052083   \n",
       "1992-04-11               11.622640                   20.268041   \n",
       "\n",
       "            Дебит газа (ТМ)  Дебит газа попутного  Дебит жидкости (ТМ)  \\\n",
       "datetime                                                                 \n",
       "1990-08-01              NaN                   NaN                  NaN   \n",
       "1990-08-02      3843.746667                 24.25            24.250000   \n",
       "1990-08-03      3900.955000                 25.75            25.833333   \n",
       "1990-08-04      3874.505000                 27.40            27.933333   \n",
       "1990-08-05      3853.696667                 27.40            27.400000   \n",
       "...                     ...                   ...                  ...   \n",
       "1992-04-07              NaN                451.36           451.358333   \n",
       "1992-04-08              NaN                450.97           450.972727   \n",
       "1992-04-09              NaN                452.03           452.027273   \n",
       "1992-04-10              NaN                451.85           451.850000   \n",
       "1992-04-11              NaN                451.80           451.800000   \n",
       "\n",
       "            Коэффициент мощности (ТМ)  \n",
       "datetime                               \n",
       "1990-08-01                        NaN  \n",
       "1990-08-02                  98.534314  \n",
       "1990-08-03                  99.139785  \n",
       "1990-08-04                  98.744318  \n",
       "1990-08-05                  98.419689  \n",
       "...                               ...  \n",
       "1992-04-07                  72.876289  \n",
       "1992-04-08                  72.855670  \n",
       "1992-04-09                  72.302083  \n",
       "1992-04-10                  72.041667  \n",
       "1992-04-11                  72.309278  \n",
       "\n",
       "[67136 rows x 19 columns]"
      ]
     },
     "execution_count": 154,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.read_csv(\"data/train.csv\", index_col=[0], parse_dates=[0])\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 155,
   "id": "medical-funeral",
   "metadata": {},
   "outputs": [],
   "source": [
    "def fill_missed_features_with_linear(data):\n",
    "    features = list(data.columns.drop(\"y\"))\n",
    "    # data.plot(subplots=True,\n",
    "    # figsize=(20, 24),\n",
    "    # title=str(f'Before'),\n",
    "    # layout=(10,2),\n",
    "    # grid=1)\n",
    "    for feature in features:\n",
    "        data[feature] = data[feature].interpolate(method=\"linear\")\n",
    "    # data.plot(subplots=True,\n",
    "    # figsize=(20, 24),\n",
    "    # title=str(f'After'),\n",
    "    # layout=(10,2),\n",
    "    # grid=1)\n",
    "    return data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 156,
   "id": "stuffed-springfield",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_each_well_dict(data):\n",
    "    wells = list(data[\"Номер скважины\"].unique())\n",
    "    data = data.drop(columns=[\"x\", \"y\"])\n",
    "    data = data.rename(columns={\"Дебит нефти\": \"y\"})\n",
    "    well_dict = {well: data[data[\"Номер скважины\"] == well] for well in wells}\n",
    "\n",
    "    return well_dict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 157,
   "id": "educational-dollar",
   "metadata": {},
   "outputs": [],
   "source": [
    "wells = get_each_well_dict(data)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "minimal-affiliation",
   "metadata": {},
   "source": [
    "Clean duplicated indexes, columns with less than 50% of data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 158,
   "id": "enclosed-indie",
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in range(len(wells)):\n",
    "    wells[i] = wells[i][~wells[i].index.duplicated(keep=\"first\")]\n",
    "    wells[i] = wells[i].asfreq(freq=\"D\")\n",
    "    wells[i] = wells[i].dropna(axis=1, thresh=int(0.5 * len(wells[i])))\n",
    "    wells[i] = impute(wells[i])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "portable-restriction",
   "metadata": {},
   "source": [
    "# Test on first well"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "elementary-jonathan",
   "metadata": {},
   "source": [
    "Зададим даты тренировочного и тестового протестируемся на 1ой скважине"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 159,
   "id": "structural-payroll",
   "metadata": {},
   "outputs": [],
   "source": [
    "end_train = \"1992-04-10\"\n",
    "start_test = \"1992-04-11\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 160,
   "id": "front-potato",
   "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>Номер скважины</th>\n",
       "      <th>y</th>\n",
       "      <th>Давление забойное</th>\n",
       "      <th>Активная мощность (ТМ)</th>\n",
       "      <th>Время работы (ТМ)</th>\n",
       "      <th>Газовый фактор рабочий (ТМ)</th>\n",
       "      <th>Давление забойное от Hд</th>\n",
       "      <th>Давление забойное от Pпр</th>\n",
       "      <th>Давление линейное (ТМ)</th>\n",
       "      <th>Давление на входе ЭЦН (ТМ)</th>\n",
       "      <th>Дебит газа (ТМ)</th>\n",
       "      <th>Дебит газа попутного</th>\n",
       "      <th>Дебит жидкости (ТМ)</th>\n",
       "      <th>Коэффициент мощности (ТМ)</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>datetime</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1990-08-01</th>\n",
       "      <td>50</td>\n",
       "      <td>4.503</td>\n",
       "      <td>35.510012</td>\n",
       "      <td>43.348913</td>\n",
       "      <td>8.236111</td>\n",
       "      <td>596.608</td>\n",
       "      <td>41.994202</td>\n",
       "      <td>36.487562</td>\n",
       "      <td>16.069982</td>\n",
       "      <td>30.823944</td>\n",
       "      <td>987.733333</td>\n",
       "      <td>12.00</td>\n",
       "      <td>11.616667</td>\n",
       "      <td>58.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1990-08-02</th>\n",
       "      <td>50</td>\n",
       "      <td>4.503</td>\n",
       "      <td>33.666882</td>\n",
       "      <td>33.636364</td>\n",
       "      <td>7.200000</td>\n",
       "      <td>596.608</td>\n",
       "      <td>32.857511</td>\n",
       "      <td>33.666882</td>\n",
       "      <td>1.599833</td>\n",
       "      <td>28.975000</td>\n",
       "      <td>987.733333</td>\n",
       "      <td>12.60</td>\n",
       "      <td>12.600000</td>\n",
       "      <td>92.354167</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1990-08-03</th>\n",
       "      <td>50</td>\n",
       "      <td>4.682</td>\n",
       "      <td>33.666884</td>\n",
       "      <td>32.444444</td>\n",
       "      <td>8.236111</td>\n",
       "      <td>596.608</td>\n",
       "      <td>32.850370</td>\n",
       "      <td>33.666884</td>\n",
       "      <td>1.573455</td>\n",
       "      <td>28.655476</td>\n",
       "      <td>987.733333</td>\n",
       "      <td>13.10</td>\n",
       "      <td>13.100000</td>\n",
       "      <td>93.595238</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1990-08-04</th>\n",
       "      <td>50</td>\n",
       "      <td>4.914</td>\n",
       "      <td>33.716786</td>\n",
       "      <td>18.272727</td>\n",
       "      <td>7.199722</td>\n",
       "      <td>596.608</td>\n",
       "      <td>32.825143</td>\n",
       "      <td>36.487562</td>\n",
       "      <td>1.565714</td>\n",
       "      <td>28.273958</td>\n",
       "      <td>987.733333</td>\n",
       "      <td>13.75</td>\n",
       "      <td>13.750000</td>\n",
       "      <td>93.708333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1990-08-05</th>\n",
       "      <td>50</td>\n",
       "      <td>5.307</td>\n",
       "      <td>33.766689</td>\n",
       "      <td>25.750000</td>\n",
       "      <td>7.250000</td>\n",
       "      <td>596.608</td>\n",
       "      <td>32.206020</td>\n",
       "      <td>33.766689</td>\n",
       "      <td>1.556391</td>\n",
       "      <td>28.669583</td>\n",
       "      <td>987.733333</td>\n",
       "      <td>14.85</td>\n",
       "      <td>14.850000</td>\n",
       "      <td>92.958333</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Номер скважины      y  Давление забойное  Активная мощность (ТМ)  \\\n",
       "datetime                                                                       \n",
       "1990-08-01              50  4.503          35.510012               43.348913   \n",
       "1990-08-02              50  4.503          33.666882               33.636364   \n",
       "1990-08-03              50  4.682          33.666884               32.444444   \n",
       "1990-08-04              50  4.914          33.716786               18.272727   \n",
       "1990-08-05              50  5.307          33.766689               25.750000   \n",
       "\n",
       "            Время работы (ТМ)  Газовый фактор рабочий (ТМ)  \\\n",
       "datetime                                                     \n",
       "1990-08-01           8.236111                      596.608   \n",
       "1990-08-02           7.200000                      596.608   \n",
       "1990-08-03           8.236111                      596.608   \n",
       "1990-08-04           7.199722                      596.608   \n",
       "1990-08-05           7.250000                      596.608   \n",
       "\n",
       "            Давление забойное от Hд  Давление забойное от Pпр  \\\n",
       "datetime                                                        \n",
       "1990-08-01                41.994202                 36.487562   \n",
       "1990-08-02                32.857511                 33.666882   \n",
       "1990-08-03                32.850370                 33.666884   \n",
       "1990-08-04                32.825143                 36.487562   \n",
       "1990-08-05                32.206020                 33.766689   \n",
       "\n",
       "            Давление линейное (ТМ)  Давление на входе ЭЦН (ТМ)  \\\n",
       "datetime                                                         \n",
       "1990-08-01               16.069982                   30.823944   \n",
       "1990-08-02                1.599833                   28.975000   \n",
       "1990-08-03                1.573455                   28.655476   \n",
       "1990-08-04                1.565714                   28.273958   \n",
       "1990-08-05                1.556391                   28.669583   \n",
       "\n",
       "            Дебит газа (ТМ)  Дебит газа попутного  Дебит жидкости (ТМ)  \\\n",
       "datetime                                                                 \n",
       "1990-08-01       987.733333                 12.00            11.616667   \n",
       "1990-08-02       987.733333                 12.60            12.600000   \n",
       "1990-08-03       987.733333                 13.10            13.100000   \n",
       "1990-08-04       987.733333                 13.75            13.750000   \n",
       "1990-08-05       987.733333                 14.85            14.850000   \n",
       "\n",
       "            Коэффициент мощности (ТМ)  \n",
       "datetime                               \n",
       "1990-08-01                  58.666667  \n",
       "1990-08-02                  92.354167  \n",
       "1990-08-03                  93.595238  \n",
       "1990-08-04                  93.708333  \n",
       "1990-08-05                  92.958333  "
      ]
     },
     "execution_count": 160,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train = wells[50].copy()\n",
    "train = train.asfreq(freq=\"D\")\n",
    "train.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 161,
   "id": "under-depression",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Index(['Номер скважины', 'y', 'Давление забойное', 'Активная мощность (ТМ)',\n",
      "       'Время работы (ТМ)', 'Газовый фактор рабочий (ТМ)',\n",
      "       'Давление забойное от Hд', 'Давление забойное от Pпр',\n",
      "       'Давление линейное (ТМ)', 'Давление на входе ЭЦН (ТМ)',\n",
      "       'Дебит газа (ТМ)', 'Дебит газа попутного', 'Дебит жидкости (ТМ)',\n",
      "       'Коэффициент мощности (ТМ)'],\n",
      "      dtype='object')\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "14"
      ]
     },
     "execution_count": 161,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(train.columns)\n",
    "len(train.columns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 162,
   "id": "baking-stick",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train dates : 1990-08-01 00:00:00 --- 1992-04-10 00:00:00  (n=619)\n",
      "Test dates  : 1992-04-11 00:00:00 --- 1992-04-14 00:00:00  (n=4)\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 648x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Split data into train-test\n",
    "# ==============================================================================\n",
    "data_train = train.loc[:end_train, :]\n",
    "data_test = train.loc[start_test:, :]\n",
    "\n",
    "print(\n",
    "    f\"Train dates : {data_train.index.min()} --- {data_train.index.max()}  (n={len(data_train)})\"\n",
    ")\n",
    "print(\n",
    "    f\"Test dates  : {data_test.index.min()} --- {data_test.index.max()}  (n={len(data_test)})\"\n",
    ")\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(9, 4))\n",
    "data_train[\"y\"].plot(ax=ax, label=\"train\")\n",
    "data_test[\"y\"].plot(ax=ax, label=\"test\")\n",
    "ax.legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "approximate-period",
   "metadata": {},
   "source": [
    "#  Autocorrelation plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 163,
   "id": "north-mirror",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 504x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Autocorrelation plot\n",
    "# ==============================================================================\n",
    "fig, ax = plt.subplots(figsize=(7, 3))\n",
    "plot_acf(data_train[\"y\"], ax=ax, lags=72)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 164,
   "id": "established-security",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 504x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Partial autocorrelation plot\n",
    "# ==============================================================================\n",
    "fig, ax = plt.subplots(figsize=(7, 3))\n",
    "plot_pacf(data_train[\"y\"], ax=ax, lags=72)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "north-bracelet",
   "metadata": {},
   "source": [
    "# RandomForest"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 165,
   "id": "considered-musical",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['Давление забойное', 'Активная мощность (ТМ)', 'Время работы (ТМ)', 'Газовый фактор рабочий (ТМ)', 'Давление забойное от Hд', 'Давление забойное от Pпр', 'Давление линейное (ТМ)', 'Давление на входе ЭЦН (ТМ)', 'Дебит газа (ТМ)', 'Дебит газа попутного', 'Дебит жидкости (ТМ)', 'Коэффициент мощности (ТМ)']\n"
     ]
    }
   ],
   "source": [
    "exog_variables = list(data_train.columns.drop([\"y\", \"Номер скважины\"]))\n",
    "print(exog_variables)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "id": "false-rental",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of models compared: 1\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "loop lags_grid:   0%|                                               | 0/1 [00:00<?, ?it/s]\n",
      "loop param_grid:   0%|                                              | 0/1 [00:00<?, ?it/s]\u001b[A\n",
      "loop param_grid: 100%|██████████████████████████████████████| 1/1 [00:05<00:00,  5.66s/it]\u001b[A\n",
      "loop lags_grid: 100%|███████████████████████████████████████| 1/1 [00:05<00:00,  5.67s/it]\u001b[A\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "`Forecaster` refitted using the best-found lags and parameters, and the whole data set: \n",
      "  Lags: [ 1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24\n",
      " 25 26 27 28 29 30] \n",
      "  Parameters: {'max_depth': 10, 'n_estimators': 120}\n",
      "  Backtesting metric: 1.420179121594727\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# Hyperparameter Grid search\n",
    "# ==============================================================================\n",
    "steps = 90\n",
    "forecaster = ForecasterAutoreg(\n",
    "    regressor=RandomForestRegressor(random_state=123),\n",
    "    lags=12,  # This value will be replaced in the grid search\n",
    ")\n",
    "\n",
    "lags_grid = [30]\n",
    "\n",
    "param_grid = {\"n_estimators\": [120], \"max_depth\": [10]}\n",
    "\n",
    "results_grid = grid_search_forecaster(\n",
    "    forecaster=forecaster,\n",
    "    y=data_train[\"y\"],\n",
    "    exog=data_train[exog_variables],\n",
    "    param_grid=param_grid,\n",
    "    lags_grid=lags_grid,\n",
    "    steps=steps,\n",
    "    refit=True,\n",
    "    metric=\"mean_squared_error\",\n",
    "    initial_train_size=int(len(data_train) * 0.5),\n",
    "    return_best=True,\n",
    "    verbose=False,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 166,
   "id": "tamil-cassette",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create and train forecaster\n",
    "# ==============================================================================\n",
    "forecaster = ForecasterAutoreg(\n",
    "    regressor=CatBoostRegressor(random_state=123, silent=True), lags=80\n",
    ")\n",
    "\n",
    "forecaster.fit(y=data_train[\"y\"], exog=data_train[exog_variables])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 167,
   "id": "growing-reducing",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Predictions\n",
    "# ==============================================================================\n",
    "steps = 90\n",
    "\n",
    "predictions = forecaster.predict(steps=steps, exog=data_train[exog_variables])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 168,
   "id": "blond-currency",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 648x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot\n",
    "# ==============================================================================\n",
    "fig, ax = plt.subplots(figsize=(9, 4))\n",
    "data_train[\"y\"].plot(ax=ax, label=\"train\")\n",
    "data_test[\"y\"].plot(ax=ax, label=\"test\")\n",
    "predictions.plot(ax=ax, label=\"predictions\")\n",
    "ax.legend();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 169,
   "id": "resident-short",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
       },
       "data": [
        {
         "hovertemplate": "variable=train<br>date_time=%{x}<br>value=%{y}<extra></extra>",
         "legendgroup": "train",
         "line": {
          "color": "#636efa",
          "dash": "solid"
         },
         "mode": "lines",
         "name": "train",
         "showlegend": true,
         "type": "scattergl",
         "x": [
          "1990-08-01T00:00:00",
          "1990-08-02T00:00:00",
          "1990-08-03T00:00:00",
          "1990-08-04T00:00:00",
          "1990-08-05T00:00:00",
          "1990-08-06T00:00:00",
          "1990-08-07T00:00:00",
          "1990-08-08T00:00:00",
          "1990-08-09T00:00:00",
          "1990-08-10T00:00:00",
          "1990-08-11T00:00:00",
          "1990-08-12T00:00:00",
          "1990-08-13T00:00:00",
          "1990-08-14T00:00:00",
          "1990-08-15T00:00:00",
          "1990-08-16T00:00:00",
          "1990-08-17T00:00:00",
          "1990-08-18T00:00:00",
          "1990-08-19T00:00:00",
          "1990-08-20T00:00:00",
          "1990-08-21T00:00:00",
          "1990-08-22T00:00:00",
          "1990-08-23T00:00:00",
          "1990-08-24T00:00:00",
          "1990-08-25T00:00:00",
          "1990-08-26T00:00:00",
          "1990-08-27T00:00:00",
          "1990-08-28T00:00:00",
          "1990-08-29T00:00:00",
          "1990-08-30T00:00:00",
          "1990-08-31T00:00:00",
          "1990-09-01T00:00:00",
          "1990-09-02T00:00:00",
          "1990-09-03T00:00:00",
          "1990-09-04T00:00:00",
          "1990-09-05T00:00:00",
          "1990-09-06T00:00:00",
          "1990-09-07T00:00:00",
          "1990-09-08T00:00:00",
          "1990-09-09T00:00:00",
          "1990-09-10T00:00:00",
          "1990-09-11T00:00:00",
          "1990-09-12T00:00:00",
          "1990-09-13T00:00:00",
          "1990-09-14T00:00:00",
          "1990-09-15T00:00:00",
          "1990-09-16T00:00:00",
          "1990-09-17T00:00:00",
          "1990-09-18T00:00:00",
          "1990-09-19T00:00:00",
          "1990-09-20T00:00:00",
          "1990-09-21T00:00:00",
          "1990-09-22T00:00:00",
          "1990-09-23T00:00:00",
          "1990-09-24T00:00:00",
          "1990-09-25T00:00:00",
          "1990-09-26T00:00:00",
          "1990-09-27T00:00:00",
          "1990-09-28T00:00:00",
          "1990-09-29T00:00:00",
          "1990-09-30T00:00:00",
          "1990-10-01T00:00:00",
          "1990-10-02T00:00:00",
          "1990-10-03T00:00:00",
          "1990-10-04T00:00:00",
          "1990-10-05T00:00:00",
          "1990-10-06T00:00:00",
          "1990-10-07T00:00:00",
          "1990-10-08T00:00:00",
          "1990-10-09T00:00:00",
          "1990-10-10T00:00:00",
          "1990-10-11T00:00:00",
          "1990-10-12T00:00:00",
          "1990-10-13T00:00:00",
          "1990-10-14T00:00:00",
          "1990-10-15T00:00:00",
          "1990-10-16T00:00:00",
          "1990-10-17T00:00:00",
          "1990-10-18T00:00:00",
          "1990-10-19T00:00:00",
          "1990-10-20T00:00:00",
          "1990-10-21T00:00:00",
          "1990-10-22T00:00:00",
          "1990-10-23T00:00:00",
          "1990-10-24T00:00:00",
          "1990-10-25T00:00:00",
          "1990-10-26T00:00:00",
          "1990-10-27T00:00:00",
          "1990-10-28T00:00:00",
          "1990-10-29T00:00:00",
          "1990-10-30T00:00:00",
          "1990-10-31T00:00:00",
          "1990-11-01T00:00:00",
          "1990-11-02T00:00:00",
          "1990-11-03T00:00:00",
          "1990-11-04T00:00:00",
          "1990-11-05T00:00:00",
          "1990-11-06T00:00:00",
          "1990-11-07T00:00:00",
          "1990-11-08T00:00:00",
          "1990-11-09T00:00:00",
          "1990-11-10T00:00:00",
          "1990-11-11T00:00:00",
          "1990-11-12T00:00:00",
          "1990-11-13T00:00:00",
          "1990-11-14T00:00:00",
          "1990-11-15T00:00:00",
          "1990-11-16T00:00:00",
          "1990-11-17T00:00:00",
          "1990-11-18T00:00:00",
          "1990-11-19T00:00:00",
          "1990-11-20T00:00:00",
          "1990-11-21T00:00:00",
          "1990-11-22T00:00:00",
          "1990-11-23T00:00:00",
          "1990-11-24T00:00:00",
          "1990-11-25T00:00:00",
          "1990-11-26T00:00:00",
          "1990-11-27T00:00:00",
          "1990-11-28T00:00:00",
          "1990-11-29T00:00:00",
          "1990-11-30T00:00:00",
          "1990-12-01T00:00:00",
          "1990-12-02T00:00:00",
          "1990-12-03T00:00:00",
          "1990-12-04T00:00:00",
          "1990-12-05T00:00:00",
          "1990-12-06T00:00:00",
          "1990-12-07T00:00:00",
          "1990-12-08T00:00:00",
          "1990-12-09T00:00:00",
          "1990-12-10T00:00:00",
          "1990-12-11T00:00:00",
          "1990-12-12T00:00:00",
          "1990-12-13T00:00:00",
          "1990-12-14T00:00:00",
          "1990-12-15T00:00:00",
          "1990-12-16T00:00:00",
          "1990-12-17T00:00:00",
          "1990-12-18T00:00:00",
          "1990-12-19T00:00:00",
          "1990-12-20T00:00:00",
          "1990-12-21T00:00:00",
          "1990-12-22T00:00:00",
          "1990-12-23T00:00:00",
          "1990-12-24T00:00:00",
          "1990-12-25T00:00:00",
          "1990-12-26T00:00:00",
          "1990-12-27T00:00:00",
          "1990-12-28T00:00:00",
          "1990-12-29T00:00:00",
          "1990-12-30T00:00:00",
          "1990-12-31T00:00:00",
          "1991-01-01T00:00:00",
          "1991-01-02T00:00:00",
          "1991-01-03T00:00:00",
          "1991-01-04T00:00:00",
          "1991-01-05T00:00:00",
          "1991-01-06T00:00:00",
          "1991-01-07T00:00:00",
          "1991-01-08T00:00:00",
          "1991-01-09T00:00:00",
          "1991-01-10T00:00:00",
          "1991-01-11T00:00:00",
          "1991-01-12T00:00:00",
          "1991-01-13T00:00:00",
          "1991-01-14T00:00:00",
          "1991-01-15T00:00:00",
          "1991-01-16T00:00:00",
          "1991-01-17T00:00:00",
          "1991-01-18T00:00:00",
          "1991-01-19T00:00:00",
          "1991-01-20T00:00:00",
          "1991-01-21T00:00:00",
          "1991-01-22T00:00:00",
          "1991-01-23T00:00:00",
          "1991-01-24T00:00:00",
          "1991-01-25T00:00:00",
          "1991-01-26T00:00:00",
          "1991-01-27T00:00:00",
          "1991-01-28T00:00:00",
          "1991-01-29T00:00:00",
          "1991-01-30T00:00:00",
          "1991-01-31T00:00:00",
          "1991-02-01T00:00:00",
          "1991-02-02T00:00:00",
          "1991-02-03T00:00:00",
          "1991-02-04T00:00:00",
          "1991-02-05T00:00:00",
          "1991-02-06T00:00:00",
          "1991-02-07T00:00:00",
          "1991-02-08T00:00:00",
          "1991-02-09T00:00:00",
          "1991-02-10T00:00:00",
          "1991-02-11T00:00:00",
          "1991-02-12T00:00:00",
          "1991-02-13T00:00:00",
          "1991-02-14T00:00:00",
          "1991-02-15T00:00:00",
          "1991-02-16T00:00:00",
          "1991-02-17T00:00:00",
          "1991-02-18T00:00:00",
          "1991-02-19T00:00:00",
          "1991-02-20T00:00:00",
          "1991-02-21T00:00:00",
          "1991-02-22T00:00:00",
          "1991-02-23T00:00:00",
          "1991-02-24T00:00:00",
          "1991-02-25T00:00:00",
          "1991-02-26T00:00:00",
          "1991-02-27T00:00:00",
          "1991-02-28T00:00:00",
          "1991-03-01T00:00:00",
          "1991-03-02T00:00:00",
          "1991-03-03T00:00:00",
          "1991-03-04T00:00:00",
          "1991-03-05T00:00:00",
          "1991-03-06T00:00:00",
          "1991-03-07T00:00:00",
          "1991-03-08T00:00:00",
          "1991-03-09T00:00:00",
          "1991-03-10T00:00:00",
          "1991-03-11T00:00:00",
          "1991-03-12T00:00:00",
          "1991-03-13T00:00:00",
          "1991-03-14T00:00:00",
          "1991-03-15T00:00:00",
          "1991-03-16T00:00:00",
          "1991-03-17T00:00:00",
          "1991-03-18T00:00:00",
          "1991-03-19T00:00:00",
          "1991-03-20T00:00:00",
          "1991-03-21T00:00:00",
          "1991-03-22T00:00:00",
          "1991-03-23T00:00:00",
          "1991-03-24T00:00:00",
          "1991-03-25T00:00:00",
          "1991-03-26T00:00:00",
          "1991-03-27T00:00:00",
          "1991-03-28T00:00:00",
          "1991-03-29T00:00:00",
          "1991-03-30T00:00:00",
          "1991-03-31T00:00:00",
          "1991-04-01T00:00:00",
          "1991-04-02T00:00:00",
          "1991-04-03T00:00:00",
          "1991-04-04T00:00:00",
          "1991-04-05T00:00:00",
          "1991-04-06T00:00:00",
          "1991-04-07T00:00:00",
          "1991-04-08T00:00:00",
