Short_Notebook_2.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Short Notebook 2\n",
    "\n",
    "Kaggle Team Name: `Tay 2.0`\n",
    "\n",
    "Group Number (Blackboard): `081`\n",
    "\n",
    "Team Members:\n",
    "- `560944 - Sondre Kolberg`\n",
    "- `546179 - Oscar Timm Marcussen`\n",
    "- `561803 - Magnus Eivindson Byrkjeland`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2023-11-12 13:51:25.359555: I tensorflow/core/platform/cpu_feature_guard.cc:182] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.\n",
      "To enable the following instructions: AVX2 FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pylab as plt\n",
    "import tensorflow as tf\n",
    "import random\n",
    "%matplotlib inline\n",
    "\n",
    "pd.set_option('display.max_rows', 200)\n",
    "pd.set_option('display.max_columns', 200)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/bm/37km6rb530l8y0vv0znc0zb00000gn/T/ipykernel_12768/2653664308.py:119: PerformanceWarning: Adding/subtracting object-dtype array to TimedeltaArray not vectorized.\n",
      "  datasetX.iloc[:,:-4] = ((datasetX.iloc[:,:-4]-dataMean[:-4])/dataStd[:-4]).fillna(value=0)\n"
     ]
    },
    {
     "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>absolute_humidity_2m:gm3_00</th>\n",
       "      <th>air_density_2m:kgm3_00</th>\n",
       "      <th>ceiling_height_agl:m_00</th>\n",
       "      <th>clear_sky_energy_1h:J_00</th>\n",
       "      <th>clear_sky_rad:W_00</th>\n",
       "      <th>cloud_base_agl:m_00</th>\n",
       "      <th>dew_or_rime:idx_00</th>\n",
       "      <th>dew_point_2m:K_00</th>\n",
       "      <th>diffuse_rad:W_00</th>\n",
       "      <th>diffuse_rad_1h:J_00</th>\n",
       "      <th>direct_rad:W_00</th>\n",
       "      <th>direct_rad_1h:J_00</th>\n",
       "      <th>effective_cloud_cover:p_00</th>\n",
       "      <th>elevation:m_00</th>\n",
       "      <th>fresh_snow_12h:cm_00</th>\n",
       "      <th>fresh_snow_1h:cm_00</th>\n",
       "      <th>fresh_snow_24h:cm_00</th>\n",
       "      <th>fresh_snow_3h:cm_00</th>\n",
       "      <th>fresh_snow_6h:cm_00</th>\n",
       "      <th>is_day:idx_00</th>\n",
       "      <th>is_in_shadow:idx_00</th>\n",
       "      <th>msl_pressure:hPa_00</th>\n",
       "      <th>precip_5min:mm_00</th>\n",
       "      <th>precip_type_5min:idx_00</th>\n",
       "      <th>pressure_100m:hPa_00</th>\n",
       "      <th>pressure_50m:hPa_00</th>\n",
       "      <th>prob_rime:p_00</th>\n",
       "      <th>rain_water:kgm2_00</th>\n",
       "      <th>relative_humidity_1000hPa:p_00</th>\n",
       "      <th>sfc_pressure:hPa_00</th>\n",
       "      <th>snow_density:kgm3_00</th>\n",
       "      <th>snow_depth:cm_00</th>\n",
       "      <th>snow_drift:idx_00</th>\n",
       "      <th>snow_melt_10min:mm_00</th>\n",
       "      <th>snow_water:kgm2_00</th>\n",
       "      <th>sun_azimuth:d_00</th>\n",
       "      <th>sun_elevation:d_00</th>\n",
       "      <th>super_cooled_liquid_water:kgm2_00</th>\n",
       "      <th>t_1000hPa:K_00</th>\n",
       "      <th>total_cloud_cover:p_00</th>\n",
       "      <th>visibility:m_00</th>\n",
       "      <th>wind_speed_10m:ms_00</th>\n",
       "      <th>wind_speed_u_10m:ms_00</th>\n",
       "      <th>wind_speed_v_10m:ms_00</th>\n",
       "      <th>wind_speed_w_1000hPa:ms_00</th>\n",
       "      <th>calc_time</th>\n",
       "      <th>absolute_humidity_2m:gm3_15</th>\n",
       "      <th>air_density_2m:kgm3_15</th>\n",
       "      <th>ceiling_height_agl:m_15</th>\n",
       "      <th>clear_sky_energy_1h:J_15</th>\n",
       "      <th>clear_sky_rad:W_15</th>\n",
       "      <th>cloud_base_agl:m_15</th>\n",
       "      <th>dew_or_rime:idx_15</th>\n",
       "      <th>dew_point_2m:K_15</th>\n",
       "      <th>diffuse_rad:W_15</th>\n",
       "      <th>diffuse_rad_1h:J_15</th>\n",
       "      <th>direct_rad:W_15</th>\n",
       "      <th>direct_rad_1h:J_15</th>\n",
       "      <th>effective_cloud_cover:p_15</th>\n",
       "      <th>elevation:m_15</th>\n",
       "      <th>fresh_snow_12h:cm_15</th>\n",
       "      <th>fresh_snow_1h:cm_15</th>\n",
       "      <th>fresh_snow_24h:cm_15</th>\n",
       "      <th>fresh_snow_3h:cm_15</th>\n",
       "      <th>fresh_snow_6h:cm_15</th>\n",
       "      <th>is_day:idx_15</th>\n",
       "      <th>is_in_shadow:idx_15</th>\n",
       "      <th>msl_pressure:hPa_15</th>\n",
       "      <th>precip_5min:mm_15</th>\n",
       "      <th>precip_type_5min:idx_15</th>\n",
       "      <th>pressure_100m:hPa_15</th>\n",
       "      <th>pressure_50m:hPa_15</th>\n",
       "      <th>prob_rime:p_15</th>\n",
       "      <th>rain_water:kgm2_15</th>\n",
       "      <th>relative_humidity_1000hPa:p_15</th>\n",
       "      <th>sfc_pressure:hPa_15</th>\n",
       "      <th>snow_density:kgm3_15</th>\n",
       "      <th>snow_depth:cm_15</th>\n",
       "      <th>snow_drift:idx_15</th>\n",
       "      <th>snow_melt_10min:mm_15</th>\n",
       "      <th>snow_water:kgm2_15</th>\n",
       "      <th>sun_azimuth:d_15</th>\n",
       "      <th>sun_elevation:d_15</th>\n",
       "      <th>super_cooled_liquid_water:kgm2_15</th>\n",
       "      <th>t_1000hPa:K_15</th>\n",
       "      <th>total_cloud_cover:p_15</th>\n",
       "      <th>visibility:m_15</th>\n",
       "      <th>wind_speed_10m:ms_15</th>\n",
       "      <th>wind_speed_u_10m:ms_15</th>\n",
       "      <th>wind_speed_v_10m:ms_15</th>\n",
       "      <th>wind_speed_w_1000hPa:ms_15</th>\n",
       "      <th>absolute_humidity_2m:gm3_30</th>\n",
       "      <th>air_density_2m:kgm3_30</th>\n",
       "      <th>ceiling_height_agl:m_30</th>\n",
       "      <th>clear_sky_energy_1h:J_30</th>\n",
       "      <th>clear_sky_rad:W_30</th>\n",
       "      <th>cloud_base_agl:m_30</th>\n",
       "      <th>dew_or_rime:idx_30</th>\n",
       "      <th>dew_point_2m:K_30</th>\n",
       "      <th>diffuse_rad:W_30</th>\n",
       "      <th>diffuse_rad_1h:J_30</th>\n",
       "      <th>direct_rad:W_30</th>\n",
       "      <th>direct_rad_1h:J_30</th>\n",
       "      <th>effective_cloud_cover:p_30</th>\n",
       "      <th>elevation:m_30</th>\n",
       "      <th>fresh_snow_12h:cm_30</th>\n",
       "      <th>fresh_snow_1h:cm_30</th>\n",
       "      <th>fresh_snow_24h:cm_30</th>\n",
       "      <th>fresh_snow_3h:cm_30</th>\n",
       "      <th>fresh_snow_6h:cm_30</th>\n",
       "      <th>is_day:idx_30</th>\n",
       "      <th>is_in_shadow:idx_30</th>\n",
       "      <th>msl_pressure:hPa_30</th>\n",
       "      <th>precip_5min:mm_30</th>\n",
       "      <th>precip_type_5min:idx_30</th>\n",
       "      <th>pressure_100m:hPa_30</th>\n",
       "      <th>pressure_50m:hPa_30</th>\n",
       "      <th>prob_rime:p_30</th>\n",
       "      <th>rain_water:kgm2_30</th>\n",
       "      <th>relative_humidity_1000hPa:p_30</th>\n",
       "      <th>sfc_pressure:hPa_30</th>\n",
       "      <th>snow_density:kgm3_30</th>\n",
       "      <th>snow_depth:cm_30</th>\n",
       "      <th>snow_drift:idx_30</th>\n",
       "      <th>snow_melt_10min:mm_30</th>\n",
       "      <th>snow_water:kgm2_30</th>\n",
       "      <th>sun_azimuth:d_30</th>\n",
       "      <th>sun_elevation:d_30</th>\n",
       "      <th>super_cooled_liquid_water:kgm2_30</th>\n",
       "      <th>t_1000hPa:K_30</th>\n",
       "      <th>total_cloud_cover:p_30</th>\n",
       "      <th>visibility:m_30</th>\n",
       "      <th>wind_speed_10m:ms_30</th>\n",
       "      <th>wind_speed_u_10m:ms_30</th>\n",
       "      <th>wind_speed_v_10m:ms_30</th>\n",
       "      <th>wind_speed_w_1000hPa:ms_30</th>\n",
       "      <th>absolute_humidity_2m:gm3_45</th>\n",
       "      <th>air_density_2m:kgm3_45</th>\n",
       "      <th>ceiling_height_agl:m_45</th>\n",
       "      <th>clear_sky_energy_1h:J_45</th>\n",
       "      <th>clear_sky_rad:W_45</th>\n",
       "      <th>cloud_base_agl:m_45</th>\n",
       "      <th>dew_or_rime:idx_45</th>\n",
       "      <th>dew_point_2m:K_45</th>\n",
       "      <th>diffuse_rad:W_45</th>\n",
       "      <th>diffuse_rad_1h:J_45</th>\n",
       "      <th>direct_rad:W_45</th>\n",
       "      <th>direct_rad_1h:J_45</th>\n",
       "      <th>effective_cloud_cover:p_45</th>\n",
       "      <th>elevation:m_45</th>\n",
       "      <th>fresh_snow_12h:cm_45</th>\n",
       "      <th>fresh_snow_1h:cm_45</th>\n",
       "      <th>fresh_snow_24h:cm_45</th>\n",
       "      <th>fresh_snow_3h:cm_45</th>\n",
       "      <th>fresh_snow_6h:cm_45</th>\n",
       "      <th>is_day:idx_45</th>\n",
       "      <th>is_in_shadow:idx_45</th>\n",
       "      <th>msl_pressure:hPa_45</th>\n",
       "      <th>precip_5min:mm_45</th>\n",
       "      <th>precip_type_5min:idx_45</th>\n",
       "      <th>pressure_100m:hPa_45</th>\n",
       "      <th>pressure_50m:hPa_45</th>\n",
       "      <th>prob_rime:p_45</th>\n",
       "      <th>rain_water:kgm2_45</th>\n",
       "      <th>relative_humidity_1000hPa:p_45</th>\n",
       "      <th>sfc_pressure:hPa_45</th>\n",
       "      <th>snow_density:kgm3_45</th>\n",
       "      <th>snow_depth:cm_45</th>\n",
       "      <th>snow_drift:idx_45</th>\n",
       "      <th>snow_melt_10min:mm_45</th>\n",
       "      <th>snow_water:kgm2_45</th>\n",
       "      <th>sun_azimuth:d_45</th>\n",
       "      <th>sun_elevation:d_45</th>\n",
       "      <th>super_cooled_liquid_water:kgm2_45</th>\n",
       "      <th>t_1000hPa:K_45</th>\n",
       "      <th>total_cloud_cover:p_45</th>\n",
       "      <th>visibility:m_45</th>\n",
       "      <th>wind_speed_10m:ms_45</th>\n",
       "      <th>wind_speed_u_10m:ms_45</th>\n",
       "      <th>wind_speed_v_10m:ms_45</th>\n",
       "      <th>wind_speed_w_1000hPa:ms_45</th>\n",
       "      <th>day</th>\n",
       "      <th>hour</th>\n",
       "      <th>location_A</th>\n",
       "      <th>location_B</th>\n",
       "      <th>location_C</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
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       "      <td>0.968096</td>\n",
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       "      <td>1.160650</td>\n",
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       "      <td>-0.004639</td>\n",
       "      <td>-0.063921</td>\n",
       "      <td>-0.374735</td>\n",
       "      <td>-1.687424</td>\n",
       "      <td>-0.411826</td>\n",
       "      <td>0.399658</td>\n",
       "      <td>0.900715</td>\n",
       "      <td>0.768489</td>\n",
       "      <td>-1.102563</td>\n",
       "      <td>-0.872096</td>\n",
       "      <td>0.297381</td>\n",
       "      <td>-0.416607</td>\n",
       "      <td>0.000172</td>\n",
       "      <td>0.427953</td>\n",
       "      <td>23</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2.056473</td>\n",
       "      <td>-1.514269</td>\n",
       "      <td>-1.083697</td>\n",
       "      <td>-0.511048</td>\n",
       "      <td>-0.405245</td>\n",
       "      <td>-1.083697</td>\n",
       "      <td>-0.028554</td>\n",
       "      <td>1.691712</td>\n",
       "      <td>-0.204391</td>\n",
       "      <td>-0.371468</td>\n",
       "      <td>-0.170922</td>\n",
       "      <td>-0.311598</td>\n",
       "      <td>-1.900810</td>\n",
       "      <td>1.599325</td>\n",
       "      <td>-0.148871</td>\n",
       "      <td>-0.085506</td>\n",
       "      <td>-0.188709</td>\n",
       "      <td>-0.103329</td>\n",
       "      <td>-0.120629</td>\n",
       "      <td>1.033887</td>\n",
       "      <td>-1.140556</td>\n",
       "      <td>0.175523</td>\n",
       "      <td>-0.169307</td>\n",
       "      <td>-0.216311</td>\n",
       "      <td>0.075401</td>\n",
       "      <td>0.057415</td>\n",
       "      <td>-0.139261</td>\n",
       "      <td>-0.225220</td>\n",
       "      <td>-0.444536</td>\n",
       "      <td>0.037486</td>\n",
       "      <td>-0.216887</td>\n",
       "      <td>-0.154033</td>\n",
       "      <td>-0.004639</td>\n",
       "      <td>-0.063716</td>\n",
       "      <td>-0.359869</td>\n",
       "      <td>-1.304262</td>\n",
       "      <td>0.291272</td>\n",
       "      <td>-0.510793</td>\n",
       "      <td>1.989000</td>\n",
       "      <td>-2.080535</td>\n",
       "      <td>0.781241</td>\n",
       "      <td>-1.089629</td>\n",
       "      <td>-0.413872</td>\n",
       "      <td>0.167422</td>\n",
       "      <td>0.002482</td>\n",
       "      <td>-0.352674</td>\n",
       "      <td>2.131845</td>\n",
       "      <td>-1.570235</td>\n",
       "      <td>-1.164946</td>\n",
       "      <td>-0.460303</td>\n",
       "      <td>-0.329046</td>\n",
       "      <td>-1.164946</td>\n",
       "      <td>-0.028313</td>\n",
       "      <td>1.721921</td>\n",
       "      <td>-0.123742</td>\n",
       "      <td>-0.290890</td>\n",
       "      <td>-0.056782</td>\n",
       "      <td>-0.253685</td>\n",
       "      <td>-1.928510</td>\n",
       "      <td>1.599325</td>\n",
       "      <td>-0.15017</td>\n",
       "      <td>-0.087599</td>\n",
       "      <td>-0.189691</td>\n",
       "      <td>-0.104406</td>\n",
       "      <td>-0.121976</td>\n",
       "      <td>1.033353</td>\n",
       "      <td>-1.137266</td>\n",
       "      <td>0.175557</td>\n",
       "      <td>-0.167672</td>\n",
       "      <td>-0.217955</td>\n",
       "      <td>0.075444</td>\n",
       "      <td>0.057439</td>\n",
       "      <td>-0.138798</td>\n",
       "      <td>-0.226485</td>\n",
       "      <td>-0.440042</td>\n",
       "      <td>0.037494</td>\n",
       "      <td>-0.216288</td>\n",
       "      <td>-0.153997</td>\n",
       "      <td>-0.004639</td>\n",
       "      <td>-0.063299</td>\n",
       "      <td>-0.374748</td>\n",
       "      <td>-1.255956</td>\n",
       "      <td>0.344827</td>\n",
       "      <td>-0.527242</td>\n",
       "      <td>2.005538</td>\n",
       "      <td>-2.113165</td>\n",
       "      <td>0.802297</td>\n",
       "      <td>-1.098538</td>\n",
       "      <td>-0.414939</td>\n",
       "      <td>0.166633</td>\n",
       "      <td>0.002208</td>\n",
       "      <td>2.169249</td>\n",
       "      <td>-1.625503</td>\n",
       "      <td>-1.170749</td>\n",
       "      <td>-0.397429</td>\n",
       "      <td>-0.240677</td>\n",
       "      <td>-1.170749</td>\n",
       "      <td>-0.027486</td>\n",
       "      <td>1.751531</td>\n",
       "      <td>-0.058169</td>\n",
       "      <td>-0.217717</td>\n",
       "      <td>0.083043</td>\n",
       "      <td>-0.121473</td>\n",
       "      <td>-1.932135</td>\n",
       "      <td>1.599325</td>\n",
       "      <td>-0.149072</td>\n",
       "      <td>-0.087486</td>\n",
       "      <td>-0.188034</td>\n",
       "      <td>-0.104584</td>\n",
       "      <td>-0.121631</td>\n",
       "      <td>1.034890</td>\n",
       "      <td>-1.136943</td>\n",
       "      <td>0.175587</td>\n",
       "      <td>-0.172386</td>\n",
       "      <td>-0.21722</td>\n",
       "      <td>0.075464</td>\n",
       "      <td>0.057449</td>\n",
       "      <td>-0.139012</td>\n",
       "      <td>-0.226715</td>\n",
       "      <td>-0.426862</td>\n",
       "      <td>0.037510</td>\n",
       "      <td>-0.216506</td>\n",
       "      <td>-0.154018</td>\n",
       "      <td>-0.004639</td>\n",
       "      <td>-0.06382</td>\n",
       "      <td>-0.380472</td>\n",
       "      <td>-1.183205</td>\n",
       "      <td>0.400794</td>\n",
       "      <td>-0.532899</td>\n",
       "      <td>2.005926</td>\n",
       "      <td>-2.115496</td>\n",
       "      <td>0.814409</td>\n",
       "      <td>-1.101869</td>\n",
       "      <td>-0.451140</td>\n",
       "      <td>0.166468</td>\n",
       "      <td>0.000171</td>\n",
       "      <td>2.242523</td>\n",
       "      <td>-1.652262</td>\n",
       "      <td>-1.165899</td>\n",
       "      <td>-0.321742</td>\n",
       "      <td>-0.140925</td>\n",
       "      <td>-1.165899</td>\n",
       "      <td>-0.026713</td>\n",
       "      <td>1.780455</td>\n",
       "      <td>0.027596</td>\n",
       "      <td>-0.133635</td>\n",
       "      <td>0.232834</td>\n",
       "      <td>-0.013126</td>\n",
       "      <td>-1.911177</td>\n",
       "      <td>1.599325</td>\n",
       "      <td>-0.149375</td>\n",
       "      <td>-0.087254</td>\n",
       "      <td>-0.188512</td>\n",
       "      <td>-0.104687</td>\n",
       "      <td>-0.121861</td>\n",
       "      <td>1.033731</td>\n",
       "      <td>-1.137266</td>\n",
       "      <td>0.175581</td>\n",
       "      <td>-0.1732</td>\n",
       "      <td>-0.220466</td>\n",
       "      <td>0.075452</td>\n",
       "      <td>0.057443</td>\n",
       "      <td>-0.138767</td>\n",
       "      <td>-0.227180</td>\n",
       "      <td>-0.419125</td>\n",
       "      <td>0.037510</td>\n",
       "      <td>-0.216696</td>\n",
       "      <td>-0.154067</td>\n",
       "      <td>-0.004639</td>\n",
       "      <td>-0.063921</td>\n",
       "      <td>-0.374735</td>\n",
       "      <td>-1.179270</td>\n",
       "      <td>0.459092</td>\n",
       "      <td>-0.527065</td>\n",
       "      <td>2.020905</td>\n",
       "      <td>-2.081249</td>\n",
       "      <td>0.816756</td>\n",
       "      <td>-1.042160</td>\n",
       "      <td>-0.450831</td>\n",
       "      <td>0.166948</td>\n",
       "      <td>0.000172</td>\n",
       "      <td>0.090168</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-1.737899</td>\n",
       "      <td>3.539239</td>\n",
       "      <td>-0.412686</td>\n",
       "      <td>-0.626565</td>\n",
       "      <td>-0.610052</td>\n",
       "      <td>-0.412686</td>\n",
       "      <td>-0.028554</td>\n",
       "      <td>-2.653814</td>\n",
       "      <td>-0.590227</td>\n",
       "      <td>-0.627996</td>\n",
       "      <td>-0.444504</td>\n",
       "      <td>-0.449899</td>\n",
       "      <td>-0.359926</td>\n",
       "      <td>-0.685740</td>\n",
       "      <td>-0.148871</td>\n",
       "      <td>-0.085506</td>\n",
       "      <td>-0.188709</td>\n",
       "      <td>-0.103329</td>\n",
       "      <td>-0.120629</td>\n",
       "      <td>1.033887</td>\n",
       "      <td>0.876756</td>\n",
       "      <td>1.695875</td>\n",
       "      <td>-0.169307</td>\n",
       "      <td>-0.216311</td>\n",
       "      <td>1.682065</td>\n",
       "      <td>1.725726</td>\n",
       "      <td>-0.139261</td>\n",
       "      <td>-0.225220</td>\n",
       "      <td>0.295245</td>\n",
       "      <td>1.758972</td>\n",
       "      <td>-0.216887</td>\n",
       "      <td>-0.154033</td>\n",
       "      <td>-0.004639</td>\n",
       "      <td>-0.063716</td>\n",
       "      <td>-0.359869</td>\n",
       "      <td>-0.359130</td>\n",
       "      <td>0.071243</td>\n",
       "      <td>-0.510793</td>\n",
       "      <td>-2.366598</td>\n",
       "      <td>-0.345905</td>\n",
       "      <td>-0.366078</td>\n",
       "      <td>-0.920948</td>\n",
       "      <td>-0.164673</td>\n",
       "      <td>0.378282</td>\n",
       "      <td>0.002482</td>\n",
       "      <td>-0.352674</td>\n",
       "      <td>-1.739131</td>\n",
       "      <td>3.514983</td>\n",
       "      <td>-0.514123</td>\n",
       "      <td>-0.618464</td>\n",
       "      <td>-0.580234</td>\n",
       "      <td>-0.514123</td>\n",
       "      <td>-0.028313</td>\n",
       "      <td>-2.626084</td>\n",
       "      <td>-0.502430</td>\n",
       "      <td>-0.582871</td>\n",
       "      <td>-0.443498</td>\n",
       "      <td>-0.449477</td>\n",
       "      <td>-0.171421</td>\n",
       "      <td>-0.685740</td>\n",
       "      <td>-0.15017</td>\n",
       "      <td>-0.087599</td>\n",
       "      <td>-0.189691</td>\n",
       "      <td>-0.104406</td>\n",
       "      <td>-0.121976</td>\n",
       "      <td>1.033353</td>\n",
       "      <td>0.879292</td>\n",
       "      <td>1.696210</td>\n",
       "      <td>-0.167672</td>\n",
       "      <td>-0.217955</td>\n",
       "      <td>1.682434</td>\n",
       "      <td>1.726056</td>\n",
       "      <td>-0.138798</td>\n",
       "      <td>-0.226485</td>\n",
       "      <td>0.254735</td>\n",
       "      <td>1.759319</td>\n",
       "      <td>-0.216288</td>\n",
       "      <td>-0.153997</td>\n",
       "      <td>-0.004639</td>\n",
       "      <td>-0.063299</td>\n",
       "      <td>-0.374748</td>\n",
       "      <td>-0.310215</td>\n",
       "      <td>0.109259</td>\n",
       "      <td>-0.527242</td>\n",
       "      <td>-2.352607</td>\n",
       "      <td>-0.161088</td>\n",
       "      <td>-0.377002</td>\n",
       "      <td>-0.928493</td>\n",
       "      <td>-0.165521</td>\n",
       "      <td>0.378790</td>\n",
       "      <td>0.002208</td>\n",
       "      <td>-1.739516</td>\n",
       "      <td>3.488663</td>\n",
       "      <td>-0.530736</td>\n",
       "      <td>-0.603627</td>\n",
       "      <td>-0.553136</td>\n",
       "      <td>-0.530736</td>\n",
       "      <td>-0.027486</td>\n",
       "      <td>-2.611955</td>\n",
       "      <td>-0.448658</td>\n",
       "      <td>-0.554471</td>\n",
       "      <td>-0.440573</td>\n",
       "      <td>-0.448215</td>\n",
       "      <td>0.016634</td>\n",
       "      <td>-0.685740</td>\n",
       "      <td>-0.149072</td>\n",
       "      <td>-0.087486</td>\n",
       "      <td>-0.188034</td>\n",
       "      <td>-0.104584</td>\n",
       "      <td>-0.121631</td>\n",
       "      <td>1.034890</td>\n",
       "      <td>0.879543</td>\n",
       "      <td>1.696376</td>\n",
       "      <td>-0.172386</td>\n",
       "      <td>-0.21722</td>\n",
       "      <td>1.682585</td>\n",
       "      <td>1.718560</td>\n",
       "      <td>-0.139012</td>\n",
       "      <td>-0.226715</td>\n",
       "      <td>0.212983</td>\n",
       "      <td>1.759463</td>\n",
       "      <td>-0.216506</td>\n",
       "      <td>-0.154018</td>\n",
       "      <td>-0.004639</td>\n",
       "      <td>-0.06382</td>\n",
       "      <td>-0.380472</td>\n",
       "      <td>-0.234472</td>\n",
       "      <td>0.143726</td>\n",
       "      <td>-0.532899</td>\n",
       "      <td>-2.337592</td>\n",
       "      <td>0.016303</td>\n",
       "      <td>-0.384539</td>\n",
       "      <td>-0.874476</td>\n",
       "      <td>-0.130376</td>\n",
       "      <td>0.432261</td>\n",
       "      <td>0.000171</td>\n",
       "      <td>-1.739117</td>\n",
       "      <td>3.460144</td>\n",
       "      <td>-0.542557</td>\n",
       "      <td>-0.582067</td>\n",
       "      <td>-0.526473</td>\n",
       "      <td>-0.542557</td>\n",
       "      <td>-0.026713</td>\n",
       "      <td>-2.582084</td>\n",
       "      <td>-0.374177</td>\n",
       "      <td>-0.517699</td>\n",
       "      <td>-0.379016</td>\n",
       "      <td>-0.416816</td>\n",
       "      <td>0.200437</td>\n",
       "      <td>-0.685740</td>\n",
       "      <td>-0.149375</td>\n",
       "      <td>-0.087254</td>\n",
       "      <td>-0.188512</td>\n",
       "      <td>-0.104687</td>\n",
       "      <td>-0.121861</td>\n",
       "      <td>1.033731</td>\n",
       "      <td>-1.137266</td>\n",
       "      <td>1.696322</td>\n",
       "      <td>-0.1732</td>\n",
       "      <td>-0.220466</td>\n",
       "      <td>1.682509</td>\n",
       "      <td>1.718507</td>\n",
       "      <td>-0.138767</td>\n",
       "      <td>-0.227180</td>\n",
       "      <td>0.177457</td>\n",
       "      <td>1.759429</td>\n",
       "      <td>-0.216696</td>\n",
       "      <td>-0.154067</td>\n",
       "      <td>-0.004639</td>\n",
       "      <td>-0.063921</td>\n",
       "      <td>-0.374735</td>\n",
       "      <td>-0.227917</td>\n",
       "      <td>0.174437</td>\n",
       "      <td>-0.527065</td>\n",
       "      <td>-2.337083</td>\n",
       "      <td>0.183927</td>\n",
       "      <td>-0.388191</td>\n",
       "      <td>-0.872096</td>\n",
       "      <td>-0.130168</td>\n",
       "      <td>0.432201</td>\n",
       "      <td>0.000172</td>\n",
       "      <td>-1.470947</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.693446</td>\n",
       "      <td>-1.049894</td>\n",
       "      <td>-1.083697</td>\n",
       "      <td>0.532847</td>\n",
       "      <td>0.340902</td>\n",
       "      <td>-1.083697</td>\n",
       "      <td>-0.028554</td>\n",
       "      <td>0.828460</td>\n",
       "      <td>0.224316</td>\n",
       "      <td>0.276981</td>\n",
       "      <td>1.045587</td>\n",
       "      <td>1.355175</td>\n",
       "      <td>-1.889396</td>\n",
       "      <td>1.599325</td>\n",
       "      <td>-0.148871</td>\n",
       "      <td>-0.085506</td>\n",
       "      <td>-0.188709</td>\n",
       "      <td>-0.103329</td>\n",
       "      <td>-0.120629</td>\n",
       "      <td>1.033887</td>\n",
       "      <td>-1.140556</td>\n",
       "      <td>0.565164</td>\n",
       "      <td>-0.169307</td>\n",
       "      <td>-0.216311</td>\n",
       "      <td>0.444394</td>\n",
       "      <td>0.432399</td>\n",
       "      <td>-0.139261</td>\n",
       "      <td>-0.225220</td>\n",
       "      <td>-1.079632</td>\n",
       "      <td>0.418346</td>\n",
       "      <td>-0.216887</td>\n",
       "      <td>-0.154033</td>\n",
       "      <td>-0.004639</td>\n",
       "      <td>-0.063716</td>\n",
       "      <td>-0.359869</td>\n",
       "      <td>0.418522</td>\n",
       "      <td>0.694970</td>\n",
       "      <td>-0.510793</td>\n",
       "      <td>1.176162</td>\n",
       "      <td>-2.080535</td>\n",
       "      <td>1.168928</td>\n",
       "      <td>1.046996</td>\n",
       "      <td>-1.695469</td>\n",
       "      <td>1.116291</td>\n",
       "      <td>0.002482</td>\n",
       "      <td>-0.352674</td>\n",
       "      <td>0.694054</td>\n",
       "      <td>-1.023434</td>\n",
       "      <td>-1.164946</td>\n",
       "      <td>0.438664</td>\n",
       "      <td>0.235035</td>\n",
       "      <td>-1.164946</td>\n",
       "      <td>-0.028313</td>\n",
       "      <td>0.828896</td>\n",
       "      <td>0.175916</td>\n",
       "      <td>0.244133</td>\n",
       "      <td>0.879991</td>\n",
       "      <td>1.201048</td>\n",
       "      <td>-1.841382</td>\n",
       "      <td>1.599325</td>\n",
       "      <td>-0.15017</td>\n",
       "      <td>-0.087599</td>\n",
       "      <td>-0.189691</td>\n",
       "      <td>-0.104406</td>\n",
       "      <td>-0.121976</td>\n",
       "      <td>1.033353</td>\n",
       "      <td>-1.137266</td>\n",
       "      <td>0.565276</td>\n",
       "      <td>-0.167672</td>\n",
       "      <td>-0.217955</td>\n",
       "      <td>0.444512</td>\n",
       "      <td>0.432493</td>\n",
       "      <td>-0.138798</td>\n",
       "      <td>-0.226485</td>\n",
       "      <td>-1.057621</td>\n",
       "      <td>0.418429</td>\n",
       "      <td>-0.216288</td>\n",
       "      <td>-0.153997</td>\n",
       "      <td>-0.004639</td>\n",
       "      <td>-0.063299</td>\n",
       "      <td>-0.374748</td>\n",
       "      <td>0.469444</td>\n",
       "      <td>0.643452</td>\n",
       "      <td>-0.527242</td>\n",
       "      <td>1.161531</td>\n",
       "      <td>-1.967052</td>\n",
       "      <td>1.166093</td>\n",
       "      <td>0.998685</td>\n",
       "      <td>-1.662027</td>\n",
       "      <td>1.068298</td>\n",
       "      <td>0.002208</td>\n",
       "      <td>0.694243</td>\n",
       "      <td>-0.996488</td>\n",
       "      <td>-1.170749</td>\n",
       "      <td>0.338281</td>\n",
       "      <td>0.124735</td>\n",
       "      <td>-1.170749</td>\n",
       "      <td>-0.027486</td>\n",
       "      <td>0.814403</td>\n",
       "      <td>0.114105</td>\n",
       "      <td>0.199186</td>\n",
       "      <td>0.703851</td>\n",
       "      <td>1.035289</td>\n",
       "      <td>-1.768520</td>\n",
       "      <td>1.599325</td>\n",
       "      <td>-0.149072</td>\n",
       "      <td>-0.087486</td>\n",
       "      <td>-0.188034</td>\n",
       "      <td>-0.104584</td>\n",
       "      <td>-0.121631</td>\n",
       "      <td>1.034890</td>\n",
       "      <td>-1.136943</td>\n",
       "      <td>0.565341</td>\n",
       "      <td>-0.172386</td>\n",
       "      <td>-0.21722</td>\n",
       "      <td>0.444562</td>\n",
       "      <td>0.432535</td>\n",
       "      <td>-0.139012</td>\n",
       "      <td>-0.226715</td>\n",
       "      <td>-1.031552</td>\n",
       "      <td>0.418474</td>\n",
       "      <td>-0.216506</td>\n",
       "      <td>-0.154018</td>\n",
       "      <td>-0.004639</td>\n",
       "      <td>-0.06382</td>\n",
       "      <td>-0.380472</td>\n",
       "      <td>0.548195</td>\n",
       "      <td>0.589013</td>\n",
       "      <td>-0.532899</td>\n",
       "      <td>1.161779</td>\n",
       "      <td>-1.818104</td>\n",
       "      <td>1.149019</td>\n",
       "      <td>0.944668</td>\n",
       "      <td>-1.662915</td>\n",
       "      <td>0.963846</td>\n",
       "      <td>0.000171</td>\n",
       "      <td>0.694107</td>\n",
       "      <td>-0.968785</td>\n",
       "      <td>-1.165899</td>\n",
       "      <td>0.232786</td>\n",
       "      <td>0.012243</td>\n",
       "      <td>-1.165899</td>\n",
       "      <td>-0.026713</td>\n",
       "      <td>0.814254</td>\n",
       "      <td>0.093460</td>\n",
       "      <td>0.178291</td>\n",
       "      <td>0.515362</td>\n",
       "      <td>0.868124</td>\n",
       "      <td>-1.673004</td>\n",
       "      <td>1.599325</td>\n",
       "      <td>-0.149375</td>\n",
       "      <td>-0.087254</td>\n",
       "      <td>-0.188512</td>\n",
       "      <td>-0.104687</td>\n",
       "      <td>-0.121861</td>\n",
       "      <td>1.033731</td>\n",
       "      <td>-1.137266</td>\n",
       "      <td>0.565322</td>\n",
       "      <td>-0.1732</td>\n",
       "      <td>-0.220466</td>\n",
       "      <td>0.444535</td>\n",
       "      <td>0.432519</td>\n",
       "      <td>-0.138767</td>\n",
       "      <td>-0.227180</td>\n",
       "      <td>-1.001669</td>\n",
       "      <td>0.418466</td>\n",
       "      <td>-0.216696</td>\n",
       "      <td>-0.154067</td>\n",
       "      <td>-0.004639</td>\n",
       "      <td>-0.063921</td>\n",
       "      <td>-0.374735</td>\n",
       "      <td>0.556527</td>\n",
       "      <td>0.531901</td>\n",
       "      <td>-0.527065</td>\n",
       "      <td>1.146236</td>\n",
       "      <td>-1.639905</td>\n",
       "      <td>1.117837</td>\n",
       "      <td>0.885235</td>\n",
       "      <td>-1.626592</td>\n",
       "      <td>0.909656</td>\n",
       "      <td>0.000172</td>\n",
       "      <td>0.911808</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-0.043325</td>\n",
       "      <td>-0.039193</td>\n",
       "      <td>-0.325236</td>\n",
       "      <td>-0.627834</td>\n",
       "      <td>-0.626244</td>\n",
       "      <td>-0.325236</td>\n",
       "      <td>-0.028554</td>\n",
       "      <td>0.140786</td>\n",
       "      <td>-0.651235</td>\n",
       "      <td>-0.658524</td>\n",
       "      <td>-0.444504</td>\n",
       "      <td>-0.449899</td>\n",
       "      <td>0.941265</td>\n",
       "      <td>-0.558792</td>\n",
       "      <td>-0.148871</td>\n",
       "      <td>-0.085506</td>\n",
       "      <td>-0.188709</td>\n",
       "      <td>-0.103329</td>\n",
       "      <td>-0.120629</td>\n",
       "      <td>-0.967213</td>\n",
       "      <td>0.876756</td>\n",
       "      <td>-0.290514</td>\n",
       "      <td>1.919558</td>\n",
       "      <td>2.381738</td>\n",
       "      <td>-0.239780</td>\n",
       "      <td>-0.241047</td>\n",
       "      <td>-0.139261</td>\n",
       "      <td>-0.225220</td>\n",
       "      <td>0.672115</td>\n",
       "      <td>-0.236731</td>\n",
       "      <td>-0.216887</td>\n",
       "      <td>-0.154033</td>\n",
       "      <td>-0.004639</td>\n",
       "      <td>-0.063716</td>\n",
       "      <td>2.827492</td>\n",
       "      <td>-0.914508</td>\n",
       "      <td>-0.569227</td>\n",
       "      <td>1.283226</td>\n",
       "      <td>-0.127451</td>\n",
       "      <td>0.754314</td>\n",
       "      <td>-1.692673</td>\n",
       "      <td>1.328131</td>\n",
       "      <td>1.686523</td>\n",
       "      <td>-0.096152</td>\n",
       "      <td>0.002482</td>\n",
       "      <td>-0.352674</td>\n",
       "      <td>-0.043275</td>\n",
       "      <td>-0.011860</td>\n",
       "      <td>-0.437688</td>\n",
       "      <td>-0.627839</td>\n",
       "      <td>-0.626183</td>\n",
