forecasting.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import datetime\n",
    "import requests\n",
    "import json\n",
    "import plotly.graph_objects as go\n",
    "import plotly.express as px\n",
    "import warnings\n",
    "from functions import *\n",
    "\n",
    "warnings.filterwarnings('ignore')\n",
    "pd.set_option('display.max_columns',500)\n",
    "pd.set_option('display.max_rows',500)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "start_date=\"2016-01-01\"\n",
    "end_date=datetime.date.today()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "url=\"https://seffaflik.epias.com.tr/transparency/service/consumption/real-time-consumption?startDate=\"+f'{start_date}'+\"&endDate=\"+f'{end_date}'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "response=requests.get(url,verify=False)\n",
    "json_data=json.loads(response.text.encode('utf8'))\n",
    "df=pd.DataFrame(json_data['body']['hourlyConsumptions']).iloc[:-1]\n",
    "df['date']=pd.to_datetime(df.date.str[:16])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "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>date</th>\n",
       "      <th>consumption</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2016-01-01 00:00:00</td>\n",
       "      <td>26277.24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2016-01-01 01:00:00</td>\n",
       "      <td>24991.82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2016-01-01 02:00:00</td>\n",
       "      <td>23532.61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2016-01-01 03:00:00</td>\n",
       "      <td>22464.78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2016-01-01 04:00:00</td>\n",
       "      <td>22002.91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53033</th>\n",
       "      <td>2022-01-18 17:00:00</td>\n",
       "      <td>47006.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53034</th>\n",
       "      <td>2022-01-18 18:00:00</td>\n",
       "      <td>46337.93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53035</th>\n",
       "      <td>2022-01-18 19:00:00</td>\n",
       "      <td>44961.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53036</th>\n",
       "      <td>2022-01-18 20:00:00</td>\n",
       "      <td>42297.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53037</th>\n",
       "      <td>2022-01-18 21:00:00</td>\n",
       "      <td>41137.49</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>53038 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                     date  consumption\n",
       "0     2016-01-01 00:00:00     26277.24\n",
       "1     2016-01-01 01:00:00     24991.82\n",
       "2     2016-01-01 02:00:00     23532.61\n",
       "3     2016-01-01 03:00:00     22464.78\n",
       "4     2016-01-01 04:00:00     22002.91\n",
       "...                   ...          ...\n",
       "53033 2022-01-18 17:00:00     47006.64\n",
       "53034 2022-01-18 18:00:00     46337.93\n",
       "53035 2022-01-18 19:00:00     44961.57\n",
       "53036 2022-01-18 20:00:00     42297.02\n",
       "53037 2022-01-18 21:00:00     41137.49\n",
       "\n",
       "[53038 rows x 2 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "fh_new=24*7+1\n",
    "date=pd.date_range(start=df.date.tail(1).iloc[0],periods=fh_new,freq='H',name='date')\n",
    "date=pd.DataFrame(date)\n",
    "df_fe=pd.merge(df,date,how='outer')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "def rolling_features(df,fh):\n",
    "    df_c=df.copy()\n",
    "    rolling_windows=[fh,fh+3,fh+10,fh+15,fh+20,fh+25]\n",
    "    lags=[fh,fh+5,fh+10,fh+15,fh+20,fh+30]\n",
    "    for a in rolling_windows:\n",
    "        df_c['rolling_mean_'+str(a)]=df_c['consumption'].rolling(a,min_periods=1).mean().shift(1)\n",
    "        df_c['rolling_std_'+str(a)]=df_c['consumption'].rolling(a,min_periods=1).std().shift(1)\n",
    "        df_c['rolling_min_'+str(a)]=df_c['consumption'].rolling(a,min_periods=1).min().shift(1)\n",
    "        df_c['rolling_max_'+str(a)]=df_c['consumption'].rolling(a,min_periods=1).max().shift(1)\n",
    "        df_c['rolling_var_'+str(a)]=df_c['consumption'].rolling(a,min_periods=1).var().shift(1)\n",
    "    for l in lags:\n",
    "        df_c['consumption_lag_'+str(l)]=df_c['consumption'].shift(l)\n",
    "    return(df_c)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "def date_features(df):\n",
    "    df_c=df.copy()\n",
    "    df_c['month']=df_c['date'].dt.month\n",
    "    df_c['year']=df_c['date'].dt.year\n",
    "    df_c['hour']=df_c['date'].dt.hour\n",
    "    df_c['quarter']=df_c['date'].dt.quarter\n",
    "    df_c['dayofweek']=df_c['date'].dt.dayofweek\n",
    "    df_c['dayofyear']=df_c['date'].dt.dayofyear\n",
    "    df_c['dayofmonth']=df_c['date'].dt.day\n",
    "    df_c['weekofyear']=df_c['date'].dt.weekofyear\n",
    "    return(df_c)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_fe=rolling_features(df_fe,fh_new)\n",
    "df_fe=date_features(df_fe)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_fe=df_fe[fh_new+30:].reset_index(drop=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "split_date = df_fe.date.tail(fh_new).iloc[0]\n",
    "historical=df_fe.loc[df_fe.date <= split_date]\n",
    "y=historical[['date','consumption']].set_index('date')\n",
    "X=historical.drop('consumption',axis=1).set_index('date')\n",
    "forecast_df=df_fe.loc[df_fe.date > split_date].set_index('date').drop('consumption',axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.metrics import mean_absolute_error\n",
    "from sklearn.model_selection import TimeSeriesSplit\n",
    "from catboost import CatBoostRegressor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(42699, 44) (3380, 44)\n",
      "Learning rate set to 0.091806\n",
      "0:\tlearn: 3861.4641196\ttest: 4510.6791698\tbest: 4510.6791698 (0)\ttotal: 76.6ms\tremaining: 1m 16s\n",
      "50:\tlearn: 1166.6473044\ttest: 1340.3698808\tbest: 1340.3698808 (50)\ttotal: 1.47s\tremaining: 27.4s\n",
      "100:\tlearn: 964.0838745\ttest: 1213.6377732\tbest: 1213.6377732 (100)\ttotal: 2.91s\tremaining: 25.9s\n",
      "150:\tlearn: 845.8053342\ttest: 1179.4061062\tbest: 1178.1417695 (149)\ttotal: 4.18s\tremaining: 23.5s\n",
      "200:\tlearn: 766.6968175\ttest: 1152.8799494\tbest: 1152.7168697 (197)\ttotal: 5.19s\tremaining: 20.6s\n",
      "250:\tlearn: 709.7346142\ttest: 1139.8842991\tbest: 1138.0347728 (246)\ttotal: 6.37s\tremaining: 19s\n",
      "300:\tlearn: 665.4480190\ttest: 1131.2693039\tbest: 1131.2596166 (299)\ttotal: 7.52s\tremaining: 17.5s\n",
      "350:\tlearn: 628.6577001\ttest: 1144.7728306\tbest: 1129.2228915 (317)\ttotal: 8.62s\tremaining: 15.9s\n",
      "400:\tlearn: 598.4157710\ttest: 1158.5788623\tbest: 1129.2228915 (317)\ttotal: 9.67s\tremaining: 14.5s\n",
      "450:\tlearn: 572.9080047\ttest: 1188.2192799\tbest: 1129.2228915 (317)\ttotal: 10.7s\tremaining: 13.1s\n",
      "Stopped by overfitting detector  (150 iterations wait)\n",
      "\n",
      "bestTest = 1129.222891\n",
      "bestIteration = 317\n",
      "\n",
      "Shrink model to first 318 iterations.\n",
      "MAE FOLD-1:1129.2229164467624\n",
      "(46079, 44) (3380, 44)\n",
      "Learning rate set to 0.092911\n",
      "0:\tlearn: 3894.6914495\ttest: 6143.8510601\tbest: 6143.8510601 (0)\ttotal: 32.2ms\tremaining: 32.2s\n",
      "50:\tlearn: 1174.9418907\ttest: 2866.2223030\tbest: 2866.2223030 (50)\ttotal: 1.14s\tremaining: 21.2s\n",
      "100:\tlearn: 985.1699116\ttest: 2703.9757551\tbest: 2702.8377940 (99)\ttotal: 2.19s\tremaining: 19.5s\n",
      "150:\tlearn: 867.0516008\ttest: 2726.6515141\tbest: 2684.0326936 (110)\ttotal: 3.45s\tremaining: 19.4s\n",
      "200:\tlearn: 783.1465921\ttest: 2761.8177317\tbest: 2684.0326936 (110)\ttotal: 4.96s\tremaining: 19.7s\n",
      "250:\tlearn: 725.8889431\ttest: 2756.8094770\tbest: 2684.0326936 (110)\ttotal: 6.14s\tremaining: 18.3s\n",
      "Stopped by overfitting detector  (150 iterations wait)\n",
      "\n",
      "bestTest = 2684.032694\n",
      "bestIteration = 110\n",
      "\n",
      "Shrink model to first 111 iterations.\n",
      "MAE FOLD-2:2684.0326889823405\n",
      "(49459, 44) (3380, 44)\n",
      "Learning rate set to 0.093949\n",
      "0:\tlearn: 4037.3833371\ttest: 4946.0160097\tbest: 4946.0160097 (0)\ttotal: 38.3ms\tremaining: 38.2s\n",
      "50:\tlearn: 1239.6640403\ttest: 1215.9956812\tbest: 1215.9956812 (50)\ttotal: 1.32s\tremaining: 24.5s\n",