          "1991-04-09T00:00:00",
          "1991-04-10T00:00:00",
          "1991-04-11T00:00:00",
          "1991-04-12T00:00:00",
          "1991-04-13T00:00:00",
          "1991-04-14T00:00:00",
          "1991-04-15T00:00:00",
          "1991-04-16T00:00:00",
          "1991-04-17T00:00:00",
          "1991-04-18T00:00:00",
          "1991-04-19T00:00:00",
          "1991-04-20T00:00:00",
          "1991-04-21T00:00:00",
          "1991-04-22T00:00:00",
          "1991-04-23T00:00:00",
          "1991-04-24T00:00:00",
          "1991-04-25T00:00:00",
          "1991-04-26T00:00:00",
          "1991-04-27T00:00:00",
          "1991-04-28T00:00:00",
          "1991-04-29T00:00:00",
          "1991-04-30T00:00:00",
          "1991-05-01T00:00:00",
          "1991-05-02T00:00:00",
          "1991-05-03T00:00:00",
          "1991-05-04T00:00:00",
          "1991-05-05T00:00:00",
          "1991-05-06T00:00:00",
          "1991-05-07T00:00:00",
          "1991-05-08T00:00:00",
          "1991-05-09T00:00:00",
          "1991-05-10T00:00:00",
          "1991-05-11T00:00:00",
          "1991-05-12T00:00:00",
          "1991-05-13T00:00:00",
          "1991-05-14T00:00:00",
          "1991-05-15T00:00:00",
          "1991-05-16T00:00:00",
          "1991-05-17T00:00:00",
          "1991-05-18T00:00:00",
          "1991-05-19T00:00:00",
          "1991-05-20T00:00:00",
          "1991-05-21T00:00:00",
          "1991-05-22T00:00:00",
          "1991-05-23T00:00:00",
          "1991-05-24T00:00:00",
          "1991-05-25T00:00:00",
          "1991-05-26T00:00:00",
          "1991-05-27T00:00:00",
          "1991-05-28T00:00:00",
          "1991-05-29T00:00:00",
          "1991-05-30T00:00:00",
          "1991-05-31T00:00:00",
          "1991-06-01T00:00:00",
          "1991-06-02T00:00:00",
          "1991-06-03T00:00:00",
          "1991-06-04T00:00:00",
          "1991-06-05T00:00:00",
          "1991-06-06T00:00:00",
          "1991-06-07T00:00:00",
          "1991-06-08T00:00:00",
          "1991-06-09T00:00:00",
          "1991-06-10T00:00:00",
          "1991-06-11T00:00:00",
          "1991-06-12T00:00:00",
          "1991-06-13T00:00:00",
          "1991-06-14T00:00:00",
          "1991-06-15T00:00:00",
          "1991-06-16T00:00:00",
          "1991-06-17T00:00:00",
          "1991-06-18T00:00:00",
          "1991-06-19T00:00:00",
          "1991-06-20T00:00:00",
          "1991-06-21T00:00:00",
          "1991-06-22T00:00:00",
          "1991-06-23T00:00:00",
          "1991-06-24T00:00:00",
          "1991-06-25T00:00:00",
          "1991-06-26T00:00:00",
          "1991-06-27T00:00:00",
          "1991-06-28T00:00:00",
          "1991-06-29T00:00:00",
          "1991-06-30T00:00:00",
          "1991-07-01T00:00:00",
          "1991-07-02T00:00:00",
          "1991-07-03T00:00:00",
          "1991-07-04T00:00:00",
          "1991-07-05T00:00:00",
          "1991-07-06T00:00:00",
          "1991-07-07T00:00:00",
          "1991-07-08T00:00:00",
          "1991-07-09T00:00:00",
          "1991-07-10T00:00:00",
          "1991-07-11T00:00:00",
          "1991-07-12T00:00:00",
          "1991-07-13T00:00:00",
          "1991-07-14T00:00:00",
          "1991-07-15T00:00:00",
          "1991-07-16T00:00:00",
          "1991-07-17T00:00:00",
          "1991-07-18T00:00:00",
          "1991-07-19T00:00:00",
          "1991-07-20T00:00:00",
          "1991-07-21T00:00:00",
          "1991-07-22T00:00:00",
          "1991-07-23T00:00:00",
          "1991-07-24T00:00:00",
          "1991-07-25T00:00:00",
          "1991-07-26T00:00:00",
          "1991-07-27T00:00:00",
          "1991-07-28T00:00:00",
          "1991-07-29T00:00:00",
          "1991-07-30T00:00:00",
          "1991-07-31T00:00:00",
          "1991-08-01T00:00:00",
          "1991-08-02T00:00:00",
          "1991-08-03T00:00:00",
          "1991-08-04T00:00:00",
          "1991-08-05T00:00:00",
          "1991-08-06T00:00:00",
          "1991-08-07T00:00:00",
          "1991-08-08T00:00:00",
          "1991-08-09T00:00:00",
          "1991-08-10T00:00:00",
          "1991-08-11T00:00:00",
          "1991-08-12T00:00:00",
          "1991-08-13T00:00:00",
          "1991-08-14T00:00:00",
          "1991-08-15T00:00:00",
          "1991-08-16T00:00:00",
          "1991-08-17T00:00:00",
          "1991-08-18T00:00:00",
          "1991-08-19T00:00:00",
          "1991-08-20T00:00:00",
          "1991-08-21T00:00:00",
          "1991-08-22T00:00:00",
          "1991-08-23T00:00:00",
          "1991-08-24T00:00:00",
          "1991-08-25T00:00:00",
          "1991-08-26T00:00:00",
          "1991-08-27T00:00:00",
          "1991-08-28T00:00:00",
          "1991-08-29T00:00:00",
          "1991-08-30T00:00:00",
          "1991-08-31T00:00:00",
          "1991-09-01T00:00:00",
          "1991-09-02T00:00:00",
          "1991-09-03T00:00:00",
          "1991-09-04T00:00:00",
          "1991-09-05T00:00:00",
          "1991-09-06T00:00:00",
          "1991-09-07T00:00:00",
          "1991-09-08T00:00:00",
          "1991-09-09T00:00:00",
          "1991-09-10T00:00:00",
          "1991-09-11T00:00:00",
          "1991-09-12T00:00:00",
          "1991-09-13T00:00:00",
          "1991-09-14T00:00:00",
          "1991-09-15T00:00:00",
          "1991-09-16T00:00:00",
          "1991-09-17T00:00:00",
          "1991-09-18T00:00:00",
          "1991-09-19T00:00:00",
          "1991-09-20T00:00:00",
          "1991-09-21T00:00:00",
          "1991-09-22T00:00:00",
          "1991-09-23T00:00:00",
          "1991-09-24T00:00:00",
          "1991-09-25T00:00:00",
          "1991-09-26T00:00:00",
          "1991-09-27T00:00:00",
          "1991-09-28T00:00:00",
          "1991-09-29T00:00:00",
          "1991-09-30T00:00:00",
          "1991-10-01T00:00:00",
          "1991-10-02T00:00:00",
          "1991-10-03T00:00:00",
          "1991-10-04T00:00:00",
          "1991-10-05T00:00:00",
          "1991-10-06T00:00:00",
          "1991-10-07T00:00:00",
          "1991-10-08T00:00:00",
          "1991-10-09T00:00:00",
          "1991-10-10T00:00:00",
          "1991-10-11T00:00:00",
          "1991-10-12T00:00:00",
          "1991-10-13T00:00:00",
          "1991-10-14T00:00:00",
          "1991-10-15T00:00:00",
          "1991-10-16T00:00:00",
          "1991-10-17T00:00:00",
          "1991-10-18T00:00:00",
          "1991-10-19T00:00:00",
          "1991-10-20T00:00:00",
          "1991-10-21T00:00:00",
          "1991-10-22T00:00:00",
          "1991-10-23T00:00:00",
          "1991-10-24T00:00:00",
          "1991-10-25T00:00:00",
          "1991-10-26T00:00:00",
          "1991-10-27T00:00:00",
          "1991-10-28T00:00:00",
          "1991-10-29T00:00:00",
          "1991-10-30T00:00:00",
          "1991-10-31T00:00:00",
          "1991-11-01T00:00:00",
          "1991-11-02T00:00:00",
          "1991-11-03T00:00:00",
          "1991-11-04T00:00:00",
          "1991-11-05T00:00:00",
          "1991-11-06T00:00:00",
          "1991-11-07T00:00:00",
          "1991-11-08T00:00:00",
          "1991-11-09T00:00:00",
          "1991-11-10T00:00:00",
          "1991-11-11T00:00:00",
          "1991-11-12T00:00:00",
          "1991-11-13T00:00:00",
          "1991-11-14T00:00:00",
          "1991-11-15T00:00:00",
          "1991-11-16T00:00:00",
          "1991-11-17T00:00:00",
          "1991-11-18T00:00:00",
          "1991-11-19T00:00:00",
          "1991-11-20T00:00:00",
          "1991-11-21T00:00:00",
          "1991-11-22T00:00:00",
          "1991-11-23T00:00:00",
          "1991-11-24T00:00:00",
          "1991-11-25T00:00:00",
          "1991-11-26T00:00:00",
          "1991-11-27T00:00:00",
          "1991-11-28T00:00:00",
          "1991-11-29T00:00:00",
          "1991-11-30T00:00:00",
          "1991-12-01T00:00:00",
          "1991-12-02T00:00:00",
          "1991-12-03T00:00:00",
          "1991-12-04T00:00:00",
          "1991-12-05T00:00:00",
          "1991-12-06T00:00:00",
          "1991-12-07T00:00:00",
          "1991-12-08T00:00:00",
          "1991-12-09T00:00:00",
          "1991-12-10T00:00:00",
          "1991-12-11T00:00:00",
          "1991-12-12T00:00:00",
          "1991-12-13T00:00:00",
          "1991-12-14T00:00:00",
          "1991-12-15T00:00:00",
          "1991-12-16T00:00:00",
          "1991-12-17T00:00:00",
          "1991-12-18T00:00:00",
          "1991-12-19T00:00:00",
          "1991-12-20T00:00:00",
          "1991-12-21T00:00:00",
          "1991-12-22T00:00:00",
          "1991-12-23T00:00:00",
          "1991-12-24T00:00:00",
          "1991-12-25T00:00:00",
          "1991-12-26T00:00:00",
          "1991-12-27T00:00:00",
          "1991-12-28T00:00:00",
          "1991-12-29T00:00:00",
          "1991-12-30T00:00:00",
          "1991-12-31T00:00:00",
          "1992-01-01T00:00:00",
          "1992-01-02T00:00:00",
          "1992-01-03T00:00:00",
          "1992-01-04T00:00:00",
          "1992-01-05T00:00:00",
          "1992-01-06T00:00:00",
          "1992-01-07T00:00:00",
          "1992-01-08T00:00:00",
          "1992-01-09T00:00:00",
          "1992-01-10T00:00:00",
          "1992-01-11T00:00:00",
          "1992-01-12T00:00:00",
          "1992-01-13T00:00:00",
          "1992-01-14T00:00:00",
          "1992-01-15T00:00:00",
          "1992-01-16T00:00:00",
          "1992-01-17T00:00:00",
          "1992-01-18T00:00:00",
          "1992-01-19T00:00:00",
          "1992-01-20T00:00:00",
          "1992-01-21T00:00:00",
          "1992-01-22T00:00:00",
          "1992-01-23T00:00:00",
          "1992-01-24T00:00:00",
          "1992-01-25T00:00:00",
          "1992-01-26T00:00:00",
          "1992-01-27T00:00:00",
          "1992-01-28T00:00:00",
          "1992-01-29T00:00:00",
          "1992-01-30T00:00:00",
          "1992-01-31T00:00:00",
          "1992-02-01T00:00:00",
          "1992-02-02T00:00:00",
          "1992-02-03T00:00:00",
          "1992-02-04T00:00:00",
          "1992-02-05T00:00:00",
          "1992-02-06T00:00:00",
          "1992-02-07T00:00:00",
          "1992-02-08T00:00:00",
          "1992-02-09T00:00:00",
          "1992-02-10T00:00:00",
          "1992-02-11T00:00:00",
          "1992-02-12T00:00:00",
          "1992-02-13T00:00:00",
          "1992-02-14T00:00:00",
          "1992-02-15T00:00:00",
          "1992-02-16T00:00:00",
          "1992-02-17T00:00:00",
          "1992-02-18T00:00:00",
          "1992-02-19T00:00:00",
          "1992-02-20T00:00:00",
          "1992-02-21T00:00:00",
          "1992-02-22T00:00:00",
          "1992-02-23T00:00:00",
          "1992-02-24T00:00:00",
          "1992-02-25T00:00:00",
          "1992-02-26T00:00:00",
          "1992-02-27T00:00:00",
          "1992-02-28T00:00:00",
          "1992-02-29T00:00:00",
          "1992-03-01T00:00:00",
          "1992-03-02T00:00:00",
          "1992-03-03T00:00:00",
          "1992-03-04T00:00:00",
          "1992-03-05T00:00:00",
          "1992-03-06T00:00:00",
          "1992-03-07T00:00:00",
          "1992-03-08T00:00:00",
          "1992-03-09T00:00:00",
          "1992-03-10T00:00:00",
          "1992-03-11T00:00:00",
          "1992-03-12T00:00:00",
          "1992-03-13T00:00:00",
          "1992-03-14T00:00:00",
          "1992-03-15T00:00:00",
          "1992-03-16T00:00:00",
          "1992-03-17T00:00:00",
          "1992-03-18T00:00:00",
          "1992-03-19T00:00:00",
          "1992-03-20T00:00:00",
          "1992-03-21T00:00:00",
          "1992-03-22T00:00:00",
          "1992-03-23T00:00:00",
          "1992-03-24T00:00:00",
          "1992-03-25T00:00:00",
          "1992-03-26T00:00:00",
          "1992-03-27T00:00:00",
          "1992-03-28T00:00:00",
          "1992-03-29T00:00:00",
          "1992-03-30T00:00:00",
          "1992-03-31T00:00:00",
          "1992-04-01T00:00:00",
          "1992-04-02T00:00:00",
          "1992-04-03T00:00:00",
          "1992-04-04T00:00:00",
          "1992-04-05T00:00:00",
          "1992-04-06T00:00:00",
          "1992-04-07T00:00:00",
          "1992-04-08T00:00:00",
          "1992-04-09T00:00:00",
          "1992-04-10T00:00:00",
          "1992-04-11T00:00:00",
          "1992-04-12T00:00:00",
          "1992-04-13T00:00:00",
          "1992-04-14T00:00:00",
          "1992-04-15T00:00:00",
          "1992-04-16T00:00:00",
          "1992-04-17T00:00:00",
          "1992-04-18T00:00:00",
          "1992-04-19T00:00:00",
          "1992-04-20T00:00:00",
          "1992-04-21T00:00:00",
          "1992-04-22T00:00:00",
          "1992-04-23T00:00:00",
          "1992-04-24T00:00:00",
          "1992-04-25T00:00:00",
          "1992-04-26T00:00:00",
          "1992-04-27T00:00:00",
          "1992-04-28T00:00:00",
          "1992-04-29T00:00:00",
          "1992-04-30T00:00:00",
          "1992-05-01T00:00:00",
          "1992-05-02T00:00:00",
          "1992-05-03T00:00:00",
          "1992-05-04T00:00:00",
          "1992-05-05T00:00:00",
          "1992-05-06T00:00:00",
          "1992-05-07T00:00:00",
          "1992-05-08T00:00:00",
          "1992-05-09T00:00:00",
          "1992-05-10T00:00:00",
          "1992-05-11T00:00:00",
          "1992-05-12T00:00:00",
          "1992-05-13T00:00:00",
          "1992-05-14T00:00:00",
          "1992-05-15T00:00:00",
          "1992-05-16T00:00:00",
          "1992-05-17T00:00:00",
          "1992-05-18T00:00:00",
          "1992-05-19T00:00:00",
          "1992-05-20T00:00:00",
          "1992-05-21T00:00:00",
          "1992-05-22T00:00:00",
          "1992-05-23T00:00:00",
          "1992-05-24T00:00:00",
          "1992-05-25T00:00:00",
          "1992-05-26T00:00:00",
          "1992-05-27T00:00:00",
          "1992-05-28T00:00:00",
          "1992-05-29T00:00:00",
          "1992-05-30T00:00:00",
          "1992-05-31T00:00:00",
          "1992-06-01T00:00:00",
          "1992-06-02T00:00:00",
          "1992-06-03T00:00:00",
          "1992-06-04T00:00:00",
          "1992-06-05T00:00:00",
          "1992-06-06T00:00:00",
          "1992-06-07T00:00:00",
          "1992-06-08T00:00:00",
          "1992-06-09T00:00:00",
          "1992-06-10T00:00:00",
          "1992-06-11T00:00:00",
          "1992-06-12T00:00:00",
          "1992-06-13T00:00:00",
          "1992-06-14T00:00:00",
          "1992-06-15T00:00:00",
          "1992-06-16T00:00:00",
          "1992-06-17T00:00:00",
          "1992-06-18T00:00:00",
          "1992-06-19T00:00:00",
          "1992-06-20T00:00:00",
          "1992-06-21T00:00:00",
          "1992-06-22T00:00:00",
          "1992-06-23T00:00:00",
          "1992-06-24T00:00:00",
          "1992-06-25T00:00:00",
          "1992-06-26T00:00:00",
          "1992-06-27T00:00:00",
          "1992-06-28T00:00:00",
          "1992-06-29T00:00:00",
          "1992-06-30T00:00:00",
          "1992-07-01T00:00:00",
          "1992-07-02T00:00:00",
          "1992-07-03T00:00:00",
          "1992-07-04T00:00:00",
          "1992-07-05T00:00:00",
          "1992-07-06T00:00:00",
          "1992-07-07T00:00:00",
          "1992-07-08T00:00:00",
          "1992-07-09T00:00:00"
         ],
         "xaxis": "x",
         "y": [
          4.503,
          4.503,
          4.682,
          4.914,
          5.307,
          4.753,
          5.003,
          5.11,
          4.556,
          4.846,
          5.9270000000000005,
          5.294,
          4.958,
          5.331,
          4.846,
          4.828,
          4.891,
          4.891,
          4.891,
          4.891,
          4.891,
          4.891,
          4.891,
          4.891,
          4.891,
          4.891,
          4.891,
          4.891,
          4.891,
          4.891,
          5.2675,
          5.926,
          5.926,
          5.926,
          5.531000000000001,
          5.207000000000001,
          4.422,
          4.422,
          4.728,
          4.422,
          4.422,
          4.422,
          4.422,
          4.635,
          4.635,
          4.635,
          4.635,
          4.635,
          4.635,
          5.292000000000001,
          5.292000000000001,
          5.74,
          5.312,
          5.455,
          5.292000000000001,
          5.292000000000001,
          5.414,
          5.821000000000001,
          5.292000000000001,
          5.455,
          5.292000000000001,
          5.292000000000001,
          5.013,
          5.013,
          5.013,
          5.013,
          5.013,
          4.968,
          4.923,
          4.878,
          4.242,
          4.242,
          3.934,
          3.972,
          5.033,
          5.052,
          5.98,
          5.165,
          5.604,
          5.019,
          5.019,
          5.019,
          5.019,
          5.165,
          5.019,
          4.768,
          4.83,
          5.353,
          5.081,
          5.019,
          5.228,
          5.311,
          5.395,
          5.52,
          5.186,
          5.855,
          6.377999999999999,
          5.019,
          6.064,
          6.273,
          6.211,
          5.625,
          5.834,
          6.106,
          6.148,
          5.646,
          5.771,
          6.148,
          5.709,
          5.792000000000001,
          4.851,
          5.246,
          5.542999999999999,
          6.097,
          5.939,
          5.939,
          5.712999999999999,
          5.226,
          4.989,
          4.751,
          3.7,
          3.656,
          4.0680000000000005,
          4.0680000000000005,
          3.774,
          3.272,
          3.125,
          2.919,
          2.92625,
          2.9335,
          2.94075,
          2.948,
          2.948,
          2.948,
          3.428,
          3.634,
          3.668,
          3.599,
          4.011,
          3.102,
          3.462,
          4.268,
          4.456,
          4.456,
          4.628,
          4.919,
          4.936,
          4.628,
          4.628,
          4.662,
          4.971,
          4.593999999999999,
          4.542,
          4.799,
          4.765,
          4.765,
          4.696000000000001,
          5.485,
          5.382000000000001,
          5.1075,
          4.833,
          5.468,
          6.947,
          6.499,
          5.02,
          6.096,
          5.715,
          6.723,
          6.3195,
          5.916,
          6.544,
          5.513,
          4.617,
          4.213,
          4.975,
          4.975,
          4.975,
          4.975,
          4.975,
          4.975,
          4.975,
          4.975,
          4.975,
          4.975,
          4.975,
          4.975,
          4.975,
          4.975,
          4.975,
          5.379,
          4.3505,
          5.468,
          5.0425,
          4.617,
          5.468,
          4.8855,
          4.303,
          4.303,
          4.996,
          4.996,
          4.996,
          4.996,
          4.996,
          4.996,
          4.996,
          4.996,
          4.996,
          5.057666666666667,
          5.1193333333333335,
          5.181,
          5.1771,
          5.1732000000000005,
          5.1693,
          5.1654,
          5.1615,
          5.1576,
          5.1537000000000015,
          5.1498,
          5.1459,
          5.142,
          6.2775,
          7.412999999999999,
          6.92,
          6.985,
          6.856,
          6.513,
          6.6273333333333335,
          6.741666666666666,
          6.856,
          5.956,
          5.698666666666668,
          5.441333333333334,
          5.184,
          4.926666666666667,
          4.669333333333333,
          4.412,
          4.242,
          4.779,
          4.7338,
          4.6886,
          4.6434,
          4.5982,
          4.553,
          4.36225,
          4.1715,
          3.98075,
          3.79,
          3.79,
          3.79,
          3.79,
          3.672,
          3.554,
          3.4360000000000004,
          3.4855,
          3.535,
          3.747,
          3.959,
          3.111,
          3.535,
          3.959,
          3.9676,
          3.9762,
          3.9848,
          3.9934,
          4.002,
          3.62,
          5.196000000000001,
          6.049,
          5.8704,
          5.6918,
          5.513199999999999,
          5.3346,
          5.156000000000001,
          5.075,
          5.562,
          5.562,
          5.765,
          5.582000000000001,
          6.78,
          5.562,
          4.669,
          5.176,
          5.683,
          4.912,
          5.115,
          5.846,
          8.16,
          5.683,
          5.034,
          5.034,
          5.230166666666666,
          5.426333333333332,
          5.6225000000000005,
          5.818666666666667,
          6.014833333333334,
          6.211,
          5.359,
          4.953,
          5.602,
          0.325,
          4.973,
          4.872,
          5.683,
          5.805,
          4.729,
          5.0235,
          5.318,
          3.999,
          4.384,
          4.019,
          4.019,
          4.019,
          4.242,
          5.2170000000000005,
          5.146,
          5.075,
          3.491,
          4.303,
          3.857,
          3.9585,
          4.06,
          4.088,
          4.669,
          4.181,
          4.486000000000001,
          4.689,
          4.648,
          4.06,
          4.323,
          4.303,
          3.694,
          4.242,
          3.532,
          4.343999999999999,
          4.039,
          4.1,
          4.1610000000000005,
          5.135,
          4.06,
          4.332,
          4.425,
          4.06,
          4.404999999999999,
          4.75,
          4.283,
          3.938,
          3.775,
          4.242,
          4.2725,
          4.303,
          4.343999999999999,
          5.48,
          6.007999999999999,
          5.859333333333334,
          5.7106666666666674,
          5.562,
          5.176,
          4.79,
          5.48,
          4.872,
          5.075,
          4.486000000000001,
          4.689,
          4.06,
          3.836,
          3.694,
          5.562,
          3.897,
          4.892,
          5.257000000000001,
          4.397,
          4.202,
          4.669,
          4.75,
          3.248,
          3.694,
          3.248,
          3.654,
          4.912,
          4.953,
          3.654,
          3.654,
          4.202,
          4.356,
          2.5580000000000003,
          3.369,
          4.79,
          4.242,
          4.202,
          3.633,
          3.369,
          3.857,
          4.518,
          4.811,
          4.922499999999999,
          5.034,
          5.075,
          4.831,
          4.518,
          4.384,
          4.75,
          4.628,
          4.222,
          4.283,
          4.343999999999999,
          4.06,
          3.8265,
          3.593,
          5.046,
          4.689,
          4.721,
          4.405,
          5.005,
          5.022,
          4.872,
          4.859,
          5.48,
          5.428,
          5.034,
          6.475,
          6.399,
          6.707999999999999,
          7.017,
          6.416,
          6.737,
          6.982,
          7.1160000000000005,
          6.783,
          6.766,
          6.9030000000000005,
          7.04,
          7.291,
          6.678,
          6.707999999999999,
          7.641,
          5.777,
          5.247999999999998,
          4.708,
          4.83775,
          4.967499999999999,
          5.269500000000002,
          4.406000000000001,
          5.195,
          5.043,
          4.388,
          4.631,
          4.722,
          4.768,
          5.158,
          5.273,
          6.372999999999999,
          5.4005,
          4.428,
          4.2780000000000005,
          4.128,
          4.3925,
          4.657,
          6.096,
          6.096,
          6.096,
          5.785666666666668,
          5.4753333333333325,
          5.165,
          4.854666666666667,
          4.544333333333333,
          4.234,
          6.126,
          5.9270000000000005,
          5.489,
          5.051,
          5.279,
          4.424,
          5.0275,
          5.631,
          5.475666666666667,
          5.320333333333333,
          5.165,
          4.5935000000000015,
          4.022,
          4.8260000000000005,
          5.537999999999999,
          5.349857142857143,
          5.161714285714286,
          4.973571428571429,
          4.7854285714285725,
          4.597285714285714,
          4.409142857142856,
          4.221,
          4.3517,
          4.4824,
          4.6131,
          4.7438,
          4.874499999999999,
          5.0052,
          5.1359,
          5.2666,
          5.3973,
          5.528,
          5.422714285714285,
          5.3174285714285725,
          5.212142857142856,
          5.106857142857144,
          5.0015714285714274,
          4.896285714285715,
          4.791,
          4.71725,
          4.6435,
          4.569750000000001,
          4.496,
          4.3486666666666665,
          4.201333333333333,
          4.053999999999999,
          4.229666666666667,
          4.405333333333334,
          4.581,
          4.62225,
          4.663500000000001,
          4.7047500000000015,
          4.746,
          3.2430000000000003,
          4.312,
          3.9435,
          3.575,
          4.448,
          3.556,
          3.807,
          3.884,
          3.961,
          3.869,
          4.041,
          4.213,
          4.385,
          6.732,
          7.537000000000001,
          5.478,
          5.447,
          5.6685,
          5.8900000000000015,
          6.1115,
          6.332999999999999,
          6.45975,
          6.5865,
          6.71325,
          6.84,
          7.315,
          7.074,
          7.22,
          5.32,
          5.042,
          4.763999999999999,
          4.4860000000000015,
          4.208,
          3.93,
          3.652,
          3.374,
          3.096,
          2.818,
          2.54,
          2.57825,
          2.6165000000000003,
          2.65475,
          2.693,
          3.079,
          3.284,
          2.982,
          2.68,
          2.378,
          2.076,
          1.774,
          2.277,
          2.19,
          1.7519999999999998,
          2.6710000000000003,
          1.949,
          2.978,
          2.678,
          2.7110000000000003,
          2.744,
          2.776333333333333,
          2.808666666666667,
          2.841,
          2.8465,
          2.852,
          3.379,
          3.906,
          4.433,
          4.522,
          2.849,
          3.131,
          2.899,
          5.052,
          3.633,
          4.0034,
          4.3738,
          4.744199999999998,
          5.114599999999999,
          5.484999999999999,
          7.337000000000001,
          7.261666666666668,
          7.186333333333333,
          7.111000000000001,
          6.379,
          6.6610000000000005,
          6.1770000000000005,
          7.037999999999999,
          6.267,
          6.385,
          6.502999999999999,
          5.912000000000001,
          5.3660000000000005,
          5.152,
          6.547999999999999,
          6.025,
          6.289,
          5.9510000000000005,
          5.67,
          5.218999999999999,
          4.279,
          6.267,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null
         ],
         "yaxis": "y"
        },
        {
         "hovertemplate": "variable=test<br>date_time=%{x}<br>value=%{y}<extra></extra>",