       "      <td>-0.437688</td>\n",
       "      <td>-0.028313</td>\n",
       "      <td>0.126190</td>\n",
       "      <td>-0.648966</td>\n",
       "      <td>-0.656967</td>\n",
       "      <td>-0.443498</td>\n",
       "      <td>-0.449477</td>\n",
       "      <td>0.955439</td>\n",
       "      <td>-0.558792</td>\n",
       "      <td>-0.15017</td>\n",
       "      <td>-0.087599</td>\n",
       "      <td>-0.189691</td>\n",
       "      <td>-0.104406</td>\n",
       "      <td>-0.121976</td>\n",
       "      <td>-0.967713</td>\n",
       "      <td>0.879292</td>\n",
       "      <td>-0.290571</td>\n",
       "      <td>-0.167672</td>\n",
       "      <td>-0.217955</td>\n",
       "      <td>-0.239801</td>\n",
       "      <td>-0.241077</td>\n",
       "      <td>-0.138798</td>\n",
       "      <td>-0.226485</td>\n",
       "      <td>0.710901</td>\n",
       "      <td>-0.236778</td>\n",
       "      <td>-0.216288</td>\n",
       "      <td>-0.153997</td>\n",
       "      <td>-0.004639</td>\n",
       "      <td>-0.063299</td>\n",
       "      <td>2.531443</td>\n",
       "      <td>-0.865340</td>\n",
       "      <td>-0.499237</td>\n",
       "      <td>1.321686</td>\n",
       "      <td>-0.158190</td>\n",
       "      <td>0.768194</td>\n",
       "      <td>-1.713519</td>\n",
       "      <td>1.225412</td>\n",
       "      <td>1.580402</td>\n",
       "      <td>0.007516</td>\n",
       "      <td>0.002208</td>\n",
       "      <td>-0.080135</td>\n",
       "      <td>0.015408</td>\n",
       "      <td>-0.464787</td>\n",
       "      <td>-0.627835</td>\n",
       "      <td>-0.626218</td>\n",
       "      <td>-0.464787</td>\n",
       "      <td>-0.027486</td>\n",
       "      <td>0.111562</td>\n",
       "      <td>-0.643902</td>\n",
       "      <td>-0.653964</td>\n",
       "      <td>-0.440573</td>\n",
       "      <td>-0.448215</td>\n",
       "      <td>0.960342</td>\n",
       "      <td>-0.558792</td>\n",
       "      <td>-0.149072</td>\n",
       "      <td>-0.087486</td>\n",
       "      <td>-0.188034</td>\n",
       "      <td>-0.104584</td>\n",
       "      <td>-0.121631</td>\n",
       "      <td>-0.966276</td>\n",
       "      <td>0.879543</td>\n",
       "      <td>-0.282943</td>\n",
       "      <td>-0.172386</td>\n",
       "      <td>-0.21722</td>\n",
       "      <td>-0.239806</td>\n",
       "      <td>-0.233436</td>\n",
       "      <td>-0.139012</td>\n",
       "      <td>-0.226715</td>\n",
       "      <td>0.754391</td>\n",
       "      <td>-0.236781</td>\n",
       "      <td>-0.216506</td>\n",
       "      <td>-0.154018</td>\n",
       "      <td>-0.004639</td>\n",
       "      <td>-0.06382</td>\n",
       "      <td>2.146367</td>\n",
       "      <td>-0.790943</td>\n",
       "      <td>-0.429388</td>\n",
       "      <td>0.406303</td>\n",
       "      <td>-0.188854</td>\n",
       "      <td>0.773033</td>\n",
       "      <td>-1.714306</td>\n",
       "      <td>1.058365</td>\n",
       "      <td>1.473443</td>\n",
       "      <td>0.166468</td>\n",
       "      <td>0.000171</td>\n",
       "      <td>-0.080100</td>\n",
       "      <td>0.042759</td>\n",
       "      <td>-0.488245</td>\n",
       "      <td>-0.627838</td>\n",
       "      <td>-0.626252</td>\n",
       "      <td>-0.488245</td>\n",
       "      <td>-0.026713</td>\n",
       "      <td>0.096924</td>\n",
       "      <td>-0.649161</td>\n",
       "      <td>-0.657170</td>\n",
       "      <td>-0.443468</td>\n",
       "      <td>-0.449428</td>\n",
       "      <td>0.955622</td>\n",
       "      <td>-0.558792</td>\n",
       "      <td>-0.149375</td>\n",
       "      <td>-0.087254</td>\n",
       "      <td>-0.188512</td>\n",
       "      <td>-0.104687</td>\n",
       "      <td>-0.121861</td>\n",
       "      <td>-0.967359</td>\n",
       "      <td>0.879292</td>\n",
       "      <td>-0.275289</td>\n",
       "      <td>-0.1732</td>\n",
       "      <td>-0.220466</td>\n",
       "      <td>-0.232119</td>\n",
       "      <td>-0.233434</td>\n",
       "      <td>-0.138767</td>\n",
       "      <td>-0.227180</td>\n",
       "      <td>0.795095</td>\n",
       "      <td>-0.229160</td>\n",
       "      <td>-0.216696</td>\n",
       "      <td>-0.154067</td>\n",
       "      <td>-0.004639</td>\n",
       "      <td>-0.063921</td>\n",
       "      <td>2.116168</td>\n",
       "      <td>-0.785701</td>\n",
       "      <td>-0.359885</td>\n",
       "      <td>0.399658</td>\n",
       "      <td>-0.219470</td>\n",
       "      <td>0.768489</td>\n",
       "      <td>-1.694251</td>\n",
       "      <td>0.941923</td>\n",
       "      <td>1.366256</td>\n",
       "      <td>0.326100</td>\n",
       "      <td>0.000172</td>\n",
       "      <td>-1.178808</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93019</th>\n",
       "      <td>1.761765</td>\n",
       "      <td>-0.940630</td>\n",
       "      <td>-0.343415</td>\n",
       "      <td>-0.609817</td>\n",
       "      <td>-0.541345</td>\n",
       "      <td>-0.343415</td>\n",
       "      <td>-0.028554</td>\n",
       "      <td>1.486874</td>\n",
       "      <td>-0.585281</td>\n",
       "      <td>-0.625446</td>\n",
       "      <td>-0.444504</td>\n",
       "      <td>-0.449899</td>\n",
       "      <td>0.941265</td>\n",
       "      <td>-0.558792</td>\n",
       "      <td>-0.148871</td>\n",
       "      <td>-0.085506</td>\n",
       "      <td>-0.188709</td>\n",
       "      <td>-0.103329</td>\n",
       "      <td>-0.120629</td>\n",
       "      <td>1.033887</td>\n",
       "      <td>-1.140556</td>\n",
       "      <td>-0.122434</td>\n",
       "      <td>-0.169307</td>\n",
       "      <td>-0.216311</td>\n",
       "      <td>-0.039910</td>\n",
       "      <td>-0.049726</td>\n",
       "      <td>-0.139261</td>\n",
       "      <td>9.084127</td>\n",
       "      <td>1.488666</td>\n",
       "      <td>-0.061536</td>\n",
       "      <td>-0.216887</td>\n",
       "      <td>-0.154033</td>\n",
       "      <td>-0.004639</td>\n",
       "      <td>-0.063716</td>\n",
       "      <td>0.835392</td>\n",
       "      <td>-0.960897</td>\n",
       "      <td>0.162703</td>\n",
       "      <td>1.283226</td>\n",
       "      <td>1.176162</td>\n",
       "      <td>0.754314</td>\n",
       "      <td>-1.758058</td>\n",
       "      <td>-1.089629</td>\n",
       "      <td>0.120127</td>\n",
       "      <td>-0.043437</td>\n",
       "      <td>0.002482</td>\n",
       "      <td>-0.352674</td>\n",
       "      <td>1.800047</td>\n",
       "      <td>-0.941417</td>\n",
       "      <td>-0.382380</td>\n",
       "      <td>-0.581357</td>\n",
       "      <td>-0.473895</td>\n",
       "      <td>-0.382380</td>\n",
       "      <td>-0.028313</td>\n",
       "      <td>1.502325</td>\n",
       "      <td>-0.517248</td>\n",
       "      <td>-0.590134</td>\n",
       "      <td>-0.443498</td>\n",
       "      <td>-0.449477</td>\n",
       "      <td>0.955439</td>\n",
       "      <td>-0.558792</td>\n",
       "      <td>-0.15017</td>\n",
       "      <td>-0.087599</td>\n",
       "      <td>-0.189691</td>\n",
       "      <td>-0.104406</td>\n",
       "      <td>-0.121976</td>\n",
       "      <td>1.033353</td>\n",
       "      <td>-1.137266</td>\n",
       "      <td>-0.114818</td>\n",
       "      <td>-0.167672</td>\n",
       "      <td>-0.217955</td>\n",
       "      <td>-0.032198</td>\n",
       "      <td>-0.042065</td>\n",
       "      <td>-0.138798</td>\n",
       "      <td>9.297173</td>\n",
       "      <td>1.496911</td>\n",
       "      <td>-0.053927</td>\n",
       "      <td>-0.216288</td>\n",
       "      <td>-0.153997</td>\n",
       "      <td>-0.004639</td>\n",
       "      <td>-0.063299</td>\n",
       "      <td>1.285933</td>\n",
       "      <td>-0.911775</td>\n",
       "      <td>0.232457</td>\n",
       "      <td>1.321686</td>\n",
       "      <td>1.176877</td>\n",
       "      <td>0.768194</td>\n",
       "      <td>-1.788747</td>\n",
       "      <td>-1.041856</td>\n",
       "      <td>0.119528</td>\n",
       "      <td>0.007516</td>\n",
       "      <td>0.002208</td>\n",
       "      <td>1.800498</td>\n",
       "      <td>-0.969138</td>\n",
       "      <td>-0.334757</td>\n",
       "      <td>-0.531996</td>\n",
       "      <td>-0.385528</td>\n",
       "      <td>-0.334757</td>\n",
       "      <td>-0.027486</td>\n",
       "      <td>1.517249</td>\n",
       "      <td>-0.412562</td>\n",
       "      <td>-0.536554</td>\n",
       "      <td>-0.440573</td>\n",
       "      <td>-0.448215</td>\n",
       "      <td>0.960342</td>\n",
       "      <td>-0.558792</td>\n",
       "      <td>-0.149072</td>\n",
       "      <td>-0.087486</td>\n",
       "      <td>-0.188034</td>\n",
       "      <td>-0.104584</td>\n",
       "      <td>-0.121631</td>\n",
       "      <td>1.034890</td>\n",
       "      <td>-1.136943</td>\n",
       "      <td>-0.107174</td>\n",
       "      <td>-0.172386</td>\n",
       "      <td>-0.21722</td>\n",
       "      <td>-0.024499</td>\n",
       "      <td>-0.042064</td>\n",
       "      <td>-0.139012</td>\n",
       "      <td>9.336886</td>\n",
       "      <td>1.492675</td>\n",
       "      <td>-0.053917</td>\n",
       "      <td>-0.216506</td>\n",
       "      <td>-0.154018</td>\n",
       "      <td>-0.004639</td>\n",
       "      <td>-0.06382</td>\n",
       "      <td>1.304088</td>\n",
       "      <td>-0.837271</td>\n",
       "      <td>0.302415</td>\n",
       "      <td>2.284706</td>\n",
       "      <td>1.161779</td>\n",
       "      <td>0.773033</td>\n",
       "      <td>-1.798701</td>\n",
       "      <td>-0.988173</td>\n",
       "      <td>0.154747</td>\n",
       "      <td>0.060151</td>\n",
       "      <td>0.000171</td>\n",
       "      <td>1.836986</td>\n",
       "      <td>-0.968785</td>\n",
       "      <td>-0.283846</td>\n",
       "      <td>-0.461926</td>\n",
       "      <td>-0.280090</td>\n",
       "      <td>-0.283846</td>\n",
       "      <td>-0.026713</td>\n",
       "      <td>1.516948</td>\n",
       "      <td>-0.361004</td>\n",
       "      <td>-0.500630</td>\n",
       "      <td>-0.442585</td>\n",
       "      <td>-0.448915</td>\n",
       "      <td>0.955622</td>\n",
       "      <td>-0.558792</td>\n",
       "      <td>-0.149375</td>\n",
       "      <td>-0.087254</td>\n",
       "      <td>-0.188512</td>\n",
       "      <td>-0.104687</td>\n",
       "      <td>-0.121861</td>\n",
       "      <td>1.033731</td>\n",
       "      <td>-1.137266</td>\n",
       "      <td>-0.099526</td>\n",
       "      <td>-0.1732</td>\n",
       "      <td>-0.220466</td>\n",
       "      <td>-0.016820</td>\n",
       "      <td>-0.034414</td>\n",
       "      <td>-0.138767</td>\n",
       "      <td>9.246385</td>\n",
       "      <td>1.482919</td>\n",
       "      <td>-0.046299</td>\n",
       "      <td>-0.216696</td>\n",
       "      <td>-0.154067</td>\n",
       "      <td>-0.004639</td>\n",
       "      <td>-0.063921</td>\n",
       "      <td>1.701017</td>\n",
       "      <td>-0.831634</td>\n",
       "      <td>0.372413</td>\n",
       "      <td>2.253103</td>\n",
       "      <td>1.146236</td>\n",
       "      <td>0.768489</td>\n",
       "      <td>-1.786764</td>\n",
       "      <td>-0.928784</td>\n",
       "      <td>0.154865</td>\n",
       "      <td>0.113898</td>\n",
       "      <td>0.000172</td>\n",
       "      <td>0.692704</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93020</th>\n",
       "      <td>1.430217</td>\n",
       "      <td>-1.077211</td>\n",
       "      <td>-0.203188</td>\n",
       "      <td>-0.353779</td>\n",
       "      <td>-0.143984</td>\n",
       "      <td>-0.203188</td>\n",
       "      <td>-0.028554</td>\n",
       "      <td>1.296667</td>\n",
       "      <td>-0.326408</td>\n",
       "      <td>-0.456205</td>\n",
       "      <td>-0.443619</td>\n",
       "      <td>-0.449516</td>\n",
       "      <td>0.941265</td>\n",
       "      <td>1.599325</td>\n",
       "      <td>-0.148871</td>\n",
       "      <td>-0.085506</td>\n",
       "      <td>-0.188709</td>\n",
       "      <td>-0.103329</td>\n",
       "      <td>-0.120629</td>\n",
       "      <td>1.033887</td>\n",
       "      <td>-1.140556</td>\n",
       "      <td>-0.626675</td>\n",
       "      <td>-0.169307</td>\n",
       "      <td>-0.216311</td>\n",
       "      <td>-0.739460</td>\n",
       "      <td>-0.746130</td>\n",
       "      <td>-0.139261</td>\n",
       "      <td>4.429454</td>\n",
       "      <td>1.349085</td>\n",
       "      <td>-0.754700</td>\n",
       "      <td>-0.216887</td>\n",
       "      <td>-0.154033</td>\n",
       "      <td>-0.004639</td>\n",
       "      <td>-0.063716</td>\n",
       "      <td>3.624333</td>\n",
       "      <td>-1.014514</td>\n",
       "      <td>0.455117</td>\n",
       "      <td>0.386216</td>\n",
       "      <td>0.869429</td>\n",
       "      <td>0.754314</td>\n",
       "      <td>-1.754434</td>\n",
       "      <td>0.316045</td>\n",
       "      <td>1.045724</td>\n",
       "      <td>-0.676017</td>\n",
       "      <td>0.002482</td>\n",
       "      <td>-0.352674</td>\n",
       "      <td>1.468250</td>\n",
       "      <td>-1.078116</td>\n",
       "      <td>-0.256492</td>\n",
       "      <td>-0.252382</td>\n",
       "      <td>-0.017904</td>\n",
       "      <td>-0.256492</td>\n",
       "      <td>-0.028313</td>\n",
       "      <td>1.297369</td>\n",
       "      <td>-0.232409</td>\n",
       "      <td>-0.386458</td>\n",
       "      <td>-0.442616</td>\n",
       "      <td>-0.448953</td>\n",
       "      <td>0.955439</td>\n",
       "      <td>1.599325</td>\n",
       "      <td>-0.15017</td>\n",
       "      <td>-0.087599</td>\n",
       "      <td>-0.189691</td>\n",
       "      <td>-0.104406</td>\n",
       "      <td>-0.121976</td>\n",
       "      <td>1.033353</td>\n",
       "      <td>-1.137266</td>\n",
       "      <td>-0.626798</td>\n",
       "      <td>-0.167672</td>\n",
       "      <td>-0.217955</td>\n",
       "      <td>-0.731894</td>\n",
       "      <td>-0.746253</td>\n",
       "      <td>-0.138798</td>\n",
       "      <td>4.535344</td>\n",
       "      <td>1.314444</td>\n",
       "      <td>-0.754849</td>\n",
       "      <td>-0.216288</td>\n",
       "      <td>-0.153997</td>\n",
       "      <td>-0.004639</td>\n",
       "      <td>-0.063299</td>\n",
       "      <td>4.192123</td>\n",
       "      <td>-0.965822</td>\n",
       "      <td>0.524085</td>\n",
       "      <td>0.397222</td>\n",
       "      <td>0.869966</td>\n",
       "      <td>0.768194</td>\n",
       "      <td>-1.785929</td>\n",
       "      <td>0.261823</td>\n",
       "      <td>1.010305</td>\n",
       "      <td>-0.681992</td>\n",
       "      <td>0.002208</td>\n",
       "      <td>1.468622</td>\n",
       "      <td>-1.105880</td>\n",
       "      <td>-0.221342</td>\n",
       "      <td>-0.137770</td>\n",
       "      <td>0.115982</td>\n",
       "      <td>-0.221342</td>\n",
       "      <td>-0.027486</td>\n",
       "      <td>1.312254</td>\n",
       "      <td>-0.130360</td>\n",
       "      <td>-0.306574</td>\n",
       "      <td>-0.439698</td>\n",
       "      <td>-0.447596</td>\n",
       "      <td>0.960342</td>\n",
       "      <td>1.599325</td>\n",
       "      <td>-0.149072</td>\n",
       "      <td>-0.087486</td>\n",
       "      <td>-0.188034</td>\n",
       "      <td>-0.104584</td>\n",
       "      <td>-0.121631</td>\n",
       "      <td>1.034890</td>\n",
       "      <td>-1.136943</td>\n",
       "      <td>-0.619196</td>\n",
       "      <td>-0.172386</td>\n",
       "      <td>-0.21722</td>\n",
       "      <td>-0.731940</td>\n",
       "      <td>-0.746314</td>\n",
       "      <td>-0.139012</td>\n",
       "      <td>4.555086</td>\n",
       "      <td>1.267674</td>\n",
       "      <td>-0.754891</td>\n",
       "      <td>-0.216506</td>\n",
       "      <td>-0.154018</td>\n",
       "      <td>-0.004639</td>\n",
       "      <td>-0.06382</td>\n",
       "      <td>4.252066</td>\n",
       "      <td>-0.891794</td>\n",
       "      <td>0.593678</td>\n",
       "      <td>0.406303</td>\n",
       "      <td>0.885515</td>\n",
       "      <td>0.773033</td>\n",
       "      <td>-1.796716</td>\n",
       "      <td>0.205641</td>\n",
       "      <td>0.938837</td>\n",
       "      <td>-0.684069</td>\n",
       "      <td>0.000171</td>\n",
       "      <td>1.468315</td>\n",
       "      <td>-1.105481</td>\n",
       "      <td>-0.183983</td>\n",
       "      <td>-0.012910</td>\n",
       "      <td>0.254687</td>\n",
       "      <td>-0.183983</td>\n",
       "      <td>-0.026713</td>\n",
       "      <td>1.311997</td>\n",
       "      <td>-0.036622</td>\n",
       "      <td>-0.224810</td>\n",
       "      <td>-0.440819</td>\n",
       "      <td>-0.447892</td>\n",
       "      <td>0.952718</td>\n",
       "      <td>1.599325</td>\n",
       "      <td>-0.149375</td>\n",
       "      <td>-0.087254</td>\n",
       "      <td>-0.188512</td>\n",
       "      <td>-0.104687</td>\n",
       "      <td>-0.121861</td>\n",
       "      <td>1.033731</td>\n",
       "      <td>-1.137266</td>\n",
       "      <td>-0.619176</td>\n",
       "      <td>-0.1732</td>\n",
       "      <td>-0.220466</td>\n",
       "      <td>-0.731921</td>\n",
       "      <td>-0.738645</td>\n",
       "      <td>-0.138767</td>\n",
       "      <td>4.509603</td>\n",
       "      <td>1.223230</td>\n",
       "      <td>-0.754876</td>\n",
       "      <td>-0.216696</td>\n",
       "      <td>-0.154067</td>\n",
       "      <td>-0.004639</td>\n",
       "      <td>-0.063921</td>\n",
       "      <td>4.607070</td>\n",
       "      <td>-0.886515</td>\n",
       "      <td>0.663649</td>\n",
       "      <td>0.399658</td>\n",
       "      <td>0.885374</td>\n",
       "      <td>0.768489</td>\n",
       "      <td>-1.785625</td>\n",
       "      <td>0.148290</td>\n",
       "      <td>0.903077</td>\n",
       "      <td>-0.734911</td>\n",
       "      <td>0.000172</td>\n",
       "      <td>0.464471</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93021</th>\n",
       "      <td>-0.780097</td>\n",
       "      <td>1.381254</td>\n",
       "      <td>-1.083697</td>\n",
       "      <td>-0.627834</td>\n",
       "      <td>-0.626244</td>\n",
       "      <td>-1.083697</td>\n",
       "      <td>-0.028554</td>\n",
       "      <td>-0.722471</td>\n",
       "      <td>-0.651235</td>\n",
       "      <td>-0.658524</td>\n",
       "      <td>-0.444504</td>\n",
       "      <td>-0.449899</td>\n",
       "      <td>-1.912224</td>\n",
       "      <td>-0.558792</td>\n",
       "      <td>-0.148871</td>\n",
       "      <td>-0.085506</td>\n",
       "      <td>-0.188709</td>\n",
       "      <td>-0.103329</td>\n",
       "      <td>-0.120629</td>\n",
       "      <td>-0.967213</td>\n",
       "      <td>0.876756</td>\n",
       "      <td>1.329162</td>\n",
       "      <td>-0.169307</td>\n",
       "      <td>-0.216311</td>\n",
       "      <td>1.359194</td>\n",
       "      <td>1.373698</td>\n",
       "      <td>-0.139261</td>\n",
       "      <td>-0.225220</td>\n",
       "      <td>-1.044737</td>\n",
       "      <td>1.385737</td>\n",
       "      <td>-0.216887</td>\n",
       "      <td>-0.154033</td>\n",
       "      <td>-0.004639</td>\n",
       "      <td>-0.063716</td>\n",
       "      <td>-0.359869</td>\n",
       "      <td>1.228697</td>\n",
       "      <td>-0.876343</td>\n",
       "      <td>-0.510793</td>\n",
       "      <td>-0.740916</td>\n",
       "      <td>-2.103397</td>\n",
       "      <td>0.754520</td>\n",
       "      <td>-0.696040</td>\n",
       "      <td>-0.805471</td>\n",
       "      <td>0.009278</td>\n",
       "      <td>0.002482</td>\n",
       "      <td>-0.352674</td>\n",
       "      <td>-0.780603</td>\n",
       "      <td>1.409815</td>\n",
       "      <td>-1.164946</td>\n",
       "      <td>-0.627839</td>\n",
       "      <td>-0.626183</td>\n",
       "      <td>-1.164946</td>\n",
       "      <td>-0.028313</td>\n",
       "      <td>-0.722918</td>\n",
       "      <td>-0.648966</td>\n",
       "      <td>-0.656967</td>\n",
       "      <td>-0.443498</td>\n",
       "      <td>-0.449477</td>\n",
       "      <td>-1.832669</td>\n",
       "      <td>-0.558792</td>\n",
       "      <td>-0.15017</td>\n",
       "      <td>-0.087599</td>\n",
       "      <td>-0.189691</td>\n",
       "      <td>-0.104406</td>\n",
       "      <td>-0.121976</td>\n",
       "      <td>-0.967713</td>\n",
       "      <td>0.879292</td>\n",
       "      <td>1.329424</td>\n",
       "      <td>-0.167672</td>\n",
       "      <td>-0.217955</td>\n",
       "      <td>1.359497</td>\n",
       "      <td>1.373965</td>\n",
       "      <td>-0.138798</td>\n",
       "      <td>-0.226485</td>\n",
       "      <td>-1.008496</td>\n",
       "      <td>1.386010</td>\n",
       "      <td>-0.216288</td>\n",
       "      <td>-0.153997</td>\n",
       "      <td>-0.004639</td>\n",
       "      <td>-0.063299</td>\n",
       "      <td>-0.374748</td>\n",
       "      <td>1.280481</td>\n",
       "      <td>-0.929432</td>\n",
       "      <td>-0.527242</td>\n",
       "      <td>-0.756667</td>\n",
       "      <td>-1.920295</td>\n",
       "      <td>0.742945</td>\n",
       "      <td>-0.758448</td>\n",
       "      <td>-0.806881</td>\n",
       "      <td>-0.045523</td>\n",
       "      <td>0.002208</td>\n",
       "      <td>-0.780762</td>\n",
       "      <td>1.437526</td>\n",
       "      <td>-1.170749</td>\n",
       "      <td>-0.627835</td>\n",
       "      <td>-0.626218</td>\n",
       "      <td>-1.170749</td>\n",
       "      <td>-0.027486</td>\n",
       "      <td>-0.737705</td>\n",
       "      <td>-0.643902</td>\n",
       "      <td>-0.653964</td>\n",
       "      <td>-0.440573</td>\n",
       "      <td>-0.448215</td>\n",
       "      <td>-1.727616</td>\n",
       "      <td>-0.558792</td>\n",
       "      <td>-0.149072</td>\n",
       "      <td>-0.087486</td>\n",
       "      <td>-0.188034</td>\n",
       "      <td>-0.104584</td>\n",
       "      <td>-0.121631</td>\n",
       "      <td>-0.966276</td>\n",
       "      <td>0.879543</td>\n",
       "      <td>1.329558</td>\n",
       "      <td>-0.172386</td>\n",
       "      <td>-0.21722</td>\n",
       "      <td>1.359622</td>\n",
       "      <td>1.374090</td>\n",
       "      <td>-0.139012</td>\n",
       "      <td>-0.226715</td>\n",
       "      <td>-0.975302</td>\n",
       "      <td>1.386126</td>\n",
       "      <td>-0.216506</td>\n",
       "      <td>-0.154018</td>\n",
       "      <td>-0.004639</td>\n",
       "      <td>-0.06382</td>\n",
       "      <td>-0.380472</td>\n",
       "      <td>1.362902</td>\n",
       "      <td>-0.979344</td>\n",
       "      <td>-0.532899</td>\n",
       "      <td>-0.772085</td>\n",
       "      <td>-1.697381</td>\n",
       "      <td>0.722216</td>\n",
       "      <td>-0.760780</td>\n",
       "      <td>-0.807544</td>\n",
       "      <td>-0.046167</td>\n",
       "      <td>0.000171</td>\n",
       "      <td>-0.780574</td>\n",
       "      <td>1.464393</td>\n",
       "      <td>-1.165899</td>\n",
       "      <td>-0.627838</td>\n",
       "      <td>-0.626252</td>\n",
       "      <td>-1.165899</td>\n",
       "      <td>-0.026713</td>\n",
       "      <td>-0.752159</td>\n",
       "      <td>-0.649161</td>\n",
       "      <td>-0.657170</td>\n",
       "      <td>-0.443468</td>\n",
       "      <td>-0.449428</td>\n",
       "      <td>-1.597485</td>\n",
       "      <td>-0.558792</td>\n",
       "      <td>-0.149375</td>\n",
       "      <td>-0.087254</td>\n",
       "      <td>-0.188512</td>\n",
       "      <td>-0.104687</td>\n",
       "      <td>-0.121861</td>\n",
       "      <td>-0.967359</td>\n",
       "      <td>0.879292</td>\n",
       "      <td>1.337155</td>\n",
       "      <td>-0.1732</td>\n",
       "      <td>-0.220466</td>\n",
       "      <td>1.367247</td>\n",
       "      <td>1.381700</td>\n",
       "      <td>-0.138767</td>\n",
       "      <td>-0.227180</td>\n",
       "      <td>-0.931483</td>\n",
       "      <td>1.393716</td>\n",
       "      <td>-0.216696</td>\n",
       "      <td>-0.154067</td>\n",
       "      <td>-0.004639</td>\n",
       "      <td>-0.063921</td>\n",
       "      <td>-0.374735</td>\n",
       "      <td>1.375370</td>\n",
       "      <td>-1.025788</td>\n",
       "      <td>-0.527065</td>\n",
       "      <td>-0.787238</td>\n",
       "      <td>-1.449923</td>\n",
       "      <td>0.692750</td>\n",
       "      <td>-0.758719</td>\n",
       "      <td>-0.807122</td>\n",
       "      <td>-0.045254</td>\n",
       "      <td>0.000172</td>\n",
       "      <td>0.930067</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93022</th>\n",
       "      <td>0.435576</td>\n",
       "      <td>0.261286</td>\n",
       "      <td>-1.083697</td>\n",
       "      <td>-0.627834</td>\n",
       "      <td>-0.626244</td>\n",
       "      <td>-1.083697</td>\n",
       "      <td>-0.028554</td>\n",
       "      <td>0.565096</td>\n",
       "      <td>-0.651235</td>\n",
       "      <td>-0.658524</td>\n",
       "      <td>-0.444504</td>\n",
       "      <td>-0.449899</td>\n",
       "      <td>-0.474065</td>\n",
       "      <td>-0.685740</td>\n",
       "      <td>-0.148871</td>\n",
       "      <td>-0.085506</td>\n",
       "      <td>-0.188709</td>\n",
       "      <td>-0.103329</td>\n",
       "      <td>-0.120629</td>\n",
       "      <td>-0.967213</td>\n",
       "      <td>0.876756</td>\n",
       "      <td>1.061763</td>\n",
       "      <td>-0.169307</td>\n",
       "      <td>-0.216311</td>\n",
       "      <td>1.136258</td>\n",
       "      <td>1.136459</td>\n",
       "      <td>-0.139261</td>\n",
       "      <td>-0.225220</td>\n",
       "      <td>0.448785</td>\n",
       "      <td>1.134365</td>\n",
       "      <td>-0.216887</td>\n",
       "      <td>-0.154033</td>\n",
       "      <td>-0.004639</td>\n",
       "      <td>-0.063716</td>\n",
       "      <td>-0.359869</td>\n",
       "      <td>1.529396</td>\n",
       "      <td>-0.677972</td>\n",
       "      <td>-0.510793</td>\n",
       "      <td>0.255964</td>\n",
       "      <td>-0.663110</td>\n",
       "      <td>-0.922474</td>\n",
       "      <td>-0.920948</td>\n",
       "      <td>0.226926</td>\n",
       "      <td>-0.201582</td>\n",
       "      <td>0.002482</td>\n",
       "      <td>-0.352674</td>\n",
       "      <td>0.435989</td>\n",
       "      <td>0.261538</td>\n",
       "      <td>-1.164946</td>\n",
       "      <td>-0.627839</td>\n",
       "      <td>-0.626183</td>\n",
       "      <td>-1.164946</td>\n",
       "      <td>-0.028313</td>\n",
       "      <td>0.565382</td>\n",
       "      <td>-0.648966</td>\n",
       "      <td>-0.656967</td>\n",
       "      <td>-0.443498</td>\n",
       "      <td>-0.449477</td>\n",
       "      <td>-0.493796</td>\n",
       "      <td>-0.685740</td>\n",
       "      <td>-0.15017</td>\n",
       "      <td>-0.087599</td>\n",
       "      <td>-0.189691</td>\n",
       "      <td>-0.104406</td>\n",
       "      <td>-0.121976</td>\n",
       "      <td>-0.967713</td>\n",
       "      <td>0.879292</td>\n",
       "      <td>1.061972</td>\n",
       "      <td>-0.167672</td>\n",
       "      <td>-0.217955</td>\n",
       "      <td>1.136516</td>\n",
       "      <td>1.129029</td>\n",
       "      <td>-0.138798</td>\n",
       "      <td>-0.226485</td>\n",
       "      <td>0.458255</td>\n",
       "      <td>1.126972</td>\n",
       "      <td>-0.216288</td>\n",
       "      <td>-0.153997</td>\n",
       "      <td>-0.004639</td>\n",
       "      <td>-0.063299</td>\n",
       "      <td>-0.374748</td>\n",
       "      <td>1.581383</td>\n",
       "      <td>-0.699945</td>\n",
       "      <td>-0.527242</td>\n",
       "      <td>0.256142</td>\n",
       "      <td>-0.690019</td>\n",
       "      <td>-0.856602</td>\n",
       "      <td>-0.985174</td>\n",
       "      <td>0.226421</td>\n",
       "      <td>-0.151601</td>\n",
       "      <td>0.002208</td>\n",
       "      <td>0.436117</td>\n",
       "      <td>0.288892</td>\n",
       "      <td>-1.170749</td>\n",
       "      <td>-0.627835</td>\n",
       "      <td>-0.626218</td>\n",
       "      <td>-1.170749</td>\n",
       "      <td>-0.027486</td>\n",
       "      <td>0.565482</td>\n",
       "      <td>-0.643902</td>\n",
       "      <td>-0.653964</td>\n",
       "      <td>-0.440573</td>\n",
       "      <td>-0.448215</td>\n",
       "      <td>-0.506349</td>\n",
       "      <td>-0.685740</td>\n",
       "      <td>-0.149072</td>\n",
       "      <td>-0.087486</td>\n",
       "      <td>-0.188034</td>\n",
       "      <td>-0.104584</td>\n",
       "      <td>-0.121631</td>\n",
       "      <td>-0.966276</td>\n",
       "      <td>0.879543</td>\n",
       "      <td>1.062082</td>\n",
       "      <td>-0.172386</td>\n",
       "      <td>-0.21722</td>\n",
       "      <td>1.128935</td>\n",
       "      <td>1.129133</td>\n",
       "      <td>-0.139012</td>\n",
       "      <td>-0.226715</td>\n",
       "      <td>0.473140</td>\n",
       "      <td>1.127069</td>\n",
       "      <td>-0.216506</td>\n",
       "      <td>-0.154018</td>\n",
       "      <td>-0.004639</td>\n",
       "      <td>-0.06382</td>\n",
       "      <td>-0.380472</td>\n",
       "      <td>1.664258</td>\n",
       "      <td>-0.717403</td>\n",
       "      <td>-0.532899</td>\n",
       "      <td>0.256241</td>\n",
       "      <td>-0.705093</td>\n",
       "      <td>-0.778912</td>\n",
       "      <td>-0.988173</td>\n",
       "      <td>0.190388</td>\n",
       "      <td>-0.152484</td>\n",
       "      <td>0.000171</td>\n",
       "      <td>0.436038</td>\n",
       "      <td>0.288812</td>\n",
       "      <td>-1.165899</td>\n",
       "      <td>-0.627838</td>\n",
       "      <td>-0.626252</td>\n",
       "      <td>-1.165899</td>\n",
       "      <td>-0.026713</td>\n",
       "      <td>0.550747</td>\n",
       "      <td>-0.649161</td>\n",
       "      <td>-0.657170</td>\n",
       "      <td>-0.443468</td>\n",
       "      <td>-0.449428</td>\n",
       "      <td>-0.511180</td>\n",
       "      <td>-0.685740</td>\n",
       "      <td>-0.149375</td>\n",
       "      <td>-0.087254</td>\n",
       "      <td>-0.188512</td>\n",
       "      <td>-0.104687</td>\n",
       "      <td>-0.121861</td>\n",
       "      <td>-0.967359</td>\n",
       "      <td>0.879292</td>\n",
       "      <td>1.062048</td>\n",
       "      <td>-0.1732</td>\n",
       "      <td>-0.220466</td>\n",
       "      <td>1.128882</td>\n",
       "      <td>1.121439</td>\n",
       "      <td>-0.138767</td>\n",
       "      <td>-0.227180</td>\n",
       "      <td>0.479258</td>\n",
       "      <td>1.119425</td>\n",
       "      <td>-0.216696</td>\n",
       "      <td>-0.154067</td>\n",
       "      <td>-0.004639</td>\n",
       "      <td>-0.063921</td>\n",
       "      <td>-0.374735</td>\n",
       "      <td>1.676499</td>\n",
       "      <td>-0.730220</td>\n",
       "      <td>-0.527065</td>\n",
       "      <td>0.256227</td>\n",
       "      <td>-0.707529</td>\n",
       "      <td>-0.691811</td>\n",
       "      <td>-1.042160</td>\n",
       "      <td>0.190494</td>\n",
       "      <td>-0.151355</td>\n",
       "      <td>0.000172</td>\n",
       "      <td>0.637928</td>\n",
       "      <td>22</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93023</th>\n",
       "      <td>-1.074805</td>\n",
       "      <td>0.343236</td>\n",
       "      <td>-0.125634</td>\n",
       "      <td>-0.570831</td>\n",
       "      <td>-0.519902</td>\n",
       "      <td>-0.125634</td>\n",
       "      <td>-0.028554</td>\n",
       "      <td>-1.161413</td>\n",
       "      <td>-0.474806</td>\n",
       "      <td>-0.565454</td>\n",
       "      <td>-0.444504</td>\n",
       "      <td>-0.449899</td>\n",
       "      <td>0.941265</td>\n",
       "      <td>-0.685740</td>\n",
       "      <td>4.592443</td>\n",
       "      <td>3.466229</td>\n",
       "      <td>2.848436</td>\n",
       "      <td>4.172156</td>\n",
       "      <td>5.072674</td>\n",
       "      <td>1.033887</td>\n",
       "      <td>-1.140556</td>\n",
       "      <td>-1.474710</td>\n",
       "      <td>-0.169307</td>\n",
       "      <td>-0.216311</td>\n",
       "      <td>-1.439014</td>\n",
       "      <td>-1.427232</td>\n",
       "      <td>-0.139261</td>\n",