      "100:\tlearn: 1037.1526746\ttest: 1099.9647520\tbest: 1094.8595290 (95)\ttotal: 2.65s\tremaining: 23.6s\n",
      "150:\tlearn: 910.7753481\ttest: 1117.8207511\tbest: 1079.2307762 (114)\ttotal: 3.79s\tremaining: 21.3s\n",
      "200:\tlearn: 825.3153799\ttest: 1122.3294328\tbest: 1079.2307762 (114)\ttotal: 5.07s\tremaining: 20.2s\n",
      "250:\tlearn: 762.7598912\ttest: 1118.9418299\tbest: 1079.2307762 (114)\ttotal: 6.21s\tremaining: 18.5s\n",
      "Stopped by overfitting detector  (150 iterations wait)\n",
      "\n",
      "bestTest = 1079.230776\n",
      "bestIteration = 114\n",
      "\n",
      "Shrink model to first 115 iterations.\n",
      "MAE FOLD-3:1079.2307657205656\n",
      "CV Mean Score: 1630.8287903832227\n"
     ]
    }
   ],
   "source": [
    "tscv = TimeSeriesSplit(n_splits=3,test_size=fh_new*20)\n",
    "score_list = []\n",
    "fold = 1\n",
    "unseen_preds = []\n",
    "importance = []\n",
    "\n",
    "for train_index,test_index in tscv.split(X,y):\n",
    "    X_train,X_val = X.iloc[train_index],X.iloc[test_index]\n",
    "    y_train,y_val = y.iloc[train_index],y.iloc[test_index]\n",
    "    print(X_train.shape,X_val.shape)\n",
    "\n",
    "    cat = CatBoostRegressor(iterations = 1000, eval_metric='MAE', allow_writing_files=False)\n",
    "    cat.fit(X_train,y_train,eval_set=[(X_val,y_val)],early_stopping_rounds=150,verbose=50)\n",
    "\n",
    "    forecast_predicted=cat.predict(forecast_df)\n",
    "    unseen_preds.append(forecast_predicted)\n",
    "    score = mean_absolute_error(y_val,cat.predict(X_val))\n",
    "    print(f\"MAE FOLD-{fold}:{score}\")\n",
    "    score_list.append(score)\n",
    "    importance.append(cat.get_feature_importance())\n",
    "    fold+=1\n",
    "print(\"CV Mean Score:\",np.mean(score_list))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "forecasted=pd.DataFrame(unseen_preds[2],columns=[\"forecasting\"]).set_index(forecast_df.index)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
       },
       "data": [
        {
         "mode": "lines",
         "name": "Tarihsel Veri",
         "type": "scatter",
         "x": [
          "2021-12-21T17:00:00",
          "2021-12-21T18:00:00",
          "2021-12-21T19:00:00",
          "2021-12-21T20:00:00",
          "2021-12-21T21:00:00",
          "2021-12-21T22:00:00",
          "2021-12-21T23:00:00",
          "2021-12-22T00:00:00",
          "2021-12-22T01:00:00",
          "2021-12-22T02:00:00",
          "2021-12-22T03:00:00",
          "2021-12-22T04:00:00",
          "2021-12-22T05:00:00",
          "2021-12-22T06:00:00",
          "2021-12-22T07:00:00",
          "2021-12-22T08:00:00",
          "2021-12-22T09:00:00",
          "2021-12-22T10:00:00",
          "2021-12-22T11:00:00",
          "2021-12-22T12:00:00",
          "2021-12-22T13:00:00",
          "2021-12-22T14:00:00",
          "2021-12-22T15:00:00",
          "2021-12-22T16:00:00",
          "2021-12-22T17:00:00",
          "2021-12-22T18:00:00",
          "2021-12-22T19:00:00",
          "2021-12-22T20:00:00",
          "2021-12-22T21:00:00",
          "2021-12-22T22:00:00",
          "2021-12-22T23:00:00",
          "2021-12-23T00:00:00",
          "2021-12-23T01:00:00",
          "2021-12-23T02:00:00",
          "2021-12-23T03:00:00",
          "2021-12-23T04:00:00",
          "2021-12-23T05:00:00",
          "2021-12-23T06:00:00",
          "2021-12-23T07:00:00",
          "2021-12-23T08:00:00",
          "2021-12-23T09:00:00",
          "2021-12-23T10:00:00",
          "2021-12-23T11:00:00",
          "2021-12-23T12:00:00",
          "2021-12-23T13:00:00",
          "2021-12-23T14:00:00",
          "2021-12-23T15:00:00",
          "2021-12-23T16:00:00",
          "2021-12-23T17:00:00",
          "2021-12-23T18:00:00",
          "2021-12-23T19:00:00",
          "2021-12-23T20:00:00",
          "2021-12-23T21:00:00",
          "2021-12-23T22:00:00",
          "2021-12-23T23:00:00",
          "2021-12-24T00:00:00",
          "2021-12-24T01:00:00",
          "2021-12-24T02:00:00",
          "2021-12-24T03:00:00",
          "2021-12-24T04:00:00",
          "2021-12-24T05:00:00",
          "2021-12-24T06:00:00",
          "2021-12-24T07:00:00",
          "2021-12-24T08:00:00",
          "2021-12-24T09:00:00",
          "2021-12-24T10:00:00",
          "2021-12-24T11:00:00",
          "2021-12-24T12:00:00",
          "2021-12-24T13:00:00",
          "2021-12-24T14:00:00",
          "2021-12-24T15:00:00",
          "2021-12-24T16:00:00",
          "2021-12-24T17:00:00",
          "2021-12-24T18:00:00",
          "2021-12-24T19:00:00",
          "2021-12-24T20:00:00",
          "2021-12-24T21:00:00",
          "2021-12-24T22:00:00",
          "2021-12-24T23:00:00",
          "2021-12-25T00:00:00",
          "2021-12-25T01:00:00",
          "2021-12-25T02:00:00",
          "2021-12-25T03:00:00",
          "2021-12-25T04:00:00",
          "2021-12-25T05:00:00",
          "2021-12-25T06:00:00",
          "2021-12-25T07:00:00",
          "2021-12-25T08:00:00",
          "2021-12-25T09:00:00",
          "2021-12-25T10:00:00",
          "2021-12-25T11:00:00",
          "2021-12-25T12:00:00",
          "2021-12-25T13:00:00",
          "2021-12-25T14:00:00",
          "2021-12-25T15:00:00",
          "2021-12-25T16:00:00",
          "2021-12-25T17:00:00",
          "2021-12-25T18:00:00",
          "2021-12-25T19:00:00",
          "2021-12-25T20:00:00",
          "2021-12-25T21:00:00",
          "2021-12-25T22:00:00",
          "2021-12-25T23:00:00",
          "2021-12-26T00:00:00",
          "2021-12-26T01:00:00",
          "2021-12-26T02:00:00",
          "2021-12-26T03:00:00",
          "2021-12-26T04:00:00",
          "2021-12-26T05:00:00",
          "2021-12-26T06:00:00",
          "2021-12-26T07:00:00",
          "2021-12-26T08:00:00",
          "2021-12-26T09:00:00",
          "2021-12-26T10:00:00",
          "2021-12-26T11:00:00",
          "2021-12-26T12:00:00",
          "2021-12-26T13:00:00",
          "2021-12-26T14:00:00",
          "2021-12-26T15:00:00",
          "2021-12-26T16:00:00",
          "2021-12-26T17:00:00",
          "2021-12-26T18:00:00",
          "2021-12-26T19:00:00",
          "2021-12-26T20:00:00",
          "2021-12-26T21:00:00",
          "2021-12-26T22:00:00",
          "2021-12-26T23:00:00",
          "2021-12-27T00:00:00",
          "2021-12-27T01:00:00",
          "2021-12-27T02:00:00",
          "2021-12-27T03:00:00",
          "2021-12-27T04:00:00",
          "2021-12-27T05:00:00",
          "2021-12-27T06:00:00",
          "2021-12-27T07:00:00",
          "2021-12-27T08:00:00",
          "2021-12-27T09:00:00",
          "2021-12-27T10:00:00",
          "2021-12-27T11:00:00",
          "2021-12-27T12:00:00",
          "2021-12-27T13:00:00",
          "2021-12-27T14:00:00",
          "2021-12-27T15:00:00",
          "2021-12-27T16:00:00",
          "2021-12-27T17:00:00",
          "2021-12-27T18:00:00",
          "2021-12-27T19:00:00",
          "2021-12-27T20:00:00",
          "2021-12-27T21:00:00",
          "2021-12-27T22:00:00",
          "2021-12-27T23:00:00",
          "2021-12-28T00:00:00",
          "2021-12-28T01:00:00",
          "2021-12-28T02:00:00",
          "2021-12-28T03:00:00",
          "2021-12-28T04:00:00",
          "2021-12-28T05:00:00",
          "2021-12-28T06:00:00",
          "2021-12-28T07:00:00",
          "2021-12-28T08:00:00",
          "2021-12-28T09:00:00",
          "2021-12-28T10:00:00",
          "2021-12-28T11:00:00",
          "2021-12-28T12:00:00",
          "2021-12-28T13:00:00",
          "2021-12-28T14:00:00",
          "2021-12-28T15:00:00",
          "2021-12-28T16:00:00",
          "2021-12-28T17:00:00",
          "2021-12-28T18:00:00",
          "2021-12-28T19:00:00",
          "2021-12-28T20:00:00",
          "2021-12-28T21:00:00",
          "2021-12-28T22:00:00",
          "2021-12-28T23:00:00",
          "2021-12-29T00:00:00",
          "2021-12-29T01:00:00",
          "2021-12-29T02:00:00",
          "2021-12-29T03:00:00",
          "2021-12-29T04:00:00",
          "2021-12-29T05:00:00",
          "2021-12-29T06:00:00",
          "2021-12-29T07:00:00",
          "2021-12-29T08:00:00",
          "2021-12-29T09:00:00",
          "2021-12-29T10:00:00",
          "2021-12-29T11:00:00",
          "2021-12-29T12:00:00",
          "2021-12-29T13:00:00",
          "2021-12-29T14:00:00",
          "2021-12-29T15:00:00",
          "2021-12-29T16:00:00",