         "legendgroup": "test",
         "line": {
          "color": "#EF553B",
          "dash": "solid"
         },
         "mode": "lines",
         "name": "test",
         "showlegend": true,
         "type": "scattergl",
         "x": [
          "1990-08-01T00:00:00",
          "1990-08-02T00:00:00",
          "1990-08-03T00:00:00",
          "1990-08-04T00:00:00",
          "1990-08-05T00:00:00",
          "1990-08-06T00:00:00",
          "1990-08-07T00:00:00",
          "1990-08-08T00:00:00",
          "1990-08-09T00:00:00",
          "1990-08-10T00:00:00",
          "1990-08-11T00:00:00",
          "1990-08-12T00:00:00",
          "1990-08-13T00:00:00",
          "1990-08-14T00:00:00",
          "1990-08-15T00:00:00",
          "1990-08-16T00:00:00",
          "1990-08-17T00:00:00",
          "1990-08-18T00:00:00",
          "1990-08-19T00:00:00",
          "1990-08-20T00:00:00",
          "1990-08-21T00:00:00",
          "1990-08-22T00:00:00",
          "1990-08-23T00:00:00",
          "1990-08-24T00:00:00",
          "1990-08-25T00:00:00",
          "1990-08-26T00:00:00",
          "1990-08-27T00:00:00",
          "1990-08-28T00:00:00",
          "1990-08-29T00:00:00",
          "1990-08-30T00:00:00",
          "1990-08-31T00:00:00",
          "1990-09-01T00:00:00",
          "1990-09-02T00:00:00",
          "1990-09-03T00:00:00",
          "1990-09-04T00:00:00",
          "1990-09-05T00:00:00",
          "1990-09-06T00:00:00",
          "1990-09-07T00:00:00",
          "1990-09-08T00:00:00",
          "1990-09-09T00:00:00",
          "1990-09-10T00:00:00",
          "1990-09-11T00:00:00",
          "1990-09-12T00:00:00",
          "1990-09-13T00:00:00",
          "1990-09-14T00:00:00",
          "1990-09-15T00:00:00",
          "1990-09-16T00:00:00",
          "1990-09-17T00:00:00",
          "1990-09-18T00:00:00",
          "1990-09-19T00:00:00",
          "1990-09-20T00:00:00",
          "1990-09-21T00:00:00",
          "1990-09-22T00:00:00",
          "1990-09-23T00:00:00",
          "1990-09-24T00:00:00",
          "1990-09-25T00:00:00",
          "1990-09-26T00:00:00",
          "1990-09-27T00:00:00",
          "1990-09-28T00:00:00",
          "1990-09-29T00:00:00",
          "1990-09-30T00:00:00",
          "1990-10-01T00:00:00",
          "1990-10-02T00:00:00",
          "1990-10-03T00:00:00",
          "1990-10-04T00:00:00",
          "1990-10-05T00:00:00",
          "1990-10-06T00:00:00",
          "1990-10-07T00:00:00",
          "1990-10-08T00:00:00",
          "1990-10-09T00:00:00",
          "1990-10-10T00:00:00",
          "1990-10-11T00:00:00",
          "1990-10-12T00:00:00",
          "1990-10-13T00:00:00",
          "1990-10-14T00:00:00",
          "1990-10-15T00:00:00",
          "1990-10-16T00:00:00",
          "1990-10-17T00:00:00",
          "1990-10-18T00:00:00",
          "1990-10-19T00:00:00",
          "1990-10-20T00:00:00",
          "1990-10-21T00:00:00",
          "1990-10-22T00:00:00",
          "1990-10-23T00:00:00",
          "1990-10-24T00:00:00",
          "1990-10-25T00:00:00",
          "1990-10-26T00:00:00",
          "1990-10-27T00:00:00",
          "1990-10-28T00:00:00",
          "1990-10-29T00:00:00",
          "1990-10-30T00:00:00",
          "1990-10-31T00:00:00",
          "1990-11-01T00:00:00",
          "1990-11-02T00:00:00",
          "1990-11-03T00:00:00",
          "1990-11-04T00:00:00",
          "1990-11-05T00:00:00",
          "1990-11-06T00:00:00",
          "1990-11-07T00:00:00",
          "1990-11-08T00:00:00",
          "1990-11-09T00:00:00",
          "1990-11-10T00:00:00",
          "1990-11-11T00:00:00",
          "1990-11-12T00:00:00",
          "1990-11-13T00:00:00",
          "1990-11-14T00:00:00",
          "1990-11-15T00:00:00",
          "1990-11-16T00:00:00",
          "1990-11-17T00:00:00",
          "1990-11-18T00:00:00",
          "1990-11-19T00:00:00",
          "1990-11-20T00:00:00",
          "1990-11-21T00:00:00",
          "1990-11-22T00:00:00",
          "1990-11-23T00:00:00",
          "1990-11-24T00:00:00",
          "1990-11-25T00:00:00",
          "1990-11-26T00:00:00",
          "1990-11-27T00:00:00",
          "1990-11-28T00:00:00",
          "1990-11-29T00:00:00",
          "1990-11-30T00:00:00",
          "1990-12-01T00:00:00",
          "1990-12-02T00:00:00",
          "1990-12-03T00:00:00",
          "1990-12-04T00:00:00",
          "1990-12-05T00:00:00",
          "1990-12-06T00:00:00",
          "1990-12-07T00:00:00",
          "1990-12-08T00:00:00",
          "1990-12-09T00:00:00",
          "1990-12-10T00:00:00",
          "1990-12-11T00:00:00",
          "1990-12-12T00:00:00",
          "1990-12-13T00:00:00",
          "1990-12-14T00:00:00",
          "1990-12-15T00:00:00",
          "1990-12-16T00:00:00",
          "1990-12-17T00:00:00",
          "1990-12-18T00:00:00",
          "1990-12-19T00:00:00",
          "1990-12-20T00:00:00",
          "1990-12-21T00:00:00",
          "1990-12-22T00:00:00",
          "1990-12-23T00:00:00",
          "1990-12-24T00:00:00",
          "1990-12-25T00:00:00",
          "1990-12-26T00:00:00",
          "1990-12-27T00:00:00",
          "1990-12-28T00:00:00",
          "1990-12-29T00:00:00",
          "1990-12-30T00:00:00",
          "1990-12-31T00:00:00",
          "1991-01-01T00:00:00",
          "1991-01-02T00:00:00",
          "1991-01-03T00:00:00",
          "1991-01-04T00:00:00",
          "1991-01-05T00:00:00",
          "1991-01-06T00:00:00",
          "1991-01-07T00:00:00",
          "1991-01-08T00:00:00",
          "1991-01-09T00:00:00",
          "1991-01-10T00:00:00",
          "1991-01-11T00:00:00",
          "1991-01-12T00:00:00",
          "1991-01-13T00:00:00",
          "1991-01-14T00:00:00",
          "1991-01-15T00:00:00",
          "1991-01-16T00:00:00",
          "1991-01-17T00:00:00",
          "1991-01-18T00:00:00",
          "1991-01-19T00:00:00",
          "1991-01-20T00:00:00",
          "1991-01-21T00:00:00",
          "1991-01-22T00:00:00",
          "1991-01-23T00:00:00",
          "1991-01-24T00:00:00",
          "1991-01-25T00:00:00",
          "1991-01-26T00:00:00",
          "1991-01-27T00:00:00",
          "1991-01-28T00:00:00",
          "1991-01-29T00:00:00",
          "1991-01-30T00:00:00",
          "1991-01-31T00:00:00",
          "1991-02-01T00:00:00",
          "1991-02-02T00:00:00",
          "1991-02-03T00:00:00",
          "1991-02-04T00:00:00",
          "1991-02-05T00:00:00",
          "1991-02-06T00:00:00",
          "1991-02-07T00:00:00",
          "1991-02-08T00:00:00",
          "1991-02-09T00:00:00",
          "1991-02-10T00:00:00",
          "1991-02-11T00:00:00",
          "1991-02-12T00:00:00",
          "1991-02-13T00:00:00",
          "1991-02-14T00:00:00",
          "1991-02-15T00:00:00",
          "1991-02-16T00:00:00",
          "1991-02-17T00:00:00",
          "1991-02-18T00:00:00",
          "1991-02-19T00:00:00",
          "1991-02-20T00:00:00",
          "1991-02-21T00:00:00",
          "1991-02-22T00:00:00",
          "1991-02-23T00:00:00",
          "1991-02-24T00:00:00",
          "1991-02-25T00:00:00",
          "1991-02-26T00:00:00",
          "1991-02-27T00:00:00",
          "1991-02-28T00:00:00",
          "1991-03-01T00:00:00",
          "1991-03-02T00:00:00",
          "1991-03-03T00:00:00",
          "1991-03-04T00:00:00",
          "1991-03-05T00:00:00",
          "1991-03-06T00:00:00",
          "1991-03-07T00:00:00",
          "1991-03-08T00:00:00",
          "1991-03-09T00:00:00",
          "1991-03-10T00:00:00",
          "1991-03-11T00:00:00",
          "1991-03-12T00:00:00",
          "1991-03-13T00:00:00",
          "1991-03-14T00:00:00",
          "1991-03-15T00:00:00",
          "1991-03-16T00:00:00",
          "1991-03-17T00:00:00",
          "1991-03-18T00:00:00",
          "1991-03-19T00:00:00",
          "1991-03-20T00:00:00",
          "1991-03-21T00:00:00",
          "1991-03-22T00:00:00",
          "1991-03-23T00:00:00",
          "1991-03-24T00:00:00",
          "1991-03-25T00:00:00",
          "1991-03-26T00:00:00",
          "1991-03-27T00:00:00",
          "1991-03-28T00:00:00",
          "1991-03-29T00:00:00",
          "1991-03-30T00:00:00",
          "1991-03-31T00:00:00",
          "1991-04-01T00:00:00",
          "1991-04-02T00:00:00",
          "1991-04-03T00:00:00",
          "1991-04-04T00:00:00",
          "1991-04-05T00:00:00",
          "1991-04-06T00:00:00",
          "1991-04-07T00:00:00",
          "1991-04-08T00:00:00",
          "1991-04-09T00:00:00",
          "1991-04-10T00:00:00",
          "1991-04-11T00:00:00",
          "1991-04-12T00:00:00",
          "1991-04-13T00:00:00",
          "1991-04-14T00:00:00",
          "1991-04-15T00:00:00",
          "1991-04-16T00:00:00",
          "1991-04-17T00:00:00",
          "1991-04-18T00:00:00",
          "1991-04-19T00:00:00",
          "1991-04-20T00:00:00",
          "1991-04-21T00:00:00",
          "1991-04-22T00:00:00",
          "1991-04-23T00:00:00",
          "1991-04-24T00:00:00",
          "1991-04-25T00:00:00",
          "1991-04-26T00:00:00",
          "1991-04-27T00:00:00",
          "1991-04-28T00:00:00",
          "1991-04-29T00:00:00",
          "1991-04-30T00:00:00",
          "1991-05-01T00:00:00",
          "1991-05-02T00:00:00",
          "1991-05-03T00:00:00",
          "1991-05-04T00:00:00",
          "1991-05-05T00:00:00",
          "1991-05-06T00:00:00",
          "1991-05-07T00:00:00",
          "1991-05-08T00:00:00",
          "1991-05-09T00:00:00",
          "1991-05-10T00:00:00",
          "1991-05-11T00:00:00",
          "1991-05-12T00:00:00",
          "1991-05-13T00:00:00",
          "1991-05-14T00:00:00",
          "1991-05-15T00:00:00",
          "1991-05-16T00:00:00",
          "1991-05-17T00:00:00",
          "1991-05-18T00:00:00",
          "1991-05-19T00:00:00",
          "1991-05-20T00:00:00",
          "1991-05-21T00:00:00",
          "1991-05-22T00:00:00",
          "1991-05-23T00:00:00",
          "1991-05-24T00:00:00",
          "1991-05-25T00:00:00",
          "1991-05-26T00:00:00",
          "1991-05-27T00:00:00",
          "1991-05-28T00:00:00",
          "1991-05-29T00:00:00",
          "1991-05-30T00:00:00",
          "1991-05-31T00:00:00",
          "1991-06-01T00:00:00",
          "1991-06-02T00:00:00",
          "1991-06-03T00:00:00",
          "1991-06-04T00:00:00",
          "1991-06-05T00:00:00",
          "1991-06-06T00:00:00",
          "1991-06-07T00:00:00",
          "1991-06-08T00:00:00",
          "1991-06-09T00:00:00",
          "1991-06-10T00:00:00",
          "1991-06-11T00:00:00",
          "1991-06-12T00:00:00",
          "1991-06-13T00:00:00",
          "1991-06-14T00:00:00",
          "1991-06-15T00:00:00",
          "1991-06-16T00:00:00",
          "1991-06-17T00:00:00",
          "1991-06-18T00:00:00",
          "1991-06-19T00:00:00",
          "1991-06-20T00:00:00",
          "1991-06-21T00:00:00",
          "1991-06-22T00:00:00",
          "1991-06-23T00:00:00",
          "1991-06-24T00:00:00",
          "1991-06-25T00:00:00",
          "1991-06-26T00:00:00",
          "1991-06-27T00:00:00",
          "1991-06-28T00:00:00",
          "1991-06-29T00:00:00",
          "1991-06-30T00:00:00",
          "1991-07-01T00:00:00",
          "1991-07-02T00:00:00",
          "1991-07-03T00:00:00",
          "1991-07-04T00:00:00",
          "1991-07-05T00:00:00",
          "1991-07-06T00:00:00",
          "1991-07-07T00:00:00",
          "1991-07-08T00:00:00",
          "1991-07-09T00:00:00",
          "1991-07-10T00:00:00",
          "1991-07-11T00:00:00",
          "1991-07-12T00:00:00",
          "1991-07-13T00:00:00",
          "1991-07-14T00:00:00",
          "1991-07-15T00:00:00",
          "1991-07-16T00:00:00",
          "1991-07-17T00:00:00",
          "1991-07-18T00:00:00",
          "1991-07-19T00:00:00",
          "1991-07-20T00:00:00",
          "1991-07-21T00:00:00",
          "1991-07-22T00:00:00",
          "1991-07-23T00:00:00",
          "1991-07-24T00:00:00",
          "1991-07-25T00:00:00",
          "1991-07-26T00:00:00",
          "1991-07-27T00:00:00",
          "1991-07-28T00:00:00",
          "1991-07-29T00:00:00",
          "1991-07-30T00:00:00",
          "1991-07-31T00:00:00",
          "1991-08-01T00:00:00",
          "1991-08-02T00:00:00",
          "1991-08-03T00:00:00",
          "1991-08-04T00:00:00",
          "1991-08-05T00:00:00",
          "1991-08-06T00:00:00",
          "1991-08-07T00:00:00",
          "1991-08-08T00:00:00",
          "1991-08-09T00:00:00",
          "1991-08-10T00:00:00",
          "1991-08-11T00:00:00",
          "1991-08-12T00:00:00",
          "1991-08-13T00:00:00",
          "1991-08-14T00:00:00",
          "1991-08-15T00:00:00",
          "1991-08-16T00:00:00",
          "1991-08-17T00:00:00",
          "1991-08-18T00:00:00",
          "1991-08-19T00:00:00",
          "1991-08-20T00:00:00",
          "1991-08-21T00:00:00",
          "1991-08-22T00:00:00",
          "1991-08-23T00:00:00",
          "1991-08-24T00:00:00",
          "1991-08-25T00:00:00",
          "1991-08-26T00:00:00",
          "1991-08-27T00:00:00",
          "1991-08-28T00:00:00",
          "1991-08-29T00:00:00",
          "1991-08-30T00:00:00",
          "1991-08-31T00:00:00",
          "1991-09-01T00:00:00",
          "1991-09-02T00:00:00",
          "1991-09-03T00:00:00",
          "1991-09-04T00:00:00",
          "1991-09-05T00:00:00",
          "1991-09-06T00:00:00",
          "1991-09-07T00:00:00",
          "1991-09-08T00:00:00",
          "1991-09-09T00:00:00",
          "1991-09-10T00:00:00",
          "1991-09-11T00:00:00",
          "1991-09-12T00:00:00",
          "1991-09-13T00:00:00",
          "1991-09-14T00:00:00",
          "1991-09-15T00:00:00",
          "1991-09-16T00:00:00",
          "1991-09-17T00:00:00",
          "1991-09-18T00:00:00",
          "1991-09-19T00:00:00",
          "1991-09-20T00:00:00",
          "1991-09-21T00:00:00",
          "1991-09-22T00:00:00",
          "1991-09-23T00:00:00",
          "1991-09-24T00:00:00",
          "1991-09-25T00:00:00",
          "1991-09-26T00:00:00",
          "1991-09-27T00:00:00",
          "1991-09-28T00:00:00",
          "1991-09-29T00:00:00",
          "1991-09-30T00:00:00",
          "1991-10-01T00:00:00",
          "1991-10-02T00:00:00",
          "1991-10-03T00:00:00",
          "1991-10-04T00:00:00",
          "1991-10-05T00:00:00",
          "1991-10-06T00:00:00",
          "1991-10-07T00:00:00",
          "1991-10-08T00:00:00",
          "1991-10-09T00:00:00",
          "1991-10-10T00:00:00",
          "1991-10-11T00:00:00",
          "1991-10-12T00:00:00",
          "1991-10-13T00:00:00",
          "1991-10-14T00:00:00",
          "1991-10-15T00:00:00",
          "1991-10-16T00:00:00",
          "1991-10-17T00:00:00",
          "1991-10-18T00:00:00",
          "1991-10-19T00:00:00",
          "1991-10-20T00:00:00",
          "1991-10-21T00:00:00",
          "1991-10-22T00:00:00",
          "1991-10-23T00:00:00",
          "1991-10-24T00:00:00",
          "1991-10-25T00:00:00",
          "1991-10-26T00:00:00",
          "1991-10-27T00:00:00",
          "1991-10-28T00:00:00",
          "1991-10-29T00:00:00",
          "1991-10-30T00:00:00",
          "1991-10-31T00:00:00",
          "1991-11-01T00:00:00",
          "1991-11-02T00:00:00",
          "1991-11-03T00:00:00",
          "1991-11-04T00:00:00",
          "1991-11-05T00:00:00",
          "1991-11-06T00:00:00",
          "1991-11-07T00:00:00",
          "1991-11-08T00:00:00",
          "1991-11-09T00:00:00",
          "1991-11-10T00:00:00",
          "1991-11-11T00:00:00",
          "1991-11-12T00:00:00",
          "1991-11-13T00:00:00",
          "1991-11-14T00:00:00",
          "1991-11-15T00:00:00",
          "1991-11-16T00:00:00",
          "1991-11-17T00:00:00",
          "1991-11-18T00:00:00",
          "1991-11-19T00:00:00",
          "1991-11-20T00:00:00",
          "1991-11-21T00:00:00",
          "1991-11-22T00:00:00",
          "1991-11-23T00:00:00",
          "1991-11-24T00:00:00",
          "1991-11-25T00:00:00",
          "1991-11-26T00:00:00",
          "1991-11-27T00:00:00",
          "1991-11-28T00:00:00",
          "1991-11-29T00:00:00",
          "1991-11-30T00:00:00",
          "1991-12-01T00:00:00",
          "1991-12-02T00:00:00",
          "1991-12-03T00:00:00",
          "1991-12-04T00:00:00",
          "1991-12-05T00:00:00",
          "1991-12-06T00:00:00",
          "1991-12-07T00:00:00",
          "1991-12-08T00:00:00",
          "1991-12-09T00:00:00",
          "1991-12-10T00:00:00",
          "1991-12-11T00:00:00",
          "1991-12-12T00:00:00",
          "1991-12-13T00:00:00",
          "1991-12-14T00:00:00",
          "1991-12-15T00:00:00",
          "1991-12-16T00:00:00",
          "1991-12-17T00:00:00",
          "1991-12-18T00:00:00",
          "1991-12-19T00:00:00",
          "1991-12-20T00:00:00",
          "1991-12-21T00:00:00",
          "1991-12-22T00:00:00",
          "1991-12-23T00:00:00",
          "1991-12-24T00:00:00",
          "1991-12-25T00:00:00",
          "1991-12-26T00:00:00",
          "1991-12-27T00:00:00",
          "1991-12-28T00:00:00",
          "1991-12-29T00:00:00",
          "1991-12-30T00:00:00",
          "1991-12-31T00:00:00",
          "1992-01-01T00:00:00",
          "1992-01-02T00:00:00",
          "1992-01-03T00:00:00",
          "1992-01-04T00:00:00",
          "1992-01-05T00:00:00",
          "1992-01-06T00:00:00",
          "1992-01-07T00:00:00",
          "1992-01-08T00:00:00",
          "1992-01-09T00:00:00",
          "1992-01-10T00:00:00",
          "1992-01-11T00:00:00",
          "1992-01-12T00:00:00",
          "1992-01-13T00:00:00",
          "1992-01-14T00:00:00",
          "1992-01-15T00:00:00",
          "1992-01-16T00:00:00",
          "1992-01-17T00:00:00",
          "1992-01-18T00:00:00",
          "1992-01-19T00:00:00",
          "1992-01-20T00:00:00",
          "1992-01-21T00:00:00",
          "1992-01-22T00:00:00",
          "1992-01-23T00:00:00",
          "1992-01-24T00:00:00",
          "1992-01-25T00:00:00",
          "1992-01-26T00:00:00",
          "1992-01-27T00:00:00",
          "1992-01-28T00:00:00",
          "1992-01-29T00:00:00",
          "1992-01-30T00:00:00",
          "1992-01-31T00:00:00",
          "1992-02-01T00:00:00",
          "1992-02-02T00:00:00",
          "1992-02-03T00:00:00",
          "1992-02-04T00:00:00",
          "1992-02-05T00:00:00",
          "1992-02-06T00:00:00",
          "1992-02-07T00:00:00",
          "1992-02-08T00:00:00",
          "1992-02-09T00:00:00",
          "1992-02-10T00:00:00",
          "1992-02-11T00:00:00",
          "1992-02-12T00:00:00",
          "1992-02-13T00:00:00",
          "1992-02-14T00:00:00",
          "1992-02-15T00:00:00",
          "1992-02-16T00:00:00",
          "1992-02-17T00:00:00",
          "1992-02-18T00:00:00",
          "1992-02-19T00:00:00",
          "1992-02-20T00:00:00",
          "1992-02-21T00:00:00",
          "1992-02-22T00:00:00",
          "1992-02-23T00:00:00",
          "1992-02-24T00:00:00",
          "1992-02-25T00:00:00",
          "1992-02-26T00:00:00",
          "1992-02-27T00:00:00",
          "1992-02-28T00:00:00",
          "1992-02-29T00:00:00",
          "1992-03-01T00:00:00",
          "1992-03-02T00:00:00",
          "1992-03-03T00:00:00",
          "1992-03-04T00:00:00",
          "1992-03-05T00:00:00",
          "1992-03-06T00:00:00",
          "1992-03-07T00:00:00",
          "1992-03-08T00:00:00",
          "1992-03-09T00:00:00",
          "1992-03-10T00:00:00",
          "1992-03-11T00:00:00",
          "1992-03-12T00:00:00",
          "1992-03-13T00:00:00",
          "1992-03-14T00:00:00",
          "1992-03-15T00:00:00",
          "1992-03-16T00:00:00",
          "1992-03-17T00:00:00",
          "1992-03-18T00:00:00",
          "1992-03-19T00:00:00",
          "1992-03-20T00:00:00",
          "1992-03-21T00:00:00",
          "1992-03-22T00:00:00",
          "1992-03-23T00:00:00",
          "1992-03-24T00:00:00",
          "1992-03-25T00:00:00",
          "1992-03-26T00:00:00",
          "1992-03-27T00:00:00",
          "1992-03-28T00:00:00",
          "1992-03-29T00:00:00",
          "1992-03-30T00:00:00",
          "1992-03-31T00:00:00",
          "1992-04-01T00:00:00",
          "1992-04-02T00:00:00",
          "1992-04-03T00:00:00",
          "1992-04-04T00:00:00",
          "1992-04-05T00:00:00",
          "1992-04-06T00:00:00",
          "1992-04-07T00:00:00",
          "1992-04-08T00:00:00",
          "1992-04-09T00:00:00",
          "1992-04-10T00:00:00",
          "1992-04-11T00:00:00",
          "1992-04-12T00:00:00",
          "1992-04-13T00:00:00",
          "1992-04-14T00:00:00",
          "1992-04-15T00:00:00",
          "1992-04-16T00:00:00",
          "1992-04-17T00:00:00",
          "1992-04-18T00:00:00",
          "1992-04-19T00:00:00",
          "1992-04-20T00:00:00",
          "1992-04-21T00:00:00",
          "1992-04-22T00:00:00",
          "1992-04-23T00:00:00",
          "1992-04-24T00:00:00",
          "1992-04-25T00:00:00",
          "1992-04-26T00:00:00",
          "1992-04-27T00:00:00",
          "1992-04-28T00:00:00",
          "1992-04-29T00:00:00",
          "1992-04-30T00:00:00",
          "1992-05-01T00:00:00",
          "1992-05-02T00:00:00",
          "1992-05-03T00:00:00",
          "1992-05-04T00:00:00",
          "1992-05-05T00:00:00",
          "1992-05-06T00:00:00",
          "1992-05-07T00:00:00",
          "1992-05-08T00:00:00",
          "1992-05-09T00:00:00",
          "1992-05-10T00:00:00",
          "1992-05-11T00:00:00",
          "1992-05-12T00:00:00",
          "1992-05-13T00:00:00",
          "1992-05-14T00:00:00",
          "1992-05-15T00:00:00",
          "1992-05-16T00:00:00",
          "1992-05-17T00:00:00",
          "1992-05-18T00:00:00",
          "1992-05-19T00:00:00",
          "1992-05-20T00:00:00",
          "1992-05-21T00:00:00",
          "1992-05-22T00:00:00",
          "1992-05-23T00:00:00",
          "1992-05-24T00:00:00",
          "1992-05-25T00:00:00",
          "1992-05-26T00:00:00",
          "1992-05-27T00:00:00",
          "1992-05-28T00:00:00",
          "1992-05-29T00:00:00",
          "1992-05-30T00:00:00",
          "1992-05-31T00:00:00",
          "1992-06-01T00:00:00",
          "1992-06-02T00:00:00",
          "1992-06-03T00:00:00",
          "1992-06-04T00:00:00",
          "1992-06-05T00:00:00",
          "1992-06-06T00:00:00",
          "1992-06-07T00:00:00",
          "1992-06-08T00:00:00",
          "1992-06-09T00:00:00",
          "1992-06-10T00:00:00",
          "1992-06-11T00:00:00",
          "1992-06-12T00:00:00",
          "1992-06-13T00:00:00",
          "1992-06-14T00:00:00",
          "1992-06-15T00:00:00",
          "1992-06-16T00:00:00",
          "1992-06-17T00:00:00",
          "1992-06-18T00:00:00",
          "1992-06-19T00:00:00",
          "1992-06-20T00:00:00",
          "1992-06-21T00:00:00",
          "1992-06-22T00:00:00",
          "1992-06-23T00:00:00",
          "1992-06-24T00:00:00",
          "1992-06-25T00:00:00",
          "1992-06-26T00:00:00",
          "1992-06-27T00:00:00",
          "1992-06-28T00:00:00",
          "1992-06-29T00:00:00",
          "1992-06-30T00:00:00",
          "1992-07-01T00:00:00",
          "1992-07-02T00:00:00",
          "1992-07-03T00:00:00",
          "1992-07-04T00:00:00",
          "1992-07-05T00:00:00",
          "1992-07-06T00:00:00",
          "1992-07-07T00:00:00",
          "1992-07-08T00:00:00",
          "1992-07-09T00:00:00"
         ],
         "xaxis": "x",
         "y": [
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          5.63,
          5.501,
          5.276,
          6.436,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null
         ],
         "yaxis": "y"
        },
        {
         "hovertemplate": "variable=prediction<br>date_time=%{x}<br>value=%{y}<extra></extra>",
         "legendgroup": "prediction",
         "line": {
          "color": "#00cc96",
          "dash": "solid"
         },
         "mode": "lines",
         "name": "prediction",
         "showlegend": true,
         "type": "scattergl",
         "x": [
          "1990-08-01T00:00:00",
          "1990-08-02T00:00:00",
          "1990-08-03T00:00:00",
          "1990-08-04T00:00:00",
          "1990-08-05T00:00:00",
          "1990-08-06T00:00:00",
          "1990-08-07T00:00:00",
          "1990-08-08T00:00:00",
          "1990-08-09T00:00:00",
          "1990-08-10T00:00:00",
          "1990-08-11T00:00:00",
          "1990-08-12T00:00:00",
          "1990-08-13T00:00:00",
          "1990-08-14T00:00:00",
          "1990-08-15T00:00:00",
          "1990-08-16T00:00:00",
          "1990-08-17T00:00:00",
          "1990-08-18T00:00:00",
          "1990-08-19T00:00:00",
          "1990-08-20T00:00:00",
          "1990-08-21T00:00:00",
          "1990-08-22T00:00:00",
          "1990-08-23T00:00:00",
          "1990-08-24T00:00:00",
          "1990-08-25T00:00:00",
          "1990-08-26T00:00:00",
          "1990-08-27T00:00:00",
          "1990-08-28T00:00:00",
          "1990-08-29T00:00:00",
          "1990-08-30T00:00:00",
          "1990-08-31T00:00:00",
          "1990-09-01T00:00:00",
          "1990-09-02T00:00:00",
          "1990-09-03T00:00:00",
          "1990-09-04T00:00:00",
          "1990-09-05T00:00:00",
          "1990-09-06T00:00:00",
          "1990-09-07T00:00:00",
          "1990-09-08T00:00:00",
          "1990-09-09T00:00:00",
          "1990-09-10T00:00:00",
          "1990-09-11T00:00:00",
          "1990-09-12T00:00:00",
          "1990-09-13T00:00:00",
          "1990-09-14T00:00:00",
          "1990-09-15T00:00:00",
          "1990-09-16T00:00:00",
          "1990-09-17T00:00:00",
          "1990-09-18T00:00:00",
          "1990-09-19T00:00:00",
          "1990-09-20T00:00:00",
          "1990-09-21T00:00:00",
          "1990-09-22T00:00:00",
          "1990-09-23T00:00:00",
          "1990-09-24T00:00:00",
          "1990-09-25T00:00:00",
          "1990-09-26T00:00:00",
          "1990-09-27T00:00:00",
          "1990-09-28T00:00:00",
          "1990-09-29T00:00:00",
          "1990-09-30T00:00:00",
          "1990-10-01T00:00:00",
          "1990-10-02T00:00:00",
          "1990-10-03T00:00:00",
          "1990-10-04T00:00:00",
          "1990-10-05T00:00:00",
          "1990-10-06T00:00:00",
          "1990-10-07T00:00:00",
          "1990-10-08T00:00:00",
          "1990-10-09T00:00:00",
          "1990-10-10T00:00:00",
          "1990-10-11T00:00:00",
          "1990-10-12T00:00:00",
          "1990-10-13T00:00:00",
          "1990-10-14T00:00:00",
          "1990-10-15T00:00:00",
          "1990-10-16T00:00:00",
          "1990-10-17T00:00:00",
          "1990-10-18T00:00:00",
          "1990-10-19T00:00:00",
          "1990-10-20T00:00:00",
          "1990-10-21T00:00:00",
          "1990-10-22T00:00:00",
          "1990-10-23T00:00:00",
          "1990-10-24T00:00:00",
          "1990-10-25T00:00:00",
          "1990-10-26T00:00:00",
          "1990-10-27T00:00:00",
          "1990-10-28T00:00:00",
          "1990-10-29T00:00:00",
          "1990-10-30T00:00:00",
          "1990-10-31T00:00:00",
          "1990-11-01T00:00:00",
          "1990-11-02T00:00:00",