       "      <td>-0.225220</td>\n",
       "      <td>-0.130478</td>\n",
       "      <td>-1.417397</td>\n",
       "      <td>-0.216887</td>\n",
       "      <td>-0.154033</td>\n",
       "      <td>-0.004639</td>\n",
       "      <td>-0.063716</td>\n",
       "      <td>1.632232</td>\n",
       "      <td>-0.222850</td>\n",
       "      <td>0.181861</td>\n",
       "      <td>0.386216</td>\n",
       "      <td>-1.185677</td>\n",
       "      <td>0.754314</td>\n",
       "      <td>-0.520943</td>\n",
       "      <td>1.328131</td>\n",
       "      <td>-0.093473</td>\n",
       "      <td>-3.206334</td>\n",
       "      <td>0.002482</td>\n",
       "      <td>-0.352674</td>\n",
       "      <td>-1.075535</td>\n",
       "      <td>0.343559</td>\n",
       "      <td>-0.200421</td>\n",
       "      <td>-0.545598</td>\n",
       "      <td>-0.497526</td>\n",
       "      <td>-0.200421</td>\n",
       "      <td>-0.028313</td>\n",
       "      <td>-1.162110</td>\n",
       "      <td>-0.459622</td>\n",
       "      <td>-0.520602</td>\n",
       "      <td>-0.443498</td>\n",
       "      <td>-0.449477</td>\n",
       "      <td>0.955439</td>\n",
       "      <td>-0.685740</td>\n",
       "      <td>5.33806</td>\n",
       "      <td>4.392178</td>\n",
       "      <td>3.315914</td>\n",
       "      <td>4.516852</td>\n",
       "      <td>5.065787</td>\n",
       "      <td>1.033353</td>\n",
       "      <td>-1.137266</td>\n",
       "      <td>-1.475001</td>\n",
       "      <td>-0.167672</td>\n",
       "      <td>-0.217955</td>\n",
       "      <td>-1.431586</td>\n",
       "      <td>-1.427480</td>\n",
       "      <td>-0.138798</td>\n",
       "      <td>-0.226485</td>\n",
       "      <td>-0.138271</td>\n",
       "      <td>-1.417677</td>\n",
       "      <td>-0.216288</td>\n",
       "      <td>-0.153997</td>\n",
       "      <td>-0.004639</td>\n",
       "      <td>-0.063299</td>\n",
       "      <td>1.701103</td>\n",
       "      <td>-0.173366</td>\n",
       "      <td>0.204427</td>\n",
       "      <td>0.397222</td>\n",
       "      <td>-1.201688</td>\n",
       "      <td>0.768194</td>\n",
       "      <td>-0.582670</td>\n",
       "      <td>1.338775</td>\n",
       "      <td>-0.165521</td>\n",
       "      <td>-3.227868</td>\n",
       "      <td>0.002208</td>\n",
       "      <td>-1.075764</td>\n",
       "      <td>0.343588</td>\n",
       "      <td>-0.185916</td>\n",
       "      <td>-0.522020</td>\n",
       "      <td>-0.477428</td>\n",
       "      <td>-0.185916</td>\n",
       "      <td>-0.027486</td>\n",
       "      <td>-1.176982</td>\n",
       "      <td>-0.455221</td>\n",
       "      <td>-0.497880</td>\n",
       "      <td>-0.440573</td>\n",
       "      <td>-0.448215</td>\n",
       "      <td>0.960342</td>\n",
       "      <td>-0.685740</td>\n",
       "      <td>5.328155</td>\n",
       "      <td>4.406288</td>\n",
       "      <td>3.306565</td>\n",
       "      <td>4.544983</td>\n",
       "      <td>5.073072</td>\n",
       "      <td>1.034890</td>\n",
       "      <td>-1.136943</td>\n",
       "      <td>-1.467479</td>\n",
       "      <td>-0.172386</td>\n",
       "      <td>-0.21722</td>\n",
       "      <td>-1.431688</td>\n",
       "      <td>-1.419942</td>\n",
       "      <td>-0.139012</td>\n",
       "      <td>-0.226715</td>\n",
       "      <td>-0.138580</td>\n",
       "      <td>-1.410150</td>\n",
       "      <td>-0.216506</td>\n",
       "      <td>-0.154018</td>\n",
       "      <td>-0.004639</td>\n",
       "      <td>-0.06382</td>\n",
       "      <td>2.146367</td>\n",
       "      <td>-0.096820</td>\n",
       "      <td>0.222945</td>\n",
       "      <td>0.406303</td>\n",
       "      <td>-1.201831</td>\n",
       "      <td>0.773033</td>\n",
       "      <td>-0.638701</td>\n",
       "      <td>1.285758</td>\n",
       "      <td>-0.201657</td>\n",
       "      <td>-3.182522</td>\n",
       "      <td>0.000171</td>\n",
       "      <td>-1.075511</td>\n",
       "      <td>0.343490</td>\n",
       "      <td>-0.169639</td>\n",
       "      <td>-0.500232</td>\n",
       "      <td>-0.460829</td>\n",
       "      <td>-0.169639</td>\n",
       "      <td>-0.026713</td>\n",
       "      <td>-1.176701</td>\n",
       "      <td>-0.431808</td>\n",
       "      <td>-0.469071</td>\n",
       "      <td>-0.443468</td>\n",
       "      <td>-0.449428</td>\n",
       "      <td>0.955622</td>\n",
       "      <td>-0.685740</td>\n",
       "      <td>5.316192</td>\n",
       "      <td>4.379774</td>\n",
       "      <td>3.298091</td>\n",
       "      <td>4.530217</td>\n",
       "      <td>5.064081</td>\n",
       "      <td>1.033731</td>\n",
       "      <td>-1.137266</td>\n",
       "      <td>-1.467432</td>\n",
       "      <td>-0.1732</td>\n",
       "      <td>-0.220466</td>\n",
       "      <td>-1.431642</td>\n",
       "      <td>-1.419908</td>\n",
       "      <td>-0.138767</td>\n",
       "      <td>-0.227180</td>\n",
       "      <td>-0.138380</td>\n",
       "      <td>-1.410123</td>\n",
       "      <td>-0.216696</td>\n",
       "      <td>-0.154067</td>\n",
       "      <td>-0.004639</td>\n",
       "      <td>-0.063921</td>\n",
       "      <td>2.116168</td>\n",
       "      <td>-0.089661</td>\n",
       "      <td>0.237333</td>\n",
       "      <td>0.399658</td>\n",
       "      <td>-1.201551</td>\n",
       "      <td>0.768489</td>\n",
       "      <td>-0.686866</td>\n",
       "      <td>1.282052</td>\n",
       "      <td>-0.237056</td>\n",
       "      <td>-3.175236</td>\n",
       "      <td>0.000172</td>\n",
       "      <td>-1.498335</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>93024 rows × 186 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       absolute_humidity_2m:gm3_00  air_density_2m:kgm3_00  \\\n",
       "0                         1.761765               -0.585518   \n",
       "1                         2.056473               -1.514269   \n",
       "2                        -1.737899                3.539239   \n",
       "3                         0.693446               -1.049894   \n",
       "4                        -0.043325               -0.039193   \n",
       "...                            ...                     ...   \n",
       "93019                     1.761765               -0.940630   \n",
       "93020                     1.430217               -1.077211   \n",
       "93021                    -0.780097                1.381254   \n",
       "93022                     0.435576                0.261286   \n",
       "93023                    -1.074805                0.343236   \n",
       "\n",
       "       ceiling_height_agl:m_00  clear_sky_energy_1h:J_00  clear_sky_rad:W_00  \\\n",
       "0                    -0.372920                 -0.627834           -0.626244   \n",
       "1                    -1.083697                 -0.511048           -0.405245   \n",
       "2                    -0.412686                 -0.626565           -0.610052   \n",
       "3                    -1.083697                  0.532847            0.340902   \n",
       "4                    -0.325236                 -0.627834           -0.626244   \n",
       "...                        ...                       ...                 ...   \n",
       "93019                -0.343415                 -0.609817           -0.541345   \n",
       "93020                -0.203188                 -0.353779           -0.143984   \n",
       "93021                -1.083697                 -0.627834           -0.626244   \n",
       "93022                -1.083697                 -0.627834           -0.626244   \n",
       "93023                -0.125634                 -0.570831           -0.519902   \n",
       "\n",
       "       cloud_base_agl:m_00  dew_or_rime:idx_00  dew_point_2m:K_00  \\\n",
       "0                -0.372920           -0.028554           1.486874   \n",
       "1                -1.083697           -0.028554           1.691712   \n",
       "2                -0.412686           -0.028554          -2.653814   \n",
       "3                -1.083697           -0.028554           0.828460   \n",
       "4                -0.325236           -0.028554           0.140786   \n",
       "...                    ...                 ...                ...   \n",
       "93019            -0.343415           -0.028554           1.486874   \n",
       "93020            -0.203188           -0.028554           1.296667   \n",
       "93021            -1.083697           -0.028554          -0.722471   \n",
       "93022            -1.083697           -0.028554           0.565096   \n",
       "93023            -0.125634           -0.028554          -1.161413   \n",
       "\n",
       "       diffuse_rad:W_00  diffuse_rad_1h:J_00  direct_rad:W_00  \\\n",
       "0             -0.651235            -0.658524        -0.444504   \n",
       "1             -0.204391            -0.371468        -0.170922   \n",
       "2             -0.590227            -0.627996        -0.444504   \n",
       "3              0.224316             0.276981         1.045587   \n",
       "4             -0.651235            -0.658524        -0.444504   \n",
       "...                 ...                  ...              ...   \n",
       "93019         -0.585281            -0.625446        -0.444504   \n",
       "93020         -0.326408            -0.456205        -0.443619   \n",
       "93021         -0.651235            -0.658524        -0.444504   \n",
       "93022         -0.651235            -0.658524        -0.444504   \n",
       "93023         -0.474806            -0.565454        -0.444504   \n",
       "\n",
       "       direct_rad_1h:J_00  effective_cloud_cover:p_00  elevation:m_00  \\\n",
       "0               -0.449899                    0.941265       -0.685740   \n",
       "1               -0.311598                   -1.900810        1.599325   \n",
       "2               -0.449899                   -0.359926       -0.685740   \n",
       "3                1.355175                   -1.889396        1.599325   \n",
       "4               -0.449899                    0.941265       -0.558792   \n",
       "...                   ...                         ...             ...   \n",
       "93019           -0.449899                    0.941265       -0.558792   \n",
       "93020           -0.449516                    0.941265        1.599325   \n",
       "93021           -0.449899                   -1.912224       -0.558792   \n",
       "93022           -0.449899                   -0.474065       -0.685740   \n",
       "93023           -0.449899                    0.941265       -0.685740   \n",
       "\n",
       "       fresh_snow_12h:cm_00  fresh_snow_1h:cm_00  fresh_snow_24h:cm_00  \\\n",
       "0                 -0.148871            -0.085506             -0.188709   \n",
       "1                 -0.148871            -0.085506             -0.188709   \n",
       "2                 -0.148871            -0.085506             -0.188709   \n",
       "3                 -0.148871            -0.085506             -0.188709   \n",
       "4                 -0.148871            -0.085506             -0.188709   \n",
       "...                     ...                  ...                   ...   \n",
       "93019             -0.148871            -0.085506             -0.188709   \n",
       "93020             -0.148871            -0.085506             -0.188709   \n",
       "93021             -0.148871            -0.085506             -0.188709   \n",
       "93022             -0.148871            -0.085506             -0.188709   \n",
       "93023              4.592443             3.466229              2.848436   \n",
       "\n",
       "       fresh_snow_3h:cm_00  fresh_snow_6h:cm_00  is_day:idx_00  \\\n",
       "0                -0.103329            -0.120629      -0.967213   \n",
       "1                -0.103329            -0.120629       1.033887   \n",
       "2                -0.103329            -0.120629       1.033887   \n",
       "3                -0.103329            -0.120629       1.033887   \n",
       "4                -0.103329            -0.120629      -0.967213   \n",
       "...                    ...                  ...            ...   \n",
       "93019            -0.103329            -0.120629       1.033887   \n",
       "93020            -0.103329            -0.120629       1.033887   \n",
       "93021            -0.103329            -0.120629      -0.967213   \n",
       "93022            -0.103329            -0.120629      -0.967213   \n",
       "93023             4.172156             5.072674       1.033887   \n",
       "\n",
       "       is_in_shadow:idx_00  msl_pressure:hPa_00  precip_5min:mm_00  \\\n",
       "0                 0.876756             0.901320          -0.169307   \n",
       "1                -1.140556             0.175523          -0.169307   \n",
       "2                 0.876756             1.695875          -0.169307   \n",
       "3                -1.140556             0.565164          -0.169307   \n",
       "4                 0.876756            -0.290514           1.919558   \n",
       "...                    ...                  ...                ...   \n",
       "93019            -1.140556            -0.122434          -0.169307   \n",
       "93020            -1.140556            -0.626675          -0.169307   \n",
       "93021             0.876756             1.329162          -0.169307   \n",
       "93022             0.876756             1.061763          -0.169307   \n",
       "93023            -1.140556            -1.474710          -0.169307   \n",
       "\n",
       "       precip_type_5min:idx_00  pressure_100m:hPa_00  pressure_50m:hPa_00  \\\n",
       "0                    -0.216311              0.974825             0.968096   \n",
       "1                    -0.216311              0.075401             0.057415   \n",
       "2                    -0.216311              1.682065             1.725726   \n",
       "3                    -0.216311              0.444394             0.432399   \n",
       "4                     2.381738             -0.239780            -0.241047   \n",
       "...                        ...                   ...                  ...   \n",
       "93019                -0.216311             -0.039910            -0.049726   \n",
       "93020                -0.216311             -0.739460            -0.746130   \n",
       "93021                -0.216311              1.359194             1.373698   \n",
       "93022                -0.216311              1.136258             1.136459   \n",
       "93023                -0.216311             -1.439014            -1.427232   \n",
       "\n",
       "       prob_rime:p_00  rain_water:kgm2_00  relative_humidity_1000hPa:p_00  \\\n",
       "0           -0.139261           -0.225220                        1.160650   \n",
       "1           -0.139261           -0.225220                       -0.444536   \n",
       "2           -0.139261           -0.225220                        0.295245   \n",
       "3           -0.139261           -0.225220                       -1.079632   \n",
       "4           -0.139261           -0.225220                        0.672115   \n",
       "...               ...                 ...                             ...   \n",
       "93019       -0.139261            9.084127                        1.488666   \n",
       "93020       -0.139261            4.429454                        1.349085   \n",
       "93021       -0.139261           -0.225220                       -1.044737   \n",
       "93022       -0.139261           -0.225220                        0.448785   \n",
       "93023       -0.139261           -0.225220                       -0.130478   \n",
       "\n",
       "       sfc_pressure:hPa_00  snow_density:kgm3_00  snow_depth:cm_00  \\\n",
       "0                 0.959170             -0.216887         -0.154033   \n",
       "1                 0.037486             -0.216887         -0.154033   \n",
       "2                 1.758972             -0.216887         -0.154033   \n",
       "3                 0.418346             -0.216887         -0.154033   \n",
       "4                -0.236731             -0.216887         -0.154033   \n",
       "...                    ...                   ...               ...   \n",
       "93019            -0.061536             -0.216887         -0.154033   \n",
       "93020            -0.754700             -0.216887         -0.154033   \n",
       "93021             1.385737             -0.216887         -0.154033   \n",
       "93022             1.134365             -0.216887         -0.154033   \n",
       "93023            -1.417397             -0.216887         -0.154033   \n",
       "\n",
       "       snow_drift:idx_00  snow_melt_10min:mm_00  snow_water:kgm2_00  \\\n",
       "0              -0.004639              -0.063716           -0.359869   \n",
       "1              -0.004639              -0.063716           -0.359869   \n",
       "2              -0.004639              -0.063716           -0.359869   \n",
       "3              -0.004639              -0.063716           -0.359869   \n",
       "4              -0.004639              -0.063716            2.827492   \n",
       "...                  ...                    ...                 ...   \n",
       "93019          -0.004639              -0.063716            0.835392   \n",
       "93020          -0.004639              -0.063716            3.624333   \n",
       "93021          -0.004639              -0.063716           -0.359869   \n",
       "93022          -0.004639              -0.063716           -0.359869   \n",
       "93023          -0.004639              -0.063716            1.632232   \n",
       "\n",
       "       sun_azimuth:d_00  sun_elevation:d_00  \\\n",
       "0              1.672429           -0.411879   \n",
       "1             -1.304262            0.291272   \n",
       "2             -0.359130            0.071243   \n",
       "3              0.418522            0.694970   \n",
       "4             -0.914508           -0.569227   \n",
       "...                 ...                 ...   \n",
       "93019         -0.960897            0.162703   \n",
       "93020         -1.014514            0.455117   \n",
       "93021          1.228697           -0.876343   \n",
       "93022          1.529396           -0.677972   \n",
       "93023         -0.222850            0.181861   \n",
       "\n",
       "       super_cooled_liquid_water:kgm2_00  t_1000hPa:K_00  \\\n",
       "0                               0.386216        0.915437   \n",
       "1                              -0.510793        1.989000   \n",
       "2                              -0.510793       -2.366598   \n",
       "3                              -0.510793        1.176162   \n",
       "4                               1.283226       -0.127451   \n",
       "...                                  ...             ...   \n",
       "93019                           1.283226        1.176162   \n",
       "93020                           0.386216        0.869429   \n",
       "93021                          -0.510793       -0.740916   \n",
       "93022                          -0.510793        0.255964   \n",
       "93023                           0.386216       -1.185677   \n",
       "\n",
       "       total_cloud_cover:p_00  visibility:m_00  wind_speed_10m:ms_00  \\\n",
       "0                    0.754314        -0.758072             -0.920948   \n",
       "1                   -2.080535         0.781241             -1.089629   \n",
       "2                   -0.345905        -0.366078             -0.920948   \n",
       "3                   -2.080535         1.168928              1.046996   \n",
       "4                    0.754314        -1.692673              1.328131   \n",
       "...                       ...              ...                   ...   \n",
       "93019                0.754314        -1.758058             -1.089629   \n",
       "93020                0.754314        -1.754434              0.316045   \n",
       "93021               -2.103397         0.754520             -0.696040   \n",
       "93022               -0.663110        -0.922474             -0.920948   \n",
       "93023                0.754314        -0.520943              1.328131   \n",
       "\n",
       "       wind_speed_u_10m:ms_00  wind_speed_v_10m:ms_00  \\\n",
       "0                    0.262526               -0.254297   \n",
       "1                   -0.413872                0.167422   \n",
       "2                   -0.164673                0.378282   \n",
       "3                   -1.695469                1.116291   \n",
       "4                    1.686523               -0.096152   \n",
       "...                       ...                     ...   \n",
       "93019                0.120127               -0.043437   \n",
       "93020                1.045724               -0.676017   \n",
       "93021               -0.805471                0.009278   \n",
       "93022                0.226926               -0.201582   \n",
       "93023               -0.093473               -3.206334   \n",
       "\n",
       "       wind_speed_w_1000hPa:ms_00  calc_time  absolute_humidity_2m:gm3_15  \\\n",
       "0                        0.002482  -0.352674                     1.763181   \n",
       "1                        0.002482  -0.352674                     2.131845   \n",
       "2                        0.002482  -0.352674                    -1.739131   \n",
       "3                        0.002482  -0.352674                     0.694054   \n",
       "4                        0.002482  -0.352674                    -0.043275   \n",
       "...                           ...        ...                          ...   \n",
       "93019                    0.002482  -0.352674                     1.800047   \n",
       "93020                    0.002482  -0.352674                     1.468250   \n",
       "93021                    0.002482  -0.352674                    -0.780603   \n",
       "93022                    0.002482  -0.352674                     0.435989   \n",
       "93023                    0.002482  -0.352674                    -1.075535   \n",
       "\n",
       "       air_density_2m:kgm3_15  ceiling_height_agl:m_15  \\\n",
       "0                   -0.585998                -0.478451   \n",
       "1                   -1.570235                -1.164946   \n",
       "2                    3.514983                -0.514123   \n",
       "3                   -1.023434                -1.164946   \n",
       "4                   -0.011860                -0.437688   \n",
       "...                       ...                      ...   \n",
       "93019               -0.941417                -0.382380   \n",
       "93020               -1.078116                -0.256492   \n",
       "93021                1.409815                -1.164946   \n",
       "93022                0.261538                -1.164946   \n",
       "93023                0.343559                -0.200421   \n",
       "\n",
       "       clear_sky_energy_1h:J_15  clear_sky_rad:W_15  cloud_base_agl:m_15  \\\n",
       "0                     -0.627839           -0.626183            -0.478451   \n",
       "1                     -0.460303           -0.329046            -1.164946   \n",
       "2                     -0.618464           -0.580234            -0.514123   \n",
       "3                      0.438664            0.235035            -1.164946   \n",
       "4                     -0.627839           -0.626183            -0.437688   \n",
       "...                         ...                 ...                  ...   \n",
       "93019                 -0.581357           -0.473895            -0.382380   \n",
       "93020                 -0.252382           -0.017904            -0.256492   \n",
       "93021                 -0.627839           -0.626183            -1.164946   \n",
       "93022                 -0.627839           -0.626183            -1.164946   \n",
       "93023                 -0.545598           -0.497526            -0.200421   \n",
       "\n",
       "       dew_or_rime:idx_15  dew_point_2m:K_15  diffuse_rad:W_15  \\\n",
       "0               -0.028313           1.502325         -0.648966   \n",
       "1               -0.028313           1.721921         -0.123742   \n",
       "2               -0.028313          -2.626084         -0.502430   \n",
       "3               -0.028313           0.828896          0.175916   \n",
       "4               -0.028313           0.126190         -0.648966   \n",
       "...                   ...                ...               ...   \n",
       "93019           -0.028313           1.502325         -0.517248   \n",
       "93020           -0.028313           1.297369         -0.232409   \n",
       "93021           -0.028313          -0.722918         -0.648966   \n",
       "93022           -0.028313           0.565382         -0.648966   \n",
       "93023           -0.028313          -1.162110         -0.459622   \n",
       "\n",
       "       diffuse_rad_1h:J_15  direct_rad:W_15  direct_rad_1h:J_15  \\\n",
       "0                -0.656967        -0.443498           -0.449477   \n",
       "1                -0.290890        -0.056782           -0.253685   \n",
       "2                -0.582871        -0.443498           -0.449477   \n",
       "3                 0.244133         0.879991            1.201048   \n",
       "4                -0.656967        -0.443498           -0.449477   \n",
       "...                    ...              ...                 ...   \n",
       "93019            -0.590134        -0.443498           -0.449477   \n",
       "93020            -0.386458        -0.442616           -0.448953   \n",
       "93021            -0.656967        -0.443498           -0.449477   \n",
       "93022            -0.656967        -0.443498           -0.449477   \n",
       "93023            -0.520602        -0.443498           -0.449477   \n",
       "\n",
       "       effective_cloud_cover:p_15  elevation:m_15  fresh_snow_12h:cm_15  \\\n",
       "0                        0.955439       -0.685740              -0.15017   \n",
       "1                       -1.928510        1.599325              -0.15017   \n",
       "2                       -0.171421       -0.685740              -0.15017   \n",
       "3                       -1.841382        1.599325              -0.15017   \n",
       "4                        0.955439       -0.558792              -0.15017   \n",
       "...                           ...             ...                   ...   \n",
       "93019                    0.955439       -0.558792              -0.15017   \n",
       "93020                    0.955439        1.599325              -0.15017   \n",
       "93021                   -1.832669       -0.558792              -0.15017   \n",
       "93022                   -0.493796       -0.685740              -0.15017   \n",
       "93023                    0.955439       -0.685740               5.33806   \n",
       "\n",
       "       fresh_snow_1h:cm_15  fresh_snow_24h:cm_15  fresh_snow_3h:cm_15  \\\n",
       "0                -0.087599             -0.189691            -0.104406   \n",
       "1                -0.087599             -0.189691            -0.104406   \n",
       "2                -0.087599             -0.189691            -0.104406   \n",
       "3                -0.087599             -0.189691            -0.104406   \n",
       "4                -0.087599             -0.189691            -0.104406   \n",
       "...                    ...                   ...                  ...   \n",
       "93019            -0.087599             -0.189691            -0.104406   \n",
       "93020            -0.087599             -0.189691            -0.104406   \n",
       "93021            -0.087599             -0.189691            -0.104406   \n",
       "93022            -0.087599             -0.189691            -0.104406   \n",
       "93023             4.392178              3.315914             4.516852   \n",
       "\n",
       "       fresh_snow_6h:cm_15  is_day:idx_15  is_in_shadow:idx_15  \\\n",
       "0                -0.121976      -0.967713             0.879292   \n",
       "1                -0.121976       1.033353            -1.137266   \n",
       "2                -0.121976       1.033353             0.879292   \n",
       "3                -0.121976       1.033353            -1.137266   \n",
       "4                -0.121976      -0.967713             0.879292   \n",
       "...                    ...            ...                  ...   \n",
       "93019            -0.121976       1.033353            -1.137266   \n",
       "93020            -0.121976       1.033353            -1.137266   \n",
       "93021            -0.121976      -0.967713             0.879292   \n",
       "93022            -0.121976      -0.967713             0.879292   \n",
       "93023             5.065787       1.033353            -1.137266   \n",
       "\n",
       "       msl_pressure:hPa_15  precip_5min:mm_15  precip_type_5min:idx_15  \\\n",
       "0                 0.909142          -0.167672                -0.217955   \n",
       "1                 0.175557          -0.167672                -0.217955   \n",
       "2                 1.696210          -0.167672                -0.217955   \n",
       "3                 0.565276          -0.167672                -0.217955   \n",
       "4                -0.290571          -0.167672                -0.217955   \n",
       "...                    ...                ...                      ...   \n",
       "93019            -0.114818          -0.167672                -0.217955   \n",
       "93020            -0.626798          -0.167672                -0.217955   \n",
       "93021             1.329424          -0.167672                -0.217955   \n",
       "93022             1.061972          -0.167672                -0.217955   \n",
       "93023            -1.475001          -0.167672                -0.217955   \n",
       "\n",
       "       pressure_100m:hPa_15  pressure_50m:hPa_15  prob_rime:p_15  \\\n",
       "0                  0.982738             0.975945       -0.138798   \n",
       "1                  0.075444             0.057439       -0.138798   \n",
       "2                  1.682434             1.726056       -0.138798   \n",
       "3                  0.444512             0.432493       -0.138798   \n",
       "4                 -0.239801            -0.241077       -0.138798   \n",
       "...                     ...                  ...             ...   \n",
       "93019             -0.032198            -0.042065       -0.138798   \n",
       "93020             -0.731894            -0.746253       -0.138798   \n",
       "93021              1.359497             1.373965       -0.138798   \n",
       "93022              1.136516             1.129029       -0.138798   \n",
       "93023             -1.431586            -1.427480       -0.138798   \n",
       "\n",
       "       rain_water:kgm2_15  relative_humidity_1000hPa:p_15  \\\n",
       "0               -0.226485                        1.174085   \n",
       "1               -0.226485                       -0.440042   \n",
       "2               -0.226485                        0.254735   \n",
       "3               -0.226485                       -1.057621   \n",
       "4               -0.226485                        0.710901   \n",
       "...                   ...                             ...   \n",
       "93019            9.297173                        1.496911   \n",
       "93020            4.535344                        1.314444   \n",
       "93021           -0.226485                       -1.008496   \n",
       "93022           -0.226485                        0.458255   \n",
       "93023           -0.226485                       -0.138271   \n",
       "\n",
       "       sfc_pressure:hPa_15  snow_density:kgm3_15  snow_depth:cm_15  \\\n",
       "0                 0.959360             -0.216288         -0.153997   \n",
       "1                 0.037494             -0.216288         -0.153997   \n",
       "2                 1.759319             -0.216288         -0.153997   \n",
       "3                 0.418429             -0.216288         -0.153997   \n",
       "4                -0.236778             -0.216288         -0.153997   \n",
       "...                    ...                   ...               ...   \n",