          "2021-12-29T17:00:00",
          "2021-12-29T18:00:00",
          "2021-12-29T19:00:00",
          "2021-12-29T20:00:00",
          "2021-12-29T21:00:00",
          "2021-12-29T22:00:00",
          "2021-12-29T23:00:00",
          "2021-12-30T00:00:00",
          "2021-12-30T01:00:00",
          "2021-12-30T02:00:00",
          "2021-12-30T03:00:00",
          "2021-12-30T04:00:00",
          "2021-12-30T05:00:00",
          "2021-12-30T06:00:00",
          "2021-12-30T07:00:00",
          "2021-12-30T08:00:00",
          "2021-12-30T09:00:00",
          "2021-12-30T10:00:00",
          "2021-12-30T11:00:00",
          "2021-12-30T12:00:00",
          "2021-12-30T13:00:00",
          "2021-12-30T14:00:00",
          "2021-12-30T15:00:00",
          "2021-12-30T16:00:00",
          "2021-12-30T17:00:00",
          "2021-12-30T18:00:00",
          "2021-12-30T19:00:00",
          "2021-12-30T20:00:00",
          "2021-12-30T21:00:00",
          "2021-12-30T22:00:00",
          "2021-12-30T23:00:00",
          "2021-12-31T00:00:00",
          "2021-12-31T01:00:00",
          "2021-12-31T02:00:00",
          "2021-12-31T03:00:00",
          "2021-12-31T04:00:00",
          "2021-12-31T05:00:00",
          "2021-12-31T06:00:00",
          "2021-12-31T07:00:00",
          "2021-12-31T08:00:00",
          "2021-12-31T09:00:00",
          "2021-12-31T10:00:00",
          "2021-12-31T11:00:00",
          "2021-12-31T12:00:00",
          "2021-12-31T13:00:00",
          "2021-12-31T14:00:00",
          "2021-12-31T15:00:00",
          "2021-12-31T16:00:00",
          "2021-12-31T17:00:00",
          "2021-12-31T18:00:00",
          "2021-12-31T19:00:00",
          "2021-12-31T20:00:00",
          "2021-12-31T21:00:00",
          "2021-12-31T22:00:00",
          "2021-12-31T23:00:00",
          "2022-01-01T00:00:00",
          "2022-01-01T01:00:00",
          "2022-01-01T02:00:00",
          "2022-01-01T03:00:00",
          "2022-01-01T04:00:00",
          "2022-01-01T05:00:00",
          "2022-01-01T06:00:00",
          "2022-01-01T07:00:00",
          "2022-01-01T08:00:00",
          "2022-01-01T09:00:00",
          "2022-01-01T10:00:00",
          "2022-01-01T11:00:00",
          "2022-01-01T12:00:00",
          "2022-01-01T13:00:00",
          "2022-01-01T14:00:00",
          "2022-01-01T15:00:00",
          "2022-01-01T16:00:00",
          "2022-01-01T17:00:00",
          "2022-01-01T18:00:00",
          "2022-01-01T19:00:00",
          "2022-01-01T20:00:00",
          "2022-01-01T21:00:00",
          "2022-01-01T22:00:00",
          "2022-01-01T23:00:00",
          "2022-01-02T00:00:00",
          "2022-01-02T01:00:00",
          "2022-01-02T02:00:00",
          "2022-01-02T03:00:00",
          "2022-01-02T04:00:00",
          "2022-01-02T05:00:00",
          "2022-01-02T06:00:00",
          "2022-01-02T07:00:00",
          "2022-01-02T08:00:00",
          "2022-01-02T09:00:00",
          "2022-01-02T10:00:00",
          "2022-01-02T11:00:00",
          "2022-01-02T12:00:00",
          "2022-01-02T13:00:00",
          "2022-01-02T14:00:00",
          "2022-01-02T15:00:00",
          "2022-01-02T16:00:00",
          "2022-01-02T17:00:00",
          "2022-01-02T18:00:00",
          "2022-01-02T19:00:00",
          "2022-01-02T20:00:00",
          "2022-01-02T21:00:00",
          "2022-01-02T22:00:00",
          "2022-01-02T23:00:00",
          "2022-01-03T00:00:00",
          "2022-01-03T01:00:00",
          "2022-01-03T02:00:00",
          "2022-01-03T03:00:00",
          "2022-01-03T04:00:00",
          "2022-01-03T05:00:00",
          "2022-01-03T06:00:00",
          "2022-01-03T07:00:00",
          "2022-01-03T08:00:00",
          "2022-01-03T09:00:00",
          "2022-01-03T10:00:00",
          "2022-01-03T11:00:00",
          "2022-01-03T12:00:00",
          "2022-01-03T13:00:00",
          "2022-01-03T14:00:00",
          "2022-01-03T15:00:00",
          "2022-01-03T16:00:00",
          "2022-01-03T17:00:00",
          "2022-01-03T18:00:00",
          "2022-01-03T19:00:00",
          "2022-01-03T20:00:00",
          "2022-01-03T21:00:00",
          "2022-01-03T22:00:00",
          "2022-01-03T23:00:00",
          "2022-01-04T00:00:00",
          "2022-01-04T01:00:00",
          "2022-01-04T02:00:00",
          "2022-01-04T03:00:00",
          "2022-01-04T04:00:00",
          "2022-01-04T05:00:00",
          "2022-01-04T06:00:00",
          "2022-01-04T07:00:00",
          "2022-01-04T08:00:00",
          "2022-01-04T09:00:00",
          "2022-01-04T10:00:00",
          "2022-01-04T11:00:00",
          "2022-01-04T12:00:00",
          "2022-01-04T13:00:00",
          "2022-01-04T14:00:00",
          "2022-01-04T15:00:00",
          "2022-01-04T16:00:00",
          "2022-01-04T17:00:00",
          "2022-01-04T18:00:00",
          "2022-01-04T19:00:00",
          "2022-01-04T20:00:00",
          "2022-01-04T21:00:00",
          "2022-01-04T22:00:00",
          "2022-01-04T23:00:00",
          "2022-01-05T00:00:00",
          "2022-01-05T01:00:00",
          "2022-01-05T02:00:00",
          "2022-01-05T03:00:00",
          "2022-01-05T04:00:00",
          "2022-01-05T05:00:00",
          "2022-01-05T06:00:00",
          "2022-01-05T07:00:00",
          "2022-01-05T08:00:00",
          "2022-01-05T09:00:00",
          "2022-01-05T10:00:00",
          "2022-01-05T11:00:00",
          "2022-01-05T12:00:00",
          "2022-01-05T13:00:00",
          "2022-01-05T14:00:00",
          "2022-01-05T15:00:00",
          "2022-01-05T16:00:00",
          "2022-01-05T17:00:00",
          "2022-01-05T18:00:00",
          "2022-01-05T19:00:00",
          "2022-01-05T20:00:00",
          "2022-01-05T21:00:00",
          "2022-01-05T22:00:00",
          "2022-01-05T23:00:00",
          "2022-01-06T00:00:00",
          "2022-01-06T01:00:00",
          "2022-01-06T02:00:00",
          "2022-01-06T03:00:00",
          "2022-01-06T04:00:00",
          "2022-01-06T05:00:00",
          "2022-01-06T06:00:00",
          "2022-01-06T07:00:00",
          "2022-01-06T08:00:00",
          "2022-01-06T09:00:00",
          "2022-01-06T10:00:00",
          "2022-01-06T11:00:00",
          "2022-01-06T12:00:00",
          "2022-01-06T13:00:00",
          "2022-01-06T14:00:00",
          "2022-01-06T15:00:00",
          "2022-01-06T16:00:00",
          "2022-01-06T17:00:00",
          "2022-01-06T18:00:00",
          "2022-01-06T19:00:00",
          "2022-01-06T20:00:00",
          "2022-01-06T21:00:00",
          "2022-01-06T22:00:00",
          "2022-01-06T23:00:00",
          "2022-01-07T00:00:00",
          "2022-01-07T01:00:00",
          "2022-01-07T02:00:00",
          "2022-01-07T03:00:00",
          "2022-01-07T04:00:00",
          "2022-01-07T05:00:00",
          "2022-01-07T06:00:00",
          "2022-01-07T07:00:00",
          "2022-01-07T08:00:00",
          "2022-01-07T09:00:00",
          "2022-01-07T10:00:00",
          "2022-01-07T11:00:00",
          "2022-01-07T12:00:00",
          "2022-01-07T13:00:00",
          "2022-01-07T14:00:00",
          "2022-01-07T15:00:00",
          "2022-01-07T16:00:00",
          "2022-01-07T17:00:00",
          "2022-01-07T18:00:00",
          "2022-01-07T19:00:00",
          "2022-01-07T20:00:00",
          "2022-01-07T21:00:00",
          "2022-01-07T22:00:00",
          "2022-01-07T23:00:00",
          "2022-01-08T00:00:00",
          "2022-01-08T01:00:00",
          "2022-01-08T02:00:00",
          "2022-01-08T03:00:00",
          "2022-01-08T04:00:00",
          "2022-01-08T05:00:00",
          "2022-01-08T06:00:00",
          "2022-01-08T07:00:00",
          "2022-01-08T08:00:00",
          "2022-01-08T09:00:00",
          "2022-01-08T10:00:00",
          "2022-01-08T11:00:00",
          "2022-01-08T12:00:00",
          "2022-01-08T13:00:00",
          "2022-01-08T14:00:00",
          "2022-01-08T15:00:00",
          "2022-01-08T16:00:00",
          "2022-01-08T17:00:00",
          "2022-01-08T18:00:00",
          "2022-01-08T19:00:00",
          "2022-01-08T20:00:00",
          "2022-01-08T21:00:00",
          "2022-01-08T22:00:00",
          "2022-01-08T23:00:00",
          "2022-01-09T00:00:00",
          "2022-01-09T01:00:00",
          "2022-01-09T02:00:00",
          "2022-01-09T03:00:00",
          "2022-01-09T04:00:00",
          "2022-01-09T05:00:00",
          "2022-01-09T06:00:00",
          "2022-01-09T07:00:00",
          "2022-01-09T08:00:00",