          "1990-11-03T00:00:00",
          "1990-11-04T00:00:00",
          "1990-11-05T00:00:00",
          "1990-11-06T00:00:00",
          "1990-11-07T00:00:00",
          "1990-11-08T00:00:00",
          "1990-11-09T00:00:00",
          "1990-11-10T00:00:00",
          "1990-11-11T00:00:00",
          "1990-11-12T00:00:00",
          "1990-11-13T00:00:00",
          "1990-11-14T00:00:00",
          "1990-11-15T00:00:00",
          "1990-11-16T00:00:00",
          "1990-11-17T00:00:00",
          "1990-11-18T00:00:00",
          "1990-11-19T00:00:00",
          "1990-11-20T00:00:00",
          "1990-11-21T00:00:00",
          "1990-11-22T00:00:00",
          "1990-11-23T00:00:00",
          "1990-11-24T00:00:00",
          "1990-11-25T00:00:00",
          "1990-11-26T00:00:00",
          "1990-11-27T00:00:00",
          "1990-11-28T00:00:00",
          "1990-11-29T00:00:00",
          "1990-11-30T00:00:00",
          "1990-12-01T00:00:00",
          "1990-12-02T00:00:00",
          "1990-12-03T00:00:00",
          "1990-12-04T00:00:00",
          "1990-12-05T00:00:00",
          "1990-12-06T00:00:00",
          "1990-12-07T00:00:00",
          "1990-12-08T00:00:00",
          "1990-12-09T00:00:00",
          "1990-12-10T00:00:00",
          "1990-12-11T00:00:00",
          "1990-12-12T00:00:00",
          "1990-12-13T00:00:00",
          "1990-12-14T00:00:00",
          "1990-12-15T00:00:00",
          "1990-12-16T00:00:00",
          "1990-12-17T00:00:00",
          "1990-12-18T00:00:00",
          "1990-12-19T00:00:00",
          "1990-12-20T00:00:00",
          "1990-12-21T00:00:00",
          "1990-12-22T00:00:00",
          "1990-12-23T00:00:00",
          "1990-12-24T00:00:00",
          "1990-12-25T00:00:00",
          "1990-12-26T00:00:00",
          "1990-12-27T00:00:00",
          "1990-12-28T00:00:00",
          "1990-12-29T00:00:00",
          "1990-12-30T00:00:00",
          "1990-12-31T00:00:00",
          "1991-01-01T00:00:00",
          "1991-01-02T00:00:00",
          "1991-01-03T00:00:00",
          "1991-01-04T00:00:00",
          "1991-01-05T00:00:00",
          "1991-01-06T00:00:00",
          "1991-01-07T00:00:00",
          "1991-01-08T00:00:00",
          "1991-01-09T00:00:00",
          "1991-01-10T00:00:00",
          "1991-01-11T00:00:00",
          "1991-01-12T00:00:00",
          "1991-01-13T00:00:00",
          "1991-01-14T00:00:00",
          "1991-01-15T00:00:00",
          "1991-01-16T00:00:00",
          "1991-01-17T00:00:00",
          "1991-01-18T00:00:00",
          "1991-01-19T00:00:00",
          "1991-01-20T00:00:00",
          "1991-01-21T00:00:00",
          "1991-01-22T00:00:00",
          "1991-01-23T00:00:00",
          "1991-01-24T00:00:00",
          "1991-01-25T00:00:00",
          "1991-01-26T00:00:00",
          "1991-01-27T00:00:00",
          "1991-01-28T00:00:00",
          "1991-01-29T00:00:00",
          "1991-01-30T00:00:00",
          "1991-01-31T00:00:00",
          "1991-02-01T00:00:00",
          "1991-02-02T00:00:00",
          "1991-02-03T00:00:00",
          "1991-02-04T00:00:00",
          "1991-02-05T00:00:00",
          "1991-02-06T00:00:00",
          "1991-02-07T00:00:00",
          "1991-02-08T00:00:00",
          "1991-02-09T00:00:00",
          "1991-02-10T00:00:00",
          "1991-02-11T00:00:00",
          "1991-02-12T00:00:00",
          "1991-02-13T00:00:00",
          "1991-02-14T00:00:00",
          "1991-02-15T00:00:00",
          "1991-02-16T00:00:00",
          "1991-02-17T00:00:00",
          "1991-02-18T00:00:00",
          "1991-02-19T00:00:00",
          "1991-02-20T00:00:00",
          "1991-02-21T00:00:00",
          "1991-02-22T00:00:00",
          "1991-02-23T00:00:00",
          "1991-02-24T00:00:00",
          "1991-02-25T00:00:00",
          "1991-02-26T00:00:00",
          "1991-02-27T00:00:00",
          "1991-02-28T00:00:00",
          "1991-03-01T00:00:00",
          "1991-03-02T00:00:00",
          "1991-03-03T00:00:00",
          "1991-03-04T00:00:00",
          "1991-03-05T00:00:00",
          "1991-03-06T00:00:00",
          "1991-03-07T00:00:00",
          "1991-03-08T00:00:00",
          "1991-03-09T00:00:00",
          "1991-03-10T00:00:00",
          "1991-03-11T00:00:00",
          "1991-03-12T00:00:00",
          "1991-03-13T00:00:00",
          "1991-03-14T00:00:00",
          "1991-03-15T00:00:00",
          "1991-03-16T00:00:00",
          "1991-03-17T00:00:00",
          "1991-03-18T00:00:00",
          "1991-03-19T00:00:00",
          "1991-03-20T00:00:00",
          "1991-03-21T00:00:00",
          "1991-03-22T00:00:00",
          "1991-03-23T00:00:00",
          "1991-03-24T00:00:00",
          "1991-03-25T00:00:00",
          "1991-03-26T00:00:00",
          "1991-03-27T00:00:00",
          "1991-03-28T00:00:00",
          "1991-03-29T00:00:00",
          "1991-03-30T00:00:00",
          "1991-03-31T00:00:00",
          "1991-04-01T00:00:00",
          "1991-04-02T00:00:00",
          "1991-04-03T00:00:00",
          "1991-04-04T00:00:00",
          "1991-04-05T00:00:00",
          "1991-04-06T00:00:00",
          "1991-04-07T00:00:00",
          "1991-04-08T00:00:00",
          "1991-04-09T00:00:00",
          "1991-04-10T00:00:00",
          "1991-04-11T00:00:00",
          "1991-04-12T00:00:00",
          "1991-04-13T00:00:00",
          "1991-04-14T00:00:00",
          "1991-04-15T00:00:00",
          "1991-04-16T00:00:00",
          "1991-04-17T00:00:00",
          "1991-04-18T00:00:00",
          "1991-04-19T00:00:00",
          "1991-04-20T00:00:00",
          "1991-04-21T00:00:00",
          "1991-04-22T00:00:00",
          "1991-04-23T00:00:00",
          "1991-04-24T00:00:00",
          "1991-04-25T00:00:00",
          "1991-04-26T00:00:00",
          "1991-04-27T00:00:00",
          "1991-04-28T00:00:00",
          "1991-04-29T00:00:00",
          "1991-04-30T00:00:00",
          "1991-05-01T00:00:00",
          "1991-05-02T00:00:00",
          "1991-05-03T00:00:00",
          "1991-05-04T00:00:00",
          "1991-05-05T00:00:00",
          "1991-05-06T00:00:00",
          "1991-05-07T00:00:00",
          "1991-05-08T00:00:00",
          "1991-05-09T00:00:00",
          "1991-05-10T00:00:00",
          "1991-05-11T00:00:00",
          "1991-05-12T00:00:00",
          "1991-05-13T00:00:00",
          "1991-05-14T00:00:00",
          "1991-05-15T00:00:00",
          "1991-05-16T00:00:00",
          "1991-05-17T00:00:00",
          "1991-05-18T00:00:00",
          "1991-05-19T00:00:00",
          "1991-05-20T00:00:00",
          "1991-05-21T00:00:00",
          "1991-05-22T00:00:00",
          "1991-05-23T00:00:00",
          "1991-05-24T00:00:00",
          "1991-05-25T00:00:00",
          "1991-05-26T00:00:00",
          "1991-05-27T00:00:00",
          "1991-05-28T00:00:00",
          "1991-05-29T00:00:00",
          "1991-05-30T00:00:00",
          "1991-05-31T00:00:00",
          "1991-06-01T00:00:00",
          "1991-06-02T00:00:00",
          "1991-06-03T00:00:00",
          "1991-06-04T00:00:00",
          "1991-06-05T00:00:00",
          "1991-06-06T00:00:00",
          "1991-06-07T00:00:00",
          "1991-06-08T00:00:00",
          "1991-06-09T00:00:00",
          "1991-06-10T00:00:00",
          "1991-06-11T00:00:00",
          "1991-06-12T00:00:00",
          "1991-06-13T00:00:00",
          "1991-06-14T00:00:00",
          "1991-06-15T00:00:00",
          "1991-06-16T00:00:00",
          "1991-06-17T00:00:00",
          "1991-06-18T00:00:00",
          "1991-06-19T00:00:00",
          "1991-06-20T00:00:00",
          "1991-06-21T00:00:00",
          "1991-06-22T00:00:00",
          "1991-06-23T00:00:00",
          "1991-06-24T00:00:00",
          "1991-06-25T00:00:00",
          "1991-06-26T00:00:00",
          "1991-06-27T00:00:00",
          "1991-06-28T00:00:00",
          "1991-06-29T00:00:00",
          "1991-06-30T00:00:00",
          "1991-07-01T00:00:00",
          "1991-07-02T00:00:00",
          "1991-07-03T00:00:00",
          "1991-07-04T00:00:00",
          "1991-07-05T00:00:00",
          "1991-07-06T00:00:00",
          "1991-07-07T00:00:00",
          "1991-07-08T00:00:00",
          "1991-07-09T00:00:00",
          "1991-07-10T00:00:00",
          "1991-07-11T00:00:00",
          "1991-07-12T00:00:00",
          "1991-07-13T00:00:00",
          "1991-07-14T00:00:00",
          "1991-07-15T00:00:00",
          "1991-07-16T00:00:00",
          "1991-07-17T00:00:00",
          "1991-07-18T00:00:00",
          "1991-07-19T00:00:00",
          "1991-07-20T00:00:00",
          "1991-07-21T00:00:00",
          "1991-07-22T00:00:00",
          "1991-07-23T00:00:00",
          "1991-07-24T00:00:00",
          "1991-07-25T00:00:00",
          "1991-07-26T00:00:00",
          "1991-07-27T00:00:00",
          "1991-07-28T00:00:00",
          "1991-07-29T00:00:00",
          "1991-07-30T00:00:00",
          "1991-07-31T00:00:00",
          "1991-08-01T00:00:00",
          "1991-08-02T00:00:00",
          "1991-08-03T00:00:00",
          "1991-08-04T00:00:00",
          "1991-08-05T00:00:00",
          "1991-08-06T00:00:00",
          "1991-08-07T00:00:00",
          "1991-08-08T00:00:00",
          "1991-08-09T00:00:00",
          "1991-08-10T00:00:00",
          "1991-08-11T00:00:00",
          "1991-08-12T00:00:00",
          "1991-08-13T00:00:00",
          "1991-08-14T00:00:00",
          "1991-08-15T00:00:00",
          "1991-08-16T00:00:00",
          "1991-08-17T00:00:00",
          "1991-08-18T00:00:00",
          "1991-08-19T00:00:00",
          "1991-08-20T00:00:00",
          "1991-08-21T00:00:00",
          "1991-08-22T00:00:00",
          "1991-08-23T00:00:00",
          "1991-08-24T00:00:00",
          "1991-08-25T00:00:00",
          "1991-08-26T00:00:00",
          "1991-08-27T00:00:00",
          "1991-08-28T00:00:00",
          "1991-08-29T00:00:00",
          "1991-08-30T00:00:00",
          "1991-08-31T00:00:00",
          "1991-09-01T00:00:00",
          "1991-09-02T00:00:00",
          "1991-09-03T00:00:00",
          "1991-09-04T00:00:00",
          "1991-09-05T00:00:00",
          "1991-09-06T00:00:00",
          "1991-09-07T00:00:00",
          "1991-09-08T00:00:00",
          "1991-09-09T00:00:00",
          "1991-09-10T00:00:00",
          "1991-09-11T00:00:00",
          "1991-09-12T00:00:00",
          "1991-09-13T00:00:00",
          "1991-09-14T00:00:00",
          "1991-09-15T00:00:00",
          "1991-09-16T00:00:00",
          "1991-09-17T00:00:00",
          "1991-09-18T00:00:00",
          "1991-09-19T00:00:00",
          "1991-09-20T00:00:00",
          "1991-09-21T00:00:00",
          "1991-09-22T00:00:00",
          "1991-09-23T00:00:00",
          "1991-09-24T00:00:00",
          "1991-09-25T00:00:00",
          "1991-09-26T00:00:00",
          "1991-09-27T00:00:00",
          "1991-09-28T00:00:00",
          "1991-09-29T00:00:00",
          "1991-09-30T00:00:00",
          "1991-10-01T00:00:00",
          "1991-10-02T00:00:00",
          "1991-10-03T00:00:00",
          "1991-10-04T00:00:00",
          "1991-10-05T00:00:00",
          "1991-10-06T00:00:00",
          "1991-10-07T00:00:00",
          "1991-10-08T00:00:00",
          "1991-10-09T00:00:00",
          "1991-10-10T00:00:00",
          "1991-10-11T00:00:00",
          "1991-10-12T00:00:00",
          "1991-10-13T00:00:00",
          "1991-10-14T00:00:00",
          "1991-10-15T00:00:00",
          "1991-10-16T00:00:00",
          "1991-10-17T00:00:00",
          "1991-10-18T00:00:00",
          "1991-10-19T00:00:00",
          "1991-10-20T00:00:00",
          "1991-10-21T00:00:00",
          "1991-10-22T00:00:00",
          "1991-10-23T00:00:00",
          "1991-10-24T00:00:00",
          "1991-10-25T00:00:00",
          "1991-10-26T00:00:00",
          "1991-10-27T00:00:00",
          "1991-10-28T00:00:00",
          "1991-10-29T00:00:00",
          "1991-10-30T00:00:00",
          "1991-10-31T00:00:00",
          "1991-11-01T00:00:00",
          "1991-11-02T00:00:00",
          "1991-11-03T00:00:00",
          "1991-11-04T00:00:00",
          "1991-11-05T00:00:00",
          "1991-11-06T00:00:00",
          "1991-11-07T00:00:00",
          "1991-11-08T00:00:00",
          "1991-11-09T00:00:00",
          "1991-11-10T00:00:00",
          "1991-11-11T00:00:00",
          "1991-11-12T00:00:00",
          "1991-11-13T00:00:00",
          "1991-11-14T00:00:00",
          "1991-11-15T00:00:00",
          "1991-11-16T00:00:00",
          "1991-11-17T00:00:00",
          "1991-11-18T00:00:00",
          "1991-11-19T00:00:00",
          "1991-11-20T00:00:00",
          "1991-11-21T00:00:00",
          "1991-11-22T00:00:00",
          "1991-11-23T00:00:00",
          "1991-11-24T00:00:00",
          "1991-11-25T00:00:00",
          "1991-11-26T00:00:00",
          "1991-11-27T00:00:00",
          "1991-11-28T00:00:00",
          "1991-11-29T00:00:00",
          "1991-11-30T00:00:00",
          "1991-12-01T00:00:00",
          "1991-12-02T00:00:00",
          "1991-12-03T00:00:00",
          "1991-12-04T00:00:00",
          "1991-12-05T00:00:00",
          "1991-12-06T00:00:00",
          "1991-12-07T00:00:00",
          "1991-12-08T00:00:00",
          "1991-12-09T00:00:00",
          "1991-12-10T00:00:00",
          "1991-12-11T00:00:00",
          "1991-12-12T00:00:00",
          "1991-12-13T00:00:00",
          "1991-12-14T00:00:00",
          "1991-12-15T00:00:00",
          "1991-12-16T00:00:00",
          "1991-12-17T00:00:00",
          "1991-12-18T00:00:00",
          "1991-12-19T00:00:00",
          "1991-12-20T00:00:00",
          "1991-12-21T00:00:00",
          "1991-12-22T00:00:00",
          "1991-12-23T00:00:00",
          "1991-12-24T00:00:00",
          "1991-12-25T00:00:00",
          "1991-12-26T00:00:00",
          "1991-12-27T00:00:00",
          "1991-12-28T00:00:00",
          "1991-12-29T00:00:00",
          "1991-12-30T00:00:00",
          "1991-12-31T00:00:00",
          "1992-01-01T00:00:00",
          "1992-01-02T00:00:00",
          "1992-01-03T00:00:00",
          "1992-01-04T00:00:00",
          "1992-01-05T00:00:00",
          "1992-01-06T00:00:00",
          "1992-01-07T00:00:00",
          "1992-01-08T00:00:00",
          "1992-01-09T00:00:00",
          "1992-01-10T00:00:00",
          "1992-01-11T00:00:00",
          "1992-01-12T00:00:00",
          "1992-01-13T00:00:00",
          "1992-01-14T00:00:00",
          "1992-01-15T00:00:00",
          "1992-01-16T00:00:00",
          "1992-01-17T00:00:00",
          "1992-01-18T00:00:00",
          "1992-01-19T00:00:00",
          "1992-01-20T00:00:00",
          "1992-01-21T00:00:00",
          "1992-01-22T00:00:00",
          "1992-01-23T00:00:00",
          "1992-01-24T00:00:00",
          "1992-01-25T00:00:00",
          "1992-01-26T00:00:00",
          "1992-01-27T00:00:00",
          "1992-01-28T00:00:00",
          "1992-01-29T00:00:00",
          "1992-01-30T00:00:00",
          "1992-01-31T00:00:00",
          "1992-02-01T00:00:00",
          "1992-02-02T00:00:00",
          "1992-02-03T00:00:00",
          "1992-02-04T00:00:00",
          "1992-02-05T00:00:00",
          "1992-02-06T00:00:00",
          "1992-02-07T00:00:00",
          "1992-02-08T00:00:00",
          "1992-02-09T00:00:00",
          "1992-02-10T00:00:00",
          "1992-02-11T00:00:00",
          "1992-02-12T00:00:00",
          "1992-02-13T00:00:00",
          "1992-02-14T00:00:00",
          "1992-02-15T00:00:00",
          "1992-02-16T00:00:00",
          "1992-02-17T00:00:00",
          "1992-02-18T00:00:00",
          "1992-02-19T00:00:00",
          "1992-02-20T00:00:00",
          "1992-02-21T00:00:00",
          "1992-02-22T00:00:00",
          "1992-02-23T00:00:00",
          "1992-02-24T00:00:00",
          "1992-02-25T00:00:00",
          "1992-02-26T00:00:00",
          "1992-02-27T00:00:00",
          "1992-02-28T00:00:00",
          "1992-02-29T00:00:00",
          "1992-03-01T00:00:00",
          "1992-03-02T00:00:00",
          "1992-03-03T00:00:00",
          "1992-03-04T00:00:00",
          "1992-03-05T00:00:00",
          "1992-03-06T00:00:00",
          "1992-03-07T00:00:00",
          "1992-03-08T00:00:00",
          "1992-03-09T00:00:00",
          "1992-03-10T00:00:00",
          "1992-03-11T00:00:00",
          "1992-03-12T00:00:00",
          "1992-03-13T00:00:00",
          "1992-03-14T00:00:00",
          "1992-03-15T00:00:00",
          "1992-03-16T00:00:00",
          "1992-03-17T00:00:00",
          "1992-03-18T00:00:00",
          "1992-03-19T00:00:00",
          "1992-03-20T00:00:00",
          "1992-03-21T00:00:00",
          "1992-03-22T00:00:00",
          "1992-03-23T00:00:00",
          "1992-03-24T00:00:00",
          "1992-03-25T00:00:00",
          "1992-03-26T00:00:00",
          "1992-03-27T00:00:00",
          "1992-03-28T00:00:00",
          "1992-03-29T00:00:00",
          "1992-03-30T00:00:00",
          "1992-03-31T00:00:00",
          "1992-04-01T00:00:00",
          "1992-04-02T00:00:00",
          "1992-04-03T00:00:00",
          "1992-04-04T00:00:00",
          "1992-04-05T00:00:00",
          "1992-04-06T00:00:00",
          "1992-04-07T00:00:00",
          "1992-04-08T00:00:00",
          "1992-04-09T00:00:00",
          "1992-04-10T00:00:00",
          "1992-04-11T00:00:00",
          "1992-04-12T00:00:00",
          "1992-04-13T00:00:00",
          "1992-04-14T00:00:00",
          "1992-04-15T00:00:00",
          "1992-04-16T00:00:00",
          "1992-04-17T00:00:00",
          "1992-04-18T00:00:00",
          "1992-04-19T00:00:00",
          "1992-04-20T00:00:00",
          "1992-04-21T00:00:00",
          "1992-04-22T00:00:00",
          "1992-04-23T00:00:00",
          "1992-04-24T00:00:00",
          "1992-04-25T00:00:00",
          "1992-04-26T00:00:00",
          "1992-04-27T00:00:00",
          "1992-04-28T00:00:00",
          "1992-04-29T00:00:00",
          "1992-04-30T00:00:00",
          "1992-05-01T00:00:00",
          "1992-05-02T00:00:00",
          "1992-05-03T00:00:00",
          "1992-05-04T00:00:00",
          "1992-05-05T00:00:00",
          "1992-05-06T00:00:00",
          "1992-05-07T00:00:00",
          "1992-05-08T00:00:00",
          "1992-05-09T00:00:00",
          "1992-05-10T00:00:00",
          "1992-05-11T00:00:00",
          "1992-05-12T00:00:00",
          "1992-05-13T00:00:00",
          "1992-05-14T00:00:00",
          "1992-05-15T00:00:00",
          "1992-05-16T00:00:00",
          "1992-05-17T00:00:00",
          "1992-05-18T00:00:00",
          "1992-05-19T00:00:00",
          "1992-05-20T00:00:00",
          "1992-05-21T00:00:00",
          "1992-05-22T00:00:00",
          "1992-05-23T00:00:00",
          "1992-05-24T00:00:00",
          "1992-05-25T00:00:00",
          "1992-05-26T00:00:00",
          "1992-05-27T00:00:00",
          "1992-05-28T00:00:00",
          "1992-05-29T00:00:00",
          "1992-05-30T00:00:00",
          "1992-05-31T00:00:00",
          "1992-06-01T00:00:00",
          "1992-06-02T00:00:00",
          "1992-06-03T00:00:00",
          "1992-06-04T00:00:00",
          "1992-06-05T00:00:00",
          "1992-06-06T00:00:00",
          "1992-06-07T00:00:00",
          "1992-06-08T00:00:00",
          "1992-06-09T00:00:00",
          "1992-06-10T00:00:00",
          "1992-06-11T00:00:00",
          "1992-06-12T00:00:00",
          "1992-06-13T00:00:00",
          "1992-06-14T00:00:00",
          "1992-06-15T00:00:00",
          "1992-06-16T00:00:00",
          "1992-06-17T00:00:00",
          "1992-06-18T00:00:00",
          "1992-06-19T00:00:00",
          "1992-06-20T00:00:00",
          "1992-06-21T00:00:00",
          "1992-06-22T00:00:00",
          "1992-06-23T00:00:00",
          "1992-06-24T00:00:00",
          "1992-06-25T00:00:00",
          "1992-06-26T00:00:00",
          "1992-06-27T00:00:00",
          "1992-06-28T00:00:00",
          "1992-06-29T00:00:00",
          "1992-06-30T00:00:00",
          "1992-07-01T00:00:00",
          "1992-07-02T00:00:00",
          "1992-07-03T00:00:00",
          "1992-07-04T00:00:00",
          "1992-07-05T00:00:00",
          "1992-07-06T00:00:00",
          "1992-07-07T00:00:00",
          "1992-07-08T00:00:00",
          "1992-07-09T00:00:00"
         ],
         "xaxis": "x",
         "y": [
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          5.793320175548115,
          5.798343818945786,
          5.9006902599717,
          6.006554825543324,
          5.962828985535452,
          5.737021535987035,
          5.883930729960389,
          5.940284063813153,
          5.58246746073287,
          5.509344127183224,
          5.6774432226330545,
          5.795319654108057,
          5.690787880426327,
          5.907090471747194,
          5.797950857499489,
          5.621222290768453,
          5.505355557204832,
          5.170640596982674,
          5.09859818522747,
          5.128582128714634,
          5.012982948941622,
          5.0784928995018355,
          4.825346913298013,
          4.960289000296468,
          4.986393387361885,
          4.968681957825016,
          5.008477887578799,
          4.950340973567169,
          5.0037566406559755,
          5.5407147400502375,
          5.679156652357937,
          5.844588052432264,
          5.951152489952539,
          6.065157453470595,
          5.825742905193641,
          5.802454079094971,
          5.562155703194397,
          5.515302046061634,
          5.541854734932492,
          5.7058361971723475,
          5.581113983421693,
          5.673392559783227,
          5.60553978451601,
          5.285586652647019,
          5.304742954555456,
          5.505738491539631,
          5.0299471135119935,
          4.944063472564954,
          4.83603015604498,
          4.867244244290807,
          5.020452401143207,
          5.002969105925712,
          4.952851835695655,
          4.846687551152041,
          4.629826460549147,
          4.576396620746186,
          4.478236502253207,
          4.717217689186998,
          4.4086450247395375,
          4.485953663481745,
          4.523077570699408,
          4.407017953049327,
          4.4739505632503835,
          4.292467641087971,
          4.288171012885428,
          4.448183574936398,
          4.646019420477831,
          4.443265497791678,
          4.502591673958995,
          4.59899087339281,
          4.404379350112932,
          4.139998626820205,
          3.9932281198868815,
          4.110344879219024,
          4.504218209387865,
          4.5989287328308555,
          4.983317715335061,
          4.8638024788157095,
          4.944100288588308,
          4.823633235220508,
          4.8852619654426075,
          4.941426025424765,
          4.82433450818282,
          4.695151046595835,
          4.60424728910806,
          4.489060140909269,
          4.4964843833432235,
          4.764394848644477,
          4.748779804552486,
          4.676225506007581
         ],
         "yaxis": "y"
        }
       ],
       "layout": {
        "height": 500,
        "legend": {
         "title": {
          "text": "variable"
         },
         "tracegroupgap": 0
        },
        "template": {
         "data": {
          "bar": [
           {
            "error_x": {
             "color": "#2a3f5f"
            },
            "error_y": {
             "color": "#2a3f5f"
            },
            "marker": {
             "line": {
              "color": "#E5ECF6",
              "width": 0.5
             }
            },
            "type": "bar"
           }
          ],
          "barpolar": [
           {
            "marker": {
             "line": {
              "color": "#E5ECF6",
              "width": 0.5
             }
            },
            "type": "barpolar"
           }
          ],
          "carpet": [
           {
            "aaxis": {
             "endlinecolor": "#2a3f5f",
             "gridcolor": "white",
             "linecolor": "white",
             "minorgridcolor": "white",
             "startlinecolor": "#2a3f5f"
            },
            "baxis": {
             "endlinecolor": "#2a3f5f",
             "gridcolor": "white",
             "linecolor": "white",
             "minorgridcolor": "white",
             "startlinecolor": "#2a3f5f"
            },
            "type": "carpet"
           }
          ],
          "choropleth": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "choropleth"
           }
          ],
          "contour": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "contour"
           }
          ],
          "contourcarpet": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "contourcarpet"
           }
          ],
          "heatmap": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "heatmap"
           }
          ],
          "heatmapgl": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "heatmapgl"
           }
          ],
          "histogram": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "histogram"
           }
          ],
          "histogram2d": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "histogram2d"
           }
          ],
          "histogram2dcontour": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "histogram2dcontour"
           }
          ],
          "mesh3d": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "mesh3d"
           }
          ],
          "parcoords": [
           {
            "line": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "parcoords"
           }
          ],
          "pie": [
           {
            "automargin": true,
            "type": "pie"
           }
          ],
          "scatter": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatter"
           }
          ],
          "scatter3d": [
           {
            "line": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatter3d"
           }
          ],
          "scattercarpet": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattercarpet"
           }
          ],
          "scattergeo": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattergeo"
           }
          ],
          "scattergl": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattergl"
           }
          ],
          "scattermapbox": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattermapbox"
           }
          ],
          "scatterpolar": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterpolar"
           }
          ],
          "scatterpolargl": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterpolargl"
           }
          ],
          "scatterternary": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterternary"
           }
          ],
          "surface": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "surface"
           }
          ],
          "table": [
           {
            "cells": {
             "fill": {
              "color": "#EBF0F8"
             },
             "line": {
              "color": "white"
             }
            },
            "header": {
             "fill": {
              "color": "#C8D4E3"
             },
             "line": {
              "color": "white"
             }
            },
            "type": "table"
           }
          ]
         },
         "layout": {
          "annotationdefaults": {
           "arrowcolor": "#2a3f5f",