       "93019            -0.053927             -0.216288         -0.153997   \n",
       "93020            -0.754849             -0.216288         -0.153997   \n",
       "93021             1.386010             -0.216288         -0.153997   \n",
       "93022             1.126972             -0.216288         -0.153997   \n",
       "93023            -1.417677             -0.216288         -0.153997   \n",
       "\n",
       "       snow_drift:idx_15  snow_melt_10min:mm_15  snow_water:kgm2_15  \\\n",
       "0              -0.004639              -0.063299           -0.374748   \n",
       "1              -0.004639              -0.063299           -0.374748   \n",
       "2              -0.004639              -0.063299           -0.374748   \n",
       "3              -0.004639              -0.063299           -0.374748   \n",
       "4              -0.004639              -0.063299            2.531443   \n",
       "...                  ...                    ...                 ...   \n",
       "93019          -0.004639              -0.063299            1.285933   \n",
       "93020          -0.004639              -0.063299            4.192123   \n",
       "93021          -0.004639              -0.063299           -0.374748   \n",
       "93022          -0.004639              -0.063299           -0.374748   \n",
       "93023          -0.004639              -0.063299            1.701103   \n",
       "\n",
       "       sun_azimuth:d_15  sun_elevation:d_15  \\\n",
       "0              1.722533           -0.416355   \n",
       "1             -1.255956            0.344827   \n",
       "2             -0.310215            0.109259   \n",
       "3              0.469444            0.643452   \n",
       "4             -0.865340           -0.499237   \n",
       "...                 ...                 ...   \n",
       "93019         -0.911775            0.232457   \n",
       "93020         -0.965822            0.524085   \n",
       "93021          1.280481           -0.929432   \n",
       "93022          1.581383           -0.699945   \n",
       "93023         -0.173366            0.204427   \n",
       "\n",
       "       super_cooled_liquid_water:kgm2_15  t_1000hPa:K_15  \\\n",
       "0                               0.397222        0.916001   \n",
       "1                              -0.527242        2.005538   \n",
       "2                              -0.527242       -2.352607   \n",
       "3                              -0.527242        1.161531   \n",
       "4                               1.321686       -0.158190   \n",
       "...                                  ...             ...   \n",
       "93019                           1.321686        1.176877   \n",
       "93020                           0.397222        0.869966   \n",
       "93021                          -0.527242       -0.756667   \n",
       "93022                          -0.527242        0.256142   \n",
       "93023                           0.397222       -1.201688   \n",
       "\n",
       "       total_cloud_cover:p_15  visibility:m_15  wind_speed_10m:ms_15  \\\n",
       "0                    0.768194        -0.882030             -0.928493   \n",
       "1                   -2.113165         0.802297             -1.098538   \n",
       "2                   -0.161088        -0.377002             -0.928493   \n",
       "3                   -1.967052         1.166093              0.998685   \n",
       "4                    0.768194        -1.713519              1.225412   \n",
       "...                       ...              ...                   ...   \n",
       "93019                0.768194        -1.788747             -1.041856   \n",
       "93020                0.768194        -1.785929              0.261823   \n",
       "93021               -1.920295         0.742945             -0.758448   \n",
       "93022               -0.690019        -0.856602             -0.985174   \n",
       "93023                0.768194        -0.582670              1.338775   \n",
       "\n",
       "       wind_speed_u_10m:ms_15  wind_speed_v_10m:ms_15  \\\n",
       "0                    0.262052               -0.310718   \n",
       "1                   -0.414939                0.166633   \n",
       "2                   -0.165521                0.378790   \n",
       "3                   -1.662027                1.068298   \n",
       "4                    1.580402                0.007516   \n",
       "...                       ...                     ...   \n",
       "93019                0.119528                0.007516   \n",
       "93020                1.010305               -0.681992   \n",
       "93021               -0.806881               -0.045523   \n",
       "93022                0.226421               -0.151601   \n",
       "93023               -0.165521               -3.227868   \n",
       "\n",
       "       wind_speed_w_1000hPa:ms_15  absolute_humidity_2m:gm3_30  \\\n",
       "0                        0.002208                     1.800498   \n",
       "1                        0.002208                     2.169249   \n",
       "2                        0.002208                    -1.739516   \n",
       "3                        0.002208                     0.694243   \n",
       "4                        0.002208                    -0.080135   \n",
       "...                           ...                          ...   \n",
       "93019                    0.002208                     1.800498   \n",
       "93020                    0.002208                     1.468622   \n",
       "93021                    0.002208                    -0.780762   \n",
       "93022                    0.002208                     0.436117   \n",
       "93023                    0.002208                    -1.075764   \n",
       "\n",
       "       air_density_2m:kgm3_30  ceiling_height_agl:m_30  \\\n",
       "0                   -0.586261                -0.498677   \n",
       "1                   -1.625503                -1.170749   \n",
       "2                    3.488663                -0.530736   \n",
       "3                   -0.996488                -1.170749   \n",
       "4                    0.015408                -0.464787   \n",
       "...                       ...                      ...   \n",
       "93019               -0.969138                -0.334757   \n",
       "93020               -1.105880                -0.221342   \n",
       "93021                1.437526                -1.170749   \n",
       "93022                0.288892                -1.170749   \n",
       "93023                0.343588                -0.185916   \n",
       "\n",
       "       clear_sky_energy_1h:J_30  clear_sky_rad:W_30  cloud_base_agl:m_30  \\\n",
       "0                     -0.627835           -0.626218            -0.498677   \n",
       "1                     -0.397429           -0.240677            -1.170749   \n",
       "2                     -0.603627           -0.553136            -0.530736   \n",
       "3                      0.338281            0.124735            -1.170749   \n",
       "4                     -0.627835           -0.626218            -0.464787   \n",
       "...                         ...                 ...                  ...   \n",
       "93019                 -0.531996           -0.385528            -0.334757   \n",
       "93020                 -0.137770            0.115982            -0.221342   \n",
       "93021                 -0.627835           -0.626218            -1.170749   \n",
       "93022                 -0.627835           -0.626218            -1.170749   \n",
       "93023                 -0.522020           -0.477428            -0.185916   \n",
       "\n",
       "       dew_or_rime:idx_30  dew_point_2m:K_30  diffuse_rad:W_30  \\\n",
       "0               -0.027486           1.502605         -0.643902   \n",
       "1               -0.027486           1.751531         -0.058169   \n",
       "2               -0.027486          -2.611955         -0.448658   \n",
       "3               -0.027486           0.814403          0.114105   \n",
       "4               -0.027486           0.111562         -0.643902   \n",
       "...                   ...                ...               ...   \n",
       "93019           -0.027486           1.517249         -0.412562   \n",
       "93020           -0.027486           1.312254         -0.130360   \n",
       "93021           -0.027486          -0.737705         -0.643902   \n",
       "93022           -0.027486           0.565482         -0.643902   \n",
       "93023           -0.027486          -1.176982         -0.455221   \n",
       "\n",
       "       diffuse_rad_1h:J_30  direct_rad:W_30  direct_rad_1h:J_30  \\\n",
       "0                -0.653964        -0.440573           -0.448215   \n",
       "1                -0.217717         0.083043           -0.121473   \n",
       "2                -0.554471        -0.440573           -0.448215   \n",
       "3                 0.199186         0.703851            1.035289   \n",
       "4                -0.653964        -0.440573           -0.448215   \n",
       "...                    ...              ...                 ...   \n",
       "93019            -0.536554        -0.440573           -0.448215   \n",
       "93020            -0.306574        -0.439698           -0.447596   \n",
       "93021            -0.653964        -0.440573           -0.448215   \n",
       "93022            -0.653964        -0.440573           -0.448215   \n",
       "93023            -0.497880        -0.440573           -0.448215   \n",
       "\n",
       "       effective_cloud_cover:p_30  elevation:m_30  fresh_snow_12h:cm_30  \\\n",
       "0                        0.960342       -0.685740             -0.149072   \n",
       "1                       -1.932135        1.599325             -0.149072   \n",
       "2                        0.016634       -0.685740             -0.149072   \n",
       "3                       -1.768520        1.599325             -0.149072   \n",
       "4                        0.960342       -0.558792             -0.149072   \n",
       "...                           ...             ...                   ...   \n",
       "93019                    0.960342       -0.558792             -0.149072   \n",
       "93020                    0.960342        1.599325             -0.149072   \n",
       "93021                   -1.727616       -0.558792             -0.149072   \n",
       "93022                   -0.506349       -0.685740             -0.149072   \n",
       "93023                    0.960342       -0.685740              5.328155   \n",
       "\n",
       "       fresh_snow_1h:cm_30  fresh_snow_24h:cm_30  fresh_snow_3h:cm_30  \\\n",
       "0                -0.087486             -0.188034            -0.104584   \n",
       "1                -0.087486             -0.188034            -0.104584   \n",
       "2                -0.087486             -0.188034            -0.104584   \n",
       "3                -0.087486             -0.188034            -0.104584   \n",
       "4                -0.087486             -0.188034            -0.104584   \n",
       "...                    ...                   ...                  ...   \n",
       "93019            -0.087486             -0.188034            -0.104584   \n",
       "93020            -0.087486             -0.188034            -0.104584   \n",
       "93021            -0.087486             -0.188034            -0.104584   \n",
       "93022            -0.087486             -0.188034            -0.104584   \n",
       "93023             4.406288              3.306565             4.544983   \n",
       "\n",
       "       fresh_snow_6h:cm_30  is_day:idx_30  is_in_shadow:idx_30  \\\n",
       "0                -0.121631      -0.966276             0.879543   \n",
       "1                -0.121631       1.034890            -1.136943   \n",
       "2                -0.121631       1.034890             0.879543   \n",
       "3                -0.121631       1.034890            -1.136943   \n",
       "4                -0.121631      -0.966276             0.879543   \n",
       "...                    ...            ...                  ...   \n",
       "93019            -0.121631       1.034890            -1.136943   \n",
       "93020            -0.121631       1.034890            -1.136943   \n",
       "93021            -0.121631      -0.966276             0.879543   \n",
       "93022            -0.121631      -0.966276             0.879543   \n",
       "93023             5.073072       1.034890            -1.136943   \n",
       "\n",
       "       msl_pressure:hPa_30  precip_5min:mm_30  precip_type_5min:idx_30  \\\n",
       "0                 0.916878          -0.172386                 -0.21722   \n",
       "1                 0.175587          -0.172386                 -0.21722   \n",
       "2                 1.696376          -0.172386                 -0.21722   \n",
       "3                 0.565341          -0.172386                 -0.21722   \n",
       "4                -0.282943          -0.172386                 -0.21722   \n",
       "...                    ...                ...                      ...   \n",
       "93019            -0.107174          -0.172386                 -0.21722   \n",
       "93020            -0.619196          -0.172386                 -0.21722   \n",
       "93021             1.329558          -0.172386                 -0.21722   \n",
       "93022             1.062082          -0.172386                 -0.21722   \n",
       "93023            -1.467479          -0.172386                 -0.21722   \n",
       "\n",
       "       pressure_100m:hPa_30  pressure_50m:hPa_30  prob_rime:p_30  \\\n",
       "0                  0.990524             0.983688       -0.139012   \n",
       "1                  0.075464             0.057449       -0.139012   \n",
       "2                  1.682585             1.718560       -0.139012   \n",
       "3                  0.444562             0.432535       -0.139012   \n",
       "4                 -0.239806            -0.233436       -0.139012   \n",
       "...                     ...                  ...             ...   \n",
       "93019             -0.024499            -0.042064       -0.139012   \n",
       "93020             -0.731940            -0.746314       -0.139012   \n",
       "93021              1.359622             1.374090       -0.139012   \n",
       "93022              1.128935             1.129133       -0.139012   \n",
       "93023             -1.431688            -1.419942       -0.139012   \n",
       "\n",
       "       rain_water:kgm2_30  relative_humidity_1000hPa:p_30  \\\n",
       "0               -0.226715                        1.190330   \n",
       "1               -0.226715                       -0.426862   \n",
       "2               -0.226715                        0.212983   \n",
       "3               -0.226715                       -1.031552   \n",
       "4               -0.226715                        0.754391   \n",
       "...                   ...                             ...   \n",
       "93019            9.336886                        1.492675   \n",
       "93020            4.555086                        1.267674   \n",
       "93021           -0.226715                       -0.975302   \n",
       "93022           -0.226715                        0.473140   \n",
       "93023           -0.226715                       -0.138580   \n",
       "\n",
       "       sfc_pressure:hPa_30  snow_density:kgm3_30  snow_depth:cm_30  \\\n",
       "0                 0.967062             -0.216506         -0.154018   \n",
       "1                 0.037510             -0.216506         -0.154018   \n",
       "2                 1.759463             -0.216506         -0.154018   \n",
       "3                 0.418474             -0.216506         -0.154018   \n",
       "4                -0.236781             -0.216506         -0.154018   \n",
       "...                    ...                   ...               ...   \n",
       "93019            -0.053917             -0.216506         -0.154018   \n",
       "93020            -0.754891             -0.216506         -0.154018   \n",
       "93021             1.386126             -0.216506         -0.154018   \n",
       "93022             1.127069             -0.216506         -0.154018   \n",
       "93023            -1.410150             -0.216506         -0.154018   \n",
       "\n",
       "       snow_drift:idx_30  snow_melt_10min:mm_30  snow_water:kgm2_30  \\\n",
       "0              -0.004639               -0.06382           -0.380472   \n",
       "1              -0.004639               -0.06382           -0.380472   \n",
       "2              -0.004639               -0.06382           -0.380472   \n",
       "3              -0.004639               -0.06382           -0.380472   \n",
       "4              -0.004639               -0.06382            2.146367   \n",
       "...                  ...                    ...                 ...   \n",
       "93019          -0.004639               -0.06382            1.304088   \n",
       "93020          -0.004639               -0.06382            4.252066   \n",
       "93021          -0.004639               -0.06382           -0.380472   \n",
       "93022          -0.004639               -0.06382           -0.380472   \n",
       "93023          -0.004639               -0.06382            2.146367   \n",
       "\n",
       "       sun_azimuth:d_30  sun_elevation:d_30  \\\n",
       "0             -1.695778           -0.416310   \n",
       "1             -1.183205            0.400794   \n",
       "2             -0.234472            0.143726   \n",
       "3              0.548195            0.589013   \n",
       "4             -0.790943           -0.429388   \n",
       "...                 ...                 ...   \n",
       "93019         -0.837271            0.302415   \n",
       "93020         -0.891794            0.593678   \n",
       "93021          1.362902           -0.979344   \n",
       "93022          1.664258           -0.717403   \n",
       "93023         -0.096820            0.222945   \n",
       "\n",
       "       super_cooled_liquid_water:kgm2_30  t_1000hPa:K_30  \\\n",
       "0                               0.406303        0.916208   \n",
       "1                              -0.532899        2.005926   \n",
       "2                              -0.532899       -2.337592   \n",
       "3                              -0.532899        1.161779   \n",
       "4                               0.406303       -0.188854   \n",
       "...                                  ...             ...   \n",
       "93019                           2.284706        1.161779   \n",
       "93020                           0.406303        0.885515   \n",
       "93021                          -0.532899       -0.772085   \n",
       "93022                          -0.532899        0.256241   \n",
       "93023                           0.406303       -1.201831   \n",
       "\n",
       "       total_cloud_cover:p_30  visibility:m_30  wind_speed_10m:ms_30  \\\n",
       "0                    0.773033        -0.998379             -0.931325   \n",
       "1                   -2.115496         0.814409             -1.101869   \n",
       "2                    0.016303        -0.384539             -0.874476   \n",
       "3                   -1.818104         1.149019              0.944668   \n",
       "4                    0.773033        -1.714306              1.058365   \n",
       "...                       ...              ...                   ...   \n",
       "93019                0.773033        -1.798701             -0.988173   \n",
       "93020                0.773033        -1.796716              0.205641   \n",
       "93021               -1.697381         0.722216             -0.760780   \n",
       "93022               -0.705093        -0.778912             -0.988173   \n",
       "93023                0.773033        -0.638701              1.285758   \n",
       "\n",
       "       wind_speed_u_10m:ms_30  wind_speed_v_10m:ms_30  \\\n",
       "0                    0.261668               -0.365118   \n",
       "1                   -0.451140                0.166468   \n",
       "2                   -0.130376                0.432261   \n",
       "3                   -1.662915                0.963846   \n",
       "4                    1.473443                0.166468   \n",
       "...                       ...                     ...   \n",
       "93019                0.154747                0.060151   \n",
       "93020                0.938837               -0.684069   \n",
       "93021               -0.807544               -0.046167   \n",
       "93022                0.190388               -0.152484   \n",
       "93023               -0.201657               -3.182522   \n",
       "\n",
       "       wind_speed_w_1000hPa:ms_30  absolute_humidity_2m:gm3_45  \\\n",
       "0                        0.000171                     1.800118   \n",
       "1                        0.000171                     2.242523   \n",
       "2                        0.000171                    -1.739117   \n",
       "3                        0.000171                     0.694107   \n",
       "4                        0.000171                    -0.080100   \n",
       "...                           ...                          ...   \n",
       "93019                    0.000171                     1.836986   \n",
       "93020                    0.000171                     1.468315   \n",
       "93021                    0.000171                    -0.780574   \n",
       "93022                    0.000171                     0.436038   \n",
       "93023                    0.000171                    -1.075511   \n",
       "\n",
       "       air_density_2m:kgm3_45  ceiling_height_agl:m_45  \\\n",
       "0                   -0.586040                -0.514379   \n",
       "1                   -1.652262                -1.165899   \n",
       "2                    3.460144                -0.542557   \n",
       "3                   -0.968785                -1.165899   \n",
       "4                    0.042759                -0.488245   \n",
       "...                       ...                      ...   \n",
       "93019               -0.968785                -0.283846   \n",
       "93020               -1.105481                -0.183983   \n",
       "93021                1.464393                -1.165899   \n",
       "93022                0.288812                -1.165899   \n",
       "93023                0.343490                -0.169639   \n",
       "\n",
       "       clear_sky_energy_1h:J_45  clear_sky_rad:W_45  cloud_base_agl:m_45  \\\n",
       "0                     -0.627838           -0.626252            -0.514379   \n",
       "1                     -0.321742           -0.140925            -1.165899   \n",
       "2                     -0.582067           -0.526473            -0.542557   \n",
       "3                      0.232786            0.012243            -1.165899   \n",
       "4                     -0.627838           -0.626252            -0.488245   \n",
       "...                         ...                 ...                  ...   \n",
       "93019                 -0.461926           -0.280090            -0.283846   \n",
       "93020                 -0.012910            0.254687            -0.183983   \n",
       "93021                 -0.627838           -0.626252            -1.165899   \n",
       "93022                 -0.627838           -0.626252            -1.165899   \n",
       "93023                 -0.500232           -0.460829            -0.169639   \n",
       "\n",
       "       dew_or_rime:idx_45  dew_point_2m:K_45  diffuse_rad:W_45  \\\n",
       "0               -0.026713           1.516948         -0.649161   \n",
       "1               -0.026713           1.780455          0.027596   \n",
       "2               -0.026713          -2.582084         -0.374177   \n",
       "3               -0.026713           0.814254          0.093460   \n",
       "4               -0.026713           0.096924         -0.649161   \n",
       "...                   ...                ...               ...   \n",
       "93019           -0.026713           1.516948         -0.361004   \n",
       "93020           -0.026713           1.311997         -0.036622   \n",
       "93021           -0.026713          -0.752159         -0.649161   \n",
       "93022           -0.026713           0.550747         -0.649161   \n",
       "93023           -0.026713          -1.176701         -0.431808   \n",
       "\n",
       "       diffuse_rad_1h:J_45  direct_rad:W_45  direct_rad_1h:J_45  \\\n",
       "0                -0.657170        -0.443468           -0.449428   \n",
       "1                -0.133635         0.232834           -0.013126   \n",
       "2                -0.517699        -0.379016           -0.416816   \n",
       "3                 0.178291         0.515362            0.868124   \n",
       "4                -0.657170        -0.443468           -0.449428   \n",
       "...                    ...              ...                 ...   \n",
       "93019            -0.500630        -0.442585           -0.448915   \n",
       "93020            -0.224810        -0.440819           -0.447892   \n",
       "93021            -0.657170        -0.443468           -0.449428   \n",
       "93022            -0.657170        -0.443468           -0.449428   \n",
       "93023            -0.469071        -0.443468           -0.449428   \n",
       "\n",
       "       effective_cloud_cover:p_45  elevation:m_45  fresh_snow_12h:cm_45  \\\n",
       "0                        0.955622       -0.685740             -0.149375   \n",
       "1                       -1.911177        1.599325             -0.149375   \n",
       "2                        0.200437       -0.685740             -0.149375   \n",
       "3                       -1.673004        1.599325             -0.149375   \n",
       "4                        0.955622       -0.558792             -0.149375   \n",
       "...                           ...             ...                   ...   \n",
       "93019                    0.955622       -0.558792             -0.149375   \n",
       "93020                    0.952718        1.599325             -0.149375   \n",
       "93021                   -1.597485       -0.558792             -0.149375   \n",
       "93022                   -0.511180       -0.685740             -0.149375   \n",
       "93023                    0.955622       -0.685740              5.316192   \n",
       "\n",
       "       fresh_snow_1h:cm_45  fresh_snow_24h:cm_45  fresh_snow_3h:cm_45  \\\n",
       "0                -0.087254             -0.188512            -0.104687   \n",
       "1                -0.087254             -0.188512            -0.104687   \n",
       "2                -0.087254             -0.188512            -0.104687   \n",
       "3                -0.087254             -0.188512            -0.104687   \n",
       "4                -0.087254             -0.188512            -0.104687   \n",
       "...                    ...                   ...                  ...   \n",
       "93019            -0.087254             -0.188512            -0.104687   \n",
       "93020            -0.087254             -0.188512            -0.104687   \n",
       "93021            -0.087254             -0.188512            -0.104687   \n",
       "93022            -0.087254             -0.188512            -0.104687   \n",
       "93023             4.379774              3.298091             4.530217   \n",
       "\n",
       "       fresh_snow_6h:cm_45  is_day:idx_45  is_in_shadow:idx_45  \\\n",
       "0                -0.121861      -0.967359             0.879292   \n",
       "1                -0.121861       1.033731            -1.137266   \n",
       "2                -0.121861       1.033731            -1.137266   \n",
       "3                -0.121861       1.033731            -1.137266   \n",
       "4                -0.121861      -0.967359             0.879292   \n",
       "...                    ...            ...                  ...   \n",
       "93019            -0.121861       1.033731            -1.137266   \n",
       "93020            -0.121861       1.033731            -1.137266   \n",
       "93021            -0.121861      -0.967359             0.879292   \n",
       "93022            -0.121861      -0.967359             0.879292   \n",
       "93023             5.064081       1.033731            -1.137266   \n",
       "\n",
       "       msl_pressure:hPa_45  precip_5min:mm_45  precip_type_5min:idx_45  \\\n",
       "0                 0.924489            -0.1732                -0.220466   \n",
       "1                 0.175581            -0.1732                -0.220466   \n",
       "2                 1.696322            -0.1732                -0.220466   \n",
       "3                 0.565322            -0.1732                -0.220466   \n",
       "4                -0.275289            -0.1732                -0.220466   \n",
       "...                    ...                ...                      ...   \n",
       "93019            -0.099526            -0.1732                -0.220466   \n",
       "93020            -0.619176            -0.1732                -0.220466   \n",
       "93021             1.337155            -0.1732                -0.220466   \n",
       "93022             1.062048            -0.1732                -0.220466   \n",
       "93023            -1.467432            -0.1732                -0.220466   \n",
       "\n",
       "       pressure_100m:hPa_45  pressure_50m:hPa_45  prob_rime:p_45  \\\n",
       "0                  0.998163             0.983656       -0.138767   \n",
       "1                  0.075452             0.057443       -0.138767   \n",
       "2                  1.682509             1.718507       -0.138767   \n",
       "3                  0.444535             0.432519       -0.138767   \n",
       "4                 -0.232119            -0.233434       -0.138767   \n",
       "...                     ...                  ...             ...   \n",
       "93019             -0.016820            -0.034414       -0.138767   \n",
       "93020             -0.731921            -0.738645       -0.138767   \n",
       "93021              1.367247             1.381700       -0.138767   \n",
       "93022              1.128882             1.121439       -0.138767   \n",
       "93023             -1.431642            -1.419908       -0.138767   \n",
       "\n",
       "       rain_water:kgm2_45  relative_humidity_1000hPa:p_45  \\\n",
       "0               -0.227180                        1.195156   \n",
       "1               -0.227180                       -0.419125   \n",
       "2               -0.227180                        0.177457   \n",
       "3               -0.227180                       -1.001669   \n",
       "4               -0.227180                        0.795095   \n",
       "...                   ...                             ...   \n",
       "93019            9.246385                        1.482919   \n",
       "93020            4.509603                        1.223230   \n",
       "93021           -0.227180                       -0.931483   \n",
       "93022           -0.227180                        0.479258   \n",
       "93023           -0.227180                       -0.138380   \n",
       "\n",
       "       sfc_pressure:hPa_45  snow_density:kgm3_45  snow_depth:cm_45  \\\n",
       "0                 0.974665             -0.216696         -0.154067   \n",
       "1                 0.037510             -0.216696         -0.154067   \n",
       "2                 1.759429             -0.216696         -0.154067   \n",
       "3                 0.418466             -0.216696         -0.154067   \n",
       "4                -0.229160             -0.216696         -0.154067   \n",
       "...                    ...                   ...               ...   \n",
       "93019            -0.046299             -0.216696         -0.154067   \n",
       "93020            -0.754876             -0.216696         -0.154067   \n",
       "93021             1.393716             -0.216696         -0.154067   \n",
       "93022             1.119425             -0.216696         -0.154067   \n",
       "93023            -1.410123             -0.216696         -0.154067   \n",