          "2022-01-09T09:00:00",
          "2022-01-09T10:00:00",
          "2022-01-09T11:00:00",
          "2022-01-09T12:00:00",
          "2022-01-09T13:00:00",
          "2022-01-09T14:00:00",
          "2022-01-09T15:00:00",
          "2022-01-09T16:00:00",
          "2022-01-09T17:00:00",
          "2022-01-09T18:00:00",
          "2022-01-09T19:00:00",
          "2022-01-09T20:00:00",
          "2022-01-09T21:00:00",
          "2022-01-09T22:00:00",
          "2022-01-09T23:00:00",
          "2022-01-10T00:00:00",
          "2022-01-10T01:00:00",
          "2022-01-10T02:00:00",
          "2022-01-10T03:00:00",
          "2022-01-10T04:00:00",
          "2022-01-10T05:00:00",
          "2022-01-10T06:00:00",
          "2022-01-10T07:00:00",
          "2022-01-10T08:00:00",
          "2022-01-10T09:00:00",
          "2022-01-10T10:00:00",
          "2022-01-10T11:00:00",
          "2022-01-10T12:00:00",
          "2022-01-10T13:00:00",
          "2022-01-10T14:00:00",
          "2022-01-10T15:00:00",
          "2022-01-10T16:00:00",
          "2022-01-10T17:00:00",
          "2022-01-10T18:00:00",
          "2022-01-10T19:00:00",
          "2022-01-10T20:00:00",
          "2022-01-10T21:00:00",
          "2022-01-10T22:00:00",
          "2022-01-10T23:00:00",
          "2022-01-11T00:00:00",
          "2022-01-11T01:00:00",
          "2022-01-11T02:00:00",
          "2022-01-11T03:00:00",
          "2022-01-11T04:00:00",
          "2022-01-11T05:00:00",
          "2022-01-11T06:00:00",
          "2022-01-11T07:00:00",
          "2022-01-11T08:00:00",
          "2022-01-11T09:00:00",
          "2022-01-11T10:00:00",
          "2022-01-11T11:00:00",
          "2022-01-11T12:00:00",
          "2022-01-11T13:00:00",
          "2022-01-11T14:00:00",
          "2022-01-11T15:00:00",
          "2022-01-11T16:00:00",
          "2022-01-11T17:00:00",
          "2022-01-11T18:00:00",
          "2022-01-11T19:00:00",
          "2022-01-11T20:00:00",
          "2022-01-11T21:00:00",
          "2022-01-11T22:00:00",
          "2022-01-11T23:00:00",
          "2022-01-12T00:00:00",
          "2022-01-12T01:00:00",
          "2022-01-12T02:00:00",
          "2022-01-12T03:00:00",
          "2022-01-12T04:00:00",
          "2022-01-12T05:00:00",
          "2022-01-12T06:00:00",
          "2022-01-12T07:00:00",
          "2022-01-12T08:00:00",
          "2022-01-12T09:00:00",
          "2022-01-12T10:00:00",
          "2022-01-12T11:00:00",
          "2022-01-12T12:00:00",
          "2022-01-12T13:00:00",
          "2022-01-12T14:00:00",
          "2022-01-12T15:00:00",
          "2022-01-12T16:00:00",
          "2022-01-12T17:00:00",
          "2022-01-12T18:00:00",
          "2022-01-12T19:00:00",
          "2022-01-12T20:00:00",
          "2022-01-12T21:00:00",
          "2022-01-12T22:00:00",
          "2022-01-12T23:00:00",
          "2022-01-13T00:00:00",
          "2022-01-13T01:00:00",
          "2022-01-13T02:00:00",
          "2022-01-13T03:00:00",
          "2022-01-13T04:00:00",
          "2022-01-13T05:00:00",
          "2022-01-13T06:00:00",
          "2022-01-13T07:00:00",
          "2022-01-13T08:00:00",
          "2022-01-13T09:00:00",
          "2022-01-13T10:00:00",
          "2022-01-13T11:00:00",
          "2022-01-13T12:00:00",
          "2022-01-13T13:00:00",
          "2022-01-13T14:00:00",
          "2022-01-13T15:00:00",
          "2022-01-13T16:00:00",
          "2022-01-13T17:00:00",
          "2022-01-13T18:00:00",
          "2022-01-13T19:00:00",
          "2022-01-13T20:00:00",
          "2022-01-13T21:00:00",
          "2022-01-13T22:00:00",
          "2022-01-13T23:00:00",
          "2022-01-14T00:00:00",
          "2022-01-14T01:00:00",
          "2022-01-14T02:00:00",
          "2022-01-14T03:00:00",
          "2022-01-14T04:00:00",
          "2022-01-14T05:00:00",
          "2022-01-14T06:00:00",
          "2022-01-14T07:00:00",
          "2022-01-14T08:00:00",
          "2022-01-14T09:00:00",
          "2022-01-14T10:00:00",
          "2022-01-14T11:00:00",
          "2022-01-14T12:00:00",
          "2022-01-14T13:00:00",
          "2022-01-14T14:00:00",
          "2022-01-14T15:00:00",
          "2022-01-14T16:00:00",
          "2022-01-14T17:00:00",
          "2022-01-14T18:00:00",
          "2022-01-14T19:00:00",
          "2022-01-14T20:00:00",
          "2022-01-14T21:00:00",
          "2022-01-14T22:00:00",
          "2022-01-14T23:00:00",
          "2022-01-15T00:00:00",
          "2022-01-15T01:00:00",
          "2022-01-15T02:00:00",
          "2022-01-15T03:00:00",
          "2022-01-15T04:00:00",
          "2022-01-15T05:00:00",
          "2022-01-15T06:00:00",
          "2022-01-15T07:00:00",
          "2022-01-15T08:00:00",
          "2022-01-15T09:00:00",
          "2022-01-15T10:00:00",
          "2022-01-15T11:00:00",
          "2022-01-15T12:00:00",
          "2022-01-15T13:00:00",
          "2022-01-15T14:00:00",
          "2022-01-15T15:00:00",
          "2022-01-15T16:00:00",
          "2022-01-15T17:00:00",
          "2022-01-15T18:00:00",
          "2022-01-15T19:00:00",
          "2022-01-15T20:00:00",
          "2022-01-15T21:00:00",
          "2022-01-15T22:00:00",
          "2022-01-15T23:00:00",
          "2022-01-16T00:00:00",
          "2022-01-16T01:00:00",
          "2022-01-16T02:00:00",
          "2022-01-16T03:00:00",
          "2022-01-16T04:00:00",
          "2022-01-16T05:00:00",
          "2022-01-16T06:00:00",
          "2022-01-16T07:00:00",
          "2022-01-16T08:00:00",
          "2022-01-16T09:00:00",
          "2022-01-16T10:00:00",
          "2022-01-16T11:00:00",
          "2022-01-16T12:00:00",
          "2022-01-16T13:00:00",
          "2022-01-16T14:00:00",
          "2022-01-16T15:00:00",
          "2022-01-16T16:00:00",
          "2022-01-16T17:00:00",
          "2022-01-16T18:00:00",
          "2022-01-16T19:00:00",
          "2022-01-16T20:00:00",
          "2022-01-16T21:00:00",
          "2022-01-16T22:00:00",
          "2022-01-16T23:00:00",
          "2022-01-17T00:00:00",
          "2022-01-17T01:00:00",
          "2022-01-17T02:00:00",
          "2022-01-17T03:00:00",
          "2022-01-17T04:00:00",
          "2022-01-17T05:00:00",
          "2022-01-17T06:00:00",
          "2022-01-17T07:00:00",
          "2022-01-17T08:00:00",
          "2022-01-17T09:00:00",
          "2022-01-17T10:00:00",
          "2022-01-17T11:00:00",
          "2022-01-17T12:00:00",
          "2022-01-17T13:00:00",
          "2022-01-17T14:00:00",
          "2022-01-17T15:00:00",
          "2022-01-17T16:00:00",
          "2022-01-17T17:00:00",
          "2022-01-17T18:00:00",
          "2022-01-17T19:00:00",
          "2022-01-17T20:00:00",
          "2022-01-17T21:00:00",
          "2022-01-17T22:00:00",
          "2022-01-17T23:00:00",
          "2022-01-18T00:00:00",
          "2022-01-18T01:00:00",
          "2022-01-18T02:00:00",
          "2022-01-18T03:00:00",
          "2022-01-18T04:00:00",
          "2022-01-18T05:00:00",
          "2022-01-18T06:00:00",
          "2022-01-18T07:00:00",
          "2022-01-18T08:00:00",
          "2022-01-18T09:00:00",
          "2022-01-18T10:00:00",
          "2022-01-18T11:00:00",
          "2022-01-18T12:00:00",
          "2022-01-18T13:00:00",
          "2022-01-18T14:00:00",
          "2022-01-18T15:00:00",
          "2022-01-18T16:00:00",
          "2022-01-18T17:00:00",
          "2022-01-18T18:00:00",
          "2022-01-18T19:00:00",
          "2022-01-18T20:00:00",
          "2022-01-18T21:00:00",
          "2022-01-18T22:00:00",
          "2022-01-18T23:00:00",
          "2022-01-19T00:00:00",
          "2022-01-19T01:00:00",
          "2022-01-19T02:00:00",
          "2022-01-19T03:00:00",
          "2022-01-19T04:00:00",
          "2022-01-19T05:00:00",
          "2022-01-19T06:00:00",
          "2022-01-19T07:00:00",
          "2022-01-19T08:00:00",
          "2022-01-19T09:00:00",
          "2022-01-19T10:00:00",
          "2022-01-19T11:00:00",
          "2022-01-19T12:00:00",
          "2022-01-19T13:00:00",
          "2022-01-19T14:00:00",
          "2022-01-19T15:00:00",
          "2022-01-19T16:00:00",
          "2022-01-19T17:00:00",
          "2022-01-19T18:00:00",
          "2022-01-19T19:00:00",
          "2022-01-19T20:00:00",
          "2022-01-19T21:00:00",
          "2022-01-19T22:00:00",
          "2022-01-19T23:00:00",
          "2022-01-20T00:00:00",
          "2022-01-20T01:00:00",