           "arrowhead": 0,
           "arrowwidth": 1
          },
          "autotypenumbers": "strict",
          "coloraxis": {
           "colorbar": {
            "outlinewidth": 0,
            "ticks": ""
           }
          },
          "colorscale": {
           "diverging": [
            [
             0,
             "#8e0152"
            ],
            [
             0.1,
             "#c51b7d"
            ],
            [
             0.2,
             "#de77ae"
            ],
            [
             0.3,
             "#f1b6da"
            ],
            [
             0.4,
             "#fde0ef"
            ],
            [
             0.5,
             "#f7f7f7"
            ],
            [
             0.6,
             "#e6f5d0"
            ],
            [
             0.7,
             "#b8e186"
            ],
            [
             0.8,
             "#7fbc41"
            ],
            [
             0.9,
             "#4d9221"
            ],
            [
             1,
             "#276419"
            ]
           ],
           "sequential": [
            [
             0,
             "#0d0887"
            ],
            [
             0.1111111111111111,
             "#46039f"
            ],
            [
             0.2222222222222222,
             "#7201a8"
            ],
            [
             0.3333333333333333,
             "#9c179e"
            ],
            [
             0.4444444444444444,
             "#bd3786"
            ],
            [
             0.5555555555555556,
             "#d8576b"
            ],
            [
             0.6666666666666666,
             "#ed7953"
            ],
            [
             0.7777777777777778,
             "#fb9f3a"
            ],
            [
             0.8888888888888888,
             "#fdca26"
            ],
            [
             1,
             "#f0f921"
            ]
           ],
           "sequentialminus": [
            [
             0,
             "#0d0887"
            ],
            [
             0.1111111111111111,
             "#46039f"
            ],
            [
             0.2222222222222222,
             "#7201a8"
            ],
            [
             0.3333333333333333,
             "#9c179e"
            ],
            [
             0.4444444444444444,
             "#bd3786"
            ],
            [
             0.5555555555555556,
             "#d8576b"
            ],
            [
             0.6666666666666666,
             "#ed7953"
            ],
            [
             0.7777777777777778,
             "#fb9f3a"
            ],
            [
             0.8888888888888888,
             "#fdca26"
            ],
            [
             1,
             "#f0f921"
            ]
           ]
          },
          "colorway": [
           "#636efa",
           "#EF553B",
           "#00cc96",
           "#ab63fa",
           "#FFA15A",
           "#19d3f3",
           "#FF6692",
           "#B6E880",
           "#FF97FF",
           "#FECB52"
          ],
          "font": {
           "color": "#2a3f5f"
          },
          "geo": {
           "bgcolor": "white",
           "lakecolor": "white",
           "landcolor": "#E5ECF6",
           "showlakes": true,
           "showland": true,
           "subunitcolor": "white"
          },
          "hoverlabel": {
           "align": "left"
          },
          "hovermode": "closest",
          "mapbox": {
           "style": "light"
          },
          "paper_bgcolor": "white",
          "plot_bgcolor": "#E5ECF6",
          "polar": {
           "angularaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "bgcolor": "#E5ECF6",
           "radialaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           }
          },
          "scene": {
           "xaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           },
           "yaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           },
           "zaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           }
          },
          "shapedefaults": {
           "line": {
            "color": "#2a3f5f"
           }
          },
          "ternary": {
           "aaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "baxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "bgcolor": "#E5ECF6",
           "caxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           }
          },
          "title": {
           "x": 0.05
          },
          "xaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "white",
           "zerolinewidth": 2
          },
          "yaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "white",
           "zerolinewidth": 2
          }
         }
        },
        "title": {
         "text": "Number of users"
        },
        "width": 900,
        "xaxis": {
         "anchor": "y",
         "domain": [
          0,
          1
         ],
         "rangeslider": {
          "visible": true
         },
         "title": {
          "text": "date_time"
         }
        },
        "yaxis": {
         "anchor": "x",
         "domain": [
          0,
          1
         ],
         "title": {
          "text": "value"
         }
        }
       }
      },
      "text/html": [
       "<div>                            <div id=\"287f3c2e-6632-4d3c-a1f7-75030c0a6cc9\" class=\"plotly-graph-div\" style=\"height:500px; width:900px;\"></div>            <script type=\"text/javascript\">                require([\"plotly\"], function(Plotly) {                    window.PLOTLYENV=window.PLOTLYENV || {};                                    if (document.getElementById(\"287f3c2e-6632-4d3c-a1f7-75030c0a6cc9\")) {                    Plotly.newPlot(                        \"287f3c2e-6632-4d3c-a1f7-75030c0a6cc9\",                        [{\"hovertemplate\": \"variable=train<br>date_time=%{x}<br>value=%{y}<extra></extra>\", \"legendgroup\": \"train\", \"line\": {\"color\": \"#636efa\", \"dash\": \"solid\"}, \"mode\": \"lines\", \"name\": \"train\", \"showlegend\": true, \"type\": \"scattergl\", \"x\": [\"1990-08-01T00:00:00\", \"1990-08-02T00:00:00\", \"1990-08-03T00:00:00\", \"1990-08-04T00:00:00\", \"1990-08-05T00:00:00\", \"1990-08-06T00:00:00\", \"1990-08-07T00:00:00\", \"1990-08-08T00:00:00\", \"1990-08-09T00:00:00\", \"1990-08-10T00:00:00\", \"1990-08-11T00:00:00\", \"1990-08-12T00:00:00\", \"1990-08-13T00:00:00\", \"1990-08-14T00:00:00\", \"1990-08-15T00:00:00\", \"1990-08-16T00:00:00\", \"1990-08-17T00:00:00\", \"1990-08-18T00:00:00\", \"1990-08-19T00:00:00\", \"1990-08-20T00:00:00\", \"1990-08-21T00:00:00\", \"1990-08-22T00:00:00\", \"1990-08-23T00:00:00\", \"1990-08-24T00:00:00\", \"1990-08-25T00:00:00\", \"1990-08-26T00:00:00\", \"1990-08-27T00:00:00\", \"1990-08-28T00:00:00\", \"1990-08-29T00:00:00\", \"1990-08-30T00:00:00\", \"1990-08-31T00:00:00\", \"1990-09-01T00:00:00\", \"1990-09-02T00:00:00\", \"1990-09-03T00:00:00\", \"1990-09-04T00:00:00\", \"1990-09-05T00:00:00\", \"1990-09-06T00:00:00\", \"1990-09-07T00:00:00\", \"1990-09-08T00:00:00\", \"1990-09-09T00:00:00\", \"1990-09-10T00:00:00\", \"1990-09-11T00:00:00\", \"1990-09-12T00:00:00\", \"1990-09-13T00:00:00\", \"1990-09-14T00:00:00\", \"1990-09-15T00:00:00\", \"1990-09-16T00:00:00\", \"1990-09-17T00:00:00\", \"1990-09-18T00:00:00\", \"1990-09-19T00:00:00\", \"1990-09-20T00:00:00\", \"1990-09-21T00:00:00\", \"1990-09-22T00:00:00\", \"1990-09-23T00:00:00\", \"1990-09-24T00:00:00\", \"1990-09-25T00:00:00\", \"1990-09-26T00:00:00\", \"1990-09-27T00:00:00\", \"1990-09-28T00:00:00\", \"1990-09-29T00:00:00\", \"1990-09-30T00:00:00\", \"1990-10-01T00:00:00\", \"1990-10-02T00:00:00\", \"1990-10-03T00:00:00\", \"1990-10-04T00:00:00\", \"1990-10-05T00:00:00\", \"1990-10-06T00:00:00\", \"1990-10-07T00:00:00\", \"1990-10-08T00:00:00\", \"1990-10-09T00:00:00\", \"1990-10-10T00:00:00\", \"1990-10-11T00:00:00\", \"1990-10-12T00:00:00\", \"1990-10-13T00:00:00\", \"1990-10-14T00:00:00\", \"1990-10-15T00:00:00\", \"1990-10-16T00:00:00\", \"1990-10-17T00:00:00\", \"1990-10-18T00:00:00\", \"1990-10-19T00:00:00\", \"1990-10-20T00:00:00\", \"1990-10-21T00:00:00\", \"1990-10-22T00:00:00\", \"1990-10-23T00:00:00\", \"1990-10-24T00:00:00\", \"1990-10-25T00:00:00\", \"1990-10-26T00:00:00\", \"1990-10-27T00:00:00\", \"1990-10-28T00:00:00\", \"1990-10-29T00:00:00\", \"1990-10-30T00:00:00\", \"1990-10-31T00:00:00\", \"1990-11-01T00:00:00\", \"1990-11-02T00:00:00\", \"1990-11-03T00:00:00\", \"1990-11-04T00:00:00\", \"1990-11-05T00:00:00\", \"1990-11-06T00:00:00\", \"1990-11-07T00:00:00\", \"1990-11-08T00:00:00\", \"1990-11-09T00:00:00\", \"1990-11-10T00:00:00\", \"1990-11-11T00:00:00\", \"1990-11-12T00:00:00\", \"1990-11-13T00:00:00\", \"1990-11-14T00:00:00\", \"1990-11-15T00:00:00\", \"1990-11-16T00:00:00\", \"1990-11-17T00:00:00\", \"1990-11-18T00:00:00\", \"1990-11-19T00:00:00\", \"1990-11-20T00:00:00\", \"1990-11-21T00:00:00\", \"1990-11-22T00:00:00\", \"1990-11-23T00:00:00\", \"1990-11-24T00:00:00\", \"1990-11-25T00:00:00\", \"1990-11-26T00:00:00\", \"1990-11-27T00:00:00\", \"1990-11-28T00:00:00\", \"1990-11-29T00:00:00\", \"1990-11-30T00:00:00\", \"1990-12-01T00:00:00\", \"1990-12-02T00:00:00\", \"1990-12-03T00:00:00\", \"1990-12-04T00:00:00\", \"1990-12-05T00:00:00\", \"1990-12-06T00:00:00\", \"1990-12-07T00:00:00\", \"1990-12-08T00:00:00\", \"1990-12-09T00:00:00\", \"1990-12-10T00:00:00\", \"1990-12-11T00:00:00\", \"1990-12-12T00:00:00\", \"1990-12-13T00:00:00\", \"1990-12-14T00:00:00\", \"1990-12-15T00:00:00\", \"1990-12-16T00:00:00\", \"1990-12-17T00:00:00\", \"1990-12-18T00:00:00\", \"1990-12-19T00:00:00\", \"1990-12-20T00:00:00\", \"1990-12-21T00:00:00\", \"1990-12-22T00:00:00\", \"1990-12-23T00:00:00\", \"1990-12-24T00:00:00\", \"1990-12-25T00:00:00\", \"1990-12-26T00:00:00\", \"1990-12-27T00:00:00\", \"1990-12-28T00:00:00\", \"1990-12-29T00:00:00\", \"1990-12-30T00:00:00\", \"1990-12-31T00:00:00\", \"1991-01-01T00:00:00\", \"1991-01-02T00:00:00\", \"1991-01-03T00:00:00\", \"1991-01-04T00:00:00\", \"1991-01-05T00:00:00\", \"1991-01-06T00:00:00\", \"1991-01-07T00:00:00\", \"1991-01-08T00:00:00\", \"1991-01-09T00:00:00\", \"1991-01-10T00:00:00\", \"1991-01-11T00:00:00\", \"1991-01-12T00:00:00\", \"1991-01-13T00:00:00\", \"1991-01-14T00:00:00\", \"1991-01-15T00:00:00\", \"1991-01-16T00:00:00\", \"1991-01-17T00:00:00\", \"1991-01-18T00:00:00\", \"1991-01-19T00:00:00\", \"1991-01-20T00:00:00\", \"1991-01-21T00:00:00\", \"1991-01-22T00:00:00\", \"1991-01-23T00:00:00\", \"1991-01-24T00:00:00\", \"1991-01-25T00:00:00\", \"1991-01-26T00:00:00\", \"1991-01-27T00:00:00\", \"1991-01-28T00:00:00\", \"1991-01-29T00:00:00\", \"1991-01-30T00:00:00\", \"1991-01-31T00:00:00\", \"1991-02-01T00:00:00\", \"1991-02-02T00:00:00\", \"1991-02-03T00:00:00\", \"1991-02-04T00:00:00\", \"1991-02-05T00:00:00\", \"1991-02-06T00:00:00\", \"1991-02-07T00:00:00\", \"1991-02-08T00:00:00\", \"1991-02-09T00:00:00\", \"1991-02-10T00:00:00\", \"1991-02-11T00:00:00\", \"1991-02-12T00:00:00\", \"1991-02-13T00:00:00\", \"1991-02-14T00:00:00\", \"1991-02-15T00:00:00\", \"1991-02-16T00:00:00\", \"1991-02-17T00:00:00\", \"1991-02-18T00:00:00\", \"1991-02-19T00:00:00\", \"1991-02-20T00:00:00\", \"1991-02-21T00:00:00\", \"1991-02-22T00:00:00\", \"1991-02-23T00:00:00\", \"1991-02-24T00:00:00\", \"1991-02-25T00:00:00\", \"1991-02-26T00:00:00\", \"1991-02-27T00:00:00\", \"1991-02-28T00:00:00\", \"1991-03-01T00:00:00\", \"1991-03-02T00:00:00\", \"1991-03-03T00:00:00\", \"1991-03-04T00:00:00\", \"1991-03-05T00:00:00\", \"1991-03-06T00:00:00\", \"1991-03-07T00:00:00\", \"1991-03-08T00:00:00\", \"1991-03-09T00:00:00\", \"1991-03-10T00:00:00\", \"1991-03-11T00:00:00\", \"1991-03-12T00:00:00\", \"1991-03-13T00:00:00\", \"1991-03-14T00:00:00\", \"1991-03-15T00:00:00\", \"1991-03-16T00:00:00\", \"1991-03-17T00:00:00\", \"1991-03-18T00:00:00\", \"1991-03-19T00:00:00\", \"1991-03-20T00:00:00\", \"1991-03-21T00:00:00\", \"1991-03-22T00:00:00\", \"1991-03-23T00:00:00\", \"1991-03-24T00:00:00\", \"1991-03-25T00:00:00\", \"1991-03-26T00:00:00\", \"1991-03-27T00:00:00\", \"1991-03-28T00:00:00\", \"1991-03-29T00:00:00\", \"1991-03-30T00:00:00\", \"1991-03-31T00:00:00\", \"1991-04-01T00:00:00\", \"1991-04-02T00:00:00\", \"1991-04-03T00:00:00\", \"1991-04-04T00:00:00\", \"1991-04-05T00:00:00\", \"1991-04-06T00:00:00\", \"1991-04-07T00:00:00\", \"1991-04-08T00:00:00\", \"1991-04-09T00:00:00\", \"1991-04-10T00:00:00\", \"1991-04-11T00:00:00\", \"1991-04-12T00:00:00\", \"1991-04-13T00:00:00\", \"1991-04-14T00:00:00\", \"1991-04-15T00:00:00\", \"1991-04-16T00:00:00\", \"1991-04-17T00:00:00\", \"1991-04-18T00:00:00\", \"1991-04-19T00:00:00\", \"1991-04-20T00:00:00\", \"1991-04-21T00:00:00\", \"1991-04-22T00:00:00\", \"1991-04-23T00:00:00\", \"1991-04-24T00:00:00\", \"1991-04-25T00:00:00\", \"1991-04-26T00:00:00\", \"1991-04-27T00:00:00\", \"1991-04-28T00:00:00\", \"1991-04-29T00:00:00\", \"1991-04-30T00:00:00\", \"1991-05-01T00:00:00\", \"1991-05-02T00:00:00\", \"1991-05-03T00:00:00\", \"1991-05-04T00:00:00\", \"1991-05-05T00:00:00\", \"1991-05-06T00:00:00\", \"1991-05-07T00:00:00\", \"1991-05-08T00:00:00\", \"1991-05-09T00:00:00\", \"1991-05-10T00:00:00\", \"1991-05-11T00:00:00\", \"1991-05-12T00:00:00\", \"1991-05-13T00:00:00\", \"1991-05-14T00:00:00\", \"1991-05-15T00:00:00\", \"1991-05-16T00:00:00\", \"1991-05-17T00:00:00\", \"1991-05-18T00:00:00\", \"1991-05-19T00:00:00\", \"1991-05-20T00:00:00\", \"1991-05-21T00:00:00\", \"1991-05-22T00:00:00\", \"1991-05-23T00:00:00\", \"1991-05-24T00:00:00\", \"1991-05-25T00:00:00\", \"1991-05-26T00:00:00\", \"1991-05-27T00:00:00\", \"1991-05-28T00:00:00\", \"1991-05-29T00:00:00\", \"1991-05-30T00:00:00\", \"1991-05-31T00:00:00\", \"1991-06-01T00:00:00\", \"1991-06-02T00:00:00\", \"1991-06-03T00:00:00\", \"1991-06-04T00:00:00\", \"1991-06-05T00:00:00\", \"1991-06-06T00:00:00\", \"1991-06-07T00:00:00\", \"1991-06-08T00:00:00\", \"1991-06-09T00:00:00\", \"1991-06-10T00:00:00\", \"1991-06-11T00:00:00\", \"1991-06-12T00:00:00\", \"1991-06-13T00:00:00\", \"1991-06-14T00:00:00\", \"1991-06-15T00:00:00\", \"1991-06-16T00:00:00\", \"1991-06-17T00:00:00\", \"1991-06-18T00:00:00\", \"1991-06-19T00:00:00\", \"1991-06-20T00:00:00\", \"1991-06-21T00:00:00\", \"1991-06-22T00:00:00\", \"1991-06-23T00:00:00\", \"1991-06-24T00:00:00\", \"1991-06-25T00:00:00\", \"1991-06-26T00:00:00\", \"1991-06-27T00:00:00\", \"1991-06-28T00:00:00\", \"1991-06-29T00:00:00\", \"1991-06-30T00:00:00\", \"1991-07-01T00:00:00\", \"1991-07-02T00:00:00\", \"1991-07-03T00:00:00\", \"1991-07-04T00:00:00\", \"1991-07-05T00:00:00\", \"1991-07-06T00:00:00\", \"1991-07-07T00:00:00\", \"1991-07-08T00:00:00\", \"1991-07-09T00:00:00\", \"1991-07-10T00:00:00\", \"1991-07-11T00:00:00\", \"1991-07-12T00:00:00\", \"1991-07-13T00:00:00\", \"1991-07-14T00:00:00\", \"1991-07-15T00:00:00\", \"1991-07-16T00:00:00\", \"1991-07-17T00:00:00\", \"1991-07-18T00:00:00\", \"1991-07-19T00:00:00\", \"1991-07-20T00:00:00\", \"1991-07-21T00:00:00\", \"1991-07-22T00:00:00\", \"1991-07-23T00:00:00\", \"1991-07-24T00:00:00\", \"1991-07-25T00:00:00\", \"1991-07-26T00:00:00\", \"1991-07-27T00:00:00\", \"1991-07-28T00:00:00\", \"1991-07-29T00:00:00\", \"1991-07-30T00:00:00\", \"1991-07-31T00:00:00\", \"1991-08-01T00:00:00\", \"1991-08-02T00:00:00\", \"1991-08-03T00:00:00\", \"1991-08-04T00:00:00\", \"1991-08-05T00:00:00\", \"1991-08-06T00:00:00\", \"1991-08-07T00:00:00\", \"1991-08-08T00:00:00\", \"1991-08-09T00:00:00\", \"1991-08-10T00:00:00\", \"1991-08-11T00:00:00\", \"1991-08-12T00:00:00\", \"1991-08-13T00:00:00\", \"1991-08-14T00:00:00\", \"1991-08-15T00:00:00\", \"1991-08-16T00:00:00\", \"1991-08-17T00:00:00\", \"1991-08-18T00:00:00\", \"1991-08-19T00:00:00\", \"1991-08-20T00:00:00\", \"1991-08-21T00:00:00\", \"1991-08-22T00:00:00\", \"1991-08-23T00:00:00\", \"1991-08-24T00:00:00\", \"1991-08-25T00:00:00\", \"1991-08-26T00:00:00\", \"1991-08-27T00:00:00\", \"1991-08-28T00:00:00\", \"1991-08-29T00:00:00\", \"1991-08-30T00:00:00\", \"1991-08-31T00:00:00\", \"1991-09-01T00:00:00\", \"1991-09-02T00:00:00\", \"1991-09-03T00:00:00\", \"1991-09-04T00:00:00\", \"1991-09-05T00:00:00\", \"1991-09-06T00:00:00\", \"1991-09-07T00:00:00\", \"1991-09-08T00:00:00\", \"1991-09-09T00:00:00\", \"1991-09-10T00:00:00\", \"1991-09-11T00:00:00\", \"1991-09-12T00:00:00\", \"1991-09-13T00:00:00\", \"1991-09-14T00:00:00\", \"1991-09-15T00:00:00\", \"1991-09-16T00:00:00\", \"1991-09-17T00:00:00\", \"1991-09-18T00:00:00\", \"1991-09-19T00:00:00\", \"1991-09-20T00:00:00\", \"1991-09-21T00:00:00\", \"1991-09-22T00:00:00\", \"1991-09-23T00:00:00\", \"1991-09-24T00:00:00\", \"1991-09-25T00:00:00\", \"1991-09-26T00:00:00\", \"1991-09-27T00:00:00\", \"1991-09-28T00:00:00\", \"1991-09-29T00:00:00\", \"1991-09-30T00:00:00\", \"1991-10-01T00:00:00\", \"1991-10-02T00:00:00\", \"1991-10-03T00:00:00\", \"1991-10-04T00:00:00\", \"1991-10-05T00:00:00\", \"1991-10-06T00:00:00\", \"1991-10-07T00:00:00\", \"1991-10-08T00:00:00\", \"1991-10-09T00:00:00\", \"1991-10-10T00:00:00\", \"1991-10-11T00:00:00\", \"1991-10-12T00:00:00\", \"1991-10-13T00:00:00\", \"1991-10-14T00:00:00\", \"1991-10-15T00:00:00\", \"1991-10-16T00:00:00\", \"1991-10-17T00:00:00\", \"1991-10-18T00:00:00\", \"1991-10-19T00:00:00\", \"1991-10-20T00:00:00\", \"1991-10-21T00:00:00\", \"1991-10-22T00:00:00\", \"1991-10-23T00:00:00\", \"1991-10-24T00:00:00\", \"1991-10-25T00:00:00\", \"1991-10-26T00:00:00\", \"1991-10-27T00:00:00\", \"1991-10-28T00:00:00\", \"1991-10-29T00:00:00\", \"1991-10-30T00:00:00\", \"1991-10-31T00:00:00\", \"1991-11-01T00:00:00\", \"1991-11-02T00:00:00\", \"1991-11-03T00:00:00\", \"1991-11-04T00:00:00\", \"1991-11-05T00:00:00\", \"1991-11-06T00:00:00\", \"1991-11-07T00:00:00\", \"1991-11-08T00:00:00\", \"1991-11-09T00:00:00\", \"1991-11-10T00:00:00\", \"1991-11-11T00:00:00\", \"1991-11-12T00:00:00\", \"1991-11-13T00:00:00\", \"1991-11-14T00:00:00\", \"1991-11-15T00:00:00\", \"1991-11-16T00:00:00\", \"1991-11-17T00:00:00\", \"1991-11-18T00:00:00\", \"1991-11-19T00:00:00\", \"1991-11-20T00:00:00\", \"1991-11-21T00:00:00\", \"1991-11-22T00:00:00\", \"1991-11-23T00:00:00\", \"1991-11-24T00:00:00\", \"1991-11-25T00:00:00\", \"1991-11-26T00:00:00\", \"1991-11-27T00:00:00\", \"1991-11-28T00:00:00\", \"1991-11-29T00:00:00\", \"1991-11-30T00:00:00\", \"1991-12-01T00:00:00\", \"1991-12-02T00:00:00\", \"1991-12-03T00:00:00\", \"1991-12-04T00:00:00\", \"1991-12-05T00:00:00\", \"1991-12-06T00:00:00\", \"1991-12-07T00:00:00\", \"1991-12-08T00:00:00\", \"1991-12-09T00:00:00\", \"1991-12-10T00:00:00\", \"1991-12-11T00:00:00\", \"1991-12-12T00:00:00\", \"1991-12-13T00:00:00\", \"1991-12-14T00:00:00\", \"1991-12-15T00:00:00\", \"1991-12-16T00:00:00\", \"1991-12-17T00:00:00\", \"1991-12-18T00:00:00\", \"1991-12-19T00:00:00\", \"1991-12-20T00:00:00\", \"1991-12-21T00:00:00\", \"1991-12-22T00:00:00\", \"1991-12-23T00:00:00\", \"1991-12-24T00:00:00\", \"1991-12-25T00:00:00\", \"1991-12-26T00:00:00\", \"1991-12-27T00:00:00\", \"1991-12-28T00:00:00\", \"1991-12-29T00:00:00\", \"1991-12-30T00:00:00\", \"1991-12-31T00:00:00\", \"1992-01-01T00:00:00\", \"1992-01-02T00:00:00\", \"1992-01-03T00:00:00\", \"1992-01-04T00:00:00\", \"1992-01-05T00:00:00\", \"1992-01-06T00:00:00\", \"1992-01-07T00:00:00\", \"1992-01-08T00:00:00\", \"1992-01-09T00:00:00\", \"1992-01-10T00:00:00\", \"1992-01-11T00:00:00\", \"1992-01-12T00:00:00\", \"1992-01-13T00:00:00\", \"1992-01-14T00:00:00\", \"1992-01-15T00:00:00\", \"1992-01-16T00:00:00\", \"1992-01-17T00:00:00\", \"1992-01-18T00:00:00\", \"1992-01-19T00:00:00\", \"1992-01-20T00:00:00\", \"1992-01-21T00:00:00\", \"1992-01-22T00:00:00\", \"1992-01-23T00:00:00\", \"1992-01-24T00:00:00\", \"1992-01-25T00:00:00\", \"1992-01-26T00:00:00\", \"1992-01-27T00:00:00\", \"1992-01-28T00:00:00\", \"1992-01-29T00:00:00\", \"1992-01-30T00:00:00\", \"1992-01-31T00:00:00\", \"1992-02-01T00:00:00\", \"1992-02-02T00:00:00\", \"1992-02-03T00:00:00\", \"1992-02-04T00:00:00\", \"1992-02-05T00:00:00\", \"1992-02-06T00:00:00\", \"1992-02-07T00:00:00\", \"1992-02-08T00:00:00\", \"1992-02-09T00:00:00\", \"1992-02-10T00:00:00\", \"1992-02-11T00:00:00\", \"1992-02-12T00:00:00\", \"1992-02-13T00:00:00\", \"1992-02-14T00:00:00\", \"1992-02-15T00:00:00\", \"1992-02-16T00:00:00\", \"1992-02-17T00:00:00\", \"1992-02-18T00:00:00\", \"1992-02-19T00:00:00\", \"1992-02-20T00:00:00\", \"1992-02-21T00:00:00\", \"1992-02-22T00:00:00\", \"1992-02-23T00:00:00\", \"1992-02-24T00:00:00\", \"1992-02-25T00:00:00\", \"1992-02-26T00:00:00\", \"1992-02-27T00:00:00\", \"1992-02-28T00:00:00\", \"1992-02-29T00:00:00\", \"1992-03-01T00:00:00\", \"1992-03-02T00:00:00\", \"1992-03-03T00:00:00\", \"1992-03-04T00:00:00\", \"1992-03-05T00:00:00\", \"1992-03-06T00:00:00\", \"1992-03-07T00:00:00\", \"1992-03-08T00:00:00\", \"1992-03-09T00:00:00\", \"1992-03-10T00:00:00\", \"1992-03-11T00:00:00\", \"1992-03-12T00:00:00\", \"1992-03-13T00:00:00\", \"1992-03-14T00:00:00\", \"1992-03-15T00:00:00\", \"1992-03-16T00:00:00\", \"1992-03-17T00:00:00\", \"1992-03-18T00:00:00\", \"1992-03-19T00:00:00\", \"1992-03-20T00:00:00\", \"1992-03-21T00:00:00\", \"1992-03-22T00:00:00\", \"1992-03-23T00:00:00\", \"1992-03-24T00:00:00\", \"1992-03-25T00:00:00\", \"1992-03-26T00:00:00\", \"1992-03-27T00:00:00\", \"1992-03-28T00:00:00\", \"1992-03-29T00:00:00\", \"1992-03-30T00:00:00\", \"1992-03-31T00:00:00\", \"1992-04-01T00:00:00\", \"1992-04-02T00:00:00\", \"1992-04-03T00:00:00\", \"1992-04-04T00:00:00\", \"1992-04-05T00:00:00\", \"1992-04-06T00:00:00\", \"1992-04-07T00:00:00\", \"1992-04-08T00:00:00\", \"1992-04-09T00:00:00\", \"1992-04-10T00:00:00\", \"1992-04-11T00:00:00\", \"1992-04-12T00:00:00\", \"1992-04-13T00:00:00\", \"1992-04-14T00:00:00\", \"1992-04-15T00:00:00\", \"1992-04-16T00:00:00\", \"1992-04-17T00:00:00\", \"1992-04-18T00:00:00\", \"1992-04-19T00:00:00\", \"1992-04-20T00:00:00\", \"1992-04-21T00:00:00\", \"1992-04-22T00:00:00\", \"1992-04-23T00:00:00\", \"1992-04-24T00:00:00\", \"1992-04-25T00:00:00\", \"1992-04-26T00:00:00\", \"1992-04-27T00:00:00\", \"1992-04-28T00:00:00\", \"1992-04-29T00:00:00\", \"1992-04-30T00:00:00\", \"1992-05-01T00:00:00\", \"1992-05-02T00:00:00\", \"1992-05-03T00:00:00\", \"1992-05-04T00:00:00\", \"1992-05-05T00:00:00\", \"1992-05-06T00:00:00\", \"1992-05-07T00:00:00\", \"1992-05-08T00:00:00\", \"1992-05-09T00:00:00\", \"1992-05-10T00:00:00\", \"1992-05-11T00:00:00\", \"1992-05-12T00:00:00\", \"1992-05-13T00:00:00\", \"1992-05-14T00:00:00\", \"1992-05-15T00:00:00\", \"1992-05-16T00:00:00\", \"1992-05-17T00:00:00\", \"1992-05-18T00:00:00\", \"1992-05-19T00:00:00\", \"1992-05-20T00:00:00\", \"1992-05-21T00:00:00\", \"1992-05-22T00:00:00\", \"1992-05-23T00:00:00\", \"1992-05-24T00:00:00\", \"1992-05-25T00:00:00\", \"1992-05-26T00:00:00\", \"1992-05-27T00:00:00\", \"1992-05-28T00:00:00\", \"1992-05-29T00:00:00\", \"1992-05-30T00:00:00\", \"1992-05-31T00:00:00\", \"1992-06-01T00:00:00\", \"1992-06-02T00:00:00\", \"1992-06-03T00:00:00\", \"1992-06-04T00:00:00\", \"1992-06-05T00:00:00\", \"1992-06-06T00:00:00\", \"1992-06-07T00:00:00\", \"1992-06-08T00:00:00\", \"1992-06-09T00:00:00\", \"1992-06-10T00:00:00\", \"1992-06-11T00:00:00\", \"1992-06-12T00:00:00\", \"1992-06-13T00:00:00\", \"1992-06-14T00:00:00\", \"1992-06-15T00:00:00\", \"1992-06-16T00:00:00\", \"1992-06-17T00:00:00\", \"1992-06-18T00:00:00\", \"1992-06-19T00:00:00\", \"1992-06-20T00:00:00\", \"1992-06-21T00:00:00\", \"1992-06-22T00:00:00\", \"1992-06-23T00:00:00\", \"1992-06-24T00:00:00\", \"1992-06-25T00:00:00\", \"1992-06-26T00:00:00\", \"1992-06-27T00:00:00\", \"1992-06-28T00:00:00\", \"1992-06-29T00:00:00\", \"1992-06-30T00:00:00\", \"1992-07-01T00:00:00\", \"1992-07-02T00:00:00\", \"1992-07-03T00:00:00\", \"1992-07-04T00:00:00\", \"1992-07-05T00:00:00\", \"1992-07-06T00:00:00\", \"1992-07-07T00:00:00\", \"1992-07-08T00:00:00\", \"1992-07-09T00:00:00\"], \"xaxis\": \"x\", \"y\": [4.503, 4.503, 4.682, 4.914, 5.307, 4.753, 5.003, 5.11, 4.556, 4.846, 5.9270000000000005, 5.294, 4.958, 5.331, 4.846, 4.828, 4.891, 4.891, 4.891, 4.891, 4.891, 4.891, 4.891, 4.891, 4.891, 4.891, 4.891, 4.891, 4.891, 4.891, 5.2675, 5.926, 5.926, 5.926, 5.531000000000001, 5.207000000000001, 4.422, 4.422, 4.728, 4.422, 4.422, 4.422, 4.422, 4.635, 4.635, 4.635, 4.635, 4.635, 4.635, 5.292000000000001, 5.292000000000001, 5.74, 5.312, 5.455, 5.292000000000001, 5.292000000000001, 5.414, 5.821000000000001, 5.292000000000001, 5.455, 5.292000000000001, 5.292000000000001, 5.013, 5.013, 5.013, 5.013, 5.013, 4.968, 4.923, 4.878, 4.242, 4.242, 3.934, 3.972, 5.033, 5.052, 5.98, 5.165, 5.604, 5.019, 5.019, 5.019, 5.019, 5.165, 5.019, 4.768, 4.83, 5.353, 5.081, 5.019, 5.228, 5.311, 5.395, 5.52, 5.186, 5.855, 6.377999999999999, 5.019, 6.064, 6.273, 6.211, 5.625, 5.834, 6.106, 6.148, 5.646, 5.771, 6.148, 5.709, 5.792000000000001, 4.851, 5.246, 5.542999999999999, 6.097, 5.939, 5.939, 5.712999999999999, 5.226, 4.989, 4.751, 3.7, 3.656, 4.0680000000000005, 4.0680000000000005, 3.774, 3.272, 3.125, 2.919, 2.92625, 2.9335, 2.94075, 2.948, 2.948, 2.948, 3.428, 3.634, 3.668, 3.599, 4.011, 3.102, 3.462, 4.268, 4.456, 4.456, 4.628, 4.919, 4.936, 4.628, 4.628, 4.662, 4.971, 4.593999999999999, 4.542, 4.799, 4.765, 4.765, 4.696000000000001, 5.485, 5.382000000000001, 5.1075, 4.833, 5.468, 6.947, 6.499, 5.02, 6.096, 5.715, 6.723, 6.3195, 5.916, 6.544, 5.513, 4.617, 4.213, 4.975, 4.975, 4.975, 4.975, 4.975, 4.975, 4.975, 4.975, 4.975, 4.975, 4.975, 4.975, 4.975, 4.975, 4.975, 5.379, 4.3505, 5.468, 5.0425, 4.617, 5.468, 4.8855, 4.303, 4.303, 4.996, 4.996, 4.996, 4.996, 4.996, 4.996, 4.996, 4.996, 4.996, 5.057666666666667, 5.1193333333333335, 5.181, 5.1771, 5.1732000000000005, 5.1693, 5.1654, 5.1615, 5.1576, 5.1537000000000015, 5.1498, 5.1459, 5.142, 6.2775, 7.412999999999999, 6.92, 6.985, 6.856, 6.513, 6.6273333333333335, 6.741666666666666, 6.856, 5.956, 5.698666666666668, 5.441333333333334, 5.184, 4.926666666666667, 4.669333333333333, 4.412, 4.242, 4.779, 4.7338, 4.6886, 4.6434, 4.5982, 4.553, 4.36225, 4.1715, 3.98075, 3.79, 3.79, 3.79, 3.79, 3.672, 3.554, 3.4360000000000004, 3.4855, 3.535, 3.747, 3.959, 3.111, 3.535, 3.959, 3.9676, 3.9762, 3.9848, 3.9934, 4.002, 3.62, 5.196000000000001, 6.049, 5.8704, 5.6918, 5.513199999999999, 5.3346, 5.156000000000001, 5.075, 5.562, 5.562, 5.765, 5.582000000000001, 6.78, 5.562, 4.669, 5.176, 5.683, 4.912, 5.115, 5.846, 8.16, 5.683, 5.034, 5.034, 5.230166666666666, 5.426333333333332, 5.6225000000000005, 5.818666666666667, 6.014833333333334, 6.211, 5.359, 4.953, 5.602, 0.325, 4.973, 4.872, 5.683, 5.805, 4.729, 5.0235, 5.318, 3.999, 4.384, 4.019, 4.019, 4.019, 4.242, 5.2170000000000005, 5.146, 5.075, 3.491, 4.303, 3.857, 3.9585, 4.06, 4.088, 4.669, 4.181, 4.486000000000001, 4.689, 4.648, 4.06, 4.323, 4.303, 3.694, 4.242, 3.532, 4.343999999999999, 4.039, 4.1, 4.1610000000000005, 5.135, 4.06, 4.332, 4.425, 4.06, 4.404999999999999, 4.75, 4.283, 3.938, 3.775, 4.242, 4.2725, 4.303, 4.343999999999999, 5.48, 6.007999999999999, 5.859333333333334, 5.7106666666666674, 5.562, 5.176, 4.79, 5.48, 4.872, 5.075, 4.486000000000001, 4.689, 4.06, 3.836, 3.694, 5.562, 3.897, 4.892, 5.257000000000001, 4.397, 4.202, 4.669, 4.75, 3.248, 3.694, 3.248, 3.654, 4.912, 4.953, 3.654, 3.654, 4.202, 4.356, 2.5580000000000003, 3.369, 4.79, 4.242, 4.202, 3.633, 3.369, 3.857, 4.518, 4.811, 4.922499999999999, 5.034, 5.075, 4.831, 4.518, 4.384, 4.75, 4.628, 4.222, 4.283, 4.343999999999999, 4.06, 3.8265, 3.593, 5.046, 