       "\n",
       "       snow_drift:idx_45  snow_melt_10min:mm_45  snow_water:kgm2_45  \\\n",
       "0              -0.004639              -0.063921           -0.374735   \n",
       "1              -0.004639              -0.063921           -0.374735   \n",
       "2              -0.004639              -0.063921           -0.374735   \n",
       "3              -0.004639              -0.063921           -0.374735   \n",
       "4              -0.004639              -0.063921            2.116168   \n",
       "...                  ...                    ...                 ...   \n",
       "93019          -0.004639              -0.063921            1.701017   \n",
       "93020          -0.004639              -0.063921            4.607070   \n",
       "93021          -0.004639              -0.063921           -0.374735   \n",
       "93022          -0.004639              -0.063921           -0.374735   \n",
       "93023          -0.004639              -0.063921            2.116168   \n",
       "\n",
       "       sun_azimuth:d_45  sun_elevation:d_45  \\\n",
       "0             -1.687424           -0.411826   \n",
       "1             -1.179270            0.459092   \n",
       "2             -0.227917            0.174437   \n",
       "3              0.556527            0.531901   \n",
       "4             -0.785701           -0.359885   \n",
       "...                 ...                 ...   \n",
       "93019         -0.831634            0.372413   \n",
       "93020         -0.886515            0.663649   \n",
       "93021          1.375370           -1.025788   \n",
       "93022          1.676499           -0.730220   \n",
       "93023         -0.089661            0.237333   \n",
       "\n",
       "       super_cooled_liquid_water:kgm2_45  t_1000hPa:K_45  \\\n",
       "0                               0.399658        0.900715   \n",
       "1                              -0.527065        2.020905   \n",
       "2                              -0.527065       -2.337083   \n",
       "3                              -0.527065        1.146236   \n",
       "4                               0.399658       -0.219470   \n",
       "...                                  ...             ...   \n",
       "93019                           2.253103        1.146236   \n",
       "93020                           0.399658        0.885374   \n",
       "93021                          -0.527065       -0.787238   \n",
       "93022                          -0.527065        0.256227   \n",
       "93023                           0.399658       -1.201551   \n",
       "\n",
       "       total_cloud_cover:p_45  visibility:m_45  wind_speed_10m:ms_45  \\\n",
       "0                    0.768489        -1.102563             -0.872096   \n",
       "1                   -2.081249         0.816756             -1.042160   \n",
       "2                    0.183927        -0.388191             -0.872096   \n",
       "3                   -1.639905         1.117837              0.885235   \n",
       "4                    0.768489        -1.694251              0.941923   \n",
       "...                       ...              ...                   ...   \n",
       "93019                0.768489        -1.786764             -0.928784   \n",
       "93020                0.768489        -1.785625              0.148290   \n",
       "93021               -1.449923         0.692750             -0.758719   \n",
       "93022               -0.707529        -0.691811             -1.042160   \n",
       "93023                0.768489        -0.686866              1.282052   \n",
       "\n",
       "       wind_speed_u_10m:ms_45  wind_speed_v_10m:ms_45  \\\n",
       "0                    0.297381               -0.416607   \n",
       "1                   -0.450831                0.166948   \n",
       "2                   -0.130168                0.432201   \n",
       "3                   -1.626592                0.909656   \n",
       "4                    1.366256                0.326100   \n",
       "...                       ...                     ...   \n",
       "93019                0.154865                0.113898   \n",
       "93020                0.903077               -0.734911   \n",
       "93021               -0.807122               -0.045254   \n",
       "93022                0.190494               -0.151355   \n",
       "93023               -0.237056               -3.175236   \n",
       "\n",
       "       wind_speed_w_1000hPa:ms_45       day  hour  location_A  location_B  \\\n",
       "0                        0.000172  0.427953    23           1           0   \n",
       "1                        0.000172  0.090168     3           0           0   \n",
       "2                        0.000172 -1.470947     9           1           0   \n",
       "3                        0.000172  0.911808    14           0           0   \n",
       "4                        0.000172 -1.178808     5           0           1   \n",
       "...                           ...       ...   ...         ...         ...   \n",
       "93019                    0.000172  0.692704     5           0           1   \n",
       "93020                    0.000172  0.464471     5           0           0   \n",
       "93021                    0.000172  0.930067    20           0           1   \n",
       "93022                    0.000172  0.637928    22           1           0   \n",
       "93023                    0.000172 -1.498335    10           1           0   \n",
       "\n",
       "       location_C  \n",
       "0               0  \n",
       "1               1  \n",
       "2               0  \n",
       "3               1  \n",
       "4               0  \n",
       "...           ...  \n",
       "93019           0  \n",
       "93020           1  \n",
       "93021           0  \n",
       "93022           0  \n",
       "93023           0  \n",
       "\n",
       "[93024 rows x 186 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "#Read dataset\n",
    "train_a = pd.read_parquet('A/train_targets.parquet')\n",
    "train_b = pd.read_parquet('B/train_targets.parquet')\n",
    "train_c = pd.read_parquet('C/train_targets.parquet')\n",
    "X_train_estimated_a = pd.read_parquet('A/X_train_estimated.parquet')\n",
    "X_train_estimated_b = pd.read_parquet('B/X_train_estimated.parquet')\n",
    "X_train_estimated_c = pd.read_parquet('C/X_train_estimated.parquet')\n",
    "X_train_observed_a = pd.read_parquet('A/X_train_observed.parquet')\n",
    "X_train_observed_b = pd.read_parquet('B/X_train_observed.parquet')\n",
    "X_train_observed_c = pd.read_parquet('C/X_train_observed.parquet')\n",
    "\n",
    "#add location to each sample\n",
    "train_a[\"location\"] = \"A\"\n",
    "train_b[\"location\"] = \"B\"\n",
    "train_c[\"location\"] = \"C\"\n",
    "X_train_estimated_a[\"location\"] = \"A\"\n",
    "X_train_estimated_b[\"location\"] = \"B\"\n",
    "X_train_estimated_c[\"location\"] = \"C\"\n",
    "X_train_observed_a[\"location\"] = \"A\"\n",
    "X_train_observed_b[\"location\"] = \"B\"\n",
    "X_train_observed_c[\"location\"] = \"C\"\n",
    "\n",
    "#remove extra minute 00 sample\n",
    "X_train_observed_a = X_train_observed_a.iloc[:-1,:]\n",
    "X_train_observed_b = X_train_observed_b.iloc[:-1,:]\n",
    "X_train_observed_c = X_train_observed_c.iloc[:-1,:]\n",
    "\n",
    "#add date_calc column same as date_forecast column to observed data\n",
    "X_train_observed_a.insert(0, \"date_calc\", X_train_observed_a[\"date_forecast\"])\n",
    "X_train_observed_b.insert(0, \"date_calc\", X_train_observed_b[\"date_forecast\"])\n",
    "X_train_observed_c.insert(0, \"date_calc\", X_train_observed_c[\"date_forecast\"])\n",
    "\n",
    "#concat all the samples and remove date_calc column\n",
    "X_train_raw = pd.concat([X_train_observed_a,\n",
    "                     X_train_observed_b,\n",
    "                     X_train_observed_c,\n",
    "                     X_train_estimated_a,\n",
    "                     X_train_estimated_b,\n",
    "                     X_train_estimated_c])\n",
    "\n",
    "#feature indicating time between date_calc and date_forecast\n",
    "X_train_raw[\"calc_time\"] =(X_train_raw[\"date_forecast\"] - X_train_raw[\"date_calc\"]).astype('timedelta64[s]')\n",
    "\n",
    "#fill nans\n",
    "X_train_raw[\"snow_density:kgm3\"] = X_train_raw[\"snow_density:kgm3\"].apply(\n",
    "    lambda a : np.isnan(a)\n",
    "    ).map({True: 0, False: 1})\n",
    "X_train_raw[\"ceiling_height_agl:m\"] = X_train_raw[\"ceiling_height_agl:m\"].apply(\n",
    "    lambda a : -1000 if np.isnan(a) else a\n",
    ")\n",
    "X_train_raw[\"cloud_base_agl:m\"] = X_train_raw[\"ceiling_height_agl:m\"].apply(\n",
    "    lambda a : -1000 if np.isnan(a) else a\n",
    ")\n",
    "\n",
    "#create seperate dataframes for measurments at minute 00, 15, 30 and 45\n",
    "X_train00 = X_train_raw[X_train_raw[\"date_forecast\"].apply(lambda time: time.minute == 0)].reset_index().iloc[:,1:]\n",
    "X_train15 = X_train_raw[X_train_raw[\"date_forecast\"].apply(lambda time: time.minute == 15)].reset_index().iloc[:,1:]\n",
    "X_train30 = X_train_raw[X_train_raw[\"date_forecast\"].apply(lambda time: time.minute == 30)].reset_index().iloc[:,1:]\n",
    "X_train45 = X_train_raw[X_train_raw[\"date_forecast\"].apply(lambda time: time.minute == 45)].reset_index().iloc[:,1:]\n",
    "\n",
    "#remove redundant data\n",
    "X_train15 = X_train15.iloc[:,2:-2]\n",
    "X_train30 = X_train30.iloc[:,2:-2]\n",
    "X_train45 = X_train45.iloc[:,2:-2]\n",
    "\n",
    "#join observations into single sample\n",
    "X_train = X_train00.join(X_train15, lsuffix=\"_00\", rsuffix=\"_15\").join(X_train30.join(X_train45, lsuffix=\"_30\", rsuffix=\"_45\"))\n",
    "\n",
    "#rename column for merging with targets\n",
    "X_train = X_train.rename(columns={\"date_forecast\" : \"time\"})\n",
    "\n",
    "#concat target values and drop NaN values\n",
    "targets = pd.concat([train_a,\n",
    "                     train_b,\n",
    "                     train_c]).dropna()\n",
    "\n",
    "#merge weatherfeatures with corresponding target pv measurement\n",
    "dataset = pd.merge(X_train, targets, how=\"right\", on=[\"time\", \"location\"])\n",
    "\n",
    "#shuffle dataset\n",
    "dataset = dataset.sample(frac=1, random_state=43).reset_index().iloc[:,1:]\n",
    "\n",
    "#split into features and targets\n",
    "datasetX = dataset.iloc[:, :-1]\n",
    "datasetY = dataset.iloc[:, -1:]\n",
    "\n",
    "#add day_of_year and hour feature columns\n",
    "datasetX[\"day\"] = datasetX[\"time\"].dt.day_of_year\n",
    "datasetX[\"hour\"] = datasetX[\"time\"].dt.hour\n",
    "\n",
    "#get indexes of samples in the months of the test dataset\n",
    "indexMayJuneJuly = datasetX[\"time\"].apply(lambda time : time.month in [5, 6, 7])\n",
    "\n",
    "#OHE encoding for catagorical feature \"location\"\n",
    "datasetX[\"location_A\"] = datasetX[\"location\"].apply(lambda a : a == \"A\").map({True: 1, False: 0})\n",
    "datasetX[\"location_B\"] = datasetX[\"location\"].apply(lambda a : a == \"B\").map({True: 1, False: 0})\n",
    "datasetX[\"location_C\"] = datasetX[\"location\"].apply(lambda a : a == \"C\").map({True: 1, False: 0})\n",
    "\n",
    "datasetX = datasetX.drop(\"location\", axis=1)\n",
    "\n",
    "\n",
    "#drop time and date_calc columns\n",
    "datasetX = datasetX.iloc[:,2:]\n",
    "\n",
    "#calculate mean and std for normalizing data, values should also be used for normalizing test data\n",
    "dataMean = datasetX.mean()\n",
    "dataStd = datasetX.std()\n",
    "\n",
    "#normalize data\n",
    "datasetX.iloc[:,:-4] = ((datasetX.iloc[:,:-4]-dataMean[:-4])/dataStd[:-4]).fillna(value=0)\n",
    "\n",
    "\n",
    "#partition into training and evalset\n",
    "trainsetX = datasetX.iloc[:,:]\n",
    "trainsetY = datasetY.iloc[:,:]\n",
    "trainsetIndexMayJuneJuly = indexMayJuneJuly[:]\n",
    "evalsetX = datasetX.iloc[85000:,:]\n",
    "evalsetY = datasetY.iloc[85000:,:]\n",
    "evalsetIndexMayJuneJuly = indexMayJuneJuly[85000:]\n",
    "\n",
    "display(datasetX)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "tf.keras.utils.set_random_seed(20)#seed for reproduceibility\n",
    "\n",
    "numModels = 10\n",
    "\n",
    "models = []\n",
    "\n",
    "for i in range(numModels):\n",
    "    models.append(tf.keras.models.Sequential([\n",
    "        #tf.keras.layers.GaussianNoise(stddev=0.1, seed=42),\n",
    "        tf.keras.layers.Dense(150, activation=\"tanh\"),\n",
    "        tf.keras.layers.Dense(120, activation=\"relu\"),\n",
    "        tf.keras.layers.Dense(90, activation=\"relu\"),\n",
    "        tf.keras.layers.Dense(60, activation=\"relu\"),\n",
    "        tf.keras.layers.Dense(1, activation=\"relu\"),\n",
    "    ]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "251/251 [==============================] - 1s 4ms/step - loss: 68.4229\n",
      "0  complete\n",
      "251/251 [==============================] - 1s 2ms/step - loss: 62.4169\n",
      "1  complete\n",
      "251/251 [==============================] - 1s 3ms/step - loss: 62.1772\n",
      "2  complete\n"
     ]
    }
   ],
   "source": [
    "i = 0\n",
    "while(i < numModels):\n",
    "    models[i].compile(\n",
    "        optimizer=tf.keras.optimizers.experimental.Adadelta(learning_rate=1, \n",
    "                                                            #weight_decay=0.0001\n",
    "                                                            ),\n",
    "        loss=\"mean_absolute_error\"\n",
    "    )\n",
    "\n",
    "    history = models[i].fit(x = trainsetX,\n",
    "                        y= trainsetY,\n",
    "                        batch_size = 1000,\n",
    "                        epochs=100,\n",
    "                        verbose=0\n",
    "                    )\n",
    "    \n",
    "    #retry if model is nonsensical\n",
    "    loss = models[i].evaluate(evalsetX, evalsetY)\n",
    "    if(loss > 200):\n",
    "        continue\n",
    "    \n",
    "    print(i, \" complete\")\n",
    "    i+=1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/bm/37km6rb530l8y0vv0znc0zb00000gn/T/ipykernel_12768/1064356002.py:63: PerformanceWarning: Adding/subtracting object-dtype array to TimedeltaArray not vectorized.\n",
      "  X_test.iloc[:,:-4] = ((X_test.iloc[:,:-4]-dataMean[:-4])/dataStd[:-4]).fillna(value=0)\n"
     ]
    },
    {
     "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>absolute_humidity_2m:gm3_00</th>\n",
       "      <th>air_density_2m:kgm3_00</th>\n",
       "      <th>ceiling_height_agl:m_00</th>\n",
       "      <th>clear_sky_energy_1h:J_00</th>\n",
       "      <th>clear_sky_rad:W_00</th>\n",
       "      <th>cloud_base_agl:m_00</th>\n",
       "      <th>dew_or_rime:idx_00</th>\n",
       "      <th>dew_point_2m:K_00</th>\n",
       "      <th>diffuse_rad:W_00</th>\n",
       "      <th>diffuse_rad_1h:J_00</th>\n",
       "      <th>direct_rad:W_00</th>\n",
       "      <th>direct_rad_1h:J_00</th>\n",
       "      <th>effective_cloud_cover:p_00</th>\n",
       "      <th>elevation:m_00</th>\n",
       "      <th>fresh_snow_12h:cm_00</th>\n",
       "      <th>fresh_snow_1h:cm_00</th>\n",
       "      <th>fresh_snow_24h:cm_00</th>\n",
       "      <th>fresh_snow_3h:cm_00</th>\n",
       "      <th>fresh_snow_6h:cm_00</th>\n",
       "      <th>is_day:idx_00</th>\n",
       "      <th>is_in_shadow:idx_00</th>\n",
       "      <th>msl_pressure:hPa_00</th>\n",
       "      <th>precip_5min:mm_00</th>\n",
       "      <th>precip_type_5min:idx_00</th>\n",
       "      <th>pressure_100m:hPa_00</th>\n",
       "      <th>pressure_50m:hPa_00</th>\n",
       "      <th>prob_rime:p_00</th>\n",
       "      <th>rain_water:kgm2_00</th>\n",
       "      <th>relative_humidity_1000hPa:p_00</th>\n",
       "      <th>sfc_pressure:hPa_00</th>\n",
       "      <th>snow_density:kgm3_00</th>\n",
       "      <th>snow_depth:cm_00</th>\n",
       "      <th>snow_drift:idx_00</th>\n",
       "      <th>snow_melt_10min:mm_00</th>\n",
       "      <th>snow_water:kgm2_00</th>\n",
       "      <th>sun_azimuth:d_00</th>\n",
       "      <th>sun_elevation:d_00</th>\n",
       "      <th>super_cooled_liquid_water:kgm2_00</th>\n",
       "      <th>t_1000hPa:K_00</th>\n",
       "      <th>total_cloud_cover:p_00</th>\n",
       "      <th>visibility:m_00</th>\n",
       "      <th>wind_speed_10m:ms_00</th>\n",
       "      <th>wind_speed_u_10m:ms_00</th>\n",
       "      <th>wind_speed_v_10m:ms_00</th>\n",
       "      <th>wind_speed_w_1000hPa:ms_00</th>\n",
       "      <th>calc_time</th>\n",
       "      <th>absolute_humidity_2m:gm3_15</th>\n",
       "      <th>air_density_2m:kgm3_15</th>\n",
       "      <th>ceiling_height_agl:m_15</th>\n",
       "      <th>clear_sky_energy_1h:J_15</th>\n",
       "      <th>clear_sky_rad:W_15</th>\n",
       "      <th>cloud_base_agl:m_15</th>\n",
       "      <th>dew_or_rime:idx_15</th>\n",
       "      <th>dew_point_2m:K_15</th>\n",
       "      <th>diffuse_rad:W_15</th>\n",
       "      <th>diffuse_rad_1h:J_15</th>\n",
       "      <th>direct_rad:W_15</th>\n",
       "      <th>direct_rad_1h:J_15</th>\n",
       "      <th>effective_cloud_cover:p_15</th>\n",
       "      <th>elevation:m_15</th>\n",
       "      <th>fresh_snow_12h:cm_15</th>\n",
       "      <th>fresh_snow_1h:cm_15</th>\n",
       "      <th>fresh_snow_24h:cm_15</th>\n",
       "      <th>fresh_snow_3h:cm_15</th>\n",
       "      <th>fresh_snow_6h:cm_15</th>\n",
       "      <th>is_day:idx_15</th>\n",
       "      <th>is_in_shadow:idx_15</th>\n",
       "      <th>msl_pressure:hPa_15</th>\n",
       "      <th>precip_5min:mm_15</th>\n",
       "      <th>precip_type_5min:idx_15</th>\n",
       "      <th>pressure_100m:hPa_15</th>\n",
       "      <th>pressure_50m:hPa_15</th>\n",
       "      <th>prob_rime:p_15</th>\n",
       "      <th>rain_water:kgm2_15</th>\n",
       "      <th>relative_humidity_1000hPa:p_15</th>\n",
       "      <th>sfc_pressure:hPa_15</th>\n",
       "      <th>snow_density:kgm3_15</th>\n",
       "      <th>snow_depth:cm_15</th>\n",
       "      <th>snow_drift:idx_15</th>\n",
       "      <th>snow_melt_10min:mm_15</th>\n",
       "      <th>snow_water:kgm2_15</th>\n",
       "      <th>sun_azimuth:d_15</th>\n",
       "      <th>sun_elevation:d_15</th>\n",
       "      <th>super_cooled_liquid_water:kgm2_15</th>\n",
       "      <th>t_1000hPa:K_15</th>\n",
       "      <th>total_cloud_cover:p_15</th>\n",
       "      <th>visibility:m_15</th>\n",
       "      <th>wind_speed_10m:ms_15</th>\n",
       "      <th>wind_speed_u_10m:ms_15</th>\n",
       "      <th>wind_speed_v_10m:ms_15</th>\n",
       "      <th>wind_speed_w_1000hPa:ms_15</th>\n",
       "      <th>absolute_humidity_2m:gm3_30</th>\n",
       "      <th>air_density_2m:kgm3_30</th>\n",
       "      <th>ceiling_height_agl:m_30</th>\n",
       "      <th>clear_sky_energy_1h:J_30</th>\n",
       "      <th>clear_sky_rad:W_30</th>\n",
       "      <th>cloud_base_agl:m_30</th>\n",
       "      <th>dew_or_rime:idx_30</th>\n",
       "      <th>dew_point_2m:K_30</th>\n",
       "      <th>diffuse_rad:W_30</th>\n",
       "      <th>diffuse_rad_1h:J_30</th>\n",
       "      <th>direct_rad:W_30</th>\n",
       "      <th>direct_rad_1h:J_30</th>\n",
       "      <th>effective_cloud_cover:p_30</th>\n",
       "      <th>elevation:m_30</th>\n",
       "      <th>fresh_snow_12h:cm_30</th>\n",
       "      <th>fresh_snow_1h:cm_30</th>\n",
       "      <th>fresh_snow_24h:cm_30</th>\n",
       "      <th>fresh_snow_3h:cm_30</th>\n",
       "      <th>fresh_snow_6h:cm_30</th>\n",
       "      <th>is_day:idx_30</th>\n",
       "      <th>is_in_shadow:idx_30</th>\n",
       "      <th>msl_pressure:hPa_30</th>\n",
       "      <th>precip_5min:mm_30</th>\n",
       "      <th>precip_type_5min:idx_30</th>\n",
       "      <th>pressure_100m:hPa_30</th>\n",
       "      <th>pressure_50m:hPa_30</th>\n",
       "      <th>prob_rime:p_30</th>\n",
       "      <th>rain_water:kgm2_30</th>\n",
       "      <th>relative_humidity_1000hPa:p_30</th>\n",
       "      <th>sfc_pressure:hPa_30</th>\n",
       "      <th>snow_density:kgm3_30</th>\n",
       "      <th>snow_depth:cm_30</th>\n",
       "      <th>snow_drift:idx_30</th>\n",
       "      <th>snow_melt_10min:mm_30</th>\n",
       "      <th>snow_water:kgm2_30</th>\n",
       "      <th>sun_azimuth:d_30</th>\n",
       "      <th>sun_elevation:d_30</th>\n",
       "      <th>super_cooled_liquid_water:kgm2_30</th>\n",
       "      <th>t_1000hPa:K_30</th>\n",
       "      <th>total_cloud_cover:p_30</th>\n",
       "      <th>visibility:m_30</th>\n",
       "      <th>wind_speed_10m:ms_30</th>\n",
       "      <th>wind_speed_u_10m:ms_30</th>\n",
       "      <th>wind_speed_v_10m:ms_30</th>\n",
       "      <th>wind_speed_w_1000hPa:ms_30</th>\n",
       "      <th>absolute_humidity_2m:gm3_45</th>\n",
       "      <th>air_density_2m:kgm3_45</th>\n",
       "      <th>ceiling_height_agl:m_45</th>\n",
       "      <th>clear_sky_energy_1h:J_45</th>\n",
       "      <th>clear_sky_rad:W_45</th>\n",
       "      <th>cloud_base_agl:m_45</th>\n",
       "      <th>dew_or_rime:idx_45</th>\n",
       "      <th>dew_point_2m:K_45</th>\n",
       "      <th>diffuse_rad:W_45</th>\n",
       "      <th>diffuse_rad_1h:J_45</th>\n",
       "      <th>direct_rad:W_45</th>\n",
       "      <th>direct_rad_1h:J_45</th>\n",
       "      <th>effective_cloud_cover:p_45</th>\n",
       "      <th>elevation:m_45</th>\n",
       "      <th>fresh_snow_12h:cm_45</th>\n",
       "      <th>fresh_snow_1h:cm_45</th>\n",
       "      <th>fresh_snow_24h:cm_45</th>\n",
       "      <th>fresh_snow_3h:cm_45</th>\n",
       "      <th>fresh_snow_6h:cm_45</th>\n",
       "      <th>is_day:idx_45</th>\n",
       "      <th>is_in_shadow:idx_45</th>\n",
       "      <th>msl_pressure:hPa_45</th>\n",
       "      <th>precip_5min:mm_45</th>\n",
       "      <th>precip_type_5min:idx_45</th>\n",
       "      <th>pressure_100m:hPa_45</th>\n",
       "      <th>pressure_50m:hPa_45</th>\n",
       "      <th>prob_rime:p_45</th>\n",
       "      <th>rain_water:kgm2_45</th>\n",
       "      <th>relative_humidity_1000hPa:p_45</th>\n",
       "      <th>sfc_pressure:hPa_45</th>\n",
       "      <th>snow_density:kgm3_45</th>\n",
       "      <th>snow_depth:cm_45</th>\n",
       "      <th>snow_drift:idx_45</th>\n",
       "      <th>snow_melt_10min:mm_45</th>\n",
       "      <th>snow_water:kgm2_45</th>\n",
       "      <th>sun_azimuth:d_45</th>\n",
       "      <th>sun_elevation:d_45</th>\n",
       "      <th>super_cooled_liquid_water:kgm2_45</th>\n",
       "      <th>t_1000hPa:K_45</th>\n",
       "      <th>total_cloud_cover:p_45</th>\n",
       "      <th>visibility:m_45</th>\n",
       "      <th>wind_speed_10m:ms_45</th>\n",
       "      <th>wind_speed_u_10m:ms_45</th>\n",
       "      <th>wind_speed_v_10m:ms_45</th>\n",
       "      <th>wind_speed_w_1000hPa:ms_45</th>\n",
       "      <th>day</th>\n",
       "      <th>hour</th>\n",
       "      <th>location_A</th>\n",
       "      <th>location_B</th>\n",
       "      <th>location_C</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-0.595904</td>\n",
       "      <td>0.834929</td>\n",
       "      <td>-0.382669</td>\n",
       "      <td>-0.627834</td>\n",
       "      <td>-0.626244</td>\n",
       "      <td>-0.382669</td>\n",
       "      <td>-0.028554</td>\n",
       "      <td>-0.517627</td>\n",
       "      <td>-0.651235</td>\n",
       "      <td>-0.658524</td>\n",
       "      <td>-0.444504</td>\n",
       "      <td>-0.449899</td>\n",
       "      <td>0.390542</td>\n",
       "      <td>-0.685740</td>\n",
       "      <td>-0.148871</td>\n",
       "      <td>-0.085506</td>\n",
       "      <td>-0.188709</td>\n",
       "      <td>-0.103329</td>\n",
       "      <td>-0.120629</td>\n",
       "      <td>-0.967213</td>\n",
       "      <td>0.876756</td>\n",
       "      <td>0.335965</td>\n",
       "      <td>-0.169307</td>\n",
       "      <td>-0.216311</td>\n",
       "      <td>0.375210</td>\n",
       "      <td>0.386484</td>\n",
       "      <td>-0.139261</td>\n",
       "      <td>-0.22522</td>\n",
       "      <td>0.462743</td>\n",
       "      <td>0.395496</td>\n",
       "      <td>-0.216887</td>\n",
       "      <td>-0.154033</td>\n",
       "      <td>-0.004639</td>\n",
       "      <td>-0.063716</td>\n",
       "      <td>-0.359869</td>\n",
       "      <td>-1.670006</td>\n",
       "      <td>-0.415545</td>\n",
       "      <td>-0.510793</td>\n",
       "      <td>-0.863611</td>\n",
       "      <td>0.202776</td>\n",
       "      <td>-0.153787</td>\n",
       "      <td>0.540953</td>\n",
       "      <td>0.547326</td>\n",
       "      <td>1.432581</td>\n",
       "      <td>0.002482</td>\n",
       "      <td>1.486148</td>\n",
       "      <td>-0.633138</td>\n",
       "      <td>0.863015</td>\n",
       "      <td>-0.469433</td>\n",
       "      <td>-0.627839</td>\n",
       "      <td>-0.626183</td>\n",
       "      <td>-0.469433</td>\n",
       "      <td>-0.028313</td>\n",
       "      <td>-0.517958</td>\n",
       "      <td>-0.648966</td>\n",
       "      <td>-0.656967</td>\n",
       "      <td>-0.443498</td>\n",
       "      <td>-0.449477</td>\n",
       "      <td>0.287455</td>\n",
       "      <td>-0.685740</td>\n",
       "      <td>-0.15017</td>\n",
       "      <td>-0.087599</td>\n",
       "      <td>-0.189691</td>\n",
       "      <td>-0.104406</td>\n",
       "      <td>-0.121976</td>\n",
       "      <td>-0.967713</td>\n",
       "      <td>0.879292</td>\n",
       "      <td>0.320747</td>\n",
       "      <td>-0.167672</td>\n",
       "      <td>-0.217955</td>\n",
       "      <td>0.367623</td>\n",
       "      <td>0.378917</td>\n",
       "      <td>-0.138798</td>\n",
       "      <td>-0.226485</td>\n",
       "      <td>0.465273</td>\n",
       "      <td>0.387957</td>\n",
       "      <td>-0.216288</td>\n",
       "      <td>-0.153997</td>\n",
       "      <td>-0.004639</td>\n",
       "      <td>-0.063299</td>\n",
       "      <td>-0.374748</td>\n",
       "      <td>-1.617078</td>\n",
       "      <td>-0.400570</td>\n",
       "      <td>-0.527242</td>\n",
       "      <td>-0.864088</td>\n",
       "      <td>0.096072</td>\n",
       "      <td>-0.167967</td>\n",
       "      <td>0.545231</td>\n",
       "      <td>0.511469</td>\n",
       "      <td>1.439571</td>\n",
       "      <td>0.002208</td>\n",
       "      <td>-0.633262</td>\n",
       "      <td>0.863208</td>\n",
       "      <td>-0.470753</td>\n",
       "      <td>-0.627835</td>\n",
       "      <td>-0.626218</td>\n",
       "      <td>-0.470753</td>\n",
       "      <td>-0.027486</td>\n",
       "      <td>-0.532710</td>\n",
       "      <td>-0.643902</td>\n",
       "      <td>-0.653964</td>\n",
       "      <td>-0.440573</td>\n",
       "      <td>-0.448215</td>\n",
       "      <td>0.174406</td>\n",
       "      <td>-0.685740</td>\n",
       "      <td>-0.149072</td>\n",
       "      <td>-0.087486</td>\n",
       "      <td>-0.188034</td>\n",
       "      <td>-0.104584</td>\n",
       "      <td>-0.121631</td>\n",
       "      <td>-0.966276</td>\n",
       "      <td>0.879543</td>\n",
       "      <td>0.313145</td>\n",
       "      <td>-0.172386</td>\n",
       "      <td>-0.21722</td>\n",
       "      <td>0.359979</td>\n",
       "      <td>0.363644</td>\n",
       "      <td>-0.139012</td>\n",
       "      <td>-0.226715</td>\n",
       "      <td>0.466109</td>\n",
       "      <td>0.372760</td>\n",
       "      <td>-0.216506</td>\n",
       "      <td>-0.154018</td>\n",
       "      <td>-0.004639</td>\n",
       "      <td>-0.06382</td>\n",
       "      <td>-0.380472</td>\n",
       "      <td>-1.540483</td>\n",
       "      <td>-0.381240</td>\n",
       "      <td>-0.532899</td>\n",
       "      <td>-0.864175</td>\n",
       "      <td>-0.019031</td>\n",
       "      <td>-0.180413</td>\n",
       "      <td>0.489882</td>\n",
       "      <td>0.511151</td>\n",
       "      <td>1.389115</td>\n",
       "      <td>0.000171</td>\n",
       "      <td>-0.633106</td>\n",
       "      <td>0.862931</td>\n",
       "      <td>-0.467769</td>\n",
       "      <td>-0.627838</td>\n",
       "      <td>-0.626252</td>\n",
       "      <td>-0.467769</td>\n",
       "      <td>-0.026713</td>\n",
       "      <td>-0.532568</td>\n",
       "      <td>-0.649161</td>\n",
       "      <td>-0.657170</td>\n",
       "      <td>-0.443468</td>\n",
       "      <td>-0.449428</td>\n",
       "      <td>0.055209</td>\n",
       "      <td>-0.685740</td>\n",
       "      <td>-0.149375</td>\n",
       "      <td>-0.087254</td>\n",
       "      <td>-0.188512</td>\n",
       "      <td>-0.104687</td>\n",
       "      <td>-0.121861</td>\n",
       "      <td>-0.967359</td>\n",
       "      <td>0.879292</td>\n",
       "      <td>0.305495</td>\n",
       "      <td>-0.1732</td>\n",
       "      <td>-0.220466</td>\n",
       "      <td>0.352268</td>\n",
       "      <td>0.355972</td>\n",
       "      <td>-0.138767</td>\n",
       "      <td>-0.22718</td>\n",
       "      <td>0.458202</td>\n",
       "      <td>0.365135</td>\n",
       "      <td>-0.216696</td>\n",
       "      <td>-0.154067</td>\n",
       "      <td>-0.004639</td>\n",
       "      <td>-0.063921</td>\n",
       "      <td>-0.374735</td>\n",
       "      <td>-1.532527</td>\n",
       "      <td>-0.357719</td>\n",
       "      <td>-0.527065</td>\n",
       "      <td>-0.863963</td>\n",
       "      <td>-0.137582</td>\n",
       "      <td>-0.189080</td>\n",
       "      <td>0.488419</td>\n",
       "      <td>0.475527</td>\n",
       "      <td>1.387111</td>\n",
       "      <td>0.000172</td>\n",
       "      <td>-0.503238</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-0.632742</td>\n",
       "      <td>0.862243</td>\n",
       "      <td>-1.083697</td>\n",
       "      <td>-0.627834</td>\n",
       "      <td>-0.626244</td>\n",
       "      <td>-1.083697</td>\n",
       "      <td>-0.028554</td>\n",
       "      <td>-0.532260</td>\n",
       "      <td>-0.651235</td>\n",
       "      <td>-0.658524</td>\n",
       "      <td>-0.444504</td>\n",
       "      <td>-0.449899</td>\n",
       "      <td>-0.071723</td>\n",
       "      <td>-0.685740</td>\n",
       "      <td>-0.148871</td>\n",
       "      <td>-0.085506</td>\n",
       "      <td>-0.188709</td>\n",
       "      <td>-0.103329</td>\n",
       "      <td>-0.120629</td>\n",
       "      <td>-0.967213</td>\n",
       "      <td>0.876756</td>\n",
       "      <td>0.290122</td>\n",
       "      <td>-0.169307</td>\n",
       "      <td>-0.216311</td>\n",
       "      <td>0.336773</td>\n",
       "      <td>0.348220</td>\n",
       "      <td>-0.139261</td>\n",
       "      <td>-0.22522</td>\n",
       "      <td>0.455764</td>\n",
       "      <td>0.357410</td>\n",
       "      <td>-0.216887</td>\n",
       "      <td>-0.154033</td>\n",
       "      <td>-0.004639</td>\n",
       "      <td>-0.063716</td>\n",
       "      <td>-0.359869</td>\n",
       "      <td>-1.527994</td>\n",
       "      <td>-0.329874</td>\n",
       "      <td>-0.510793</td>\n",
       "      <td>-0.863611</td>\n",
       "      <td>-0.260173</td>\n",
       "      <td>-0.192173</td>\n",
       "      <td>0.484727</td>\n",
       "      <td>0.476126</td>\n",
       "      <td>1.379866</td>\n",
       "      <td>0.002482</td>\n",
       "      <td>1.594321</td>\n",
       "      <td>-0.633138</td>\n",
       "      <td>0.835677</td>\n",
       "      <td>-0.262383</td>\n",
       "      <td>-0.627839</td>\n",
       "      <td>-0.626183</td>\n",
       "      <td>-0.262383</td>\n",
       "      <td>-0.028313</td>\n",
       "      <td>-0.547239</td>\n",
       "      <td>-0.648966</td>\n",
       "      <td>-0.656967</td>\n",
       "      <td>-0.443498</td>\n",
       "      <td>-0.449477</td>\n",
       "      <td>0.203231</td>\n",
       "      <td>-0.685740</td>\n",
       "      <td>-0.15017</td>\n",
       "      <td>-0.087599</td>\n",
       "      <td>-0.189691</td>\n",
       "      <td>-0.104406</td>\n",
       "      <td>-0.121976</td>\n",
       "      <td>-0.967713</td>\n",
       "      <td>0.879292</td>\n",
       "      <td>0.282540</td>\n",
       "      <td>-0.167672</td>\n",
       "      <td>-0.217955</td>\n",
       "      <td>0.329178</td>\n",
       "      <td>0.340646</td>\n",
       "      <td>-0.138798</td>\n",