          "2022-01-20T02:00:00",
          "2022-01-20T03:00:00",
          "2022-01-20T04:00:00",
          "2022-01-20T05:00:00",
          "2022-01-20T06:00:00",
          "2022-01-20T07:00:00",
          "2022-01-20T08:00:00",
          "2022-01-20T09:00:00",
          "2022-01-20T10:00:00",
          "2022-01-20T11:00:00",
          "2022-01-20T12:00:00",
          "2022-01-20T13:00:00",
          "2022-01-20T14:00:00",
          "2022-01-20T15:00:00",
          "2022-01-20T16:00:00",
          "2022-01-20T17:00:00",
          "2022-01-20T18:00:00",
          "2022-01-20T19:00:00",
          "2022-01-20T20:00:00",
          "2022-01-20T21:00:00",
          "2022-01-20T22:00:00",
          "2022-01-20T23:00:00",
          "2022-01-21T00:00:00",
          "2022-01-21T01:00:00",
          "2022-01-21T02:00:00",
          "2022-01-21T03:00:00",
          "2022-01-21T04:00:00",
          "2022-01-21T05:00:00",
          "2022-01-21T06:00:00",
          "2022-01-21T07:00:00",
          "2022-01-21T08:00:00",
          "2022-01-21T09:00:00",
          "2022-01-21T10:00:00",
          "2022-01-21T11:00:00",
          "2022-01-21T12:00:00",
          "2022-01-21T13:00:00",
          "2022-01-21T14:00:00",
          "2022-01-21T15:00:00",
          "2022-01-21T16:00:00",
          "2022-01-21T17:00:00",
          "2022-01-21T18:00:00",
          "2022-01-21T19:00:00",
          "2022-01-21T20:00:00",
          "2022-01-21T21:00:00",
          "2022-01-21T22:00:00",
          "2022-01-21T23:00:00",
          "2022-01-22T00:00:00",
          "2022-01-22T01:00:00",
          "2022-01-22T02:00:00",
          "2022-01-22T03:00:00",
          "2022-01-22T04:00:00",
          "2022-01-22T05:00:00",
          "2022-01-22T06:00:00",
          "2022-01-22T07:00:00",
          "2022-01-22T08:00:00",
          "2022-01-22T09:00:00",
          "2022-01-22T10:00:00",
          "2022-01-22T11:00:00",
          "2022-01-22T12:00:00",
          "2022-01-22T13:00:00",
          "2022-01-22T14:00:00",
          "2022-01-22T15:00:00",
          "2022-01-22T16:00:00",
          "2022-01-22T17:00:00",
          "2022-01-22T18:00:00",
          "2022-01-22T19:00:00",
          "2022-01-22T20:00:00",
          "2022-01-22T21:00:00",
          "2022-01-22T22:00:00",
          "2022-01-22T23:00:00",
          "2022-01-23T00:00:00",
          "2022-01-23T01:00:00",
          "2022-01-23T02:00:00",
          "2022-01-23T03:00:00",
          "2022-01-23T04:00:00",
          "2022-01-23T05:00:00",
          "2022-01-23T06:00:00",
          "2022-01-23T07:00:00",
          "2022-01-23T08:00:00",
          "2022-01-23T09:00:00",
          "2022-01-23T10:00:00",
          "2022-01-23T11:00:00",
          "2022-01-23T12:00:00",
          "2022-01-23T13:00:00",
          "2022-01-23T14:00:00",
          "2022-01-23T15:00:00",
          "2022-01-23T16:00:00",
          "2022-01-23T17:00:00",
          "2022-01-23T18:00:00",
          "2022-01-23T19:00:00",
          "2022-01-23T20:00:00",
          "2022-01-23T21:00:00",
          "2022-01-23T22:00:00",
          "2022-01-23T23:00:00",
          "2022-01-24T00:00:00",
          "2022-01-24T01:00:00",
          "2022-01-24T02:00:00",
          "2022-01-24T03:00:00",
          "2022-01-24T04:00:00",
          "2022-01-24T05:00:00",
          "2022-01-24T06:00:00",
          "2022-01-24T07:00:00",
          "2022-01-24T08:00:00",
          "2022-01-24T09:00:00",
          "2022-01-24T10:00:00",
          "2022-01-24T11:00:00",
          "2022-01-24T12:00:00",
          "2022-01-24T13:00:00",
          "2022-01-24T14:00:00",
          "2022-01-24T15:00:00",
          "2022-01-24T16:00:00",
          "2022-01-24T17:00:00",
          "2022-01-24T18:00:00",
          "2022-01-24T19:00:00",
          "2022-01-24T20:00:00",
          "2022-01-24T21:00:00",
          "2022-01-24T22:00:00",
          "2022-01-24T23:00:00",
          "2022-01-25T00:00:00",
          "2022-01-25T01:00:00",
          "2022-01-25T02:00:00",
          "2022-01-25T03:00:00",
          "2022-01-25T04:00:00",
          "2022-01-25T05:00:00",
          "2022-01-25T06:00:00",
          "2022-01-25T07:00:00",
          "2022-01-25T08:00:00",
          "2022-01-25T09:00:00",
          "2022-01-25T10:00:00",
          "2022-01-25T11:00:00",
          "2022-01-25T12:00:00",
          "2022-01-25T13:00:00",
          "2022-01-25T14:00:00",
          "2022-01-25T15:00:00",
          "2022-01-25T16:00:00",
          "2022-01-25T17:00:00",
          "2022-01-25T18:00:00",
          "2022-01-25T19:00:00",
          "2022-01-25T20:00:00",
          "2022-01-25T21:00:00"
         ],
         "y": [
          47129.85,
          46339.71,
          44823.87,
          43715.16,
          42608.38,
          41138.15,
          39088.9,
          36210.4,
          34159.66,
          32746.68,
          31970.12,
          31863.74,
          32079.67,
          33472.15,
          36271.38,
          42465.9,
          46645.6,
          47663.26,
          48048.38,
          46241.41,
          46275.47,
          46783.91,
          46497.11,
          46544.81,
          46949.04,
          45831.74,
          44319.09,
          43153.06,
          42061.39,
          40631.5,
          39128.03,
          36326.88,
          34402.57,
          33049.11,
          32315.93,
          32017.66,
          32477.91,
          33824.34,
          36849.65,
          42242.45,
          46897.91,
          48360.17,
          49046.58,
          48270.26,
          47732.77,
          47911.41,
          47342.95,
          47011.02,
          47186.63,
          46350.29,
          44961.4,
          43785.01,
          42715.07,
          41240.49,
          39456.05,
          36611.51,
          34614.06,
          33396.83,
          32527.29,
          32318.68,
          32527.09,
          34072.97,
          37129.75,
          42779.41,
          46823.72,
          47860.29,
          48319.39,
          46302.3,
          45381.46,
          46699.86,
          46142.16,
          46372.36,
          46691.33,
          45859.66,
          44373.98,
          43308.14,
          42254.93,
          41117.04,
          39513.24,
          37144.41,
          35131.71,
          33795.7,
          32841.42,
          32560.61,
          32665.53,
          33503.82,
          34906.61,
          38669.06,
          42222.55,
          44334.62,
          45417.92,
          44515.67,
          44456.64,
          43888.47,
          43180.54,
          42645.31,
          43190.14,
          43848.72,
          42758.68,
          41887.87,
          40627.92,
          39288.81,
          37700.81,
          35328.66,
          33021.02,
          31602.14,
          30667.21,
          30186.46,
          30202.54,
          30347.15,
          30591.24,
          30708.92,
          31746.01,
          33204.82,
          34158.01,
          34130.56,
          34379.18,
          34785.45,
          35351.93,
          36354.34,
          38514.37,
          39975.42,
          39749.52,
          39068.29,
          38185.9,
          37114.01,
          35563.44,
          33483.98,
          31701.75,
          30568.14,
          29946.36,
          29765.5,
          30272.67,
          31732.34,
          34523.54,
          40365.4,
          42773.92,
          42534.48,
          41331.54,
          40209.39,
          40128.85,
          41098.37,
          41444.95,
          42998.56,
          44675.29,
          44482.58,
          43269.25,
          42335.94,
          41332.35,
          39855.19,
          38008.77,
          35594,
          33744.96,
          32576.85,
          31824.82,
          31697.55,
          31936.39,
          33329.12,
          35906.13,
          40775.36,
          42603.04,
          42388.34,
          42206.24,
          40265.95,
          40040.29,
          40973.68,
          41477.08,
          42691.95,
          44349.69,
          44038.42,
          42816.93,
          41444.81,
          40459.81,
          39615.24,
          37388.66,
          34814.03,
          33575.35,
          32474.38,
          31626.1,
          31633.25,
          31796.41,
          33166.49,
          36022.37,
          40989.61,
          43884.79,
          44535.04,
          44874.33,
          43442.74,
          43490.08,
          43981.89,
          43668.28,
          44042.5,