4.689, 4.721, 4.405, 5.005, 5.022, 4.872, 4.859, 5.48, 5.428, 5.034, 6.475, 6.399, 6.707999999999999, 7.017, 6.416, 6.737, 6.982, 7.1160000000000005, 6.783, 6.766, 6.9030000000000005, 7.04, 7.291, 6.678, 6.707999999999999, 7.641, 5.777, 5.247999999999998, 4.708, 4.83775, 4.967499999999999, 5.269500000000002, 4.406000000000001, 5.195, 5.043, 4.388, 4.631, 4.722, 4.768, 5.158, 5.273, 6.372999999999999, 5.4005, 4.428, 4.2780000000000005, 4.128, 4.3925, 4.657, 6.096, 6.096, 6.096, 5.785666666666668, 5.4753333333333325, 5.165, 4.854666666666667, 4.544333333333333, 4.234, 6.126, 5.9270000000000005, 5.489, 5.051, 5.279, 4.424, 5.0275, 5.631, 5.475666666666667, 5.320333333333333, 5.165, 4.5935000000000015, 4.022, 4.8260000000000005, 5.537999999999999, 5.349857142857143, 5.161714285714286, 4.973571428571429, 4.7854285714285725, 4.597285714285714, 4.409142857142856, 4.221, 4.3517, 4.4824, 4.6131, 4.7438, 4.874499999999999, 5.0052, 5.1359, 5.2666, 5.3973, 5.528, 5.422714285714285, 5.3174285714285725, 5.212142857142856, 5.106857142857144, 5.0015714285714274, 4.896285714285715, 4.791, 4.71725, 4.6435, 4.569750000000001, 4.496, 4.3486666666666665, 4.201333333333333, 4.053999999999999, 4.229666666666667, 4.405333333333334, 4.581, 4.62225, 4.663500000000001, 4.7047500000000015, 4.746, 3.2430000000000003, 4.312, 3.9435, 3.575, 4.448, 3.556, 3.807, 3.884, 3.961, 3.869, 4.041, 4.213, 4.385, 6.732, 7.537000000000001, 5.478, 5.447, 5.6685, 5.8900000000000015, 6.1115, 6.332999999999999, 6.45975, 6.5865, 6.71325, 6.84, 7.315, 7.074, 7.22, 5.32, 5.042, 4.763999999999999, 4.4860000000000015, 4.208, 3.93, 3.652, 3.374, 3.096, 2.818, 2.54, 2.57825, 2.6165000000000003, 2.65475, 2.693, 3.079, 3.284, 2.982, 2.68, 2.378, 2.076, 1.774, 2.277, 2.19, 1.7519999999999998, 2.6710000000000003, 1.949, 2.978, 2.678, 2.7110000000000003, 2.744, 2.776333333333333, 2.808666666666667, 2.841, 2.8465, 2.852, 3.379, 3.906, 4.433, 4.522, 2.849, 3.131, 2.899, 5.052, 3.633, 4.0034, 4.3738, 4.744199999999998, 5.114599999999999, 5.484999999999999, 7.337000000000001, 7.261666666666668, 7.186333333333333, 7.111000000000001, 6.379, 6.6610000000000005, 6.1770000000000005, 7.037999999999999, 6.267, 6.385, 6.502999999999999, 5.912000000000001, 5.3660000000000005, 5.152, 6.547999999999999, 6.025, 6.289, 5.9510000000000005, 5.67, 5.218999999999999, 4.279, 6.267, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null], \"yaxis\": \"y\"}, {\"hovertemplate\": \"variable=test<br>date_time=%{x}<br>value=%{y}<extra></extra>\", \"legendgroup\": \"test\", \"line\": {\"color\": \"#EF553B\", \"dash\": \"solid\"}, \"mode\": \"lines\", \"name\": \"test\", \"showlegend\": true, \"type\": \"scattergl\", \"x\": [\"1990-08-01T00:00:00\", \"1990-08-02T00:00:00\", \"1990-08-03T00:00:00\", \"1990-08-04T00:00:00\", \"1990-08-05T00:00:00\", \"1990-08-06T00:00:00\", \"1990-08-07T00:00:00\", \"1990-08-08T00:00:00\", \"1990-08-09T00:00:00\", \"1990-08-10T00:00:00\", \"1990-08-11T00:00:00\", \"1990-08-12T00:00:00\", \"1990-08-13T00:00:00\", \"1990-08-14T00:00:00\", \"1990-08-15T00:00:00\", \"1990-08-16T00:00:00\", \"1990-08-17T00:00:00\", \"1990-08-18T00:00:00\", \"1990-08-19T00:00:00\", \"1990-08-20T00:00:00\", \"1990-08-21T00:00:00\", \"1990-08-22T00:00:00\", \"1990-08-23T00:00:00\", \"1990-08-24T00:00:00\", \"1990-08-25T00:00:00\", \"1990-08-26T00:00:00\", \"1990-08-27T00:00:00\", \"1990-08-28T00:00:00\", \"1990-08-29T00:00:00\", \"1990-08-30T00:00:00\", \"1990-08-31T00:00:00\", \"1990-09-01T00:00:00\", \"1990-09-02T00:00:00\", \"1990-09-03T00:00:00\", \"1990-09-04T00:00:00\", \"1990-09-05T00:00:00\", \"1990-09-06T00:00:00\", \"1990-09-07T00:00:00\", \"1990-09-08T00:00:00\", \"1990-09-09T00:00:00\", \"1990-09-10T00:00:00\", \"1990-09-11T00:00:00\", \"1990-09-12T00:00:00\", \"1990-09-13T00:00:00\", \"1990-09-14T00:00:00\", \"1990-09-15T00:00:00\", \"1990-09-16T00:00:00\", \"1990-09-17T00:00:00\", \"1990-09-18T00:00:00\", \"1990-09-19T00:00:00\", \"1990-09-20T00:00:00\", \"1990-09-21T00:00:00\", \"1990-09-22T00:00:00\", \"1990-09-23T00:00:00\", \"1990-09-24T00:00:00\", \"1990-09-25T00:00:00\", \"1990-09-26T00:00:00\", \"1990-09-27T00:00:00\", \"1990-09-28T00:00:00\", \"1990-09-29T00:00:00\", \"1990-09-30T00:00:00\", \"1990-10-01T00:00:00\", \"1990-10-02T00:00:00\", \"1990-10-03T00:00:00\", \"1990-10-04T00:00:00\", \"1990-10-05T00:00:00\", \"1990-10-06T00:00:00\", \"1990-10-07T00:00:00\", \"1990-10-08T00:00:00\", \"1990-10-09T00:00:00\", \"1990-10-10T00:00:00\", \"1990-10-11T00:00:00\", \"1990-10-12T00:00:00\", \"1990-10-13T00:00:00\", \"1990-10-14T00:00:00\", \"1990-10-15T00:00:00\", \"1990-10-16T00:00:00\", \"1990-10-17T00:00:00\", \"1990-10-18T00:00:00\", \"1990-10-19T00:00:00\", \"1990-10-20T00:00:00\", \"1990-10-21T00:00:00\", \"1990-10-22T00:00:00\", \"1990-10-23T00:00:00\", \"1990-10-24T00:00:00\", \"1990-10-25T00:00:00\", \"1990-10-26T00:00:00\", \"1990-10-27T00:00:00\", \"1990-10-28T00:00:00\", \"1990-10-29T00:00:00\", \"1990-10-30T00:00:00\", \"1990-10-31T00:00:00\", \"1990-11-01T00:00:00\", \"1990-11-02T00:00:00\", \"1990-11-03T00:00:00\", \"1990-11-04T00:00:00\", \"1990-11-05T00:00:00\", \"1990-11-06T00:00:00\", \"1990-11-07T00:00:00\", \"1990-11-08T00:00:00\", \"1990-11-09T00:00:00\", \"1990-11-10T00:00:00\", \"1990-11-11T00:00:00\", \"1990-11-12T00:00:00\", \"1990-11-13T00:00:00\", \"1990-11-14T00:00:00\", \"1990-11-15T00:00:00\", \"1990-11-16T00:00:00\", \"1990-11-17T00:00:00\", \"1990-11-18T00:00:00\", \"1990-11-19T00:00:00\", \"1990-11-20T00:00:00\", \"1990-11-21T00:00:00\", \"1990-11-22T00:00:00\", \"1990-11-23T00:00:00\", \"1990-11-24T00:00:00\", \"1990-11-25T00:00:00\", \"1990-11-26T00:00:00\", \"1990-11-27T00:00:00\", \"1990-11-28T00:00:00\", \"1990-11-29T00:00:00\", \"1990-11-30T00:00:00\", \"1990-12-01T00:00:00\", \"1990-12-02T00:00:00\", \"1990-12-03T00:00:00\", \"1990-12-04T00:00:00\", \"1990-12-05T00:00:00\", \"1990-12-06T00:00:00\", \"1990-12-07T00:00:00\", \"1990-12-08T00:00:00\", \"1990-12-09T00:00:00\", \"1990-12-10T00:00:00\", \"1990-12-11T00:00:00\", \"1990-12-12T00:00:00\", \"1990-12-13T00:00:00\", \"1990-12-14T00:00:00\", \"1990-12-15T00:00:00\", \"1990-12-16T00:00:00\", \"1990-12-17T00:00:00\", \"1990-12-18T00:00:00\", \"1990-12-19T00:00:00\", \"1990-12-20T00:00:00\", \"1990-12-21T00:00:00\", \"1990-12-22T00:00:00\", \"1990-12-23T00:00:00\", \"1990-12-24T00:00:00\", \"1990-12-25T00:00:00\", \"1990-12-26T00:00:00\", \"1990-12-27T00:00:00\", \"1990-12-28T00:00:00\", \"1990-12-29T00:00:00\", \"1990-12-30T00:00:00\", \"1990-12-31T00:00:00\", \"1991-01-01T00:00:00\", \"1991-01-02T00:00:00\", \"1991-01-03T00:00:00\", \"1991-01-04T00:00:00\", \"1991-01-05T00:00:00\", \"1991-01-06T00:00:00\", \"1991-01-07T00:00:00\", \"1991-01-08T00:00:00\", \"1991-01-09T00:00:00\", \"1991-01-10T00:00:00\", \"1991-01-11T00:00:00\", \"1991-01-12T00:00:00\", \"1991-01-13T00:00:00\", \"1991-01-14T00:00:00\", \"1991-01-15T00:00:00\", \"1991-01-16T00:00:00\", \"1991-01-17T00:00:00\", \"1991-01-18T00:00:00\", \"1991-01-19T00:00:00\", \"1991-01-20T00:00:00\", \"1991-01-21T00:00:00\", \"1991-01-22T00:00:00\", \"1991-01-23T00:00:00\", \"1991-01-24T00:00:00\", \"1991-01-25T00:00:00\", \"1991-01-26T00:00:00\", \"1991-01-27T00:00:00\", \"1991-01-28T00:00:00\", \"1991-01-29T00:00:00\", \"1991-01-30T00:00:00\", \"1991-01-31T00:00:00\", \"1991-02-01T00:00:00\", \"1991-02-02T00:00:00\", \"1991-02-03T00:00:00\", \"1991-02-04T00:00:00\", \"1991-02-05T00:00:00\", \"1991-02-06T00:00:00\", \"1991-02-07T00:00:00\", \"1991-02-08T00:00:00\", \"1991-02-09T00:00:00\", \"1991-02-10T00:00:00\", \"1991-02-11T00:00:00\", \"1991-02-12T00:00:00\", \"1991-02-13T00:00:00\", \"1991-02-14T00:00:00\", \"1991-02-15T00:00:00\", \"1991-02-16T00:00:00\", \"1991-02-17T00:00:00\", \"1991-02-18T00:00:00\", \"1991-02-19T00:00:00\", \"1991-02-20T00:00:00\", \"1991-02-21T00:00:00\", \"1991-02-22T00:00:00\", \"1991-02-23T00:00:00\", \"1991-02-24T00:00:00\", \"1991-02-25T00:00:00\", \"1991-02-26T00:00:00\", \"1991-02-27T00:00:00\", \"1991-02-28T00:00:00\", \"1991-03-01T00:00:00\", \"1991-03-02T00:00:00\", \"1991-03-03T00:00:00\", \"1991-03-04T00:00:00\", \"1991-03-05T00:00:00\", \"1991-03-06T00:00:00\", \"1991-03-07T00:00:00\", \"1991-03-08T00:00:00\", \"1991-03-09T00:00:00\", \"1991-03-10T00:00:00\", \"1991-03-11T00:00:00\", \"1991-03-12T00:00:00\", \"1991-03-13T00:00:00\", \"1991-03-14T00:00:00\", \"1991-03-15T00:00:00\", \"1991-03-16T00:00:00\", \"1991-03-17T00:00:00\", \"1991-03-18T00:00:00\", \"1991-03-19T00:00:00\", \"1991-03-20T00:00:00\", \"1991-03-21T00:00:00\", \"1991-03-22T00:00:00\", \"1991-03-23T00:00:00\", \"1991-03-24T00:00:00\", \"1991-03-25T00:00:00\", \"1991-03-26T00:00:00\", \"1991-03-27T00:00:00\", \"1991-03-28T00:00:00\", \"1991-03-29T00:00:00\", \"1991-03-30T00:00:00\", \"1991-03-31T00:00:00\", \"1991-04-01T00:00:00\", \"1991-04-02T00:00:00\", \"1991-04-03T00:00:00\", \"1991-04-04T00:00:00\", \"1991-04-05T00:00:00\", \"1991-04-06T00:00:00\", \"1991-04-07T00:00:00\", \"1991-04-08T00:00:00\", \"1991-04-09T00:00:00\", \"1991-04-10T00:00:00\", \"1991-04-11T00:00:00\", \"1991-04-12T00:00:00\", \"1991-04-13T00:00:00\", \"1991-04-14T00:00:00\", \"1991-04-15T00:00:00\", \"1991-04-16T00:00:00\", \"1991-04-17T00:00:00\", \"1991-04-18T00:00:00\", \"1991-04-19T00:00:00\", \"1991-04-20T00:00:00\", \"1991-04-21T00:00:00\", \"1991-04-22T00:00:00\", \"1991-04-23T00:00:00\", \"1991-04-24T00:00:00\", \"1991-04-25T00:00:00\", \"1991-04-26T00:00:00\", \"1991-04-27T00:00:00\", \"1991-04-28T00:00:00\", \"1991-04-29T00:00:00\", \"1991-04-30T00:00:00\", \"1991-05-01T00:00:00\", \"1991-05-02T00:00:00\", \"1991-05-03T00:00:00\", \"1991-05-04T00:00:00\", \"1991-05-05T00:00:00\", \"1991-05-06T00:00:00\", \"1991-05-07T00:00:00\", \"1991-05-08T00:00:00\", \"1991-05-09T00:00:00\", \"1991-05-10T00:00:00\", \"1991-05-11T00:00:00\", \"1991-05-12T00:00:00\", \"1991-05-13T00:00:00\", \"1991-05-14T00:00:00\", \"1991-05-15T00:00:00\", \"1991-05-16T00:00:00\", \"1991-05-17T00:00:00\", \"1991-05-18T00:00:00\", \"1991-05-19T00:00:00\", \"1991-05-20T00:00:00\", \"1991-05-21T00:00:00\", \"1991-05-22T00:00:00\", \"1991-05-23T00:00:00\", \"1991-05-24T00:00:00\", \"1991-05-25T00:00:00\", \"1991-05-26T00:00:00\", \"1991-05-27T00:00:00\", \"1991-05-28T00:00:00\", \"1991-05-29T00:00:00\", \"1991-05-30T00:00:00\", \"1991-05-31T00:00:00\", \"1991-06-01T00:00:00\", \"1991-06-02T00:00:00\", \"1991-06-03T00:00:00\", \"1991-06-04T00:00:00\", \"1991-06-05T00:00:00\", \"1991-06-06T00:00:00\", \"1991-06-07T00:00:00\", \"1991-06-08T00:00:00\", \"1991-06-09T00:00:00\", \"1991-06-10T00:00:00\", \"1991-06-11T00:00:00\", \"1991-06-12T00:00:00\", \"1991-06-13T00:00:00\", \"1991-06-14T00:00:00\", \"1991-06-15T00:00:00\", \"1991-06-16T00:00:00\", \"1991-06-17T00:00:00\", \"1991-06-18T00:00:00\", \"1991-06-19T00:00:00\", \"1991-06-20T00:00:00\", \"1991-06-21T00:00:00\", \"1991-06-22T00:00:00\", \"1991-06-23T00:00:00\", \"1991-06-24T00:00:00\", \"1991-06-25T00:00:00\", \"1991-06-26T00:00:00\", \"1991-06-27T00:00:00\", \"1991-06-28T00:00:00\", \"1991-06-29T00:00:00\", \"1991-06-30T00:00:00\", \"1991-07-01T00:00:00\", \"1991-07-02T00:00:00\", \"1991-07-03T00:00:00\", \"1991-07-04T00:00:00\", \"1991-07-05T00:00:00\", \"1991-07-06T00:00:00\", \"1991-07-07T00:00:00\", \"1991-07-08T00:00:00\", \"1991-07-09T00:00:00\", \"1991-07-10T00:00:00\", \"1991-07-11T00:00:00\", \"1991-07-12T00:00:00\", \"1991-07-13T00:00:00\", \"1991-07-14T00:00:00\", \"1991-07-15T00:00:00\", \"1991-07-16T00:00:00\", \"1991-07-17T00:00:00\", \"1991-07-18T00:00:00\", \"1991-07-19T00:00:00\", \"1991-07-20T00:00:00\", \"1991-07-21T00:00:00\", \"1991-07-22T00:00:00\", \"1991-07-23T00:00:00\", \"1991-07-24T00:00:00\", \"1991-07-25T00:00:00\", \"1991-07-26T00:00:00\", \"1991-07-27T00:00:00\", \"1991-07-28T00:00:00\", \"1991-07-29T00:00:00\", \"1991-07-30T00:00:00\", \"1991-07-31T00:00:00\", \"1991-08-01T00:00:00\", \"1991-08-02T00:00:00\", \"1991-08-03T00:00:00\", \"1991-08-04T00:00:00\", \"1991-08-05T00:00:00\", \"1991-08-06T00:00:00\", \"1991-08-07T00:00:00\", \"1991-08-08T00:00:00\", \"1991-08-09T00:00:00\", \"1991-08-10T00:00:00\", \"1991-08-11T00:00:00\", \"1991-08-12T00:00:00\", \"1991-08-13T00:00:00\", \"1991-08-14T00:00:00\", \"1991-08-15T00:00:00\", \"1991-08-16T00:00:00\", \"1991-08-17T00:00:00\", \"1991-08-18T00:00:00\", \"1991-08-19T00:00:00\", \"1991-08-20T00:00:00\", \"1991-08-21T00:00:00\", \"1991-08-22T00:00:00\", \"1991-08-23T00:00:00\", \"1991-08-24T00:00:00\", \"1991-08-25T00:00:00\", \"1991-08-26T00:00:00\", \"1991-08-27T00:00:00\", \"1991-08-28T00:00:00\", \"1991-08-29T00:00:00\", \"1991-08-30T00:00:00\", \"1991-08-31T00:00:00\", \"1991-09-01T00:00:00\", \"1991-09-02T00:00:00\", \"1991-09-03T00:00:00\", \"1991-09-04T00:00:00\", \"1991-09-05T00:00:00\", \"1991-09-06T00:00:00\", \"1991-09-07T00:00:00\", \"1991-09-08T00:00:00\", \"1991-09-09T00:00:00\", \"1991-09-10T00:00:00\", \"1991-09-11T00:00:00\", \"1991-09-12T00:00:00\", \"1991-09-13T00:00:00\", \"1991-09-14T00:00:00\", \"1991-09-15T00:00:00\", \"1991-09-16T00:00:00\", \"1991-09-17T00:00:00\", \"1991-09-18T00:00:00\", \"1991-09-19T00:00:00\", \"1991-09-20T00:00:00\", \"1991-09-21T00:00:00\", \"1991-09-22T00:00:00\", \"1991-09-23T00:00:00\", \"1991-09-24T00:00:00\", \"1991-09-25T00:00:00\", \"1991-09-26T00:00:00\", \"1991-09-27T00:00:00\", \"1991-09-28T00:00:00\", \"1991-09-29T00:00:00\", \"1991-09-30T00:00:00\", \"1991-10-01T00:00:00\", \"1991-10-02T00:00:00\", \"1991-10-03T00:00:00\", \"1991-10-04T00:00:00\", \"1991-10-05T00:00:00\", \"1991-10-06T00:00:00\", \"1991-10-07T00:00:00\", \"1991-10-08T00:00:00\", \"1991-10-09T00:00:00\", \"1991-10-10T00:00:00\", \"1991-10-11T00:00:00\", \"1991-10-12T00:00:00\", \"1991-10-13T00:00:00\", \"1991-10-14T00:00:00\", \"1991-10-15T00:00:00\", \"1991-10-16T00:00:00\", \"1991-10-17T00:00:00\", \"1991-10-18T00:00:00\", \"1991-10-19T00:00:00\", \"1991-10-20T00:00:00\", \"1991-10-21T00:00:00\", \"1991-10-22T00:00:00\", \"1991-10-23T00:00:00\", \"1991-10-24T00:00:00\", \"1991-10-25T00:00:00\", \"1991-10-26T00:00:00\", \"1991-10-27T00:00:00\", \"1991-10-28T00:00:00\", \"1991-10-29T00:00:00\", \"1991-10-30T00:00:00\", \"1991-10-31T00:00:00\", \"1991-11-01T00:00:00\", \"1991-11-02T00:00:00\", \"1991-11-03T00:00:00\", \"1991-11-04T00:00:00\", \"1991-11-05T00:00:00\", \"1991-11-06T00:00:00\", \"1991-11-07T00:00:00\", \"1991-11-08T00:00:00\", \"1991-11-09T00:00:00\", \"1991-11-10T00:00:00\", \"1991-11-11T00:00:00\", \"1991-11-12T00:00:00\", \"1991-11-13T00:00:00\", \"1991-11-14T00:00:00\", \"1991-11-15T00:00:00\", \"1991-11-16T00:00:00\", \"1991-11-17T00:00:00\", \"1991-11-18T00:00:00\", \"1991-11-19T00:00:00\", \"1991-11-20T00:00:00\", \"1991-11-21T00:00:00\", \"1991-11-22T00:00:00\", \"1991-11-23T00:00:00\", \"1991-11-24T00:00:00\", \"1991-11-25T00:00:00\", \"1991-11-26T00:00:00\", \"1991-11-27T00:00:00\", \"1991-11-28T00:00:00\", \"1991-11-29T00:00:00\", \"1991-11-30T00:00:00\", \"1991-12-01T00:00:00\", \"1991-12-02T00:00:00\", \"1991-12-03T00:00:00\", \"1991-12-04T00:00:00\", \"1991-12-05T00:00:00\", \"1991-12-06T00:00:00\", \"1991-12-07T00:00:00\", \"1991-12-08T00:00:00\", \"1991-12-09T00:00:00\", \"1991-12-10T00:00:00\", \"1991-12-11T00:00:00\", \"1991-12-12T00:00:00\", \"1991-12-13T00:00:00\", \"1991-12-14T00:00:00\", \"1991-12-15T00:00:00\", \"1991-12-16T00:00:00\", \"1991-12-17T00:00:00\", \"1991-12-18T00:00:00\", \"1991-12-19T00:00:00\", \"1991-12-20T00:00:00\", \"1991-12-21T00:00:00\", \"1991-12-22T00:00:00\", \"1991-12-23T00:00:00\", \"1991-12-24T00:00:00\", \"1991-12-25T00:00:00\", \"1991-12-26T00:00:00\", \"1991-12-27T00:00:00\", \"1991-12-28T00:00:00\", \"1991-12-29T00:00:00\", \"1991-12-30T00:00:00\", \"1991-12-31T00:00:00\", \"1992-01-01T00:00:00\", \"1992-01-02T00:00:00\", \"1992-01-03T00:00:00\", \"1992-01-04T00:00:00\", \"1992-01-05T00:00:00\", \"1992-01-06T00:00:00\", \"1992-01-07T00:00:00\", \"1992-01-08T00:00:00\", \"1992-01-09T00:00:00\", \"1992-01-10T00:00:00\", \"1992-01-11T00:00:00\", \"1992-01-12T00:00:00\", \"1992-01-13T00:00:00\", \"1992-01-14T00:00:00\", \"1992-01-15T00:00:00\", \"1992-01-16T00:00:00\", \"1992-01-17T00:00:00\", \"1992-01-18T00:00:00\", \"1992-01-19T00:00:00\", \"1992-01-20T00:00:00\", \"1992-01-21T00:00:00\", \"1992-01-22T00:00:00\", \"1992-01-23T00:00:00\", \"1992-01-24T00:00:00\", \"1992-01-25T00:00:00\", \"1992-01-26T00:00:00\", \"1992-01-27T00:00:00\", \"1992-01-28T00:00:00\", \"1992-01-29T00:00:00\", \"1992-01-30T00:00:00\", \"1992-01-31T00:00:00\", \"1992-02-01T00:00:00\", \"1992-02-02T00:00:00\", \"1992-02-03T00:00:00\", \"1992-02-04T00:00:00\", \"1992-02-05T00:00:00\", \"1992-02-06T00:00:00\", \"1992-02-07T00:00:00\", \"1992-02-08T00:00:00\", \"1992-02-09T00:00:00\", \"1992-02-10T00:00:00\", \"1992-02-11T00:00:00\", \"1992-02-12T00:00:00\", \"1992-02-13T00:00:00\", \"1992-02-14T00:00:00\", \"1992-02-15T00:00:00\", \"1992-02-16T00:00:00\", \"1992-02-17T00:00:00\", \"1992-02-18T00:00:00\", \"1992-02-19T00:00:00\", \"1992-02-20T00:00:00\", \"1992-02-21T00:00:00\", \"1992-02-22T00:00:00\", \"1992-02-23T00:00:00\", \"1992-02-24T00:00:00\", \"1992-02-25T00:00:00\", \"1992-02-26T00:00:00\", \"1992-02-27T00:00:00\", \"1992-02-28T00:00:00\", \"1992-02-29T00:00:00\", \"1992-03-01T00:00:00\", \"1992-03-02T00:00:00\", \"1992-03-03T00:00:00\", \"1992-03-04T00:00:00\", \"1992-03-05T00:00:00\", \"1992-03-06T00:00:00\", \"1992-03-07T00:00:00\", \"1992-03-08T00:00:00\", \"1992-03-09T00:00:00\", \"1992-03-10T00:00:00\", \"1992-03-11T00:00:00\", \"1992-03-12T00:00:00\", \"1992-03-13T00:00:00\", \"1992-03-14T00:00:00\", \"1992-03-15T00:00:00\", \"1992-03-16T00:00:00\", \"1992-03-17T00:00:00\", \"1992-03-18T00:00:00\", \"1992-03-19T00:00:00\", \"1992-03-20T00:00:00\", \"1992-03-21T00:00:00\", \"1992-03-22T00:00:00\", \"1992-03-23T00:00:00\", \"1992-03-24T00:00:00\", \"1992-03-25T00:00:00\", \"1992-03-26T00:00:00\", \"1992-03-27T00:00:00\", \"1992-03-28T00:00:00\", \"1992-03-29T00:00:00\", \"1992-03-30T00:00:00\", \"1992-03-31T00:00:00\", \"1992-04-01T00:00:00\", \"1992-04-02T00:00:00\", \"1992-04-03T00:00:00\", \"1992-04-04T00:00:00\", \"1992-04-05T00:00:00\", \"1992-04-06T00:00:00\", \"1992-04-07T00:00:00\", \"1992-04-08T00:00:00\", \"1992-04-09T00:00:00\", \"1992-04-10T00:00:00\", \"1992-04-11T00:00:00\", \"1992-04-12T00:00:00\", \"1992-04-13T00:00:00\", \"1992-04-14T00:00:00\", \"1992-04-15T00:00:00\", \"1992-04-16T00:00:00\", \"1992-04-17T00:00:00\", \"1992-04-18T00:00:00\", \"1992-04-19T00:00:00\", \"1992-04-20T00:00:00\", \"1992-04-21T00:00:00\", \"1992-04-22T00:00:00\", \"1992-04-23T00:00:00\", \"1992-04-24T00:00:00\", \"1992-04-25T00:00:00\", \"1992-04-26T00:00:00\", \"1992-04-27T00:00:00\", \"1992-04-28T00:00:00\", \"1992-04-29T00:00:00\", \"1992-04-30T00:00:00\", \"1992-05-01T00:00:00\", \"1992-05-02T00:00:00\", \"1992-05-03T00:00:00\", \"1992-05-04T00:00:00\", \"1992-05-05T00:00:00\", \"1992-05-06T00:00:00\", \"1992-05-07T00:00:00\", \"1992-05-08T00:00:00\", \"1992-05-09T00:00:00\", \"1992-05-10T00:00:00\", \"1992-05-11T00:00:00\", \"1992-05-12T00:00:00\", \"1992-05-13T00:00:00\", \"1992-05-14T00:00:00\", \"1992-05-15T00:00:00\", \"1992-05-16T00:00:00\", \"1992-05-17T00:00:00\", \"1992-05-18T00:00:00\", \"1992-05-19T00:00:00\", \"1992-05-20T00:00:00\", \"1992-05-21T00:00:00\", \"1992-05-22T00:00:00\", \"1992-05-23T00:00:00\", \"1992-05-24T00:00:00\", \"1992-05-25T00:00:00\", \"1992-05-26T00:00:00\", \"1992-05-27T00:00:00\", \"1992-05-28T00:00:00\", \"1992-05-29T00:00:00\", \"1992-05-30T00:00:00\", \"1992-05-31T00:00:00\", \"1992-06-01T00:00:00\", \"1992-06-02T00:00:00\", \"1992-06-03T00:00:00\", \"1992-06-04T00:00:00\", \"1992-06-05T00:00:00\", \"1992-06-06T00:00:00\", \"1992-06-07T00:00:00\", \"1992-06-08T00:00:00\", \"1992-06-09T00:00:00\", \"1992-06-10T00:00:00\", \"1992-06-11T00:00:00\", \"1992-06-12T00:00:00\", \"1992-06-13T00:00:00\", \"1992-06-14T00:00:00\", \"1992-06-15T00:00:00\", \"1992-06-16T00:00:00\", \"1992-06-17T00:00:00\", \"1992-06-18T00:00:00\", \"1992-06-19T00:00:00\", \"1992-06-20T00:00:00\", \"1992-06-21T00:00:00\", \"1992-06-22T00:00:00\", \"1992-06-23T00:00:00\", \"1992-06-24T00:00:00\", \"1992-06-25T00:00:00\", \"1992-06-26T00:00:00\", \"1992-06-27T00:00:00\", \"1992-06-28T00:00:00\", \"1992-06-29T00:00:00\", \"1992-06-30T00:00:00\", \"1992-07-01T00:00:00\", \"1992-07-02T00:00:00\", \"1992-07-03T00:00:00\", \"1992-07-04T00:00:00\", \"1992-07-05T00:00:00\", \"1992-07-06T00:00:00\", \"1992-07-07T00:00:00\", \"1992-07-08T00:00:00\", \"1992-07-09T00:00:00\"], \"xaxis\": \"x\", \"y\": [null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, 5.63, 5.501, 5.276, 6.436, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null], \"yaxis\": \"y\"}, {\"hovertemplate\": \"variable=prediction<br>date_time=%{x}<br>value=%{y}<extra></extra>\", \"legendgroup\": \"prediction\", \"line\": {\"color\": \"#00cc96\", \"dash\": \"solid\"}, \"mode\": \"lines\", \"name\": \"prediction\", \"showlegend\": true, \"type\": \"scattergl\", \"x\": [\"1990-08-01T00:00:00\", \"1990-08-02T00:00:00\", \"1990-08-03T00:00:00\", \"1990-08-04T00:00:00\", \"1990-08-05T00:00:00\", \"1990-08-06T00:00:00\", \"1990-08-07T00:00:00\", \"1990-08-08T00:00:00\", \"1990-08-09T00:00:00\", \"1990-08-10T00:00:00\", \"1990-08-11T00:00:00\", \"1990-08-12T00:00:00\", \"1990-08-13T00:00:00\", \"1990-08-14T00:00:00\", \"1990-08-15T00:00:00\", \"1990-08-16T00:00:00\", \"1990-08-17T00:00:00\", \"1990-08-18T00:00:00\", \"1990-08-19T00:00:00\", \"1990-08-20T00:00:00\", \"1990-08-21T00:00:00\", \"1990-08-22T00:00:00\", \"1990-08-23T00:00:00\", \"1990-08-24T00:00:00\", \"1990-08-25T00:00:00\", \"1990-08-26T00:00:00\", \"1990-08-27T00:00:00\", \"1990-08-28T00:00:00\", \"1990-08-29T00:00:00\", \"1990-08-30T00:00:00\", \"1990-08-31T00:00:00\", \"1990-09-01T00:00:00\", \"1990-09-02T00:00:00\", \"1990-09-03T00:00:00\", \"1990-09-04T00:00:00\", \"1990-09-05T00:00:00\", \"1990-09-06T00:00:00\", \"1990-09-07T00:00:00\", \"1990-09-08T00:00:00\", \"1990-09-09T00:00:00\", \"1990-09-10T00:00:00\", \"1990-09-11T00:00:00\", \"1990-09-12T00:00:00\", \"1990-09-13T00:00:00\", \"1990-09-14T00:00:00\", \"1990-09-15T00:00:00\", \"1990-09-16T00:00:00\", \"1990-09-17T00:00:00\", \"1990-09-18T00:00:00\", \"1990-09-19T00:00:00\", \"1990-09-20T00:00:00\", \"1990-09-21T00:00:00\", \"1990-09-22T00:00:00\", \"1990-09-23T00:00:00\", \"1990-09-24T00:00:00\", \"1990-09-25T00:00:00\", \"1990-09-26T00:00:00\", \"1990-09-27T00:00:00\", \"1990-09-28T00:00:00\", \"1990-09-29T00:00:00\", \"1990-09-30T00:00:00\", \"1990-10-01T00:00:00\", \"1990-10-02T00:00:00\", \"1990-10-03T00:00:00\", \"1990-10-04T00:00:00\", \"1990-10-05T00:00:00\", \"1990-10-06T00:00:00\", \"1990-10-07T00:00:00\", \"1990-10-08T00:00:00\", \"1990-10-09T00:00:00\", \"1990-10-10T00:00:00\", \"1990-10-11T00:00:00\", \"1990-10-12T00:00:00\", \"1990-10-13T00:00:00\", \"1990-10-14T00:00:00\", \"1990-10-15T00:00:00\", \"1990-10-16T00:00:00\", \"1990-10-17T00:00:00\", \"1990-10-18T00:00:00\", \"1990-10-19T00:00:00\", \"1990-10-20T00:00:00\", \"1990-10-21T00:00:00\", \"1990-10-22T00:00:00\", \"1990-10-23T00:00:00\", \"1990-10-24T00:00:00\", \"1990-10-25T00:00:00\", \"1990-10-26T00:00:00\", \"1990-10-27T00:00:00\", \"1990-10-28T00:00:00\", \"1990-10-29T00:00:00\", \"1990-10-30T00:00:00\", \"1990-10-31T00:00:00\", \"1990-11-01T00:00:00\", \"1990-11-02T00:00:00\", \"1990-11-03T00:00:00\", \"1990-11-04T00:00:00\", \"1990-11-05T00:00:00\", \"1990-11-06T00:00:00\", \"1990-11-07T00:00:00\", \"1990-11-08T00:00:00\", \"1990-11-09T00:00:00\", \"1990-11-10T00:00:00\", \"1990-11-11T00:00:00\", \"1990-11-12T00:00:00\", \"1990-11-13T00:00:00\", \"1990-11-14T00:00:00\", \"1990-11-15T00:00:00\", \"1990-11-16T00:00:00\", \"1990-11-17T00:00:00\", \"1990-11-18T00:00:00\", \"1990-11-19T00:00:00\", \"1990-11-20T00:00:00\", \"1990-11-21T00:00:00\", \"1990-11-22T00:00:00\", \"1990-11-23T00:00:00\", \"1990-11-24T00:00:00\", \"1990-11-25T00:00:00\", \"1990-11-26T00:00:00\", \"1990-11-27T00:00:00\", \"1990-11-28T00:00:00\", \"1990-11-29T00:00:00\", \"1990-11-30T00:00:00\", \"1990-12-01T00:00:00\", \"1990-12-02T00:00:00\", \"1990-12-03T00:00:00\", \"1990-12-04T00:00:00\", \"1990-12-05T00:00:00\", \"1990-12-06T00:00:00\", \"1990-12-07T00:00:00\", \"1990-12-08T00:00:00\", \"1990-12-09T00:00:00\", \"1990-12-10T00:00:00\", \"1990-12-11T00:00:00\", \"1990-12-12T00:00:00\", \"1990-12-13T00:00:00\", \"1990-12-14T00:00:00\", \"1990-12-15T00:00:00\", \"1990-12-16T00:00:00\", \"1990-12-17T00:00:00\", \"1990-12-18T00:00:00\", \"1990-12-19T00:00:00\", \"1990-12-20T00:00:00\", \"1990-12-21T00:00:00\", \"1990-12-22T00:00:00\", \"1990-12-23T00:00:00\", \"1990-12-24T00:00:00\", \"1990-12-25T00:00:00\", \"1990-12-26T00:00:00\", \"1990-12-27T00:00:00\", \"1990-12-28T00:00:00\", \"1990-12-29T00:00:00\", \"1990-12-30T00:00:00\", \"1990-12-31T00:00:00\", \"1991-01-01T00:00:00\", \"1991-01-02T00:00:00\", \"1991-01-03T00:00:00\", \"1991-01-04T00:00:00\", \"1991-01-05T00:00:00\", \"1991-01-06T00:00:00\", \"1991-01-07T00:00:00\", \"1991-01-08T00:00:00\", \"1991-01-09T00:00:00\", \"1991-01-10T00:00:00\", \"1991-01-11T00:00:00\", \"1991-01-12T00:00:00\", \"1991-01-13T00:00:00\", \"1991-01-14T00:00:00\", \"1991-01-15T00:00:00\", \"1991-01-16T00:00:00\", \"1991-01-17T00:00:00\", \"1991-01-18T00:00:00\", \"1991-01-19T00:00:00\", \"1991-01-20T00:00:00\", \"1991-01-21T00:00:00\", \"1991-01-22T00:00:00\", \"1991-01-23T00:00:00\", \"1991-01-24T00:00:00\", \"1991-01-25T00:00:00\", \"1991-01-26T00:00:00\", \"1991-01-27T00:00:00\", \"1991-01-28T00:00:00\", \"1991-01-29T00:00:00\", \"1991-01-30T00:00:00\", \"1991-01-31T00:00:00\", \"1991-02-01T00:00:00\", \"1991-02-02T00:00:00\", \"1991-02-03T00:00:00\", \"1991-02-04T00:00:00\", \"1991-02-05T00:00:00\", \"1991-02-06T00:00:00\", \"1991-02-07T00:00:00\", \"1991-02-08T00:00:00\", \"1991-02-09T00:00:00\", \"1991-02-10T00:00:00\", \"1991-02-11T00:00:00\", \"1991-02-12T00:00:00\", \"1991-02-13T00:00:00\", \"1991-02-14T00:00:00\", \"1991-02-15T00:00:00\", \"1991-02-16T00:00:00\", \"1991-02-17T00:00:00\", \"1991-02-18T00:00:00\", \"1991-02-19T00:00:00\", \"1991-02-20T00:00:00\", \"1991-02-21T00:00:00\", \"1991-02-22T00:00:00\", \"1991-02-23T00:00:00\", \"1991-02-24T00:00:00\", \"1991-02-25T00:00:00\", \"1991-02-26T00:00:00\", \"1991-02-27T00:00:00\", \"1991-02-28T00:00:00\", \"1991-03-01T00:00:00\", \"1991-03-02T00:00:00\", \"1991-03-03T00:00:00\", \"1991-03-04T00:00:00\", \"1991-03-05T00:00:00\", \"1991-03-06T00:00:00\", \"1991-03-07T00:00:00\", \"1991-03-08T00:00:00\", \"1991-03-09T00:00:00\", \"1991-03-10T00:00:00\", \"1991-03-11T00:00:00\", \"1991-03-12T00:00:00\", \"1991-03-13T00:00:00\", \"1991-03-14T00:00:00\", \"1991-03-15T00:00:00\", \"1991-03-16T00:00:00\", \"1991-03-17T00:00:00\", \"1991-03-18T00:00:00\", \"1991-03-19T00:00:00\", \"1991-03-20T00:00:00\", \"1991-03-21T00:00:00\", \"1991-03-22T00:00:00\", \"1991-03-23T00:00:00\", \"1991-03-24T00:00:00\", \"1991-03-25T00:00:00\", \"1991-03-26T00:00:00\", \"1991-03-27T00:00:00\", \"1991-03-28T00:00:00\", \"1991-03-29T00:00:00\", \"1991-03-30T00:00:00\", \"1991-03-31T00:00:00\", \"1991-04-01T00:00:00\", \"1991-04-02T00:00:00\", \"1991-04-03T00:00:00\", \"1991-04-04T00:00:00\", \"1991-04-05T00:00:00\", \"1991-04-06T00:00:00\", \"1991-04-07T00:00:00\", \"1991-04-08T00:00:00\", \"1991-04-09T00:00:00\", \"1991-04-10T00:00:00\", \"1991-04-11T00:00:00\", \"1991-04-12T00:00:00\", \"1991-04-13T00:00:00\", \"1991-04-14T00:00:00\", \"1991-04-15T00:00:00\", \"1991-04-16T00:00:00\", \"1991-04-17T00:00:00\", \"1991-04-18T00:00