       "      <td>-0.226485</td>\n",
       "      <td>0.444219</td>\n",
       "      <td>0.349863</td>\n",
       "      <td>-0.216288</td>\n",
       "      <td>-0.153997</td>\n",
       "      <td>-0.004639</td>\n",
       "      <td>-0.063299</td>\n",
       "      <td>-0.374748</td>\n",
       "      <td>-1.476055</td>\n",
       "      <td>-0.298154</td>\n",
       "      <td>-0.527242</td>\n",
       "      <td>-0.864088</td>\n",
       "      <td>0.011326</td>\n",
       "      <td>-0.194356</td>\n",
       "      <td>0.431868</td>\n",
       "      <td>0.440207</td>\n",
       "      <td>1.386532</td>\n",
       "      <td>0.002208</td>\n",
       "      <td>-0.633262</td>\n",
       "      <td>0.835861</td>\n",
       "      <td>-0.262368</td>\n",
       "      <td>-0.627835</td>\n",
       "      <td>-0.626218</td>\n",
       "      <td>-0.262368</td>\n",
       "      <td>-0.027486</td>\n",
       "      <td>-0.561997</td>\n",
       "      <td>-0.643902</td>\n",
       "      <td>-0.653964</td>\n",
       "      <td>-0.440573</td>\n",
       "      <td>-0.448215</td>\n",
       "      <td>0.443202</td>\n",
       "      <td>-0.685740</td>\n",
       "      <td>-0.149072</td>\n",
       "      <td>-0.087486</td>\n",
       "      <td>-0.188034</td>\n",
       "      <td>-0.104584</td>\n",
       "      <td>-0.121631</td>\n",
       "      <td>-0.966276</td>\n",
       "      <td>0.879543</td>\n",
       "      <td>0.274934</td>\n",
       "      <td>-0.172386</td>\n",
       "      <td>-0.21722</td>\n",
       "      <td>0.321531</td>\n",
       "      <td>0.325370</td>\n",
       "      <td>-0.139012</td>\n",
       "      <td>-0.226715</td>\n",
       "      <td>0.423921</td>\n",
       "      <td>0.334664</td>\n",
       "      <td>-0.216506</td>\n",
       "      <td>-0.154018</td>\n",
       "      <td>-0.004639</td>\n",
       "      <td>-0.06382</td>\n",
       "      <td>-0.380472</td>\n",
       "      <td>-1.400255</td>\n",
       "      <td>-0.262660</td>\n",
       "      <td>-0.532899</td>\n",
       "      <td>-0.864175</td>\n",
       "      <td>0.251861</td>\n",
       "      <td>-0.195317</td>\n",
       "      <td>0.433034</td>\n",
       "      <td>0.439871</td>\n",
       "      <td>1.389115</td>\n",
       "      <td>0.000171</td>\n",
       "      <td>-0.669973</td>\n",
       "      <td>0.808253</td>\n",
       "      <td>-0.259939</td>\n",
       "      <td>-0.627838</td>\n",
       "      <td>-0.626252</td>\n",
       "      <td>-0.259939</td>\n",
       "      <td>-0.026713</td>\n",
       "      <td>-0.576489</td>\n",
       "      <td>-0.649161</td>\n",
       "      <td>-0.657170</td>\n",
       "      <td>-0.443468</td>\n",
       "      <td>-0.449428</td>\n",
       "      <td>0.636121</td>\n",
       "      <td>-0.685740</td>\n",
       "      <td>-0.149375</td>\n",
       "      <td>-0.087254</td>\n",
       "      <td>-0.188512</td>\n",
       "      <td>-0.104687</td>\n",
       "      <td>-0.121861</td>\n",
       "      <td>-0.967359</td>\n",
       "      <td>0.879292</td>\n",
       "      <td>0.267285</td>\n",
       "      <td>-0.1732</td>\n",
       "      <td>-0.220466</td>\n",
       "      <td>0.313822</td>\n",
       "      <td>0.317699</td>\n",
       "      <td>-0.138767</td>\n",
       "      <td>-0.22718</td>\n",
       "      <td>0.402053</td>\n",
       "      <td>0.327040</td>\n",
       "      <td>-0.216696</td>\n",
       "      <td>-0.154067</td>\n",
       "      <td>-0.004639</td>\n",
       "      <td>-0.063921</td>\n",
       "      <td>-0.374735</td>\n",
       "      <td>-1.393297</td>\n",
       "      <td>-0.223472</td>\n",
       "      <td>-0.527065</td>\n",
       "      <td>-0.863963</td>\n",
       "      <td>0.446980</td>\n",
       "      <td>-0.195136</td>\n",
       "      <td>0.431731</td>\n",
       "      <td>0.439898</td>\n",
       "      <td>1.387111</td>\n",
       "      <td>0.000172</td>\n",
       "      <td>-0.503238</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-0.669581</td>\n",
       "      <td>0.780297</td>\n",
       "      <td>-0.173977</td>\n",
       "      <td>-0.627834</td>\n",
       "      <td>-0.626244</td>\n",
       "      <td>-0.173977</td>\n",
       "      <td>-0.028554</td>\n",
       "      <td>-0.590784</td>\n",
       "      <td>-0.651235</td>\n",
       "      <td>-0.658524</td>\n",
       "      <td>-0.444504</td>\n",
       "      <td>-0.449899</td>\n",
       "      <td>0.781470</td>\n",
       "      <td>-0.685740</td>\n",
       "      <td>-0.148871</td>\n",
       "      <td>-0.085506</td>\n",
       "      <td>-0.188709</td>\n",
       "      <td>-0.103329</td>\n",
       "      <td>-0.120629</td>\n",
       "      <td>-0.967213</td>\n",
       "      <td>0.876756</td>\n",
       "      <td>0.259565</td>\n",
       "      <td>-0.169307</td>\n",
       "      <td>-0.216311</td>\n",
       "      <td>0.298336</td>\n",
       "      <td>0.309956</td>\n",
       "      <td>-0.139261</td>\n",
       "      <td>-0.22522</td>\n",
       "      <td>0.385973</td>\n",
       "      <td>0.319324</td>\n",
       "      <td>-0.216887</td>\n",
       "      <td>-0.154033</td>\n",
       "      <td>-0.004639</td>\n",
       "      <td>-0.063716</td>\n",
       "      <td>-0.359869</td>\n",
       "      <td>-1.390014</td>\n",
       "      <td>-0.180689</td>\n",
       "      <td>-0.510793</td>\n",
       "      <td>-0.863611</td>\n",
       "      <td>0.594282</td>\n",
       "      <td>-0.194596</td>\n",
       "      <td>0.372273</td>\n",
       "      <td>0.404926</td>\n",
       "      <td>1.327151</td>\n",
       "      <td>0.002482</td>\n",
       "      <td>1.702494</td>\n",
       "      <td>-0.670004</td>\n",
       "      <td>0.780998</td>\n",
       "      <td>-0.187439</td>\n",
       "      <td>-0.627839</td>\n",
       "      <td>-0.626183</td>\n",
       "      <td>-0.187439</td>\n",
       "      <td>-0.028313</td>\n",
       "      <td>-0.605797</td>\n",
       "      <td>-0.648966</td>\n",
       "      <td>-0.656967</td>\n",
       "      <td>-0.443498</td>\n",
       "      <td>-0.449477</td>\n",
       "      <td>0.685341</td>\n",
       "      <td>-0.685740</td>\n",
       "      <td>-0.15017</td>\n",
       "      <td>-0.087599</td>\n",
       "      <td>-0.189691</td>\n",
       "      <td>-0.104406</td>\n",
       "      <td>-0.121976</td>\n",
       "      <td>-0.967713</td>\n",
       "      <td>0.879292</td>\n",
       "      <td>0.244332</td>\n",
       "      <td>-0.167672</td>\n",
       "      <td>-0.217955</td>\n",
       "      <td>0.290733</td>\n",
       "      <td>0.302375</td>\n",
       "      <td>-0.138798</td>\n",
       "      <td>-0.226485</td>\n",
       "      <td>0.331932</td>\n",
       "      <td>0.304148</td>\n",
       "      <td>-0.216288</td>\n",
       "      <td>-0.153997</td>\n",
       "      <td>-0.004639</td>\n",
       "      <td>-0.063299</td>\n",
       "      <td>-0.374748</td>\n",
       "      <td>-1.339351</td>\n",
       "      <td>-0.134681</td>\n",
       "      <td>-0.527242</td>\n",
       "      <td>-0.864088</td>\n",
       "      <td>0.496423</td>\n",
       "      <td>-0.142184</td>\n",
       "      <td>0.375186</td>\n",
       "      <td>0.404576</td>\n",
       "      <td>1.333493</td>\n",
       "      <td>0.002208</td>\n",
       "      <td>-0.707012</td>\n",
       "      <td>0.781165</td>\n",
       "      <td>-0.111477</td>\n",
       "      <td>-0.627835</td>\n",
       "      <td>-0.626218</td>\n",
       "      <td>-0.111477</td>\n",
       "      <td>-0.027486</td>\n",
       "      <td>-0.620566</td>\n",
       "      <td>-0.643902</td>\n",
       "      <td>-0.653964</td>\n",
       "      <td>-0.440573</td>\n",
       "      <td>-0.448215</td>\n",
       "      <td>0.560070</td>\n",
       "      <td>-0.685740</td>\n",
       "      <td>-0.149072</td>\n",
       "      <td>-0.087486</td>\n",
       "      <td>-0.188034</td>\n",
       "      <td>-0.104584</td>\n",
       "      <td>-0.121631</td>\n",
       "      <td>-0.966276</td>\n",
       "      <td>0.879543</td>\n",
       "      <td>0.236723</td>\n",
       "      <td>-0.172386</td>\n",
       "      <td>-0.21722</td>\n",
       "      <td>0.275396</td>\n",
       "      <td>0.287095</td>\n",
       "      <td>-0.139012</td>\n",
       "      <td>-0.226715</td>\n",
       "      <td>0.276265</td>\n",
       "      <td>0.296567</td>\n",
       "      <td>-0.216506</td>\n",
       "      <td>-0.154018</td>\n",
       "      <td>-0.004639</td>\n",
       "      <td>-0.06382</td>\n",
       "      <td>-0.380472</td>\n",
       "      <td>-1.264566</td>\n",
       "      <td>-0.085603</td>\n",
       "      <td>-0.532899</td>\n",
       "      <td>-0.848826</td>\n",
       "      <td>0.369640</td>\n",
       "      <td>-0.084636</td>\n",
       "      <td>0.319337</td>\n",
       "      <td>0.368590</td>\n",
       "      <td>1.335956</td>\n",
       "      <td>0.000171</td>\n",
       "      <td>-0.706840</td>\n",
       "      <td>0.753576</td>\n",
       "      <td>-0.034225</td>\n",
       "      <td>-0.627838</td>\n",
       "      <td>-0.626252</td>\n",
       "      <td>-0.034225</td>\n",
       "      <td>-0.026713</td>\n",
       "      <td>-0.635046</td>\n",
       "      <td>-0.649161</td>\n",
       "      <td>-0.657170</td>\n",
       "      <td>-0.443468</td>\n",
       "      <td>-0.449428</td>\n",
       "      <td>0.403756</td>\n",
       "      <td>-0.685740</td>\n",
       "      <td>-0.149375</td>\n",
       "      <td>-0.087254</td>\n",
       "      <td>-0.188512</td>\n",
       "      <td>-0.104687</td>\n",
       "      <td>-0.121861</td>\n",
       "      <td>-0.967359</td>\n",
       "      <td>0.879292</td>\n",
       "      <td>0.229076</td>\n",
       "      <td>-0.1732</td>\n",
       "      <td>-0.220466</td>\n",
       "      <td>0.267683</td>\n",
       "      <td>0.279425</td>\n",
       "      <td>-0.138767</td>\n",
       "      <td>-0.22718</td>\n",
       "      <td>0.219569</td>\n",
       "      <td>0.281322</td>\n",
       "      <td>-0.216696</td>\n",
       "      <td>-0.154067</td>\n",
       "      <td>-0.004639</td>\n",
       "      <td>-0.063921</td>\n",
       "      <td>-0.374735</td>\n",
       "      <td>-1.258697</td>\n",
       "      <td>-0.033618</td>\n",
       "      <td>-0.527065</td>\n",
       "      <td>-0.848617</td>\n",
       "      <td>0.213155</td>\n",
       "      <td>-0.023673</td>\n",
       "      <td>0.318354</td>\n",
       "      <td>0.368640</td>\n",
       "      <td>1.334060</td>\n",
       "      <td>0.000172</td>\n",
       "      <td>-0.503238</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-0.706420</td>\n",
       "      <td>0.725662</td>\n",
       "      <td>0.128249</td>\n",
       "      <td>-0.627834</td>\n",
       "      <td>-0.626244</td>\n",
       "      <td>0.128249</td>\n",
       "      <td>-0.028554</td>\n",
       "      <td>-0.649314</td>\n",
       "      <td>-0.651235</td>\n",
       "      <td>-0.658524</td>\n",
       "      <td>-0.444504</td>\n",
       "      <td>-0.449899</td>\n",
       "      <td>0.227893</td>\n",
       "      <td>-0.685740</td>\n",
       "      <td>-0.148871</td>\n",
       "      <td>-0.085506</td>\n",
       "      <td>-0.188709</td>\n",
       "      <td>-0.103329</td>\n",
       "      <td>-0.120629</td>\n",
       "      <td>-0.967213</td>\n",
       "      <td>0.876756</td>\n",
       "      <td>0.221365</td>\n",
       "      <td>-0.169307</td>\n",
       "      <td>-0.216311</td>\n",
       "      <td>0.259899</td>\n",
       "      <td>0.264041</td>\n",
       "      <td>-0.139261</td>\n",
       "      <td>-0.22522</td>\n",
       "      <td>0.162643</td>\n",
       "      <td>0.273622</td>\n",
       "      <td>-0.216887</td>\n",
       "      <td>-0.154033</td>\n",
       "      <td>-0.004639</td>\n",
       "      <td>-0.063716</td>\n",
       "      <td>-0.359869</td>\n",
       "      <td>-1.256669</td>\n",
       "      <td>0.021140</td>\n",
       "      <td>-0.510793</td>\n",
       "      <td>-0.848274</td>\n",
       "      <td>0.039886</td>\n",
       "      <td>0.038166</td>\n",
       "      <td>0.316045</td>\n",
       "      <td>0.333726</td>\n",
       "      <td>1.327151</td>\n",
       "      <td>0.002482</td>\n",
       "      <td>1.810667</td>\n",
       "      <td>-0.743737</td>\n",
       "      <td>0.726315</td>\n",
       "      <td>0.038956</td>\n",
       "      <td>-0.626218</td>\n",
       "      <td>-0.605178</td>\n",
       "      <td>0.038956</td>\n",
       "      <td>-0.028313</td>\n",
       "      <td>-0.664355</td>\n",
       "      <td>-0.597925</td>\n",
       "      <td>-0.631340</td>\n",
       "      <td>-0.443498</td>\n",
       "      <td>-0.449477</td>\n",
       "      <td>0.101581</td>\n",
       "      <td>-0.685740</td>\n",
       "      <td>-0.15017</td>\n",
       "      <td>-0.087599</td>\n",
       "      <td>-0.189691</td>\n",
       "      <td>-0.104406</td>\n",
       "      <td>-0.121976</td>\n",
       "      <td>1.033353</td>\n",
       "      <td>0.879292</td>\n",
       "      <td>0.206125</td>\n",
       "      <td>-0.167672</td>\n",
       "      <td>-0.217955</td>\n",
       "      <td>0.244602</td>\n",
       "      <td>0.256447</td>\n",
       "      <td>-0.138798</td>\n",
       "      <td>-0.226485</td>\n",
       "      <td>0.142447</td>\n",
       "      <td>0.266055</td>\n",
       "      <td>-0.216288</td>\n",
       "      <td>-0.153997</td>\n",
       "      <td>-0.004639</td>\n",
       "      <td>-0.063299</td>\n",
       "      <td>-0.374748</td>\n",
       "      <td>-1.207201</td>\n",
       "      <td>0.078313</td>\n",
       "      <td>-0.527242</td>\n",
       "      <td>-0.848742</td>\n",
       "      <td>-0.090954</td>\n",
       "      <td>0.070657</td>\n",
       "      <td>0.261823</td>\n",
       "      <td>0.297683</td>\n",
       "      <td>1.333493</td>\n",
       "      <td>0.002208</td>\n",
       "      <td>-0.743887</td>\n",
       "      <td>0.726465</td>\n",
       "      <td>0.042414</td>\n",
       "      <td>-0.615336</td>\n",
       "      <td>-0.561013</td>\n",
       "      <td>0.042414</td>\n",
       "      <td>-0.027486</td>\n",
       "      <td>-0.679135</td>\n",
       "      <td>-0.432251</td>\n",
       "      <td>-0.546764</td>\n",
       "      <td>-0.417807</td>\n",
       "      <td>-0.436708</td>\n",
       "      <td>-0.021347</td>\n",
       "      <td>-0.685740</td>\n",
       "      <td>-0.149072</td>\n",
       "      <td>-0.087486</td>\n",
       "      <td>-0.188034</td>\n",
       "      <td>-0.104584</td>\n",
       "      <td>-0.121631</td>\n",
       "      <td>1.034890</td>\n",
       "      <td>-1.136943</td>\n",
       "      <td>0.198513</td>\n",
       "      <td>-0.172386</td>\n",
       "      <td>-0.21722</td>\n",
       "      <td>0.236948</td>\n",
       "      <td>0.248821</td>\n",
       "      <td>-0.139012</td>\n",
       "      <td>-0.226715</td>\n",
       "      <td>0.128608</td>\n",
       "      <td>0.258471</td>\n",
       "      <td>-0.216506</td>\n",
       "      <td>-0.154018</td>\n",
       "      <td>-0.004639</td>\n",
       "      <td>-0.06382</td>\n",
       "      <td>-0.380472</td>\n",
       "      <td>-1.133242</td>\n",
       "      <td>0.137728</td>\n",
       "      <td>-0.532899</td>\n",
       "      <td>-0.848826</td>\n",
       "      <td>-0.216310</td>\n",
       "      <td>0.100584</td>\n",
       "      <td>0.262489</td>\n",
       "      <td>0.261668</td>\n",
       "      <td>1.282798</td>\n",
       "      <td>0.000171</td>\n",
       "      <td>-0.743707</td>\n",
       "      <td>0.726235</td>\n",
       "      <td>0.045564</td>\n",
       "      <td>-0.592602</td>\n",
       "      <td>-0.508093</td>\n",
       "      <td>0.045564</td>\n",
       "      <td>-0.026713</td>\n",
       "      <td>-0.693602</td>\n",
       "      <td>-0.295139</td>\n",
       "      <td>-0.478031</td>\n",
       "      <td>-0.392259</td>\n",
       "      <td>-0.423553</td>\n",
       "      <td>-0.136492</td>\n",
       "      <td>-0.685740</td>\n",
       "      <td>-0.149375</td>\n",
       "      <td>-0.087254</td>\n",
       "      <td>-0.188512</td>\n",
       "      <td>-0.104687</td>\n",
       "      <td>-0.121861</td>\n",
       "      <td>1.033731</td>\n",
       "      <td>-1.137266</td>\n",
       "      <td>0.190866</td>\n",
       "      <td>-0.1732</td>\n",
       "      <td>-0.220466</td>\n",
       "      <td>0.229237</td>\n",
       "      <td>0.233499</td>\n",
       "      <td>-0.138767</td>\n",
       "      <td>-0.22718</td>\n",
       "      <td>0.114290</td>\n",
       "      <td>0.243227</td>\n",
       "      <td>-0.216696</td>\n",
       "      <td>-0.154067</td>\n",
       "      <td>-0.004639</td>\n",
       "      <td>-0.063921</td>\n",
       "      <td>-0.374735</td>\n",
       "      <td>-1.128201</td>\n",
       "      <td>0.199221</td>\n",
       "      <td>-0.527065</td>\n",
       "      <td>-0.848617</td>\n",
       "      <td>-0.330487</td>\n",
       "      <td>0.130021</td>\n",
       "      <td>0.204978</td>\n",
       "      <td>0.226123</td>\n",
       "      <td>1.281010</td>\n",
       "      <td>0.000172</td>\n",
       "      <td>-0.503238</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-0.780097</td>\n",
       "      <td>0.725662</td>\n",
       "      <td>0.134297</td>\n",
       "      <td>-0.554985</td>\n",
       "      <td>-0.438066</td>\n",
       "      <td>0.134297</td>\n",
       "      <td>-0.028554</td>\n",
       "      <td>-0.722471</td>\n",
       "      <td>-0.133490</td>\n",
       "      <td>-0.396493</td>\n",
       "      <td>-0.347113</td>\n",
       "      <td>-0.400659</td>\n",
       "      <td>-0.240079</td>\n",
       "      <td>-0.685740</td>\n",
       "      <td>-0.148871</td>\n",
       "      <td>-0.085506</td>\n",
       "      <td>-0.188709</td>\n",
       "      <td>-0.103329</td>\n",
       "      <td>-0.120629</td>\n",
       "      <td>1.033887</td>\n",
       "      <td>-1.140556</td>\n",
       "      <td>0.175523</td>\n",
       "      <td>-0.169307</td>\n",
       "      <td>-0.216311</td>\n",
       "      <td>0.221463</td>\n",
       "      <td>0.225777</td>\n",
       "      <td>-0.139261</td>\n",
       "      <td>-0.22522</td>\n",
       "      <td>0.092852</td>\n",
       "      <td>0.235536</td>\n",
       "      <td>-0.216887</td>\n",
       "      <td>-0.154033</td>\n",
       "      <td>-0.004639</td>\n",
       "      <td>-0.063716</td>\n",
       "      <td>-0.359869</td>\n",
       "      <td>-1.127055</td>\n",
       "      <td>0.262576</td>\n",
       "      <td>-0.510793</td>\n",
       "      <td>-0.848274</td>\n",
       "      <td>-0.428778</td>\n",
       "      <td>0.158286</td>\n",
       "      <td>0.203592</td>\n",
       "      <td>0.226926</td>\n",
       "      <td>1.274436</td>\n",
       "      <td>0.002482</td>\n",
       "      <td>1.918840</td>\n",
       "      <td>-0.780603</td>\n",
       "      <td>0.698977</td>\n",
       "      <td>0.013175</td>\n",
       "      <td>-0.498582</td>\n",
       "      <td>-0.349613</td>\n",
       "      <td>0.013175</td>\n",
       "      <td>-0.028313</td>\n",
       "      <td>-0.708277</td>\n",
       "      <td>0.044198</td>\n",
       "      <td>-0.280392</td>\n",
       "      <td>-0.277510</td>\n",
       "      <td>-0.365430</td>\n",
       "      <td>-0.098814</td>\n",
       "      <td>-0.685740</td>\n",
       "      <td>-0.15017</td>\n",
       "      <td>-0.087599</td>\n",
       "      <td>-0.189691</td>\n",
       "      <td>-0.104406</td>\n",
       "      <td>-0.121976</td>\n",
       "      <td>1.033353</td>\n",
       "      <td>-1.137266</td>\n",
       "      <td>0.175557</td>\n",
       "      <td>-0.167672</td>\n",
       "      <td>-0.217955</td>\n",
       "      <td>0.213844</td>\n",
       "      <td>0.218176</td>\n",
       "      <td>-0.138798</td>\n",
       "      <td>-0.226485</td>\n",
       "      <td>0.058232</td>\n",
       "      <td>0.227961</td>\n",
       "      <td>-0.216288</td>\n",
       "      <td>-0.153997</td>\n",
       "      <td>-0.004639</td>\n",
       "      <td>-0.063299</td>\n",
       "      <td>-0.374748</td>\n",
       "      <td>-1.078332</td>\n",
       "      <td>0.327542</td>\n",
       "      <td>-0.527242</td>\n",
       "      <td>-0.848742</td>\n",
       "      <td>-0.292590</td>\n",
       "      <td>0.144852</td>\n",
       "      <td>0.148459</td>\n",
       "      <td>0.226421</td>\n",
       "      <td>1.280454</td>\n",
       "      <td>0.002208</td>\n",
       "      <td>-0.780762</td>\n",
       "      <td>0.699119</td>\n",
       "      <td>-0.015483</td>\n",
       "      <td>-0.427133</td>\n",
       "      <td>-0.244615</td>\n",
       "      <td>-0.015483</td>\n",
       "      <td>-0.027486</td>\n",
       "      <td>-0.708422</td>\n",
       "      <td>0.214189</td>\n",
       "      <td>-0.110744</td>\n",
       "      <td>-0.182268</td>\n",
       "      <td>-0.305320</td>\n",
       "      <td>0.051695</td>\n",
       "      <td>-0.685740</td>\n",
       "      <td>-0.149072</td>\n",
       "      <td>-0.087486</td>\n",
       "      <td>-0.188034</td>\n",
       "      <td>-0.104584</td>\n",
       "      <td>-0.121631</td>\n",
       "      <td>1.034890</td>\n",
       "      <td>-1.136943</td>\n",
       "      <td>0.167947</td>\n",
       "      <td>-0.172386</td>\n",
       "      <td>-0.21722</td>\n",
       "      <td>0.206188</td>\n",
       "      <td>0.210547</td>\n",
       "      <td>-0.139012</td>\n",
       "      <td>-0.226715</td>\n",
       "      <td>0.023139</td>\n",
       "      <td>0.220375</td>\n",
       "      <td>-0.216506</td>\n",
       "      <td>-0.154018</td>\n",
       "      <td>-0.004639</td>\n",
       "      <td>-0.06382</td>\n",
       "      <td>-0.380472</td>\n",
       "      <td>-1.004688</td>\n",
       "      <td>0.393838</td>\n",
       "      <td>-0.532899</td>\n",
       "      <td>-0.848826</td>\n",
       "      <td>-0.142698</td>\n",
       "      <td>0.129459</td>\n",
       "      <td>0.148792</td>\n",
       "      <td>0.226028</td>\n",
       "      <td>1.229639</td>\n",
       "      <td>0.000171</td>\n",
       "      <td>-0.780574</td>\n",
       "      <td>0.671558</td>\n",
       "      <td>-0.044116</td>\n",
       "      <td>-0.339631</td>\n",
       "      <td>-0.126921</td>\n",
       "      <td>-0.044116</td>\n",
       "      <td>-0.026713</td>\n",
       "      <td>-0.708243</td>\n",
       "      <td>0.401377</td>\n",
       "      <td>0.053963</td>\n",
       "      <td>-0.068235</td>\n",
       "      <td>-0.233348</td>\n",
       "      <td>0.200437</td>\n",
       "      <td>-0.685740</td>\n",
       "      <td>-0.149375</td>\n",
       "      <td>-0.087254</td>\n",
       "      <td>-0.188512</td>\n",
       "      <td>-0.104687</td>\n",
       "      <td>-0.121861</td>\n",
       "      <td>1.033731</td>\n",
       "      <td>-1.137266</td>\n",
       "      <td>0.160297</td>\n",
       "      <td>-0.1732</td>\n",
       "      <td>-0.220466</td>\n",
       "      <td>0.198483</td>\n",
       "      <td>0.202879</td>\n",
       "      <td>-0.138767</td>\n",
       "      <td>-0.22718</td>\n",
       "      <td>-0.019064</td>\n",
       "      <td>0.212753</td>\n",
       "      <td>-0.216696</td>\n",
       "      <td>-0.154067</td>\n",
       "      <td>-0.004639</td>\n",
       "      <td>-0.063921</td>\n",
       "      <td>-0.374735</td>\n",
       "      <td>-0.999884</td>\n",
       "      <td>0.461383</td>\n",
       "      <td>-0.527065</td>\n",
       "      <td>-0.833271</td>\n",
       "      <td>0.008559</td>\n",
       "      <td>0.111868</td>\n",
       "      <td>0.148290</td>\n",
       "      <td>0.226123</td>\n",
       "      <td>1.227959</td>\n",
       "      <td>0.000172</td>\n",
       "      <td>-0.503238</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2155</th>\n",
       "      <td>0.840800</td>\n",
       "      <td>-1.623536</td>\n",
       "      <td>0.577483</td>\n",
       "      <td>0.122098</td>\n",
       "      <td>-0.113350</td>\n",
       "      <td>0.577483</td>\n",
       "      <td>-0.028554</td>\n",
       "      <td>0.930882</td>\n",
       "      <td>0.029749</td>\n",
       "      <td>0.264405</td>\n",
       "      <td>-0.301073</td>\n",
       "      <td>-0.307607</td>\n",
       "      <td>0.644503</td>\n",
       "      <td>1.599325</td>\n",
       "      <td>-0.148871</td>\n",
       "      <td>-0.085506</td>\n",
       "      <td>-0.188709</td>\n",
       "      <td>-0.103329</td>\n",
       "      <td>-0.120629</td>\n",
       "      <td>1.033887</td>\n",
       "      <td>-1.140556</td>\n",
       "      <td>-1.337192</td>\n",
       "      <td>-0.169307</td>\n",
       "      <td>-0.216311</td>\n",
       "      <td>-1.415948</td>\n",
       "      <td>-1.434882</td>\n",
       "      <td>-0.139261</td>\n",
       "      <td>-0.22522</td>\n",
       "      <td>-0.214227</td>\n",
       "      <td>-1.447868</td>\n",
       "      <td>-0.216887</td>\n",
       "      <td>-0.154033</td>\n",
       "      <td>-0.004639</td>\n",
       "      <td>-0.063716</td>\n",
       "      <td>-0.359869</td>\n",
       "      <td>1.160961</td>\n",
       "      <td>0.474358</td>\n",
       "      <td>0.386216</td>\n",
       "      <td>1.160824</td>\n",
       "      <td>0.477116</td>\n",
       "      <td>0.464457</td>\n",
       "      <td>-0.471132</td>\n",
       "      <td>0.440526</td>\n",
       "      <td>-0.992306</td>\n",
       "      <td>0.002482</td>\n",
       "      <td>3.540625</td>\n",
       "      <td>0.878386</td>\n",
       "      <td>-1.624914</td>\n",
       "      <td>0.473783</td>\n",
       "      <td>0.003236</td>\n",
       "      <td>-0.215267</td>\n",
       "      <td>0.473783</td>\n",
       "      <td>-0.028313</td>\n",
       "      <td>0.946016</td>\n",
       "      <td>-0.075994</td>\n",
       "      <td>0.146314</td>\n",
       "      <td>-0.310178</td>\n",
       "      <td>-0.310052</td>\n",
       "      <td>0.609830</td>\n",
       "      <td>1.599325</td>\n",
       "      <td>-0.15017</td>\n",
       "      <td>-0.087599</td>\n",
       "      <td>-0.189691</td>\n",
       "      <td>-0.104406</td>\n",
       "      <td>-0.121976</td>\n",
       "      <td>1.033353</td>\n",
       "      <td>-1.137266</td>\n",
       "      <td>-1.329816</td>\n",
       "      <td>-0.167672</td>\n",
       "      <td>-0.217955</td>\n",
       "      <td>-1.408520</td>\n",
       "      <td>-1.427480</td>\n",
       "      <td>-0.138798</td>\n",
       "      <td>-0.226485</td>\n",
       "      <td>-0.166342</td>\n",
       "      <td>-1.440532</td>\n",
       "      <td>-0.216288</td>\n",
       "      <td>-0.153997</td>\n",
       "      <td>-0.004639</td>\n",
       "      <td>-0.063299</td>\n",
       "      <td>-0.374748</td>\n",
       "      <td>1.206795</td>\n",
       "      <td>0.415880</td>\n",
       "      <td>0.397222</td>\n",
       "      <td>1.146184</td>\n",
       "      <td>0.440900</td>\n",
       "      <td>0.453209</td>\n",
       "      <td>-0.475039</td>\n",
       "      <td>0.440207</td>\n",
       "      <td>-0.947187</td>\n",
       "      <td>0.002208</td>\n",
       "      <td>0.878619</td>\n",
       "      <td>-1.598153</td>\n",
       "      <td>0.469065</td>\n",
       "      <td>-0.107507</td>\n",
       "      <td>-0.306757</td>\n",
       "      <td>0.469065</td>\n",
       "      <td>-0.027486</td>\n",
       "      <td>0.946190</td>\n",
       "      <td>-0.177941</td>\n",
       "      <td>0.030810</td>\n",
       "      <td>-0.323241</td>\n",
       "      <td>-0.317627</td>\n",
       "      <td>0.571756</td>\n",
       "      <td>1.599325</td>\n",
       "      <td>-0.149072</td>\n",
       "      <td>-0.087486</td>\n",
       "      <td>-0.188034</td>\n",
       "      <td>-0.104584</td>\n",
       "      <td>-0.121631</td>\n",
       "      <td>1.034890</td>\n",
       "      <td>-1.136943</td>\n",
       "      <td>-1.322276</td>\n",
       "      <td>-0.172386</td>\n",
       "      <td>-0.21722</td>\n",
       "      <td>-1.400933</td>\n",
       "      <td>-1.412290</td>\n",
       "      <td>-0.139012</td>\n",
       "      <td>-0.226715</td>\n",
       "      <td>-0.117486</td>\n",
       "      <td>-1.425385</td>\n",
       "      <td>-0.216506</td>\n",
       "      <td>-0.154018</td>\n",
       "      <td>-0.004639</td>\n",
       "      <td>-0.06382</td>\n",
       "      <td>-0.380472</td>\n",
       "      <td>1.282581</td>\n",
       "      <td>0.359643</td>\n",
       "      <td>0.406303</td>\n",
       "      <td>1.131081</td>\n",
       "      <td>0.402029</td>\n",
       "      <td>0.436429</td>\n",
       "      <td>-0.476538</td>\n",
       "      <td>0.439871</td>\n",
       "      <td>-0.896704</td>\n",
       "      <td>0.000171</td>\n",
       "      <td>0.915310</td>\n",
       "      <td>-1.570247</td>\n",
       "      <td>0.460128</td>\n",
       "      <td>-0.208797</td>\n",
       "      <td>-0.385558</td>\n",
       "      <td>0.460128</td>\n",
       "      <td>-0.026713</td>\n",
       "      <td>0.960648</td>\n",
       "      <td>-0.249034</td>\n",
       "      <td>-0.057175</td>\n",
       "      <td>-0.363124</td>\n",
       "      <td>-0.334537</td>\n",
       "      <td>0.534461</td>\n",
       "      <td>1.599325</td>\n",
       "      <td>-0.149375</td>\n",
       "      <td>-0.087254</td>\n",
       "      <td>-0.188512</td>\n",
       "      <td>-0.104687</td>\n",
       "      <td>-0.121861</td>\n",
       "      <td>1.033731</td>\n",
       "      <td>-1.137266</td>\n",
       "      <td>-1.314594</td>\n",
       "      <td>-0.1732</td>\n",
       "      <td>-0.220466</td>\n",
       "      <td>-1.385508</td>\n",
       "      <td>-1.404602</td>\n",
       "      <td>-0.138767</td>\n",
       "      <td>-0.22718</td>\n",
       "      <td>-0.068194</td>\n",
       "      <td>-1.417740</td>\n",
       "      <td>-0.216696</td>\n",
       "      <td>-0.154067</td>\n",
       "      <td>-0.004639</td>\n",
       "      <td>-0.063921</td>\n",
       "      <td>-0.374735</td>\n",
       "      <td>1.287967</td>\n",
       "      <td>0.305810</td>\n",
       "      <td>0.399658</td>\n",
       "      <td>1.115549</td>\n",
       "      <td>0.365141</td>\n",
       "      <td>0.414533</td>\n",
       "      <td>-0.531967</td>\n",
       "      <td>0.439898</td>\n",
       "      <td>-0.894062</td>\n",
       "      <td>0.000172</td>\n",
       "      <td>0.071910</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2156</th>\n",
       "      <td>0.914477</td>\n",
       "      <td>-1.541587</td>\n",
       "      <td>0.539586</td>\n",
       "      <td>-0.299286</td>\n",
       "      <td>-0.451195</td>\n",
       "      <td>0.539586</td>\n",
       "      <td>-0.028554</td>\n",
       "      <td>0.974774</td>\n",
       "      <td>-0.326408</td>\n",
       "      <td>-0.149611</td>\n",
       "      <td>-0.392267</td>\n",
       "      <td>-0.350643</td>\n",
       "      <td>0.496121</td>\n",
       "      <td>1.599325</td>\n",
       "      <td>-0.148871</td>\n",
       "      <td>-0.085506</td>\n",
       "      <td>-0.188709</td>\n",
       "      <td>-0.103329</td>\n",
       "      <td>-0.120629</td>\n",
       "      <td>1.033887</td>\n",
       "      <td>-1.140556</td>\n",
       "      <td>-1.298992</td>\n",
       "      <td>-0.169307</td>\n",
       "      <td>-0.216311</td>\n",
       "      <td>-1.377511</td>\n",
       "      <td>-1.396618</td>\n",
       "      <td>-0.139261</td>\n",
       "      <td>-0.22522</td>\n",
       "      <td>-0.018813</td>\n",
       "      <td>-1.409782</td>\n",
       "      <td>-0.216887</td>\n",
       "      <td>-0.154033</td>\n",
       "      <td>-0.004639</td>\n",
       "      <td>-0.063716</td>\n",
       "      <td>-0.359869</td>\n",
       "      <td>1.286425</td>\n",
       "      <td>0.254704</td>\n",
       "      <td>-0.510793</td>\n",
       "      <td>1.099478</td>\n",
       "      <td>0.325657</td>\n",
       "      <td>0.388040</td>\n",
       "      <td>-0.527359</td>\n",
       "      <td>0.440526</td>\n",
       "      <td>-0.834161</td>\n",
       "      <td>0.002482</td>\n",
       "      <td>3.648798</td>\n",
       "      <td>0.952119</td>\n",
       "      <td>-1.515552</td>\n",
       "      <td>0.360658</td>\n",
       "      <td>-0.377811</td>\n",
       "      <td>-0.503652</td>\n",
       "      <td>0.360658</td>\n",
       "      <td>-0.028313</td>\n",
       "      <td>0.989934</td>\n",