          44769.64,
          44247.86,
          42966.16,
          41882.57,
          40735.4,
          39329.31,
          37691.8,
          35120.43,
          33153.41,
          32094.82,
          31284.08,
          31210.27,
          31471.23,
          32802.79,
          35498.15,
          40243.96,
          43292.29,
          44298.98,
          44784.9,
          43404.13,
          43494.55,
          43933.89,
          43652.27,
          44236.63,
          44271.62,
          43714.79,
          42492.39,
          41560.97,
          40477.49,
          39102.6,
          37430.74,
          34965.78,
          33141.56,
          31747.35,
          31075.4,
          30708.26,
          30927.25,
          32113.46,
          34561.3,
          39380.24,
          42561.43,
          43325.51,
          43649.54,
          41795,
          40736.59,
          41609.47,
          40685.86,
          40326.78,
          40353.67,
          40120.95,
          38203.69,
          36470.45,
          34912.55,
          33443.99,
          32461.56,
          30983.59,
          29672.68,
          28282.42,
          27135.73,
          26491.49,
          26282.82,
          26769.41,
          26908.96,
          27682.78,
          29575.93,
          31103.81,
          32830.84,
          33609.98,
          34008.06,
          33850.79,
          33483.33,
          33769.73,
          35104.31,
          36649.19,
          36170.95,
          35247.11,
          34318.44,
          33469.09,
          31687.57,
          30578.26,
          29114.41,
          27808.78,
          27205.46,
          26862.67,
          26853.37,
          27121,
          27817.96,
          28257.61,
          30696.74,
          33111.35,
          34486.29,
          34926.75,
          35646.14,
          35587.37,
          35290.58,
          35053.77,
          36013.13,
          37635.04,
          37464.84,
          36911.55,
          35964.27,
          35388.44,
          33947.93,
          32035.61,
          30287.64,
          29065.51,
          28532.27,
          28557.2,
          28878.56,
          30416.76,
          33678.64,
          39828.91,
          43484.51,
          44056.45,
          44495.42,
          42779.69,
          42593.71,
          42974.02,
          42872.39,
          43216.47,
          43863.9,
          43810.33,
          42511.87,
          41349.8,
          40469.35,
          38950.49,
          37426.52,
          35069.5,
          33212.65,
          32278.35,
          31385.7,
          31238.26,
          31734.8,
          33032.78,
          35671.88,
          40855.99,
          44244.5,
          45161.09,
          45784.91,
          44087.62,
          44166.25,
          44491.69,
          43703.17,
          43755.58,
          43767.07,
          43675.15,
          42678.16,
          41703.45,
          40609.3,
          39436.01,
          37635.86,
          35393.09,
          33751.86,
          32573.98,
          31979.71,
          31698.54,
          32235.55,
          33470.97,
          36153.61,
          41019.56,
          44228.96,
          44885.29,
          45024.55,
          43346.95,
          43303.04,
          43625.97,
          43357.82,
          43709.09,
          43721.01,
          43583.53,
          42424.15,
          41724.58,
          40695.68,
          39579.78,
          37724.44,
          35595.24,
          33557.76,
          32483.61,
          31693.5,
          31687.39,
          32017.76,
          33027.52,
          36125.3,
          40874.7,
          43676.17,
          44736.75,
          45216.37,
          43741.56,
          43837.88,
          44298.55,
          43597.61,
          42990.35,
          43344.27,
          43167.46,
          42448.87,
          41324.79,
          40337.21,
          39087.48,
          37269.28,
          35111.38,
          33404.44,
          32253.07,
          31631.82,
          31428.47,
          31945.97,
          32934.12,
          35503.34,
          40227.68,
          43525.31,
          44923.94,
          45740.54,
          43682.38,
          42583.35,
          43796.6,
          43308.27,
          43357.93,
          43377.02,
          43222.99,
          42107.51,
          41005.03,
          39993.91,
          38903.93,
          37435.06,
          35284.36,
          33526.06,
          32412.88,
          31589.86,
          31275.64,
          31450.82,
          31977.03,
          33100.35,
          36453.1,
          39402.09,
          41009.14,
          41965.25,
          41088.33,
          41179.98,
          41034.14,
          40322.18,
          39944.51,
          40200.46,
          41401.41,
          40515.84,
          39525.21,
          38538.3,
          37558.31,
          35822.21,
          33420.14,
          32008.86,
          30609.59,
          30055.75,
          29410.94,
          29195.33,
          29430.31,
          29531.88,
          29766.96,
          31769.29,
          33752.95,
          34950.92,
          35344.89,
          35676.5,
          35630.53,
          35268.22,
          35507.11,
          36535.98,
          38190.38,
          37996.75,
          37281.16,
          36394.25,
          35350.92,
          34272.36,
          32413.19,
          30753.03,
          29904.67,
          29314.19,
          29094.67,
          29287.78,
          30740.67,
          33888.38,
          39805.78,
          43718.24,
          45217.22,
          46204.93,
          44983.24,
          45271.38,
          45886.99,
          45346,
          45182.3,
          44639.85,
          43960.04,
          42694.56,
          41862.72,
          40698.53,
          39502.89,
          37807.13,
          35456.3,
          33816.01,
          32530.43,
          31751.98,
          31629.63,
          31942.24,
          33298.06,
          35956.75,
          40530.64,
          43651.61,
          44957.28,
          46223.9,
          45024.27,
          45431.6,
          45923.62,
          45333.37,
          45247.59,
          45227.63,
          44332.98,
          43101.87,
          42103.33,
          40983.09,
          39722.68,
          37894.8,
          35596.3,
          33937.04,
          32823.97,
          32148.58,
          31865.02,
          32133.01,
          33421.59,
          36120.16,
          41160.85,
          44755.3,
          46288.44,
          47600.24,
          46436.7,
          46986.97,
          47259.13,
          46867.77,
          46563.3,
          46293.77,
          45571.93,
          44212.15,
          43054.24,
          41865.18,
          40676.05,
          38918.07,
          36650.44,
          34738.79,
          33373.29,
          32641.38,
          32507.8,
          32814.73,
          33756.22,
          36795.34,
          42319.69,
          46039.69,
          47775.62,
          48520.41,
          47262.38,
          47481.6,
          47755.4,
          47263.51,
          47188.64,
          46863,
          45932.09,
          44726.5,
          43598.12,
          42461.53,
          40877.2,
          39299.32,
          36876.99,
          35021.83,
          33722.44,
          32876.59,
          32546.07,
          32948.5,
          34328.77,
          37132.48,
          42587.56,
          46218.1,
          47445.39,
          48125.66,
          46316.68,
          44539.91,
          45677.75,
          45385.02,
          45514.47,
          45444.83,
          45464.02,
          44350.42,
          43268.44,
          42117.65,
          40920.7,
          39121.93,
          36965.7,
          34991.9,
          33655.18,
          32663.56,
          31932.16,
          32380.17,
          32806.2,
          34250.23,
          38160.59,
          41848.01,
          43994.69,
          45139.27,
          44298.06,
          43912.02,
          42998.02,
          41852.33,
          41336.76,
          41677.29,
          42767.27,
          42404.13,
          41410.9,
          40235.75,
          39199.39,
          37574.12,
          35435.13,
          33249.05,
          31881.48,
          30721.22,
          30426.65,
          30365.69,
          30473.82,
          30721.38,
          31639.92,
          34057.98,
          35587.74,
          36670.71,