:00\", \"1991-04-19T00:00:00\", \"1991-04-20T00:00:00\", \"1991-04-21T00:00:00\", \"1991-04-22T00:00:00\", \"1991-04-23T00:00:00\", \"1991-04-24T00:00:00\", \"1991-04-25T00:00:00\", \"1991-04-26T00:00:00\", \"1991-04-27T00:00:00\", \"1991-04-28T00:00:00\", \"1991-04-29T00:00:00\", \"1991-04-30T00:00:00\", \"1991-05-01T00:00:00\", \"1991-05-02T00:00:00\", \"1991-05-03T00:00:00\", \"1991-05-04T00:00:00\", \"1991-05-05T00:00:00\", \"1991-05-06T00:00:00\", \"1991-05-07T00:00:00\", \"1991-05-08T00:00:00\", \"1991-05-09T00:00:00\", \"1991-05-10T00:00:00\", \"1991-05-11T00:00:00\", \"1991-05-12T00:00:00\", \"1991-05-13T00:00:00\", \"1991-05-14T00:00:00\", \"1991-05-15T00:00:00\", \"1991-05-16T00:00:00\", \"1991-05-17T00:00:00\", \"1991-05-18T00:00:00\", \"1991-05-19T00:00:00\", \"1991-05-20T00:00:00\", \"1991-05-21T00:00:00\", \"1991-05-22T00:00:00\", \"1991-05-23T00:00:00\", \"1991-05-24T00:00:00\", \"1991-05-25T00:00:00\", \"1991-05-26T00:00:00\", \"1991-05-27T00:00:00\", \"1991-05-28T00:00:00\", \"1991-05-29T00:00:00\", \"1991-05-30T00:00:00\", \"1991-05-31T00:00:00\", \"1991-06-01T00:00:00\", \"1991-06-02T00:00:00\", \"1991-06-03T00:00:00\", \"1991-06-04T00:00:00\", \"1991-06-05T00:00:00\", \"1991-06-06T00:00:00\", \"1991-06-07T00:00:00\", \"1991-06-08T00:00:00\", \"1991-06-09T00:00:00\", \"1991-06-10T00:00:00\", \"1991-06-11T00:00:00\", \"1991-06-12T00:00:00\", \"1991-06-13T00:00:00\", \"1991-06-14T00:00:00\", \"1991-06-15T00:00:00\", \"1991-06-16T00:00:00\", \"1991-06-17T00:00:00\", \"1991-06-18T00:00:00\", \"1991-06-19T00:00:00\", \"1991-06-20T00:00:00\", \"1991-06-21T00:00:00\", \"1991-06-22T00:00:00\", \"1991-06-23T00:00:00\", \"1991-06-24T00:00:00\", \"1991-06-25T00:00:00\", \"1991-06-26T00:00:00\", \"1991-06-27T00:00:00\", \"1991-06-28T00:00:00\", \"1991-06-29T00:00:00\", \"1991-06-30T00:00:00\", \"1991-07-01T00:00:00\", \"1991-07-02T00:00:00\", \"1991-07-03T00:00:00\", \"1991-07-04T00:00:00\", \"1991-07-05T00:00:00\", \"1991-07-06T00:00:00\", \"1991-07-07T00:00:00\", \"1991-07-08T00:00:00\", \"1991-07-09T00:00:00\", \"1991-07-10T00:00:00\", \"1991-07-11T00:00:00\", \"1991-07-12T00:00:00\", \"1991-07-13T00:00:00\", \"1991-07-14T00:00:00\", \"1991-07-15T00:00:00\", \"1991-07-16T00:00:00\", \"1991-07-17T00:00:00\", \"1991-07-18T00:00:00\", \"1991-07-19T00:00:00\", \"1991-07-20T00:00:00\", \"1991-07-21T00:00:00\", \"1991-07-22T00:00:00\", \"1991-07-23T00:00:00\", \"1991-07-24T00:00:00\", \"1991-07-25T00:00:00\", \"1991-07-26T00:00:00\", \"1991-07-27T00:00:00\", \"1991-07-28T00:00:00\", \"1991-07-29T00:00:00\", \"1991-07-30T00:00:00\", \"1991-07-31T00:00:00\", \"1991-08-01T00:00:00\", \"1991-08-02T00:00:00\", \"1991-08-03T00:00:00\", \"1991-08-04T00:00:00\", \"1991-08-05T00:00:00\", \"1991-08-06T00:00:00\", \"1991-08-07T00:00:00\", \"1991-08-08T00:00:00\", \"1991-08-09T00:00:00\", \"1991-08-10T00:00:00\", \"1991-08-11T00:00:00\", \"1991-08-12T00:00:00\", \"1991-08-13T00:00:00\", \"1991-08-14T00:00:00\", \"1991-08-15T00:00:00\", \"1991-08-16T00:00:00\", \"1991-08-17T00:00:00\", \"1991-08-18T00:00:00\", \"1991-08-19T00:00:00\", \"1991-08-20T00:00:00\", \"1991-08-21T00:00:00\", \"1991-08-22T00:00:00\", \"1991-08-23T00:00:00\", \"1991-08-24T00:00:00\", \"1991-08-25T00:00:00\", \"1991-08-26T00:00:00\", \"1991-08-27T00:00:00\", \"1991-08-28T00:00:00\", \"1991-08-29T00:00:00\", \"1991-08-30T00:00:00\", \"1991-08-31T00:00:00\", \"1991-09-01T00:00:00\", \"1991-09-02T00:00:00\", \"1991-09-03T00:00:00\", \"1991-09-04T00:00:00\", \"1991-09-05T00:00:00\", \"1991-09-06T00:00:00\", \"1991-09-07T00:00:00\", \"1991-09-08T00:00:00\", \"1991-09-09T00:00:00\", \"1991-09-10T00:00:00\", \"1991-09-11T00:00:00\", \"1991-09-12T00:00:00\", \"1991-09-13T00:00:00\", \"1991-09-14T00:00:00\", \"1991-09-15T00:00:00\", \"1991-09-16T00:00:00\", \"1991-09-17T00:00:00\", \"1991-09-18T00:00:00\", \"1991-09-19T00:00:00\", \"1991-09-20T00:00:00\", \"1991-09-21T00:00:00\", \"1991-09-22T00:00:00\", \"1991-09-23T00:00:00\", \"1991-09-24T00:00:00\", \"1991-09-25T00:00:00\", \"1991-09-26T00:00:00\", \"1991-09-27T00:00:00\", \"1991-09-28T00:00:00\", \"1991-09-29T00:00:00\", \"1991-09-30T00:00:00\", \"1991-10-01T00:00:00\", \"1991-10-02T00:00:00\", \"1991-10-03T00:00:00\", \"1991-10-04T00:00:00\", \"1991-10-05T00:00:00\", \"1991-10-06T00:00:00\", \"1991-10-07T00:00:00\", \"1991-10-08T00:00:00\", \"1991-10-09T00:00:00\", \"1991-10-10T00:00:00\", \"1991-10-11T00:00:00\", \"1991-10-12T00:00:00\", \"1991-10-13T00:00:00\", \"1991-10-14T00:00:00\", \"1991-10-15T00:00:00\", \"1991-10-16T00:00:00\", \"1991-10-17T00:00:00\", \"1991-10-18T00:00:00\", \"1991-10-19T00:00:00\", \"1991-10-20T00:00:00\", \"1991-10-21T00:00:00\", \"1991-10-22T00:00:00\", \"1991-10-23T00:00:00\", \"1991-10-24T00:00:00\", \"1991-10-25T00:00:00\", \"1991-10-26T00:00:00\", \"1991-10-27T00:00:00\", \"1991-10-28T00:00:00\", \"1991-10-29T00:00:00\", \"1991-10-30T00:00:00\", \"1991-10-31T00:00:00\", \"1991-11-01T00:00:00\", \"1991-11-02T00:00:00\", \"1991-11-03T00:00:00\", \"1991-11-04T00:00:00\", \"1991-11-05T00:00:00\", \"1991-11-06T00:00:00\", \"1991-11-07T00:00:00\", \"1991-11-08T00:00:00\", \"1991-11-09T00:00:00\", \"1991-11-10T00:00:00\", \"1991-11-11T00:00:00\", \"1991-11-12T00:00:00\", \"1991-11-13T00:00:00\", \"1991-11-14T00:00:00\", \"1991-11-15T00:00:00\", \"1991-11-16T00:00:00\", \"1991-11-17T00:00:00\", \"1991-11-18T00:00:00\", \"1991-11-19T00:00:00\", \"1991-11-20T00:00:00\", \"1991-11-21T00:00:00\", \"1991-11-22T00:00:00\", \"1991-11-23T00:00:00\", \"1991-11-24T00:00:00\", \"1991-11-25T00:00:00\", \"1991-11-26T00:00:00\", \"1991-11-27T00:00:00\", \"1991-11-28T00:00:00\", \"1991-11-29T00:00:00\", \"1991-11-30T00:00:00\", \"1991-12-01T00:00:00\", \"1991-12-02T00:00:00\", \"1991-12-03T00:00:00\", \"1991-12-04T00:00:00\", \"1991-12-05T00:00:00\", \"1991-12-06T00:00:00\", \"1991-12-07T00:00:00\", \"1991-12-08T00:00:00\", \"1991-12-09T00:00:00\", \"1991-12-10T00:00:00\", \"1991-12-11T00:00:00\", \"1991-12-12T00:00:00\", \"1991-12-13T00:00:00\", \"1991-12-14T00:00:00\", \"1991-12-15T00:00:00\", \"1991-12-16T00:00:00\", \"1991-12-17T00:00:00\", \"1991-12-18T00:00:00\", \"1991-12-19T00:00:00\", \"1991-12-20T00:00:00\", \"1991-12-21T00:00:00\", \"1991-12-22T00:00:00\", \"1991-12-23T00:00:00\", \"1991-12-24T00:00:00\", \"1991-12-25T00:00:00\", \"1991-12-26T00:00:00\", \"1991-12-27T00:00:00\", \"1991-12-28T00:00:00\", \"1991-12-29T00:00:00\", \"1991-12-30T00:00:00\", \"1991-12-31T00:00:00\", \"1992-01-01T00:00:00\", \"1992-01-02T00:00:00\", \"1992-01-03T00:00:00\", \"1992-01-04T00:00:00\", \"1992-01-05T00:00:00\", \"1992-01-06T00:00:00\", \"1992-01-07T00:00:00\", \"1992-01-08T00:00:00\", \"1992-01-09T00:00:00\", \"1992-01-10T00:00:00\", \"1992-01-11T00:00:00\", \"1992-01-12T00:00:00\", \"1992-01-13T00:00:00\", \"1992-01-14T00:00:00\", \"1992-01-15T00:00:00\", \"1992-01-16T00:00:00\", \"1992-01-17T00:00:00\", \"1992-01-18T00:00:00\", \"1992-01-19T00:00:00\", \"1992-01-20T00:00:00\", \"1992-01-21T00:00:00\", \"1992-01-22T00:00:00\", \"1992-01-23T00:00:00\", \"1992-01-24T00:00:00\", \"1992-01-25T00:00:00\", \"1992-01-26T00:00:00\", \"1992-01-27T00:00:00\", \"1992-01-28T00:00:00\", \"1992-01-29T00:00:00\", \"1992-01-30T00:00:00\", \"1992-01-31T00:00:00\", \"1992-02-01T00:00:00\", \"1992-02-02T00:00:00\", \"1992-02-03T00:00:00\", \"1992-02-04T00:00:00\", \"1992-02-05T00:00:00\", \"1992-02-06T00:00:00\", \"1992-02-07T00:00:00\", \"1992-02-08T00:00:00\", \"1992-02-09T00:00:00\", \"1992-02-10T00:00:00\", \"1992-02-11T00:00:00\", \"1992-02-12T00:00:00\", \"1992-02-13T00:00:00\", \"1992-02-14T00:00:00\", \"1992-02-15T00:00:00\", \"1992-02-16T00:00:00\", \"1992-02-17T00:00:00\", \"1992-02-18T00:00:00\", \"1992-02-19T00:00:00\", \"1992-02-20T00:00:00\", \"1992-02-21T00:00:00\", \"1992-02-22T00:00:00\", \"1992-02-23T00:00:00\", \"1992-02-24T00:00:00\", \"1992-02-25T00:00:00\", \"1992-02-26T00:00:00\", \"1992-02-27T00:00:00\", \"1992-02-28T00:00:00\", \"1992-02-29T00:00:00\", \"1992-03-01T00:00:00\", \"1992-03-02T00:00:00\", \"1992-03-03T00:00:00\", \"1992-03-04T00:00:00\", \"1992-03-05T00:00:00\", \"1992-03-06T00:00:00\", \"1992-03-07T00:00:00\", \"1992-03-08T00:00:00\", \"1992-03-09T00:00:00\", \"1992-03-10T00:00:00\", \"1992-03-11T00:00:00\", \"1992-03-12T00:00:00\", \"1992-03-13T00:00:00\", \"1992-03-14T00:00:00\", \"1992-03-15T00:00:00\", \"1992-03-16T00:00:00\", \"1992-03-17T00:00:00\", \"1992-03-18T00:00:00\", \"1992-03-19T00:00:00\", \"1992-03-20T00:00:00\", \"1992-03-21T00:00:00\", \"1992-03-22T00:00:00\", \"1992-03-23T00:00:00\", \"1992-03-24T00:00:00\", \"1992-03-25T00:00:00\", \"1992-03-26T00:00:00\", \"1992-03-27T00:00:00\", \"1992-03-28T00:00:00\", \"1992-03-29T00:00:00\", \"1992-03-30T00:00:00\", \"1992-03-31T00:00:00\", \"1992-04-01T00:00:00\", \"1992-04-02T00:00:00\", \"1992-04-03T00:00:00\", \"1992-04-04T00:00:00\", \"1992-04-05T00:00:00\", \"1992-04-06T00:00:00\", \"1992-04-07T00:00:00\", \"1992-04-08T00:00:00\", \"1992-04-09T00:00:00\", \"1992-04-10T00:00:00\", \"1992-04-11T00:00:00\", \"1992-04-12T00:00:00\", \"1992-04-13T00:00:00\", \"1992-04-14T00:00:00\", \"1992-04-15T00:00:00\", \"1992-04-16T00:00:00\", \"1992-04-17T00:00:00\", \"1992-04-18T00:00:00\", \"1992-04-19T00:00:00\", \"1992-04-20T00:00:00\", \"1992-04-21T00:00:00\", \"1992-04-22T00:00:00\", \"1992-04-23T00:00:00\", \"1992-04-24T00:00:00\", \"1992-04-25T00:00:00\", \"1992-04-26T00:00:00\", \"1992-04-27T00:00:00\", \"1992-04-28T00:00:00\", \"1992-04-29T00:00:00\", \"1992-04-30T00:00:00\", \"1992-05-01T00:00:00\", \"1992-05-02T00:00:00\", \"1992-05-03T00:00:00\", \"1992-05-04T00:00:00\", \"1992-05-05T00:00:00\", \"1992-05-06T00:00:00\", \"1992-05-07T00:00:00\", \"1992-05-08T00:00:00\", \"1992-05-09T00:00:00\", \"1992-05-10T00:00:00\", \"1992-05-11T00:00:00\", \"1992-05-12T00:00:00\", \"1992-05-13T00:00:00\", \"1992-05-14T00:00:00\", \"1992-05-15T00:00:00\", \"1992-05-16T00:00:00\", \"1992-05-17T00:00:00\", \"1992-05-18T00:00:00\", \"1992-05-19T00:00:00\", \"1992-05-20T00:00:00\", \"1992-05-21T00:00:00\", \"1992-05-22T00:00:00\", \"1992-05-23T00:00:00\", \"1992-05-24T00:00:00\", \"1992-05-25T00:00:00\", \"1992-05-26T00:00:00\", \"1992-05-27T00:00:00\", \"1992-05-28T00:00:00\", \"1992-05-29T00:00:00\", \"1992-05-30T00:00:00\", \"1992-05-31T00:00:00\", \"1992-06-01T00:00:00\", \"1992-06-02T00:00:00\", \"1992-06-03T00:00:00\", \"1992-06-04T00:00:00\", \"1992-06-05T00:00:00\", \"1992-06-06T00:00:00\", \"1992-06-07T00:00:00\", \"1992-06-08T00:00:00\", \"1992-06-09T00:00:00\", \"1992-06-10T00:00:00\", \"1992-06-11T00:00:00\", \"1992-06-12T00:00:00\", \"1992-06-13T00:00:00\", \"1992-06-14T00:00:00\", \"1992-06-15T00:00:00\", \"1992-06-16T00:00:00\", \"1992-06-17T00:00:00\", \"1992-06-18T00:00:00\", \"1992-06-19T00:00:00\", \"1992-06-20T00:00:00\", \"1992-06-21T00:00:00\", \"1992-06-22T00:00:00\", \"1992-06-23T00:00:00\", \"1992-06-24T00:00:00\", \"1992-06-25T00:00:00\", \"1992-06-26T00:00:00\", \"1992-06-27T00:00:00\", \"1992-06-28T00:00:00\", \"1992-06-29T00:00:00\", \"1992-06-30T00:00:00\", \"1992-07-01T00:00:00\", \"1992-07-02T00:00:00\", \"1992-07-03T00:00:00\", \"1992-07-04T00:00:00\", \"1992-07-05T00:00:00\", \"1992-07-06T00:00:00\", \"1992-07-07T00:00:00\", \"1992-07-08T00:00:00\", \"1992-07-09T00:00:00\"], \"xaxis\": \"x\", \"y\": [null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, 5.793320175548115, 5.798343818945786, 5.9006902599717, 6.006554825543324, 5.962828985535452, 5.737021535987035, 5.883930729960389, 5.940284063813153, 5.58246746073287, 5.509344127183224, 5.6774432226330545, 5.795319654108057, 5.690787880426327, 5.907090471747194, 5.797950857499489, 5.621222290768453, 5.505355557204832, 5.170640596982674, 5.09859818522747, 5.128582128714634, 5.012982948941622, 5.0784928995018355, 4.825346913298013, 4.960289000296468, 4.986393387361885, 4.968681957825016, 5.008477887578799, 4.950340973567169, 5.0037566406559755, 5.5407147400502375, 5.679156652357937, 5.844588052432264, 5.951152489952539, 6.065157453470595, 5.825742905193641, 5.802454079094971, 5.562155703194397, 5.515302046061634, 5.541854734932492, 5.7058361971723475, 5.581113983421693, 5.673392559783227, 5.60553978451601, 5.285586652647019, 5.304742954555456, 5.505738491539631, 5.0299471135119935, 4.944063472564954, 4.83603015604498, 4.867244244290807, 5.020452401143207, 5.002969105925712, 4.952851835695655, 4.846687551152041, 4.629826460549147, 4.576396620746186, 4.478236502253207, 4.717217689186998, 4.4086450247395375, 4.485953663481745, 4.523077570699408, 4.407017953049327, 4.4739505632503835, 4.292467641087971, 4.288171012885428, 4.448183574936398, 4.646019420477831, 4.443265497791678, 4.502591673958995, 4.59899087339281, 4.404379350112932, 4.139998626820205, 3.9932281198868815, 4.110344879219024, 4.504218209387865, 4.5989287328308555, 4.983317715335061, 4.8638024788157095, 4.944100288588308, 4.823633235220508, 4.8852619654426075, 4.941426025424765, 4.82433450818282, 4.695151046595835, 4.60424728910806, 4.489060140909269, 4.4964843833432235, 4.764394848644477, 4.748779804552486, 4.676225506007581], \"yaxis\": \"y\"}],                        {\"height\": 500, \"legend\": {\"title\": {\"text\": \"variable\"}, \"tracegroupgap\": 0}, \"template\": {\"data\": {\"bar\": [{\"error_x\": {\"color\": \"#2a3f5f\"}, \"error_y\": {\"color\": \"#2a3f5f\"}, \"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"bar\"}], \"barpolar\": [{\"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"barpolar\"}], \"carpet\": [{\"aaxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"baxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"type\": \"carpet\"}], \"choropleth\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"choropleth\"}], \"contour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"contour\"}], \"contourcarpet\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"contourcarpet\"}], \"heatmap\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmap\"}], \"heatmapgl\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmapgl\"}], \"histogram\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"histogram\"}], \"histogram2d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2d\"}], \"histogram2dcontour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2dcontour\"}], \"mesh3d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"mesh3d\"}], \"parcoords\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"parcoords\"}], \"pie\": [{\"automargin\": true, \"type\": \"pie\"}], \"scatter\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter\"}], \"scatter3d\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter3d\"}], \"scattercarpet\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattercarpet\"}], \"scattergeo\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergeo\"}], \"scattergl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergl\"}], \"scattermapbox\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattermapbox\"}], \"scatterpolar\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolar\"}], \"scatterpolargl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolargl\"}], \"scatterternary\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterternary\"}], \"surface\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"surface\"}], \"table\": [{\"cells\": {\"fill\": {\"color\": \"#EBF0F8\"}, \"line\": {\"color\": \"white\"}}, \"header\": {\"fill\": {\"color\": \"#C8D4E3\"}, \"line\": {\"color\": \"white\"}}, \"type\": \"table\"}]}, \"layout\": {\"annotationdefaults\": {\"arrowcolor\": \"#2a3f5f\", \"arrowhead\": 0, \"arrowwidth\": 1}, \"autotypenumbers\": \"strict\", \"coloraxis\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"colorscale\": {\"diverging\": [[0, \"#8e0152\"], [0.1, \"#c51b7d\"], [0.2, \"#de77ae\"], [0.3, \"#f1b6da\"], [0.4, \"#fde0ef\"], [0.5, \"#f7f7f7\"], [0.6, \"#e6f5d0\"], [0.7, \"#b8e186\"], [0.8, \"#7fbc41\"], [0.9, \"#4d9221\"], [1, \"#276419\"]], \"sequential\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"sequentialminus\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]]}, \"colorway\": [\"#636efa\", \"#EF553B\", \"#00cc96\", \"#ab63fa\", \"#FFA15A\", \"#19d3f3\", \"#FF6692\", \"#B6E880\", \"#FF97FF\", \"#FECB52\"], \"font\": {\"color\": \"#2a3f5f\"}, \"geo\": {\"bgcolor\": \"white\", \"lakecolor\": \"white\", \"landcolor\": \"#E5ECF6\", \"showlakes\": true, \"showland\": true, \"subunitcolor\": \"white\"}, \"hoverlabel\": {\"align\": \"left\"}, \"hovermode\": \"closest\", \"mapbox\": {\"style\": \"light\"}, \"paper_bgcolor\": \"white\", \"plot_bgcolor\": \"#E5ECF6\", \"polar\": {\"angularaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"radialaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"scene\": {\"xaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"yaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"zaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}}, \"shapedefaults\": {\"line\": {\"color\": \"#2a3f5f\"}}, \"ternary\": {\"aaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"baxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"caxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"title\": {\"x\": 0.05}, \"xaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}, \"yaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}}}, \"title\": {\"text\": \"Number of users\"}, \"width\": 900, \"xaxis\": {\"anchor\": \"y\", \"domain\": [0.0, 1.0], \"rangeslider\": {\"visible\": true}, \"title\": {\"text\": \"date_time\"}}, \"yaxis\": {\"anchor\": \"x\", \"domain\": [0.0, 1.0], \"title\": {\"text\": \"value\"}}},                        {\"responsive\": true}                    ).then(function(){\n",
       "                            \n",
       "var gd = document.getElementById('287f3c2e-6632-4d3c-a1f7-75030c0a6cc9');\n",
       "var x = new MutationObserver(function (mutations, observer) {{\n",
       "        var display = window.getComputedStyle(gd).display;\n",
       "        if (!display || display === 'none') {{\n",
       "            console.log([gd, 'removed!']);\n",
       "            Plotly.purge(gd);\n",
       "            observer.disconnect();\n",
       "        }}\n",
       "}});\n",
       "\n",
       "// Listen for the removal of the full notebook cells\n",
       "var notebookContainer = gd.closest('#notebook-container');\n",
       "if (notebookContainer) {{\n",
       "    x.observe(notebookContainer, {childList: true});\n",
       "}}\n",
       "\n",
       "// Listen for the clearing of the current output cell\n",
       "var outputEl = gd.closest('.output');\n",
       "if (outputEl) {{\n",
       "    x.observe(outputEl, {childList: true});\n",
       "}}\n",
       "\n",
       "                        })                };                });            </script>        </div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Interactive plot of predictions\n",
    "# ==============================================================================\n",
    "data_plot = pd.DataFrame(\n",
    "    {\"train\": data_train[\"y\"], \"test\": data_test[\"y\"], \"prediction\": predictions,}\n",
    ")\n",
    "data_plot.index.name = \"date_time\"\n",
    "\n",
    "fig = px.line(\n",
    "    data_frame=data_plot.reset_index(),\n",
    "    x=\"date_time\",\n",
    "    y=data_plot.columns,\n",
    "    title=\"Number of users\",\n",
    "    width=900,\n",
    "    height=500,\n",
    ")\n",
    "\n",
    "fig.update_xaxes(rangeslider_visible=True)\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 171,
   "id": "governing-cover",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Information of backtesting process\n",
      "----------------------------------\n",
      "Number of observations used for initial training: 90\n",
      "Number of observations used for backtesting: 529\n",
      "    Number of folds: 6\n",
      "    Number of steps per fold: 90\n",
      "    Last fold only includes 79 observations.\n",
      "\n",
      "Data partition in fold: 0\n",
      "    Training:   1990-08-01 00:00:00 -- 1990-10-29 00:00:00\n",
      "    Validation: 1990-10-30 00:00:00 -- 1991-01-27 00:00:00\n",
      "Data partition in fold: 1\n",
      "    Training:   1990-08-01 00:00:00 -- 1991-01-27 00:00:00\n",
      "    Validation: 1991-01-28 00:00:00 -- 1991-04-27 00:00:00\n",
      "Data partition in fold: 2\n",
      "    Training:   1990-08-01 00:00:00 -- 1991-04-27 00:00:00\n",
      "    Validation: 1991-04-28 00:00:00 -- 1991-07-26 00:00:00\n",
      "Data partition in fold: 3\n",
      "    Training:   1990-08-01 00:00:00 -- 1991-07-26 00:00:00\n",
      "    Validation: 1991-07-27 00:00:00 -- 1991-10-24 00:00:00\n",
      "Data partition in fold: 4\n",
      "    Training:   1990-08-01 00:00:00 -- 1991-10-24 00:00:00\n",
      "    Validation: 1991-10-25 00:00:00 -- 1992-01-22 00:00:00\n",
      "Data partition in fold: 5\n",
      "    Training:   1990-08-01 00:00:00 -- 1992-01-22 00:00:00\n",
      "    Validation: 1992-01-23 00:00:00 -- 1992-04-10 00:00:00\n",
      "\n"
     ]
    },
    {
     "ename": "IndexError",
     "evalue": "index -11 is out of bounds for axis 0 with size 10",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mIndexError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-171-60544aa9ecd5>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[1;31m# Backtesting\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      2\u001b[0m \u001b[1;31m# ==============================================================================\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 3\u001b[1;33m metric, predictions = backtesting_forecaster(\n\u001b[0m\u001b[0;32m      4\u001b[0m     \u001b[0mforecaster\u001b[0m         \u001b[1;33m=\u001b[0m \u001b[0mforecaster\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      5\u001b[0m     \u001b[0my\u001b[0m                  \u001b[1;33m=\u001b[0m \u001b[0mdata_train\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'y'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\skforecast\\model_selection\\model_selection.py\u001b[0m in \u001b[0;36mbacktesting_forecaster\u001b[1;34m(forecaster, y, steps, metric, initial_train_size, fixed_train_size, exog, refit, interval, n_boot, random_state, in_sample_residuals, verbose, set_out_sample_residuals)\u001b[0m\n\u001b[0;32m    976\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    977\u001b[0m     \u001b[1;32mif\u001b[0m \u001b[0mrefit\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 978\u001b[1;33m         metric_value, backtest_predictions = _backtesting_forecaster_refit(\n\u001b[0m\u001b[0;32m    979\u001b[0m             \u001b[0mforecaster\u001b[0m          \u001b[1;33m=\u001b[0m \u001b[0mforecaster\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    980\u001b[0m             \u001b[0my\u001b[0m                   \u001b[1;33m=\u001b[0m \u001b[0my\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\skforecast\\model_selection\\model_selection.py\u001b[0m in \u001b[0;36m_backtesting_forecaster_refit\u001b[1;34m(forecaster, y, steps, metric, initial_train_size, fixed_train_size, exog, interval, n_boot, random_state, in_sample_residuals, verbose, set_out_sample_residuals)\u001b[0m\n\u001b[0;32m    453\u001b[0m                         \u001b[0mexog\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mexog\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0miloc\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mtrain_idx_start\u001b[0m\u001b[1;33m:\u001b[0m\u001b[0mtrain_idx_end\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    454\u001b[0m                     )\n\u001b[1;32m--> 455\u001b[1;33m                     \u001b[0mpred\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mforecaster\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpredict\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0msteps\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0msteps\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mexog\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mnext_window_exog\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    456\u001b[0m             \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    457\u001b[0m                 \u001b[1;32mif\u001b[0m \u001b[0mremainder\u001b[0m \u001b[1;33m==\u001b[0m \u001b[1;36m0\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\skforecast\\ForecasterAutoreg\\ForecasterAutoreg.py\u001b[0m in \u001b[0;36mpredict\u001b[1;34m(self, steps, last_window, exog)\u001b[0m\n\u001b[0;32m    491\u001b[0m                                                     )\n\u001b[0;32m    492\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 493\u001b[1;33m         predictions = self._recursive_predict(\n\u001b[0m\u001b[0;32m    494\u001b[0m                         \u001b[0msteps\u001b[0m       \u001b[1;33m=\u001b[0m \u001b[0msteps\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    495\u001b[0m                         \u001b[0mlast_window\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mcopy\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mlast_window_values\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\skforecast\\ForecasterAutoreg\\ForecasterAutoreg.py\u001b[0m in \u001b[0;36m_recursive_predict\u001b[1;34m(self, steps, last_window, exog)\u001b[0m\n\u001b[0;32m    405\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    406\u001b[0m         \u001b[1;32mfor\u001b[0m \u001b[0mi\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0msteps\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 407\u001b[1;33m             \u001b[0mX\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mlast_window\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m-\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mlags\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mreshape\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m-\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    408\u001b[0m             \u001b[1;32mif\u001b[0m \u001b[0mexog\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    409\u001b[0m                 \u001b[0mX\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcolumn_stack\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mX\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mexog\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mi\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mreshape\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m-\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mIndexError\u001b[0m: index -11 is out of bounds for axis 0 with size 10"
     ]
    }
   ],
   "source": [
    "# Backtesting\n",
    "# ==============================================================================\n",
    "metric, predictions = backtesting_forecaster(\n",
    "    forecaster=forecaster,\n",
    "    y=data_train[\"y\"],\n",
    "    exog=data_train[exog_variables],\n",
    "    initial_train_size=90,\n",
    "    fixed_train_size=False,\n",
    "    steps=90,\n",
    "    refit=True,\n",
    "    metric=\"mean_squared_error\",\n",
    "    verbose=True,\n",
    ")\n",
    "\n",
    "print(f\"Backtest error: {metric}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "id": "fifty-bulgarian",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 648x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(9, 4))\n",
    "data_train[\"y\"].plot(ax=ax)\n",
    "predictions.plot(ax=ax)\n",
    "ax.legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fresh-competition",