       "      <td>-0.397056</td>\n",
       "      <td>-0.239632</td>\n",
       "      <td>-0.410831</td>\n",
       "      <td>-0.365556</td>\n",
       "      <td>0.371679</td>\n",
       "      <td>1.599325</td>\n",
       "      <td>-0.15017</td>\n",
       "      <td>-0.087599</td>\n",
       "      <td>-0.189691</td>\n",
       "      <td>-0.104406</td>\n",
       "      <td>-0.121976</td>\n",
       "      <td>1.033353</td>\n",
       "      <td>-1.137266</td>\n",
       "      <td>-1.299248</td>\n",
       "      <td>-0.167672</td>\n",
       "      <td>-0.217955</td>\n",
       "      <td>-1.377762</td>\n",
       "      <td>-1.389209</td>\n",
       "      <td>-0.138798</td>\n",
       "      <td>-0.226485</td>\n",
       "      <td>0.072268</td>\n",
       "      <td>-1.402439</td>\n",
       "      <td>-0.216288</td>\n",
       "      <td>-0.153997</td>\n",
       "      <td>-0.004639</td>\n",
       "      <td>-0.063299</td>\n",
       "      <td>-0.374748</td>\n",
       "      <td>1.332751</td>\n",
       "      <td>0.206343</td>\n",
       "      <td>-0.527242</td>\n",
       "      <td>1.084803</td>\n",
       "      <td>0.207118</td>\n",
       "      <td>0.438972</td>\n",
       "      <td>-0.475039</td>\n",
       "      <td>0.475838</td>\n",
       "      <td>-0.841109</td>\n",
       "      <td>0.002208</td>\n",
       "      <td>0.952370</td>\n",
       "      <td>-1.516107</td>\n",
       "      <td>0.279235</td>\n",
       "      <td>-0.443670</td>\n",
       "      <td>-0.543946</td>\n",
       "      <td>0.279235</td>\n",
       "      <td>-0.027486</td>\n",
       "      <td>1.004759</td>\n",
       "      <td>-0.458502</td>\n",
       "      <td>-0.323951</td>\n",
       "      <td>-0.440573</td>\n",
       "      <td>-0.388695</td>\n",
       "      <td>0.256213</td>\n",
       "      <td>1.599325</td>\n",
       "      <td>-0.149072</td>\n",
       "      <td>-0.087486</td>\n",
       "      <td>-0.188034</td>\n",
       "      <td>-0.104584</td>\n",
       "      <td>-0.121631</td>\n",
       "      <td>1.034890</td>\n",
       "      <td>0.879543</td>\n",
       "      <td>-1.291710</td>\n",
       "      <td>-0.172386</td>\n",
       "      <td>-0.21722</td>\n",
       "      <td>-1.370173</td>\n",
       "      <td>-1.381668</td>\n",
       "      <td>-0.139012</td>\n",
       "      <td>-0.226715</td>\n",
       "      <td>0.163764</td>\n",
       "      <td>-1.394911</td>\n",
       "      <td>-0.216506</td>\n",
       "      <td>-0.154018</td>\n",
       "      <td>-0.004639</td>\n",
       "      <td>-0.06382</td>\n",
       "      <td>-0.380472</td>\n",
       "      <td>1.409395</td>\n",
       "      <td>0.160969</td>\n",
       "      <td>-0.532899</td>\n",
       "      <td>1.069690</td>\n",
       "      <td>0.089915</td>\n",
       "      <td>0.485620</td>\n",
       "      <td>-0.476538</td>\n",
       "      <td>0.475511</td>\n",
       "      <td>-0.843545</td>\n",
       "      <td>0.000171</td>\n",
       "      <td>0.989044</td>\n",
       "      <td>-1.488229</td>\n",
       "      <td>0.194994</td>\n",
       "      <td>-0.497193</td>\n",
       "      <td>-0.576362</td>\n",
       "      <td>0.194994</td>\n",
       "      <td>-0.026713</td>\n",
       "      <td>1.004569</td>\n",
       "      <td>-0.497672</td>\n",
       "      <td>-0.378447</td>\n",
       "      <td>-0.443468</td>\n",
       "      <td>-0.408661</td>\n",
       "      <td>0.145250</td>\n",
       "      <td>1.599325</td>\n",
       "      <td>-0.149375</td>\n",
       "      <td>-0.087254</td>\n",
       "      <td>-0.188512</td>\n",
       "      <td>-0.104687</td>\n",
       "      <td>-0.121861</td>\n",
       "      <td>1.033731</td>\n",
       "      <td>0.879292</td>\n",
       "      <td>-1.284024</td>\n",
       "      <td>-0.1732</td>\n",
       "      <td>-0.220466</td>\n",
       "      <td>-1.362441</td>\n",
       "      <td>-1.373982</td>\n",
       "      <td>-0.138767</td>\n",
       "      <td>-0.22718</td>\n",
       "      <td>0.247643</td>\n",
       "      <td>-1.387262</td>\n",
       "      <td>-0.216696</td>\n",
       "      <td>-0.154067</td>\n",
       "      <td>-0.004639</td>\n",
       "      <td>-0.063921</td>\n",
       "      <td>-0.374735</td>\n",
       "      <td>1.415604</td>\n",
       "      <td>0.118747</td>\n",
       "      <td>-0.527065</td>\n",
       "      <td>1.054165</td>\n",
       "      <td>-0.014824</td>\n",
       "      <td>0.526126</td>\n",
       "      <td>-0.418591</td>\n",
       "      <td>0.511156</td>\n",
       "      <td>-0.894062</td>\n",
       "      <td>0.000172</td>\n",
       "      <td>0.071910</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2157</th>\n",
       "      <td>1.024993</td>\n",
       "      <td>-1.459637</td>\n",
       "      <td>0.197264</td>\n",
       "      <td>-0.540086</td>\n",
       "      <td>-0.604801</td>\n",
       "      <td>0.197264</td>\n",
       "      <td>-0.028554</td>\n",
       "      <td>1.018671</td>\n",
       "      <td>-0.568792</td>\n",
       "      <td>-0.452422</td>\n",
       "      <td>-0.444504</td>\n",
       "      <td>-0.423319</td>\n",
       "      <td>0.050977</td>\n",
       "      <td>1.599325</td>\n",
       "      <td>-0.148871</td>\n",
       "      <td>-0.085506</td>\n",
       "      <td>-0.188709</td>\n",
       "      <td>-0.103329</td>\n",
       "      <td>-0.120629</td>\n",
       "      <td>1.033887</td>\n",
       "      <td>0.876756</td>\n",
       "      <td>-1.276073</td>\n",
       "      <td>-0.169307</td>\n",
       "      <td>-0.216311</td>\n",
       "      <td>-1.362140</td>\n",
       "      <td>-1.373661</td>\n",
       "      <td>-0.139261</td>\n",
       "      <td>-0.22522</td>\n",
       "      <td>0.337120</td>\n",
       "      <td>-1.386927</td>\n",
       "      <td>-0.216887</td>\n",
       "      <td>-0.154033</td>\n",
       "      <td>-0.004639</td>\n",
       "      <td>-0.063716</td>\n",
       "      <td>-0.359869</td>\n",
       "      <td>1.414756</td>\n",
       "      <td>0.079906</td>\n",
       "      <td>-0.510793</td>\n",
       "      <td>1.022795</td>\n",
       "      <td>-0.105857</td>\n",
       "      <td>0.558878</td>\n",
       "      <td>-0.358678</td>\n",
       "      <td>0.547326</td>\n",
       "      <td>-0.886876</td>\n",
       "      <td>0.002482</td>\n",
       "      <td>3.756971</td>\n",
       "      <td>1.025852</td>\n",
       "      <td>-1.433535</td>\n",
       "      <td>0.060701</td>\n",
       "      <td>-0.574667</td>\n",
       "      <td>-0.626183</td>\n",
       "      <td>0.060701</td>\n",
       "      <td>-0.028313</td>\n",
       "      <td>1.033851</td>\n",
       "      <td>-0.648966</td>\n",
       "      <td>-0.529378</td>\n",
       "      <td>-0.443498</td>\n",
       "      <td>-0.433043</td>\n",
       "      <td>0.240987</td>\n",
       "      <td>1.599325</td>\n",
       "      <td>-0.15017</td>\n",
       "      <td>-0.087599</td>\n",
       "      <td>-0.189691</td>\n",
       "      <td>-0.104406</td>\n",
       "      <td>-0.121976</td>\n",
       "      <td>-0.967713</td>\n",
       "      <td>0.879292</td>\n",
       "      <td>-1.268680</td>\n",
       "      <td>-0.167672</td>\n",
       "      <td>-0.217955</td>\n",
       "      <td>-1.354697</td>\n",
       "      <td>-1.366247</td>\n",
       "      <td>-0.138798</td>\n",
       "      <td>-0.226485</td>\n",
       "      <td>0.430183</td>\n",
       "      <td>-1.379584</td>\n",
       "      <td>-0.216288</td>\n",
       "      <td>-0.153997</td>\n",
       "      <td>-0.004639</td>\n",
       "      <td>-0.063299</td>\n",
       "      <td>-0.374748</td>\n",
       "      <td>1.461795</td>\n",
       "      <td>0.044494</td>\n",
       "      <td>-0.527242</td>\n",
       "      <td>1.008075</td>\n",
       "      <td>0.081460</td>\n",
       "      <td>0.510343</td>\n",
       "      <td>-0.418357</td>\n",
       "      <td>0.511469</td>\n",
       "      <td>-0.894148</td>\n",
       "      <td>0.002208</td>\n",
       "      <td>1.062995</td>\n",
       "      <td>-1.406714</td>\n",
       "      <td>0.017272</td>\n",
       "      <td>-0.600774</td>\n",
       "      <td>-0.626218</td>\n",
       "      <td>0.017272</td>\n",
       "      <td>-0.027486</td>\n",
       "      <td>1.048685</td>\n",
       "      <td>-0.643902</td>\n",
       "      <td>-0.560214</td>\n",
       "      <td>-0.440573</td>\n",
       "      <td>-0.448215</td>\n",
       "      <td>0.460732</td>\n",
       "      <td>1.599325</td>\n",
       "      <td>-0.149072</td>\n",
       "      <td>-0.087486</td>\n",
       "      <td>-0.188034</td>\n",
       "      <td>-0.104584</td>\n",
       "      <td>-0.121631</td>\n",
       "      <td>-0.966276</td>\n",
       "      <td>0.879543</td>\n",
       "      <td>-1.261140</td>\n",
       "      <td>-0.172386</td>\n",
       "      <td>-0.21722</td>\n",
       "      <td>-1.347105</td>\n",
       "      <td>-1.358704</td>\n",
       "      <td>-0.139012</td>\n",
       "      <td>-0.226715</td>\n",
       "      <td>0.522359</td>\n",
       "      <td>-1.372054</td>\n",
       "      <td>-0.216506</td>\n",
       "      <td>-0.154018</td>\n",
       "      <td>-0.004639</td>\n",
       "      <td>-0.06382</td>\n",
       "      <td>-0.380472</td>\n",
       "      <td>1.539427</td>\n",
       "      <td>0.012651</td>\n",
       "      <td>-0.532899</td>\n",
       "      <td>0.992949</td>\n",
       "      <td>0.296028</td>\n",
       "      <td>0.452898</td>\n",
       "      <td>-0.476538</td>\n",
       "      <td>0.475511</td>\n",
       "      <td>-0.843545</td>\n",
       "      <td>0.000171</td>\n",
       "      <td>1.099645</td>\n",
       "      <td>-1.378871</td>\n",
       "      <td>-0.026450</td>\n",
       "      <td>-0.616270</td>\n",
       "      <td>-0.626252</td>\n",
       "      <td>-0.026450</td>\n",
       "      <td>-0.026713</td>\n",
       "      <td>1.063126</td>\n",
       "      <td>-0.649161</td>\n",
       "      <td>-0.580618</td>\n",
       "      <td>-0.443468</td>\n",
       "      <td>-0.449428</td>\n",
       "      <td>0.697117</td>\n",
       "      <td>1.599325</td>\n",
       "      <td>-0.149375</td>\n",
       "      <td>-0.087254</td>\n",
       "      <td>-0.188512</td>\n",
       "      <td>-0.104687</td>\n",
       "      <td>-0.121861</td>\n",
       "      <td>-0.967359</td>\n",
       "      <td>0.879292</td>\n",
       "      <td>-1.253460</td>\n",
       "      <td>-0.1732</td>\n",
       "      <td>-0.220466</td>\n",
       "      <td>-1.339370</td>\n",
       "      <td>-1.351019</td>\n",
       "      <td>-0.138767</td>\n",
       "      <td>-0.22718</td>\n",
       "      <td>0.605593</td>\n",
       "      <td>-1.356788</td>\n",
       "      <td>-0.216696</td>\n",
       "      <td>-0.154067</td>\n",
       "      <td>-0.004639</td>\n",
       "      <td>-0.063921</td>\n",
       "      <td>-0.374735</td>\n",
       "      <td>1.546518</td>\n",
       "      <td>-0.015458</td>\n",
       "      <td>-0.527065</td>\n",
       "      <td>0.977440</td>\n",
       "      <td>0.522973</td>\n",
       "      <td>0.391168</td>\n",
       "      <td>-0.531967</td>\n",
       "      <td>0.439898</td>\n",
       "      <td>-0.841012</td>\n",
       "      <td>0.000172</td>\n",
       "      <td>0.071910</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2158</th>\n",
       "      <td>1.098670</td>\n",
       "      <td>-1.350374</td>\n",
       "      <td>0.014887</td>\n",
       "      <td>-0.626155</td>\n",
       "      <td>-0.626244</td>\n",
       "      <td>0.014887</td>\n",
       "      <td>-0.028554</td>\n",
       "      <td>1.077196</td>\n",
       "      <td>-0.651235</td>\n",
       "      <td>-0.616985</td>\n",
       "      <td>-0.444504</td>\n",
       "      <td>-0.449899</td>\n",
       "      <td>0.941265</td>\n",
       "      <td>1.599325</td>\n",
       "      <td>-0.148871</td>\n",
       "      <td>-0.085506</td>\n",
       "      <td>-0.188709</td>\n",
       "      <td>-0.103329</td>\n",
       "      <td>-0.120629</td>\n",
       "      <td>-0.967213</td>\n",
       "      <td>0.876756</td>\n",
       "      <td>-1.245511</td>\n",
       "      <td>-0.169307</td>\n",
       "      <td>-0.216311</td>\n",
       "      <td>-1.331389</td>\n",
       "      <td>-1.343048</td>\n",
       "      <td>-0.139261</td>\n",
       "      <td>-0.22522</td>\n",
       "      <td>0.693052</td>\n",
       "      <td>-1.348841</td>\n",
       "      <td>-0.216887</td>\n",
       "      <td>-0.154033</td>\n",
       "      <td>-0.004639</td>\n",
       "      <td>-0.063716</td>\n",
       "      <td>-0.359869</td>\n",
       "      <td>1.546333</td>\n",
       "      <td>-0.039542</td>\n",
       "      <td>-0.510793</td>\n",
       "      <td>0.946112</td>\n",
       "      <td>0.754314</td>\n",
       "      <td>0.326978</td>\n",
       "      <td>-0.583586</td>\n",
       "      <td>0.404926</td>\n",
       "      <td>-0.781446</td>\n",
       "      <td>0.002482</td>\n",
       "      <td>3.865144</td>\n",
       "      <td>1.099585</td>\n",
       "      <td>-1.351515</td>\n",
       "      <td>-0.074278</td>\n",
       "      <td>-0.627839</td>\n",
       "      <td>-0.626183</td>\n",
       "      <td>-0.074278</td>\n",
       "      <td>-0.028313</td>\n",
       "      <td>1.077773</td>\n",
       "      <td>-0.648966</td>\n",
       "      <td>-0.656967</td>\n",
       "      <td>-0.443498</td>\n",
       "      <td>-0.449477</td>\n",
       "      <td>0.955439</td>\n",
       "      <td>1.599325</td>\n",
       "      <td>-0.15017</td>\n",
       "      <td>-0.087599</td>\n",
       "      <td>-0.189691</td>\n",
       "      <td>-0.104406</td>\n",
       "      <td>-0.121976</td>\n",
       "      <td>-0.967713</td>\n",
       "      <td>0.879292</td>\n",
       "      <td>-1.245757</td>\n",
       "      <td>-0.167672</td>\n",
       "      <td>-0.217955</td>\n",
       "      <td>-1.323944</td>\n",
       "      <td>-1.335628</td>\n",
       "      <td>-0.138798</td>\n",
       "      <td>-0.226485</td>\n",
       "      <td>0.703883</td>\n",
       "      <td>-1.349107</td>\n",
       "      <td>-0.216288</td>\n",
       "      <td>-0.153997</td>\n",
       "      <td>-0.004639</td>\n",
       "      <td>-0.063299</td>\n",
       "      <td>-0.374748</td>\n",
       "      <td>1.593984</td>\n",
       "      <td>-0.059796</td>\n",
       "      <td>0.397222</td>\n",
       "      <td>0.931347</td>\n",
       "      <td>0.768194</td>\n",
       "      <td>0.332143</td>\n",
       "      <td>-0.645084</td>\n",
       "      <td>0.368945</td>\n",
       "      <td>-0.788070</td>\n",
       "      <td>0.002208</td>\n",
       "      <td>1.099870</td>\n",
       "      <td>-1.324668</td>\n",
       "      <td>-0.072282</td>\n",
       "      <td>-0.627835</td>\n",
       "      <td>-0.626218</td>\n",
       "      <td>-0.072282</td>\n",
       "      <td>-0.027486</td>\n",
       "      <td>1.077972</td>\n",
       "      <td>-0.643902</td>\n",
       "      <td>-0.653964</td>\n",
       "      <td>-0.440573</td>\n",
       "      <td>-0.448215</td>\n",
       "      <td>0.960342</td>\n",
       "      <td>1.599325</td>\n",
       "      <td>-0.149072</td>\n",
       "      <td>-0.087486</td>\n",
       "      <td>-0.188034</td>\n",
       "      <td>-0.104584</td>\n",
       "      <td>-0.121631</td>\n",
       "      <td>-0.966276</td>\n",
       "      <td>0.879543</td>\n",
       "      <td>-1.238214</td>\n",
       "      <td>-0.172386</td>\n",
       "      <td>-0.21722</td>\n",
       "      <td>-1.316345</td>\n",
       "      <td>-1.328088</td>\n",
       "      <td>-0.139012</td>\n",
       "      <td>-0.226715</td>\n",
       "      <td>0.719235</td>\n",
       "      <td>-1.341575</td>\n",
       "      <td>-0.216506</td>\n",
       "      <td>-0.154018</td>\n",
       "      <td>-0.004639</td>\n",
       "      <td>-0.06382</td>\n",
       "      <td>-0.380472</td>\n",
       "      <td>1.672433</td>\n",
       "      <td>-0.075982</td>\n",
       "      <td>0.406303</td>\n",
       "      <td>0.916208</td>\n",
       "      <td>0.773033</td>\n",
       "      <td>0.334111</td>\n",
       "      <td>-0.703932</td>\n",
       "      <td>0.368590</td>\n",
       "      <td>-0.790387</td>\n",
       "      <td>0.000171</td>\n",
       "      <td>1.099645</td>\n",
       "      <td>-1.324194</td>\n",
       "      <td>-0.069630</td>\n",
       "      <td>-0.627838</td>\n",
       "      <td>-0.626252</td>\n",
       "      <td>-0.069630</td>\n",
       "      <td>-0.026713</td>\n",
       "      <td>1.077766</td>\n",
       "      <td>-0.649161</td>\n",
       "      <td>-0.657170</td>\n",
       "      <td>-0.443468</td>\n",
       "      <td>-0.449428</td>\n",
       "      <td>0.955622</td>\n",
       "      <td>1.599325</td>\n",
       "      <td>-0.149375</td>\n",
       "      <td>-0.087254</td>\n",
       "      <td>-0.188512</td>\n",
       "      <td>-0.104687</td>\n",
       "      <td>-0.121861</td>\n",
       "      <td>-0.967359</td>\n",
       "      <td>0.879292</td>\n",
       "      <td>-1.230530</td>\n",
       "      <td>-0.1732</td>\n",
       "      <td>-0.220466</td>\n",
       "      <td>-1.308615</td>\n",
       "      <td>-1.320398</td>\n",
       "      <td>-0.138767</td>\n",
       "      <td>-0.22718</td>\n",
       "      <td>0.724909</td>\n",
       "      <td>-1.333932</td>\n",
       "      <td>-0.216696</td>\n",
       "      <td>-0.154067</td>\n",
       "      <td>-0.004639</td>\n",
       "      <td>-0.063921</td>\n",
       "      <td>-0.374735</td>\n",
       "      <td>1.680165</td>\n",
       "      <td>-0.088059</td>\n",
       "      <td>0.399658</td>\n",
       "      <td>0.900715</td>\n",
       "      <td>0.768489</td>\n",
       "      <td>0.332644</td>\n",
       "      <td>-0.702031</td>\n",
       "      <td>0.333011</td>\n",
       "      <td>-0.734911</td>\n",
       "      <td>0.000172</td>\n",
       "      <td>0.071910</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2159</th>\n",
       "      <td>1.098670</td>\n",
       "      <td>-1.323056</td>\n",
       "      <td>0.017892</td>\n",
       "      <td>-0.627834</td>\n",
       "      <td>-0.626244</td>\n",
       "      <td>0.017892</td>\n",
       "      <td>-0.028554</td>\n",
       "      <td>1.062563</td>\n",
       "      <td>-0.651235</td>\n",
       "      <td>-0.658524</td>\n",
       "      <td>-0.444504</td>\n",
       "      <td>-0.449899</td>\n",
       "      <td>0.941265</td>\n",
       "      <td>1.599325</td>\n",
       "      <td>-0.148871</td>\n",
       "      <td>-0.085506</td>\n",
       "      <td>-0.188709</td>\n",
       "      <td>-0.103329</td>\n",
       "      <td>-0.120629</td>\n",
       "      <td>-0.967213</td>\n",
       "      <td>0.876756</td>\n",
       "      <td>-1.222592</td>\n",
       "      <td>-0.169307</td>\n",
       "      <td>-0.216311</td>\n",
       "      <td>-1.308328</td>\n",
       "      <td>-1.320090</td>\n",
       "      <td>-0.139261</td>\n",
       "      <td>-0.22522</td>\n",
       "      <td>0.727948</td>\n",
       "      <td>-1.325990</td>\n",
       "      <td>-0.216887</td>\n",
       "      <td>-0.154033</td>\n",
       "      <td>-0.004639</td>\n",
       "      <td>-0.063716</td>\n",
       "      <td>-0.359869</td>\n",
       "      <td>1.680328</td>\n",
       "      <td>-0.095809</td>\n",
       "      <td>0.386216</td>\n",
       "      <td>0.884767</td>\n",
       "      <td>0.754314</td>\n",
       "      <td>0.327420</td>\n",
       "      <td>-0.752267</td>\n",
       "      <td>0.333726</td>\n",
       "      <td>-0.728732</td>\n",
       "      <td>0.002482</td>\n",
       "      <td>3.973317</td>\n",
       "      <td>1.099585</td>\n",
       "      <td>-1.324174</td>\n",
       "      <td>-0.072060</td>\n",
       "      <td>-0.627839</td>\n",
       "      <td>-0.626183</td>\n",
       "      <td>-0.072060</td>\n",
       "      <td>-0.028313</td>\n",
       "      <td>1.063132</td>\n",
       "      <td>-0.648966</td>\n",
       "      <td>-0.656967</td>\n",
       "      <td>-0.443498</td>\n",
       "      <td>-0.449477</td>\n",
       "      <td>0.955439</td>\n",
       "      <td>1.599325</td>\n",
       "      <td>-0.15017</td>\n",
       "      <td>-0.087599</td>\n",
       "      <td>-0.189691</td>\n",
       "      <td>-0.104406</td>\n",
       "      <td>-0.121976</td>\n",
       "      <td>-0.967713</td>\n",
       "      <td>0.879292</td>\n",
       "      <td>-1.222833</td>\n",
       "      <td>-0.167672</td>\n",
       "      <td>-0.217955</td>\n",
       "      <td>-1.300873</td>\n",
       "      <td>-1.312666</td>\n",
       "      <td>-0.138798</td>\n",
       "      <td>-0.226485</td>\n",
       "      <td>0.753009</td>\n",
       "      <td>-1.326252</td>\n",
       "      <td>-0.216288</td>\n",
       "      <td>-0.153997</td>\n",
       "      <td>-0.004639</td>\n",
       "      <td>-0.063299</td>\n",
       "      <td>-0.374748</td>\n",
       "      <td>1.728222</td>\n",
       "      <td>-0.099404</td>\n",
       "      <td>0.397222</td>\n",
       "      <td>0.869966</td>\n",
       "      <td>0.768194</td>\n",
       "      <td>0.336461</td>\n",
       "      <td>-0.758448</td>\n",
       "      <td>0.333314</td>\n",
       "      <td>-0.681992</td>\n",
       "      <td>0.002208</td>\n",
       "      <td>1.062995</td>\n",
       "      <td>-1.324668</td>\n",
       "      <td>-0.070818</td>\n",
       "      <td>-0.627835</td>\n",
       "      <td>-0.626218</td>\n",
       "      <td>-0.070818</td>\n",
       "      <td>-0.027486</td>\n",
       "      <td>1.063328</td>\n",
       "      <td>-0.643902</td>\n",
       "      <td>-0.653964</td>\n",
       "      <td>-0.440573</td>\n",
       "      <td>-0.448215</td>\n",
       "      <td>0.960342</td>\n",
       "      <td>1.599325</td>\n",
       "      <td>-0.149072</td>\n",
       "      <td>-0.087486</td>\n",
       "      <td>-0.188034</td>\n",
       "      <td>-0.104584</td>\n",
       "      <td>-0.121631</td>\n",
       "      <td>-0.966276</td>\n",
       "      <td>0.879543</td>\n",
       "      <td>-1.215289</td>\n",
       "      <td>-0.172386</td>\n",
       "      <td>-0.21722</td>\n",
       "      <td>-1.293277</td>\n",
       "      <td>-1.305119</td>\n",
       "      <td>-0.139012</td>\n",
       "      <td>-0.226715</td>\n",
       "      <td>0.782516</td>\n",
       "      <td>-1.318718</td>\n",
       "      <td>-0.216506</td>\n",
       "      <td>-0.154018</td>\n",
       "      <td>-0.004639</td>\n",
       "      <td>-0.06382</td>\n",
       "      <td>-0.380472</td>\n",
       "      <td>-1.692308</td>\n",
       "      <td>-0.098806</td>\n",
       "      <td>1.345504</td>\n",
       "      <td>0.870166</td>\n",
       "      <td>0.773033</td>\n",
       "      <td>0.342189</td>\n",
       "      <td>-0.760780</td>\n",
       "      <td>0.332949</td>\n",
       "      <td>-0.684069</td>\n",
       "      <td>0.000171</td>\n",
       "      <td>1.062778</td>\n",
       "      <td>-1.324194</td>\n",
       "      <td>-0.068900</td>\n",
       "      <td>-0.627838</td>\n",
       "      <td>-0.626252</td>\n",
       "      <td>-0.068900</td>\n",
       "      <td>-0.026713</td>\n",
       "      <td>1.048485</td>\n",
       "      <td>-0.649161</td>\n",
       "      <td>-0.657170</td>\n",
       "      <td>-0.443468</td>\n",
       "      <td>-0.449428</td>\n",
       "      <td>0.955622</td>\n",
       "      <td>1.599325</td>\n",
       "      <td>-0.149375</td>\n",
       "      <td>-0.087254</td>\n",
       "      <td>-0.188512</td>\n",
       "      <td>-0.104687</td>\n",
       "      <td>-0.121861</td>\n",
       "      <td>-0.967359</td>\n",
       "      <td>0.879292</td>\n",
       "      <td>-1.207605</td>\n",
       "      <td>-0.1732</td>\n",
       "      <td>-0.220466</td>\n",
       "      <td>-1.285548</td>\n",
       "      <td>-1.297435</td>\n",
       "      <td>-0.138767</td>\n",
       "      <td>-0.22718</td>\n",
       "      <td>0.802113</td>\n",
       "      <td>-1.311071</td>\n",
       "      <td>-0.216696</td>\n",
       "      <td>-0.154067</td>\n",
       "      <td>-0.004639</td>\n",
       "      <td>-0.063921</td>\n",
       "      <td>-0.374735</td>\n",
       "      <td>-1.686169</td>\n",
       "      <td>-0.093973</td>\n",
       "      <td>1.326381</td>\n",
       "      <td>0.854682</td>\n",
       "      <td>0.768489</td>\n",
       "      <td>0.344273</td>\n",
       "      <td>-0.758719</td>\n",
       "      <td>0.333011</td>\n",
       "      <td>-0.628810</td>\n",
       "      <td>0.000172</td>\n",
       "      <td>0.071910</td>\n",
       "      <td>23</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2160 rows × 186 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      absolute_humidity_2m:gm3_00  air_density_2m:kgm3_00  \\\n",
       "0                       -0.595904                0.834929   \n",
       "1                       -0.632742                0.862243   \n",
       "2                       -0.669581                0.780297   \n",
       "3                       -0.706420                0.725662   \n",
       "4                       -0.780097                0.725662   \n",
       "...                           ...                     ...   \n",
       "2155                     0.840800               -1.623536   \n",
       "2156                     0.914477               -1.541587   \n",
       "2157                     1.024993               -1.459637   \n",
       "2158                     1.098670               -1.350374   \n",
       "2159                     1.098670               -1.323056   \n",
       "\n",
       "      ceiling_height_agl:m_00  clear_sky_energy_1h:J_00  clear_sky_rad:W_00  \\\n",
       "0                   -0.382669                 -0.627834           -0.626244   \n",
       "1                   -1.083697                 -0.627834           -0.626244   \n",
       "2                   -0.173977                 -0.627834           -0.626244   \n",
       "3                    0.128249                 -0.627834           -0.626244   \n",
       "4                    0.134297                 -0.554985           -0.438066   \n",
       "...                       ...                       ...                 ...   \n",
       "2155                 0.577483                  0.122098           -0.113350   \n",
       "2156                 0.539586                 -0.299286           -0.451195   \n",
       "2157                 0.197264                 -0.540086           -0.604801   \n",
       "2158                 0.014887                 -0.626155           -0.626244   \n",
       "2159                 0.017892                 -0.627834           -0.626244   \n",
       "\n",
       "      cloud_base_agl:m_00  dew_or_rime:idx_00  dew_point_2m:K_00  \\\n",
       "0               -0.382669           -0.028554          -0.517627   \n",
       "1               -1.083697           -0.028554          -0.532260   \n",
       "2               -0.173977           -0.028554          -0.590784   \n",
       "3                0.128249           -0.028554          -0.649314   \n",
       "4                0.134297           -0.028554          -0.722471   \n",
       "...                   ...                 ...                ...   \n",
       "2155             0.577483           -0.028554           0.930882   \n",
       "2156             0.539586           -0.028554           0.974774   \n",
       "2157             0.197264           -0.028554           1.018671   \n",
       "2158             0.014887           -0.028554           1.077196   \n",
       "2159             0.017892           -0.028554           1.062563   \n",
       "\n",
       "      diffuse_rad:W_00  diffuse_rad_1h:J_00  direct_rad:W_00  \\\n",
       "0            -0.651235            -0.658524        -0.444504   \n",
       "1            -0.651235            -0.658524        -0.444504   \n",
       "2            -0.651235            -0.658524        -0.444504   \n",
       "3            -0.651235            -0.658524        -0.444504   \n",
       "4            -0.133490            -0.396493        -0.347113   \n",
       "...                ...                  ...              ...   \n",
       "2155          0.029749             0.264405        -0.301073   \n",
       "2156         -0.326408            -0.149611        -0.392267   \n",
       "2157         -0.568792            -0.452422        -0.444504   \n",
       "2158         -0.651235            -0.616985        -0.444504   \n",
       "2159         -0.651235            -0.658524        -0.444504   \n",
       "\n",
       "      direct_rad_1h:J_00  effective_cloud_cover:p_00  elevation:m_00  \\\n",
       "0              -0.449899                    0.390542       -0.685740   \n",
       "1              -0.449899                   -0.071723       -0.685740   \n",
       "2              -0.449899                    0.781470       -0.685740   \n",
       "3              -0.449899                    0.227893       -0.685740   \n",
       "4              -0.400659                   -0.240079       -0.685740   \n",
       "...                  ...                         ...             ...   \n",
       "2155           -0.307607                    0.644503        1.599325   \n",
       "2156           -0.350643                    0.496121        1.599325   \n",
       "2157           -0.423319                    0.050977        1.599325   \n",
       "2158           -0.449899                    0.941265        1.599325   \n",
       "2159           -0.449899                    0.941265        1.599325   \n",
       "\n",
       "      fresh_snow_12h:cm_00  fresh_snow_1h:cm_00  fresh_snow_24h:cm_00  \\\n",
       "0                -0.148871            -0.085506             -0.188709   \n",
       "1                -0.148871            -0.085506             -0.188709   \n",
       "2                -0.148871            -0.085506             -0.188709   \n",
       "3                -0.148871            -0.085506             -0.188709   \n",
       "4                -0.148871            -0.085506             -0.188709   \n",
       "...                    ...                  ...                   ...   \n",
       "2155             -0.148871            -0.085506             -0.188709   \n",
       "2156             -0.148871            -0.085506             -0.188709   \n",
       "2157             -0.148871            -0.085506             -0.188709   \n",
       "2158             -0.148871            -0.085506             -0.188709   \n",
       "2159             -0.148871            -0.085506             -0.188709   \n",
       "\n",
       "      fresh_snow_3h:cm_00  fresh_snow_6h:cm_00  is_day:idx_00  \\\n",
       "0               -0.103329            -0.120629      -0.967213   \n",
       "1               -0.103329            -0.120629      -0.967213   \n",
       "2               -0.103329            -0.120629      -0.967213   \n",
       "3               -0.103329            -0.120629      -0.967213   \n",
       "4               -0.103329            -0.120629       1.033887   \n",
       "...                   ...                  ...            ...   \n",
       "2155            -0.103329            -0.120629       1.033887   \n",
       "2156            -0.103329            -0.120629       1.033887   \n",
       "2157            -0.103329            -0.120629       1.033887   \n",
       "2158            -0.103329            -0.120629      -0.967213   \n",
       "2159            -0.103329            -0.120629      -0.967213   \n",
       "\n",
       "      is_in_shadow:idx_00  msl_pressure:hPa_00  precip_5min:mm_00  \\\n",
       "0                0.876756             0.335965          -0.169307   \n",
       "1                0.876756             0.290122          -0.169307   \n",
       "2                0.876756             0.259565          -0.169307   \n",
       "3                0.876756             0.221365          -0.169307   \n",
       "4               -1.140556             0.175523          -0.169307   \n",
       "...                   ...                  ...                ...   \n",
       "2155            -1.140556            -1.337192          -0.169307   \n",
       "2156            -1.140556            -1.298992          -0.169307   \n",
       "2157             0.876756            -1.276073          -0.169307   \n",
       "2158             0.876756            -1.245511          -0.169307   \n",