          36924.93,
          37056.04,
          36654.51,
          36751.4,
          36568.62,
          37995.8,
          39992.28,
          40032.45,
          39451.18,
          38504.35,
          37451.4,
          35981.64,
          33859.57,
          32138.27,
          31029.24,
          30430.09,
          30110.97,
          30524.59,
          32071.34,
          35522.7,
          42065.39,
          46291.51,
          47230.35,
          47856.84,
          46293.23,
          45973.75,
          46245.71,
          45706.52,
          45922.62,
          45982.9,
          45374.92,
          44388.01,
          43442.88,
          42185.68,
          40905.67,
          39159.83,
          36479.39,
          34555.77,
          33224.94,
          32647.4,
          32351.63,
          32557.94,
          33771.28,
          36615.08,
          42138.5,
          46384.87,
          48175.55,
          49514.44,
          48921.09,
          48908.25,
          49569.11,
          48246.29,
          47653.27,
          47006.64,
          46337.93,
          44961.57,
          42297.02,
          41137.49,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null
         ]
        },
        {
         "mode": "lines",
         "name": "Öngörü",
         "type": "scatter",
         "x": [
          "2022-01-18T22:00:00",
          "2022-01-18T23:00:00",
          "2022-01-19T00:00:00",
          "2022-01-19T01:00:00",
          "2022-01-19T02:00:00",
          "2022-01-19T03:00:00",
          "2022-01-19T04:00:00",
          "2022-01-19T05:00:00",
          "2022-01-19T06:00:00",
          "2022-01-19T07:00:00",
          "2022-01-19T08:00:00",
          "2022-01-19T09:00:00",
          "2022-01-19T10:00:00",
          "2022-01-19T11:00:00",
          "2022-01-19T12:00:00",
          "2022-01-19T13:00:00",
          "2022-01-19T14:00:00",
          "2022-01-19T15:00:00",
          "2022-01-19T16:00:00",
          "2022-01-19T17:00:00",
          "2022-01-19T18:00:00",
          "2022-01-19T19:00:00",
          "2022-01-19T20:00:00",
          "2022-01-19T21:00:00",
          "2022-01-19T22:00:00",
          "2022-01-19T23:00:00",
          "2022-01-20T00:00:00",
          "2022-01-20T01:00:00",
          "2022-01-20T02:00:00",
          "2022-01-20T03:00:00",
          "2022-01-20T04:00:00",
          "2022-01-20T05:00:00",
          "2022-01-20T06:00:00",
          "2022-01-20T07:00:00",
          "2022-01-20T08:00:00",
          "2022-01-20T09:00:00",
          "2022-01-20T10:00:00",
          "2022-01-20T11:00:00",
          "2022-01-20T12:00:00",
          "2022-01-20T13:00:00",
          "2022-01-20T14:00:00",
          "2022-01-20T15:00:00",
          "2022-01-20T16:00:00",
          "2022-01-20T17:00:00",
          "2022-01-20T18:00:00",
          "2022-01-20T19:00:00",
          "2022-01-20T20:00:00",
          "2022-01-20T21:00:00",
          "2022-01-20T22:00:00",
          "2022-01-20T23:00:00",
          "2022-01-21T00:00:00",
          "2022-01-21T01:00:00",
          "2022-01-21T02:00:00",
          "2022-01-21T03:00:00",
          "2022-01-21T04:00:00",
          "2022-01-21T05:00:00",
          "2022-01-21T06:00:00",
          "2022-01-21T07:00:00",
          "2022-01-21T08:00:00",
          "2022-01-21T09:00:00",
          "2022-01-21T10:00:00",
          "2022-01-21T11:00:00",
          "2022-01-21T12:00:00",
          "2022-01-21T13:00:00",
          "2022-01-21T14:00:00",
          "2022-01-21T15:00:00",
          "2022-01-21T16:00:00",
          "2022-01-21T17:00:00",
          "2022-01-21T18:00:00",
          "2022-01-21T19:00:00",
          "2022-01-21T20:00:00",
          "2022-01-21T21:00:00",
          "2022-01-21T22:00:00",
          "2022-01-21T23:00:00",
          "2022-01-22T00:00:00",
          "2022-01-22T01:00:00",
          "2022-01-22T02:00:00",
          "2022-01-22T03:00:00",
          "2022-01-22T04:00:00",
          "2022-01-22T05:00:00",
          "2022-01-22T06:00:00",
          "2022-01-22T07:00:00",
          "2022-01-22T08:00:00",
          "2022-01-22T09:00:00",
          "2022-01-22T10:00:00",
          "2022-01-22T11:00:00",
          "2022-01-22T12:00:00",
          "2022-01-22T13:00:00",
          "2022-01-22T14:00:00",
          "2022-01-22T15:00:00",
          "2022-01-22T16:00:00",
          "2022-01-22T17:00:00",
          "2022-01-22T18:00:00",
          "2022-01-22T19:00:00",
          "2022-01-22T20:00:00",
          "2022-01-22T21:00:00",
          "2022-01-22T22:00:00",
          "2022-01-22T23:00:00",
          "2022-01-23T00:00:00",
          "2022-01-23T01:00:00",
          "2022-01-23T02:00:00",
          "2022-01-23T03:00:00",
          "2022-01-23T04:00:00",
          "2022-01-23T05:00:00",
          "2022-01-23T06:00:00",
          "2022-01-23T07:00:00",
          "2022-01-23T08:00:00",
          "2022-01-23T09:00:00",
          "2022-01-23T10:00:00",
          "2022-01-23T11:00:00",
          "2022-01-23T12:00:00",
          "2022-01-23T13:00:00",
          "2022-01-23T14:00:00",
          "2022-01-23T15:00:00",
          "2022-01-23T16:00:00",
          "2022-01-23T17:00:00",
          "2022-01-23T18:00:00",
          "2022-01-23T19:00:00",
          "2022-01-23T20:00:00",
          "2022-01-23T21:00:00",
          "2022-01-23T22:00:00",
          "2022-01-23T23:00:00",
          "2022-01-24T00:00:00",
          "2022-01-24T01:00:00",
          "2022-01-24T02:00:00",
          "2022-01-24T03:00:00",
          "2022-01-24T04:00:00",
          "2022-01-24T05:00:00",
          "2022-01-24T06:00:00",
          "2022-01-24T07:00:00",
          "2022-01-24T08:00:00",
          "2022-01-24T09:00:00",
          "2022-01-24T10:00:00",
          "2022-01-24T11:00:00",
          "2022-01-24T12:00:00",
          "2022-01-24T13:00:00",
          "2022-01-24T14:00:00",
          "2022-01-24T15:00:00",
          "2022-01-24T16:00:00",
          "2022-01-24T17:00:00",
          "2022-01-24T18:00:00",
          "2022-01-24T19:00:00",
          "2022-01-24T20:00:00",
          "2022-01-24T21:00:00",
          "2022-01-24T22:00:00",
          "2022-01-24T23:00:00",
          "2022-01-25T00:00:00",
          "2022-01-25T01:00:00",
          "2022-01-25T02:00:00",
          "2022-01-25T03:00:00",
          "2022-01-25T04:00:00",
          "2022-01-25T05:00:00",
          "2022-01-25T06:00:00",
          "2022-01-25T07:00:00",
          "2022-01-25T08:00:00",
          "2022-01-25T09:00:00",
          "2022-01-25T10:00:00",
          "2022-01-25T11:00:00",
          "2022-01-25T12:00:00",
          "2022-01-25T13:00:00",
          "2022-01-25T14:00:00",
          "2022-01-25T15:00:00",
          "2022-01-25T16:00:00",
          "2022-01-25T17:00:00",
          "2022-01-25T18:00:00",
          "2022-01-25T19:00:00",
          "2022-01-25T20:00:00",
          "2022-01-25T21:00:00"
         ],
         "y": [
          41348.28211877431,
          39550.539269630375,
          35799.36177795806,
          35123.46064629356,
          33471.599307462515,
          33014.42890067124,
          32375.956769050223,
          32120.839864707526,
          32389.682969040477,
          35397.42839834639,
          41795.65311781586,
          44076.56884465115,
          45312.14254587311,
          45361.13503604934,
          45272.04342349095,
          44658.48106017832,
          44551.72171594942,
          44307.46379859367,
          44626.89686235601,
          44358.277494729075,
          43951.571097745364,
          43322.07954792404,
          43334.200759614505,
          42934.322628303584,
          42229.97951593409,
          39922.86591372694,
          36193.85767977962,
          35186.55690063944,
          33796.033487955385,
          32829.433775861566,
          32253.543892805716,
          32327.269480877258,
          32671.624099855944,
          35110.5409127359,
          40950.88679018276,
          43702.64118369133,
          44398.211339895875,
          45088.846623112724,
          44679.98575636519,
          44813.240560295715,
          44550.50628926922,
          45216.066385996426,
          44629.6401789665,
          44436.434647400805,
          44098.79516076007,
          43281.90899309091,
          43225.895262771446,
          42983.131111188886,
          42383.494812139135,
          40705.53327267259,
          37177.76433931511,
          34732.101419365485,
          33773.57697152751,