   "metadata": {},
   "source": [
    "## Let's try to GridSearch for all wells with CatBoost"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "configured-trout",
   "metadata": {},
   "source": [
    "Сделаем GridSearch для всех скважин"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "id": "according-residence",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of models compared: 4\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "loop lags_grid:   0%|                                               | 0/1 [00:00<?, ?it/s]\n",
      "loop param_grid:   0%|                                              | 0/4 [00:00<?, ?it/s]\u001b[A\n",
      "loop param_grid:  25%|█████████▌                            | 1/4 [00:00<00:02,  1.12it/s]\u001b[A\n",
      "loop param_grid:  50%|███████████████████                   | 2/4 [00:01<00:01,  1.10it/s]\u001b[A\n",
      "loop param_grid:  75%|████████████████████████████▌         | 3/4 [00:02<00:00,  1.02it/s]\u001b[A\n",
      "loop param_grid: 100%|██████████████████████████████████████| 4/4 [00:03<00:00,  1.04it/s]\u001b[A\n",
      "loop lags_grid: 100%|███████████████████████████████████████| 1/1 [00:03<00:00,  3.81s/it]\u001b[A\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "`Forecaster` refitted using the best-found lags and parameters, and the whole data set: \n",
      "  Lags: [ 1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24\n",
      " 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48\n",
      " 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72\n",
      " 73 74 75 76 77 78 79 80] \n",
      "  Parameters: {'learning_rate': 0.05, 'max_depth': 1, 'n_estimators': 900}\n",
      "  Backtesting metric: 74.65937969606006\n",
      "\n",
      "Wall time: 4.56 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "data0 = wells[9].copy()\n",
    "\n",
    "data_train = data0.loc[:end_train, :]\n",
    "exog_variables = list(data_train.columns.drop([\"y\", \"Номер скважины\"]))\n",
    "\n",
    "steps = 90\n",
    "forecaster = ForecasterAutoreg(\n",
    "    regressor=CatBoostRegressor(random_state=123, silent=True), lags=12\n",
    ")\n",
    "\n",
    "lags_grid = [80]\n",
    "\n",
    "param_grid = {\n",
    "    \"n_estimators\": [1000, 900],\n",
    "    \"max_depth\": [1],\n",
    "    \"learning_rate\": [0.05, 0.06],\n",
    "}\n",
    "\n",
    "results_grid = grid_search_forecaster(\n",
    "    forecaster=forecaster,\n",
    "    y=data_train[\"y\"],\n",
    "    exog=data_train[exog_variables],\n",
    "    param_grid=param_grid,\n",
    "    lags_grid=lags_grid,\n",
    "    steps=steps,\n",
    "    refit=False,\n",
    "    metric=\"mean_squared_error\",\n",
    "    initial_train_size=int(len(data_train) - 90),\n",
    "    return_best=True,\n",
    "    verbose=False,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "id": "material-institution",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_best_params(wells):\n",
    "    for i in tqdm(range(len(wells))):\n",
    "        print(f\"Starting well №{i}\")\n",
    "        data = wells[i].copy()\n",
    "\n",
    "        data_train = data.loc[:end_train, :]\n",
    "\n",
    "        steps = 90\n",
    "        forecaster = ForecasterAutoreg(\n",
    "            regressor=CatBoostRegressor(random_state=123, silent=True), lags=12\n",
    "        )\n",
    "\n",
    "        lags_grid = [73]\n",
    "\n",
    "        param_grid = {\n",
    "            \"n_estimators\": [700, 500, 1000, 1200],\n",
    "            \"max_depth\": [3, 5],\n",
    "            \"learning_rate\": [0.1],\n",
    "        }\n",
    "\n",
    "        results_grid = grid_search_forecaster(\n",
    "            forecaster=forecaster,\n",
    "            y=data_train[\"y\"],\n",
    "            param_grid=param_grid,\n",
    "            lags_grid=lags_grid,\n",
    "            steps=steps,\n",
    "            refit=False,\n",
    "            metric=\"mean_squared_error\",\n",
    "            initial_train_size=int(len(data_train) - 90),\n",
    "            return_best=True,\n",
    "            verbose=False,\n",
    "        )\n",
    "        best_param_dict[i] = {\n",
    "            \"n_lags\": len(results_grid.iloc[0, :].lags),\n",
    "            \"params\": results_grid.iloc[0, :].params,\n",
    "        }\n",
    "\n",
    "    return best_param_dict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "stock-determination",
   "metadata": {},
   "outputs": [],
   "source": [
    "best_param_dict = {}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "heated-water",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "33b4a06489d94233bb11770c811dd6c0",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/106 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Starting well №0\n",
      "Number of models compared: 8\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "loop lags_grid:   0%|                                               | 0/1 [00:00<?, ?it/s]\n",
      "loop param_grid:   0%|                                              | 0/8 [00:00<?, ?it/s]\u001b[A\n",
      "loop param_grid:  12%|████▊                                 | 1/8 [00:03<00:24,  3.45s/it]\u001b[A\n",
      "loop param_grid:  25%|█████████▌                            | 2/8 [00:06<00:17,  2.99s/it]\u001b[A\n",
      "loop param_grid:  38%|██████████████▎                       | 3/8 [00:10<00:19,  3.83s/it]\u001b[A\n",
      "loop param_grid:  50%|███████████████████                   | 4/8 [00:16<00:18,  4.59s/it]\u001b[A\n",
      "loop param_grid:  62%|███████████████████████▊              | 5/8 [00:24<00:17,  5.79s/it]\u001b[A\n",
      "loop param_grid:  75%|████████████████████████████▌         | 6/8 [00:30<00:11,  5.79s/it]\u001b[A\n",
      "loop param_grid:  88%|█████████████████████████████████▎    | 7/8 [00:42<00:07,  7.76s/it]\u001b[A\n",
      "loop param_grid: 100%|██████████████████████████████████████| 8/8 [00:55<00:00,  9.41s/it]\u001b[A\n",
      "loop lags_grid: 100%|███████████████████████████████████████| 1/1 [00:55<00:00, 55.19s/it]\u001b[A\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "`Forecaster` refitted using the best-found lags and parameters, and the whole data set: \n",
      "  Lags: [ 1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24\n",
      " 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48\n",
      " 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72\n",
      " 73] \n",
      "  Parameters: {'learning_rate': 0.1, 'max_depth': 3, 'n_estimators': 1200}\n",
      "  Backtesting metric: 22.071004731554865\n",
      "\n",
      "Starting well №1\n",
      "Number of models compared: 8\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "loop lags_grid:   0%|                                               | 0/1 [00:00<?, ?it/s]\n",
      "loop param_grid:   0%|                                              | 0/8 [00:00<?, ?it/s]\u001b[A\n",
      "loop param_grid:  12%|████▊                                 | 1/8 [00:03<00:24,  3.56s/it]\u001b[A\n",
      "loop param_grid:  25%|█████████▌                            | 2/8 [00:05<00:17,  2.89s/it]\u001b[A\n",
      "loop lags_grid:   0%|                                               | 0/1 [00:10<?, ?it/s]\u001b[A\n"
     ]
    },
    {
     "ename": "KeyboardInterrupt",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-22-d2dd195fd677>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mbest_params\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mget_best_params\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mwells\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32m<ipython-input-20-a98c40e23a3d>\u001b[0m in \u001b[0;36mget_best_params\u001b[1;34m(wells)\u001b[0m\n\u001b[0;32m     20\u001b[0m         }\n\u001b[0;32m     21\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 22\u001b[1;33m         results_grid = grid_search_forecaster(\n\u001b[0m\u001b[0;32m     23\u001b[0m             \u001b[0mforecaster\u001b[0m  \u001b[1;33m=\u001b[0m \u001b[0mforecaster\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     24\u001b[0m             \u001b[0my\u001b[0m           \u001b[1;33m=\u001b[0m \u001b[0mdata_train\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'y'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\skforecast\\model_selection\\model_selection.py\u001b[0m in \u001b[0;36mgrid_search_forecaster\u001b[1;34m(forecaster, y, param_grid, steps, metric, initial_train_size, fixed_train_size, exog, lags_grid, refit, return_best, verbose)\u001b[0m\n\u001b[0;32m   1110\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1111\u001b[0m             \u001b[0mforecaster\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mset_params\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m**\u001b[0m\u001b[0mparams\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1112\u001b[1;33m             metrics = backtesting_forecaster(\n\u001b[0m\u001b[0;32m   1113\u001b[0m                             \u001b[0mforecaster\u001b[0m         \u001b[1;33m=\u001b[0m \u001b[0mforecaster\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1114\u001b[0m                             \u001b[0my\u001b[0m                  \u001b[1;33m=\u001b[0m \u001b[0my\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\skforecast\\model_selection\\model_selection.py\u001b[0m in \u001b[0;36mbacktesting_forecaster\u001b[1;34m(forecaster, y, steps, metric, initial_train_size, fixed_train_size, exog, refit, interval, n_boot, random_state, in_sample_residuals, verbose, set_out_sample_residuals)\u001b[0m\n\u001b[0;32m    991\u001b[0m         )\n\u001b[0;32m    992\u001b[0m     \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 993\u001b[1;33m         metric_value, backtest_predictions = _backtesting_forecaster_no_refit(\n\u001b[0m\u001b[0;32m    994\u001b[0m             \u001b[0mforecaster\u001b[0m          \u001b[1;33m=\u001b[0m \u001b[0mforecaster\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    995\u001b[0m             \u001b[0my\u001b[0m                   \u001b[1;33m=\u001b[0m \u001b[0my\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\skforecast\\model_selection\\model_selection.py\u001b[0m in \u001b[0;36m_backtesting_forecaster_no_refit\u001b[1;34m(forecaster, y, steps, metric, initial_train_size, exog, interval, n_boot, random_state, in_sample_residuals, verbose, set_out_sample_residuals)\u001b[0m\n\u001b[0;32m    666\u001b[0m     \u001b[1;32mif\u001b[0m \u001b[0minitial_train_size\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    667\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0mexog\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 668\u001b[1;33m             \u001b[0mforecaster\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfit\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0my\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0my\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0miloc\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m:\u001b[0m\u001b[0minitial_train_size\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    669\u001b[0m         \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    670\u001b[0m             forecaster.fit(\n",
      "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\skforecast\\ForecasterAutoreg\\ForecasterAutoreg.py\u001b[0m in \u001b[0;36mfit\u001b[1;34m(self, y, exog)\u001b[0m\n\u001b[0;32m    346\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    347\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[0mstr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtype\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mregressor\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m==\u001b[0m \u001b[1;34m\"<class 'xgboost.sklearn.XGBRegressor'>\"\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 348\u001b[1;33m             \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mregressor\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfit\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mX\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mX_train\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0my\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0my_train\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    349\u001b[0m         \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    350\u001b[0m             \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mregressor\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfit\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mX\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mX_train\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mto_numpy\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0my\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0my_train\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mto_numpy\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\catboost\\core.py\u001b[0m in \u001b[0;36mfit\u001b[1;34m(self, X, y, cat_features, sample_weight, baseline, use_best_model, eval_set, verbose, logging_level, plot, column_description, verbose_eval, metric_period, silent, early_stopping_rounds, save_snapshot, snapshot_file, snapshot_interval, init_model, callbacks, log_cout, log_cerr)\u001b[0m\n\u001b[0;32m   5588\u001b[0m             \u001b[0mCatBoostRegressor\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_check_is_compatible_loss\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mparams\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'loss_function'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   5589\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 5590\u001b[1;33m         return self._fit(X, y, cat_features, None, None, None, sample_weight, None, None, None, None, baseline,\n\u001b[0m\u001b[0;32m   5591\u001b[0m                          \u001b[0muse_best_model\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0meval_set\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mverbose\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlogging_level\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mplot\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcolumn_description\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   5592\u001b[0m                          \u001b[0mverbose_eval\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mmetric_period\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0msilent\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mearly_stopping_rounds\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\catboost\\core.py\u001b[0m in \u001b[0;36m_fit\u001b[1;34m(self, X, y, cat_features, text_features, embedding_features, pairs, sample_weight, group_id, group_weight, subgroup_id, pairs_weight, baseline, use_best_model, eval_set, verbose, logging_level, plot, column_description, verbose_eval, metric_period, silent, early_stopping_rounds, save_snapshot, snapshot_file, snapshot_interval, init_model, callbacks, log_cout, log_cerr)\u001b[0m\n\u001b[0;32m   2276\u001b[0m         \u001b[1;32mwith\u001b[0m \u001b[0mlog_fixup\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mlog_cout\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlog_cerr\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0;31m \u001b[0m\u001b[0;31m\\\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2277\u001b[0m             \u001b[0mplot_wrapper\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mplot\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m[\u001b[0m\u001b[0m_get_train_dir\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_params\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 2278\u001b[1;33m             self._train(\n\u001b[0m\u001b[0;32m   2279\u001b[0m                 \u001b[0mtrain_pool\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2280\u001b[0m                 \u001b[0mtrain_params\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"eval_sets\"\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\catboost\\core.py\u001b[0m in \u001b[0;36m_train\u001b[1;34m(self, train_pool, test_pool, params, allow_clear_pool, init_model)\u001b[0m\n\u001b[0;32m   1703\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1704\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m_train\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtrain_pool\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtest_pool\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mparams\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mallow_clear_pool\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0minit_model\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1705\u001b[1;33m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_object\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_train\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtrain_pool\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtest_pool\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mparams\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mallow_clear_pool\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0minit_model\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_object\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0minit_model\u001b[0m \u001b[1;32melse\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1706\u001b[0m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_set_trained_model_attributes\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1707\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mKeyboardInterrupt\u001b[0m: "
     ]
    }
   ],
   "source": [
    "best_params = get_best_params(wells)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "parental-jason",
   "metadata": {},
   "outputs": [],
   "source": [
    "import json\n",
    "\n",
    "with open(\"best_param_grid_without_exog.json\", \"w\") as fp:\n",
    "    json.dump(best_params, fp)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "disciplinary-census",
   "metadata": {},
   "source": [
    "## Predict for each well"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 941,
   "id": "uniform-sterling",
   "metadata": {},
   "outputs": [],
   "source": [
    "all_predictions = pd.DataFrame()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 927,
   "id": "defensive-subcommittee",
   "metadata": {},
   "outputs": [],
   "source": [
    "i = 0\n",
    "data = wells[i].copy()\n",
    "data_train = data.loc[:end_train, :]\n",
    "\n",
    "exog_variables = list(data_train.columns.drop([\"y\", \"Номер скважины\"]))\n",
    "\n",
    "forecaster = ForecasterAutoreg(\n",
    "    regressor=CatBoostRegressor(**best_params[0][\"params\"], silent=True),\n",
    "    lags=best_params[i][\"n_lags\"],\n",
    ")\n",
    "\n",
    "forecaster.fit(y=data_train[\"y\"], exog=data_train[exog_variables])\n",
    "\n",
    "steps = 90\n",
    "\n",
    "predictions = pd.DataFrame()\n",
    "predictions[\"forecast\"] = forecaster.predict(\n",
    "    steps=steps, exog=data_train[exog_variables]\n",
    ")\n",
    "predictions[\"Номер скважины\"] = i\n",
    "predictions[\"datetime\"] = predictions.index\n",
    "\n",
    "predictions = predictions[[\"datetime\", \"forecast\", \"Номер скважины\"]]\n",
    "\n",
    "all_predictions = pd.concat(\n",
    "    [all_predictions, predictions], ignore_index=False, sort=False\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 942,
   "id": "selective-wallet",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_predictions(wells_dict, params_dict):\n",
    "    all_predictions = pd.DataFrame()\n",
    "    for i in tqdm(range(len(wells))):\n",
    "        print(f\"Predition well №{i}\")\n",
    "\n",
    "        data = wells[i].copy()\n",
    "        data_train = data.loc[:end_train, :]\n",
    "\n",
    "        forecaster = ForecasterAutoreg(\n",
    "            regressor=CatBoostRegressor(**best_params[i][\"params\"], silent=True),\n",
    "            lags=best_params[i][\"n_lags\"],\n",
    "        )\n",
    "\n",
    "        forecaster.fit(y=data_train[\"y\"])\n",
    "\n",
    "        steps = 90\n",
    "\n",
    "        predictions = pd.DataFrame()\n",
    "        predictions[\"forecast\"] = forecaster.predict(steps=steps)\n",
    "        predictions[\"Номер скважины\"] = i\n",
    "        predictions[\"datetime\"] = predictions.index\n",
    "\n",
    "        predictions = predictions[[\"datetime\", \"forecast\", \"Номер скважины\"]]\n",
    "\n",
    "        all_predictions = pd.concat(\n",
    "            [all_predictions, predictions], ignore_index=False, sort=False\n",
    "        )\n",
    "\n",
    "    return all_predictions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 943,
   "id": "several-helen",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "42480303c191482b8c655b1a873de431",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/106 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Predition well №0\n",
      "Predition well №1\n",
      "Predition well №2\n",
      "Predition well №3\n",
      "Predition well №4\n",
      "Predition well №5\n",
      "Predition well №6\n",
      "Predition well №7\n",
      "Predition well №8\n",
      "Predition well №9\n",
      "Predition well №10\n",
      "Predition well №11\n",
      "Predition well №12\n",
      "Predition well №13\n",
      "Predition well №14\n",
      "Predition well №15\n",
      "Predition well №16\n",
      "Predition well №17\n",
      "Predition well №18\n",
      "Predition well №19\n",
      "Predition well №20\n",
      "Predition well №21\n",
      "Predition well №22\n",
      "Predition well №23\n",
      "Predition well №24\n",
      "Predition well №25\n",
      "Predition well №26\n",
      "Predition well №27\n",
      "Predition well №28\n",
      "Predition well №29\n",
      "Predition well №30\n",
      "Predition well №31\n",
      "Predition well №32\n",
      "Predition well №33\n",
      "Predition well №34\n",
      "Predition well №35\n",
      "Predition well №36\n",
      "Predition well №37\n",
      "Predition well №38\n",
      "Predition well №39\n",
      "Predition well №40\n",
      "Predition well №41\n",
      "Predition well №42\n",
      "Predition well №43\n",
      "Predition well №44\n",
      "Predition well №45\n",
      "Predition well №46\n",
      "Predition well №47\n",
      "Predition well №48\n",
      "Predition well №49\n",
      "Predition well №50\n",
      "Predition well №51\n",
      "Predition well №52\n",
      "Predition well №53\n",
      "Predition well №54\n",
      "Predition well №55\n",
      "Predition well №56\n",
      "Predition well №57\n",
      "Predition well №58\n",
      "Predition well №59\n",
      "Predition well №60\n",
      "Predition well №61\n",
      "Predition well №62\n",
      "Predition well №63\n",
      "Predition well №64\n",
      "Predition well №65\n",
      "Predition well №66\n",
      "Predition well №67\n",
      "Predition well №68\n",
      "Predition well №69\n",
      "Predition well №70\n",
      "Predition well №71\n",
      "Predition well №72\n",
      "Predition well №73\n",
      "Predition well №74\n",
      "Predition well №75\n",
      "Predition well №76\n",
      "Predition well №77\n",
      "Predition well №78\n",
      "Predition well №79\n",
      "Predition well №80\n",
      "Predition well №81\n",
      "Predition well №82\n",
      "Predition well №83\n",
      "Predition well №84\n",
      "Predition well №85\n",
      "Predition well №86\n",
      "Predition well №87\n",
      "Predition well №88\n",
      "Predition well №89\n",
      "Predition well №90\n",
      "Predition well №91\n",
      "Predition well №92\n",
      "Predition well №93\n",
      "Predition well №94\n",
      "Predition well №95\n",
      "Predition well №96\n",
      "Predition well №97\n",
      "Predition well №98\n",
      "Predition well №99\n",
      "Predition well №100\n",
      "Predition well №101\n",
      "Predition well №102\n",
      "Predition well №103\n",
      "Predition well №104\n",
      "Predition well №105\n"
     ]
    }
   ],
   "source": [
    "well_predictions = get_predictions(wells, best_params)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 945,
   "id": "immediate-cherry",
   "metadata": {},
   "outputs": [],
   "source": [
    "well_predictions.to_csv(\"CatBoost_forecast.csv\", index=False, encoding=\"utf=8\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 944,
   "id": "continuing-virtue",
   "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>datetime</th>\n",
       "      <th>forecast</th>\n",
       "      <th>Номер скважины</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1992-04-11</th>\n",
       "      <td>1992-04-11</td>\n",
       "      <td>12.016538</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1992-04-12</th>\n",
       "      <td>1992-04-12</td>\n",
       "      <td>12.508334</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1992-04-13</th>\n",
       "      <td>1992-04-13</td>\n",
       "      <td>14.401298</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1992-04-14</th>\n",
       "      <td>1992-04-14</td>\n",
       "      <td>15.946103</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1992-04-15</th>\n",
       "      <td>1992-04-15</td>\n",
       "      <td>16.005767</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1992-07-05</th>\n",
       "      <td>1992-07-05</td>\n",
       "      <td>8.915855</td>\n",
       "      <td>105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1992-07-06</th>\n",
       "      <td>1992-07-06</td>\n",
       "      <td>9.078176</td>\n",
       "      <td>105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1992-07-07</th>\n",
       "      <td>1992-07-07</td>\n",
       "      <td>8.795453</td>\n",
       "      <td>105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1992-07-08</th>\n",
       "      <td>1992-07-08</td>\n",
       "      <td>8.890089</td>\n",
       "      <td>105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1992-07-09</th>\n",
       "      <td>1992-07-09</td>\n",
       "      <td>8.552603</td>\n",
       "      <td>105</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>9540 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             datetime   forecast  Номер скважины\n",
       "1992-04-11 1992-04-11  12.016538               0\n",
       "1992-04-12 1992-04-12  12.508334               0\n",
       "1992-04-13 1992-04-13  14.401298               0\n",
       "1992-04-14 1992-04-14  15.946103               0\n",
       "1992-04-15 1992-04-15  16.005767               0\n",
       "...               ...        ...             ...\n",
       "1992-07-05 1992-07-05   8.915855             105\n",
       "1992-07-06 1992-07-06   9.078176             105\n",
       "1992-07-07 1992-07-07   8.795453             105\n",
       "1992-07-08 1992-07-08   8.890089             105\n",
       "1992-07-09 1992-07-09   8.552603             105\n",
       "\n",
       "[9540 rows x 3 columns]"
      ]
     },
     "execution_count": 944,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "well_predictions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "infectious-advocate",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}