          33279.034424748956,
          32771.3623679543,
          32505.373313694457,
          32796.84746641463,
          36268.74009858981,
          41804.375688983906,
          43984.50558823547,
          44515.01422125222,
          44988.651393583365,
          44843.63148020544,
          45884.083506445255,
          45691.402458796365,
          45533.76421835445,
          45438.73134926259,
          44661.63137145968,
          44241.65518536123,
          43126.93500314011,
          42933.42895325405,
          42747.83959582783,
          41921.20220145869,
          39795.17381103069,
          36417.44923190856,
          34877.536209011356,
          33996.56045789276,
          33457.86951836777,
          32252.475407090686,
          31938.02926792576,
          32119.598278267855,
          33401.66476284491,
          37055.33333780255,
          39735.65875065452,
          41634.75604987051,
          43108.73567162769,
          42899.77383951467,
          43080.48587410724,
          42792.49475149899,
          42629.09169432108,
          41404.82955737159,
          41657.45563526619,
          41440.507532148054,
          41280.83105406043,
          40384.296466207816,
          40469.63383566402,
          39965.82617045745,
          38374.82322932054,
          34308.423211574576,
          33199.46329276552,
          31518.198032504086,
          30385.973720694976,
          30052.02156194784,
          30473.766341762574,
          30196.129627026425,
          31260.76471820222,
          32417.05966310128,
          33110.32660588378,
          35870.1316161866,
          38997.08141318769,
          38694.127289674274,
          38640.17628124589,
          37500.89179741442,
          37921.455774482354,
          38638.6977673712,
          38319.178687196014,
          37766.20934548214,
          39255.702842992934,
          39381.781642106216,
          38421.25463060344,
          37981.38032343898,
          35736.98749009691,
          34833.26136375757,
          34691.35997265465,
          31511.49646720818,
          31389.78330728802,
          30665.073900504696,
          30052.325880433356,
          30783.892119212713,
          33569.193772150844,
          41064.66092014393,
          44353.27464747748,
          44919.32428892194,
          45212.096583248494,
          44528.684190008964,
          44740.50681225301,
          44680.69170588315,
          44330.50277078175,
          44517.491175953764,
          44307.69839351025,
          43656.58914428752,
          42865.949475327805,
          42635.07898691156,
          42388.073474358585,
          41467.225691974854,
          40357.08654762311,
          36601.94958651588,
          34628.24671791781,
          33104.191711504056,
          32858.72978503871,
          32133.65563994951,
          32206.461267845,
          32869.57365585507,
          36185.772549521556,
          42662.4021367435,
          46159.57612280467,
          47212.00179288567,
          46553.31226763913,
          46282.91236169022,
          46069.742104520905,
          45229.56531896307,
          44836.53517254503,
          44766.40675562317,
          44532.36437554513,
          43839.19904482416,
          43033.55568609704,
          42821.52080906731,
          42194.76805895491
         ]
        }
       ],
       "layout": {
        "template": {
         "data": {
          "bar": [
           {
            "error_x": {
             "color": "#2a3f5f"
            },
            "error_y": {
             "color": "#2a3f5f"
            },
            "marker": {
             "line": {
              "color": "#E5ECF6",
              "width": 0.5
             },
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "bar"
           }
          ],
          "barpolar": [
           {
            "marker": {
             "line": {
              "color": "#E5ECF6",
              "width": 0.5
             },
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "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": {
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "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
          }
         }
        }
       }
      }
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig1 = go.Figure()\n",
    "fig1.add_trace(go.Scatter(x=df_fe.date.iloc[-fh_new*5:],y=df_fe.consumption.iloc[-fh_new*5:],name='Tarihsel Veri',mode='lines'))\n",
    "fig1.add_trace(go.Scatter(x=forecasted.index,y=forecasted['forecasting'],name='Öngörü',mode='lines'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "f_importance = pd.concat([pd.Series(X.columns.to_list(),name='Feature'),pd.Series(importance[2],name=\"Importance\")],axis=1).sort_values(by='Importance',ascending=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
       },
       "data": [
        {
         "alignmentgroup": "True",
         "hovertemplate": "Importance=%{x}<br>Feature=%{y}<extra></extra>",
         "legendgroup": "",
         "marker": {
          "color": "#636efa",
          "pattern": {
           "shape": ""
          }
         },
         "name": "",
         "offsetgroup": "",
         "orientation": "h",
         "showlegend": false,
         "textposition": "auto",
         "type": "bar",
         "x": [
          0.9584575520051113,
          1.1298104948764573,
          1.2179116193632546,
          1.2283617324568181,
          1.3883730919988302,
          1.551728764481561,
          1.5622376920191756,
          1.5823906154734486,
          1.7259338733493252,
          1.858219324806802,
          2.0722743172873828,
          2.2066833837440423,
          2.2581842601227637,
          2.2727086119655304,
          2.30705589465898,
          4.335631160075465,
          5.022121828373273,
          8.997152745092485,
          22.078164255148664,
          22.526166409368084
         ],
         "xaxis": "x",
         "y": [
          "consumption_lag_199",
          "rolling_mean_194",
          "rolling_var_172",
          "consumption_lag_184",
          "rolling_max_179",
          "rolling_max_194",
          "rolling_min_194",
          "rolling_var_184",
          "consumption_lag_179",
          "rolling_mean_184",
          "rolling_min_184",
          "rolling_min_179",
          "rolling_min_172",
          "rolling_max_189",
          "dayofyear",
          "rolling_max_169",
          "rolling_min_169",
          "dayofweek",
          "hour",
          "consumption_lag_169"
         ],
         "yaxis": "y"
        }
       ],
       "layout": {
        "barmode": "relative",
        "legend": {
         "tracegroupgap": 0
        },
        "margin": {
         "t": 60
        },
        "template": {
         "data": {
          "bar": [
           {
            "error_x": {
             "color": "#2a3f5f"
            },
            "error_y": {
             "color": "#2a3f5f"
            },
            "marker": {
             "line": {
              "color": "#E5ECF6",
              "width": 0.5
             },
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "bar"
           }
          ],
          "barpolar": [
           {
            "marker": {
             "line": {
              "color": "#E5ECF6",
              "width": 0.5
             },
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "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": {
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "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
          }
         }
        },
        "xaxis": {
         "anchor": "y",
         "domain": [
          0,
          1
         ],
         "title": {
          "text": "Importance"
         }
        },
        "yaxis": {
         "anchor": "x",
         "domain": [
          0,
          1
         ],
         "title": {
          "text": "Feature"
         }
        }
       }
      }
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.express as px\n",
    "fig2 = px.bar(f_importance.tail(20),x='Importance',y='Feature')\n",
    "fig2.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "interpreter": {
   "hash": "6880509395a3737a5401085cc457afb4f2d2d389500e8ccf0d10fb9cddb80474"
  },
  "kernelspec": {
   "display_name": "Python 3.8.8 64-bit ('base': conda)",
   "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": "3.8.8"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}