       "2159             0.876756            -1.222592          -0.169307   \n",
       "\n",
       "      precip_type_5min:idx_00  pressure_100m:hPa_00  pressure_50m:hPa_00  \\\n",
       "0                   -0.216311              0.375210             0.386484   \n",
       "1                   -0.216311              0.336773             0.348220   \n",
       "2                   -0.216311              0.298336             0.309956   \n",
       "3                   -0.216311              0.259899             0.264041   \n",
       "4                   -0.216311              0.221463             0.225777   \n",
       "...                       ...                   ...                  ...   \n",
       "2155                -0.216311             -1.415948            -1.434882   \n",
       "2156                -0.216311             -1.377511            -1.396618   \n",
       "2157                -0.216311             -1.362140            -1.373661   \n",
       "2158                -0.216311             -1.331389            -1.343048   \n",
       "2159                -0.216311             -1.308328            -1.320090   \n",
       "\n",
       "      prob_rime:p_00  rain_water:kgm2_00  relative_humidity_1000hPa:p_00  \\\n",
       "0          -0.139261            -0.22522                        0.462743   \n",
       "1          -0.139261            -0.22522                        0.455764   \n",
       "2          -0.139261            -0.22522                        0.385973   \n",
       "3          -0.139261            -0.22522                        0.162643   \n",
       "4          -0.139261            -0.22522                        0.092852   \n",
       "...              ...                 ...                             ...   \n",
       "2155       -0.139261            -0.22522                       -0.214227   \n",
       "2156       -0.139261            -0.22522                       -0.018813   \n",
       "2157       -0.139261            -0.22522                        0.337120   \n",
       "2158       -0.139261            -0.22522                        0.693052   \n",
       "2159       -0.139261            -0.22522                        0.727948   \n",
       "\n",
       "      sfc_pressure:hPa_00  snow_density:kgm3_00  snow_depth:cm_00  \\\n",
       "0                0.395496             -0.216887         -0.154033   \n",
       "1                0.357410             -0.216887         -0.154033   \n",
       "2                0.319324             -0.216887         -0.154033   \n",
       "3                0.273622             -0.216887         -0.154033   \n",
       "4                0.235536             -0.216887         -0.154033   \n",
       "...                   ...                   ...               ...   \n",
       "2155            -1.447868             -0.216887         -0.154033   \n",
       "2156            -1.409782             -0.216887         -0.154033   \n",
       "2157            -1.386927             -0.216887         -0.154033   \n",
       "2158            -1.348841             -0.216887         -0.154033   \n",
       "2159            -1.325990             -0.216887         -0.154033   \n",
       "\n",
       "      snow_drift:idx_00  snow_melt_10min:mm_00  snow_water:kgm2_00  \\\n",
       "0             -0.004639              -0.063716           -0.359869   \n",
       "1             -0.004639              -0.063716           -0.359869   \n",
       "2             -0.004639              -0.063716           -0.359869   \n",
       "3             -0.004639              -0.063716           -0.359869   \n",
       "4             -0.004639              -0.063716           -0.359869   \n",
       "...                 ...                    ...                 ...   \n",
       "2155          -0.004639              -0.063716           -0.359869   \n",
       "2156          -0.004639              -0.063716           -0.359869   \n",
       "2157          -0.004639              -0.063716           -0.359869   \n",
       "2158          -0.004639              -0.063716           -0.359869   \n",
       "2159          -0.004639              -0.063716           -0.359869   \n",
       "\n",
       "      sun_azimuth:d_00  sun_elevation:d_00  super_cooled_liquid_water:kgm2_00  \\\n",
       "0            -1.670006           -0.415545                          -0.510793   \n",
       "1            -1.527994           -0.329874                          -0.510793   \n",
       "2            -1.390014           -0.180689                          -0.510793   \n",
       "3            -1.256669            0.021140                          -0.510793   \n",
       "4            -1.127055            0.262576                          -0.510793   \n",
       "...                ...                 ...                                ...   \n",
       "2155          1.160961            0.474358                           0.386216   \n",
       "2156          1.286425            0.254704                          -0.510793   \n",
       "2157          1.414756            0.079906                          -0.510793   \n",
       "2158          1.546333           -0.039542                          -0.510793   \n",
       "2159          1.680328           -0.095809                           0.386216   \n",
       "\n",
       "      t_1000hPa:K_00  total_cloud_cover:p_00  visibility:m_00  \\\n",
       "0          -0.863611                0.202776        -0.153787   \n",
       "1          -0.863611               -0.260173        -0.192173   \n",
       "2          -0.863611                0.594282        -0.194596   \n",
       "3          -0.848274                0.039886         0.038166   \n",
       "4          -0.848274               -0.428778         0.158286   \n",
       "...              ...                     ...              ...   \n",
       "2155        1.160824                0.477116         0.464457   \n",
       "2156        1.099478                0.325657         0.388040   \n",
       "2157        1.022795               -0.105857         0.558878   \n",
       "2158        0.946112                0.754314         0.326978   \n",
       "2159        0.884767                0.754314         0.327420   \n",
       "\n",
       "      wind_speed_10m:ms_00  wind_speed_u_10m:ms_00  wind_speed_v_10m:ms_00  \\\n",
       "0                 0.540953                0.547326                1.432581   \n",
       "1                 0.484727                0.476126                1.379866   \n",
       "2                 0.372273                0.404926                1.327151   \n",
       "3                 0.316045                0.333726                1.327151   \n",
       "4                 0.203592                0.226926                1.274436   \n",
       "...                    ...                     ...                     ...   \n",
       "2155             -0.471132                0.440526               -0.992306   \n",
       "2156             -0.527359                0.440526               -0.834161   \n",
       "2157             -0.358678                0.547326               -0.886876   \n",
       "2158             -0.583586                0.404926               -0.781446   \n",
       "2159             -0.752267                0.333726               -0.728732   \n",
       "\n",
       "      wind_speed_w_1000hPa:ms_00  calc_time  absolute_humidity_2m:gm3_15  \\\n",
       "0                       0.002482   1.486148                    -0.633138   \n",
       "1                       0.002482   1.594321                    -0.633138   \n",
       "2                       0.002482   1.702494                    -0.670004   \n",
       "3                       0.002482   1.810667                    -0.743737   \n",
       "4                       0.002482   1.918840                    -0.780603   \n",
       "...                          ...        ...                          ...   \n",
       "2155                    0.002482   3.540625                     0.878386   \n",
       "2156                    0.002482   3.648798                     0.952119   \n",
       "2157                    0.002482   3.756971                     1.025852   \n",
       "2158                    0.002482   3.865144                     1.099585   \n",
       "2159                    0.002482   3.973317                     1.099585   \n",
       "\n",
       "      air_density_2m:kgm3_15  ceiling_height_agl:m_15  \\\n",
       "0                   0.863015                -0.469433   \n",
       "1                   0.835677                -0.262383   \n",
       "2                   0.780998                -0.187439   \n",
       "3                   0.726315                 0.038956   \n",
       "4                   0.698977                 0.013175   \n",
       "...                      ...                      ...   \n",
       "2155               -1.624914                 0.473783   \n",
       "2156               -1.515552                 0.360658   \n",
       "2157               -1.433535                 0.060701   \n",
       "2158               -1.351515                -0.074278   \n",
       "2159               -1.324174                -0.072060   \n",
       "\n",
       "      clear_sky_energy_1h:J_15  clear_sky_rad:W_15  cloud_base_agl:m_15  \\\n",
       "0                    -0.627839           -0.626183            -0.469433   \n",
       "1                    -0.627839           -0.626183            -0.262383   \n",
       "2                    -0.627839           -0.626183            -0.187439   \n",
       "3                    -0.626218           -0.605178             0.038956   \n",
       "4                    -0.498582           -0.349613             0.013175   \n",
       "...                        ...                 ...                  ...   \n",
       "2155                  0.003236           -0.215267             0.473783   \n",
       "2156                 -0.377811           -0.503652             0.360658   \n",
       "2157                 -0.574667           -0.626183             0.060701   \n",
       "2158                 -0.627839           -0.626183            -0.074278   \n",
       "2159                 -0.627839           -0.626183            -0.072060   \n",
       "\n",
       "      dew_or_rime:idx_15  dew_point_2m:K_15  diffuse_rad:W_15  \\\n",
       "0              -0.028313          -0.517958         -0.648966   \n",
       "1              -0.028313          -0.547239         -0.648966   \n",
       "2              -0.028313          -0.605797         -0.648966   \n",
       "3              -0.028313          -0.664355         -0.597925   \n",
       "4              -0.028313          -0.708277          0.044198   \n",
       "...                  ...                ...               ...   \n",
       "2155           -0.028313           0.946016         -0.075994   \n",
       "2156           -0.028313           0.989934         -0.397056   \n",
       "2157           -0.028313           1.033851         -0.648966   \n",
       "2158           -0.028313           1.077773         -0.648966   \n",
       "2159           -0.028313           1.063132         -0.648966   \n",
       "\n",
       "      diffuse_rad_1h:J_15  direct_rad:W_15  direct_rad_1h:J_15  \\\n",
       "0               -0.656967        -0.443498           -0.449477   \n",
       "1               -0.656967        -0.443498           -0.449477   \n",
       "2               -0.656967        -0.443498           -0.449477   \n",
       "3               -0.631340        -0.443498           -0.449477   \n",
       "4               -0.280392        -0.277510           -0.365430   \n",
       "...                   ...              ...                 ...   \n",
       "2155             0.146314        -0.310178           -0.310052   \n",
       "2156            -0.239632        -0.410831           -0.365556   \n",
       "2157            -0.529378        -0.443498           -0.433043   \n",
       "2158            -0.656967        -0.443498           -0.449477   \n",
       "2159            -0.656967        -0.443498           -0.449477   \n",
       "\n",
       "      effective_cloud_cover:p_15  elevation:m_15  fresh_snow_12h:cm_15  \\\n",
       "0                       0.287455       -0.685740              -0.15017   \n",
       "1                       0.203231       -0.685740              -0.15017   \n",
       "2                       0.685341       -0.685740              -0.15017   \n",
       "3                       0.101581       -0.685740              -0.15017   \n",
       "4                      -0.098814       -0.685740              -0.15017   \n",
       "...                          ...             ...                   ...   \n",
       "2155                    0.609830        1.599325              -0.15017   \n",
       "2156                    0.371679        1.599325              -0.15017   \n",
       "2157                    0.240987        1.599325              -0.15017   \n",
       "2158                    0.955439        1.599325              -0.15017   \n",
       "2159                    0.955439        1.599325              -0.15017   \n",
       "\n",
       "      fresh_snow_1h:cm_15  fresh_snow_24h:cm_15  fresh_snow_3h:cm_15  \\\n",
       "0               -0.087599             -0.189691            -0.104406   \n",
       "1               -0.087599             -0.189691            -0.104406   \n",
       "2               -0.087599             -0.189691            -0.104406   \n",
       "3               -0.087599             -0.189691            -0.104406   \n",
       "4               -0.087599             -0.189691            -0.104406   \n",
       "...                   ...                   ...                  ...   \n",
       "2155            -0.087599             -0.189691            -0.104406   \n",
       "2156            -0.087599             -0.189691            -0.104406   \n",
       "2157            -0.087599             -0.189691            -0.104406   \n",
       "2158            -0.087599             -0.189691            -0.104406   \n",
       "2159            -0.087599             -0.189691            -0.104406   \n",
       "\n",
       "      fresh_snow_6h:cm_15  is_day:idx_15  is_in_shadow:idx_15  \\\n",
       "0               -0.121976      -0.967713             0.879292   \n",
       "1               -0.121976      -0.967713             0.879292   \n",
       "2               -0.121976      -0.967713             0.879292   \n",
       "3               -0.121976       1.033353             0.879292   \n",
       "4               -0.121976       1.033353            -1.137266   \n",
       "...                   ...            ...                  ...   \n",
       "2155            -0.121976       1.033353            -1.137266   \n",
       "2156            -0.121976       1.033353            -1.137266   \n",
       "2157            -0.121976      -0.967713             0.879292   \n",
       "2158            -0.121976      -0.967713             0.879292   \n",
       "2159            -0.121976      -0.967713             0.879292   \n",
       "\n",
       "      msl_pressure:hPa_15  precip_5min:mm_15  precip_type_5min:idx_15  \\\n",
       "0                0.320747          -0.167672                -0.217955   \n",
       "1                0.282540          -0.167672                -0.217955   \n",
       "2                0.244332          -0.167672                -0.217955   \n",
       "3                0.206125          -0.167672                -0.217955   \n",
       "4                0.175557          -0.167672                -0.217955   \n",
       "...                   ...                ...                      ...   \n",
       "2155            -1.329816          -0.167672                -0.217955   \n",
       "2156            -1.299248          -0.167672                -0.217955   \n",
       "2157            -1.268680          -0.167672                -0.217955   \n",
       "2158            -1.245757          -0.167672                -0.217955   \n",
       "2159            -1.222833          -0.167672                -0.217955   \n",
       "\n",
       "      pressure_100m:hPa_15  pressure_50m:hPa_15  prob_rime:p_15  \\\n",
       "0                 0.367623             0.378917       -0.138798   \n",
       "1                 0.329178             0.340646       -0.138798   \n",
       "2                 0.290733             0.302375       -0.138798   \n",
       "3                 0.244602             0.256447       -0.138798   \n",
       "4                 0.213844             0.218176       -0.138798   \n",
       "...                    ...                  ...             ...   \n",
       "2155             -1.408520            -1.427480       -0.138798   \n",
       "2156             -1.377762            -1.389209       -0.138798   \n",
       "2157             -1.354697            -1.366247       -0.138798   \n",
       "2158             -1.323944            -1.335628       -0.138798   \n",
       "2159             -1.300873            -1.312666       -0.138798   \n",
       "\n",
       "      rain_water:kgm2_15  relative_humidity_1000hPa:p_15  sfc_pressure:hPa_15  \\\n",
       "0              -0.226485                        0.465273             0.387957   \n",
       "1              -0.226485                        0.444219             0.349863   \n",
       "2              -0.226485                        0.331932             0.304148   \n",
       "3              -0.226485                        0.142447             0.266055   \n",
       "4              -0.226485                        0.058232             0.227961   \n",
       "...                  ...                             ...                  ...   \n",
       "2155           -0.226485                       -0.166342            -1.440532   \n",
       "2156           -0.226485                        0.072268            -1.402439   \n",
       "2157           -0.226485                        0.430183            -1.379584   \n",
       "2158           -0.226485                        0.703883            -1.349107   \n",
       "2159           -0.226485                        0.753009            -1.326252   \n",
       "\n",
       "      snow_density:kgm3_15  snow_depth:cm_15  snow_drift:idx_15  \\\n",
       "0                -0.216288         -0.153997          -0.004639   \n",
       "1                -0.216288         -0.153997          -0.004639   \n",
       "2                -0.216288         -0.153997          -0.004639   \n",
       "3                -0.216288         -0.153997          -0.004639   \n",
       "4                -0.216288         -0.153997          -0.004639   \n",
       "...                    ...               ...                ...   \n",
       "2155             -0.216288         -0.153997          -0.004639   \n",
       "2156             -0.216288         -0.153997          -0.004639   \n",
       "2157             -0.216288         -0.153997          -0.004639   \n",
       "2158             -0.216288         -0.153997          -0.004639   \n",
       "2159             -0.216288         -0.153997          -0.004639   \n",
       "\n",
       "      snow_melt_10min:mm_15  snow_water:kgm2_15  sun_azimuth:d_15  \\\n",
       "0                 -0.063299           -0.374748         -1.617078   \n",
       "1                 -0.063299           -0.374748         -1.476055   \n",
       "2                 -0.063299           -0.374748         -1.339351   \n",
       "3                 -0.063299           -0.374748         -1.207201   \n",
       "4                 -0.063299           -0.374748         -1.078332   \n",
       "...                     ...                 ...               ...   \n",
       "2155              -0.063299           -0.374748          1.206795   \n",
       "2156              -0.063299           -0.374748          1.332751   \n",
       "2157              -0.063299           -0.374748          1.461795   \n",
       "2158              -0.063299           -0.374748          1.593984   \n",
       "2159              -0.063299           -0.374748          1.728222   \n",
       "\n",
       "      sun_elevation:d_15  super_cooled_liquid_water:kgm2_15  t_1000hPa:K_15  \\\n",
       "0              -0.400570                          -0.527242       -0.864088   \n",
       "1              -0.298154                          -0.527242       -0.864088   \n",
       "2              -0.134681                          -0.527242       -0.864088   \n",
       "3               0.078313                          -0.527242       -0.848742   \n",
       "4               0.327542                          -0.527242       -0.848742   \n",
       "...                  ...                                ...             ...   \n",
       "2155            0.415880                           0.397222        1.146184   \n",
       "2156            0.206343                          -0.527242        1.084803   \n",
       "2157            0.044494                          -0.527242        1.008075   \n",
       "2158           -0.059796                           0.397222        0.931347   \n",
       "2159           -0.099404                           0.397222        0.869966   \n",
       "\n",
       "      total_cloud_cover:p_15  visibility:m_15  wind_speed_10m:ms_15  \\\n",
       "0                   0.096072        -0.167967              0.545231   \n",
       "1                   0.011326        -0.194356              0.431868   \n",
       "2                   0.496423        -0.142184              0.375186   \n",
       "3                  -0.090954         0.070657              0.261823   \n",
       "4                  -0.292590         0.144852              0.148459   \n",
       "...                      ...              ...                   ...   \n",
       "2155                0.440900         0.453209             -0.475039   \n",
       "2156                0.207118         0.438972             -0.475039   \n",
       "2157                0.081460         0.510343             -0.418357   \n",
       "2158                0.768194         0.332143             -0.645084   \n",
       "2159                0.768194         0.336461             -0.758448   \n",
       "\n",
       "      wind_speed_u_10m:ms_15  wind_speed_v_10m:ms_15  \\\n",
       "0                   0.511469                1.439571   \n",
       "1                   0.440207                1.386532   \n",
       "2                   0.404576                1.333493   \n",
       "3                   0.297683                1.333493   \n",
       "4                   0.226421                1.280454   \n",
       "...                      ...                     ...   \n",
       "2155                0.440207               -0.947187   \n",
       "2156                0.475838               -0.841109   \n",
       "2157                0.511469               -0.894148   \n",
       "2158                0.368945               -0.788070   \n",
       "2159                0.333314               -0.681992   \n",
       "\n",
       "      wind_speed_w_1000hPa:ms_15  absolute_humidity_2m:gm3_30  \\\n",
       "0                       0.002208                    -0.633262   \n",
       "1                       0.002208                    -0.633262   \n",
       "2                       0.002208                    -0.707012   \n",
       "3                       0.002208                    -0.743887   \n",
       "4                       0.002208                    -0.780762   \n",
       "...                          ...                          ...   \n",
       "2155                    0.002208                     0.878619   \n",
       "2156                    0.002208                     0.952370   \n",
       "2157                    0.002208                     1.062995   \n",
       "2158                    0.002208                     1.099870   \n",
       "2159                    0.002208                     1.062995   \n",
       "\n",
       "      air_density_2m:kgm3_30  ceiling_height_agl:m_30  \\\n",
       "0                   0.863208                -0.470753   \n",
       "1                   0.835861                -0.262368   \n",
       "2                   0.781165                -0.111477   \n",
       "3                   0.726465                 0.042414   \n",
       "4                   0.699119                -0.015483   \n",
       "...                      ...                      ...   \n",
       "2155               -1.598153                 0.469065   \n",
       "2156               -1.516107                 0.279235   \n",
       "2157               -1.406714                 0.017272   \n",
       "2158               -1.324668                -0.072282   \n",
       "2159               -1.324668                -0.070818   \n",
       "\n",
       "      clear_sky_energy_1h:J_30  clear_sky_rad:W_30  cloud_base_agl:m_30  \\\n",
       "0                    -0.627835           -0.626218            -0.470753   \n",
       "1                    -0.627835           -0.626218            -0.262368   \n",
       "2                    -0.627835           -0.626218            -0.111477   \n",
       "3                    -0.615336           -0.561013             0.042414   \n",
       "4                    -0.427133           -0.244615            -0.015483   \n",
       "...                        ...                 ...                  ...   \n",
       "2155                 -0.107507           -0.306757             0.469065   \n",
       "2156                 -0.443670           -0.543946             0.279235   \n",
       "2157                 -0.600774           -0.626218             0.017272   \n",
       "2158                 -0.627835           -0.626218            -0.072282   \n",
       "2159                 -0.627835           -0.626218            -0.070818   \n",
       "\n",
       "      dew_or_rime:idx_30  dew_point_2m:K_30  diffuse_rad:W_30  \\\n",
       "0              -0.027486          -0.532710         -0.643902   \n",
       "1              -0.027486          -0.561997         -0.643902   \n",
       "2              -0.027486          -0.620566         -0.643902   \n",
       "3              -0.027486          -0.679135         -0.432251   \n",
       "4              -0.027486          -0.708422          0.214189   \n",
       "...                  ...                ...               ...   \n",
       "2155           -0.027486           0.946190         -0.177941   \n",
       "2156           -0.027486           1.004759         -0.458502   \n",
       "2157           -0.027486           1.048685         -0.643902   \n",
       "2158           -0.027486           1.077972         -0.643902   \n",
       "2159           -0.027486           1.063328         -0.643902   \n",
       "\n",
       "      diffuse_rad_1h:J_30  direct_rad:W_30  direct_rad_1h:J_30  \\\n",
       "0               -0.653964        -0.440573           -0.448215   \n",
       "1               -0.653964        -0.440573           -0.448215   \n",
       "2               -0.653964        -0.440573           -0.448215   \n",
       "3               -0.546764        -0.417807           -0.436708   \n",
       "4               -0.110744        -0.182268           -0.305320   \n",
       "...                   ...              ...                 ...   \n",
       "2155             0.030810        -0.323241           -0.317627   \n",
       "2156            -0.323951        -0.440573           -0.388695   \n",
       "2157            -0.560214        -0.440573           -0.448215   \n",
       "2158            -0.653964        -0.440573           -0.448215   \n",
       "2159            -0.653964        -0.440573           -0.448215   \n",
       "\n",
       "      effective_cloud_cover:p_30  elevation:m_30  fresh_snow_12h:cm_30  \\\n",
       "0                       0.174406       -0.685740             -0.149072   \n",
       "1                       0.443202       -0.685740             -0.149072   \n",
       "2                       0.560070       -0.685740             -0.149072   \n",
       "3                      -0.021347       -0.685740             -0.149072   \n",
       "4                       0.051695       -0.685740             -0.149072   \n",
       "...                          ...             ...                   ...   \n",
       "2155                    0.571756        1.599325             -0.149072   \n",
       "2156                    0.256213        1.599325             -0.149072   \n",
       "2157                    0.460732        1.599325             -0.149072   \n",
       "2158                    0.960342        1.599325             -0.149072   \n",
       "2159                    0.960342        1.599325             -0.149072   \n",
       "\n",
       "      fresh_snow_1h:cm_30  fresh_snow_24h:cm_30  fresh_snow_3h:cm_30  \\\n",
       "0               -0.087486             -0.188034            -0.104584   \n",
       "1               -0.087486             -0.188034            -0.104584   \n",
       "2               -0.087486             -0.188034            -0.104584   \n",
       "3               -0.087486             -0.188034            -0.104584   \n",
       "4               -0.087486             -0.188034            -0.104584   \n",
       "...                   ...                   ...                  ...   \n",
       "2155            -0.087486             -0.188034            -0.104584   \n",
       "2156            -0.087486             -0.188034            -0.104584   \n",
       "2157            -0.087486             -0.188034            -0.104584   \n",
       "2158            -0.087486             -0.188034            -0.104584   \n",
       "2159            -0.087486             -0.188034            -0.104584   \n",
       "\n",
       "      fresh_snow_6h:cm_30  is_day:idx_30  is_in_shadow:idx_30  \\\n",
       "0               -0.121631      -0.966276             0.879543   \n",
       "1               -0.121631      -0.966276             0.879543   \n",
       "2               -0.121631      -0.966276             0.879543   \n",
       "3               -0.121631       1.034890            -1.136943   \n",
       "4               -0.121631       1.034890            -1.136943   \n",
       "...                   ...            ...                  ...   \n",
       "2155            -0.121631       1.034890            -1.136943   \n",
       "2156            -0.121631       1.034890             0.879543   \n",
       "2157            -0.121631      -0.966276             0.879543   \n",
       "2158            -0.121631      -0.966276             0.879543   \n",
       "2159            -0.121631      -0.966276             0.879543   \n",
       "\n",
       "      msl_pressure:hPa_30  precip_5min:mm_30  precip_type_5min:idx_30  \\\n",
       "0                0.313145          -0.172386                 -0.21722   \n",
       "1                0.274934          -0.172386                 -0.21722   \n",
       "2                0.236723          -0.172386                 -0.21722   \n",
       "3                0.198513          -0.172386                 -0.21722   \n",
       "4                0.167947          -0.172386                 -0.21722   \n",
       "...                   ...                ...                      ...   \n",
       "2155            -1.322276          -0.172386                 -0.21722   \n",
       "2156            -1.291710          -0.172386                 -0.21722   \n",
       "2157            -1.261140          -0.172386                 -0.21722   \n",
       "2158            -1.238214          -0.172386                 -0.21722   \n",
       "2159            -1.215289          -0.172386                 -0.21722   \n",
       "\n",
       "      pressure_100m:hPa_30  pressure_50m:hPa_30  prob_rime:p_30  \\\n",
       "0                 0.359979             0.363644       -0.139012   \n",
       "1                 0.321531             0.325370       -0.139012   \n",
       "2                 0.275396             0.287095       -0.139012   \n",
       "3                 0.236948             0.248821       -0.139012   \n",
       "4                 0.206188             0.210547       -0.139012   \n",
       "...                    ...                  ...             ...   \n",
       "2155             -1.400933            -1.412290       -0.139012   \n",
       "2156             -1.370173            -1.381668       -0.139012   \n",
       "2157             -1.347105            -1.358704       -0.139012   \n",
       "2158             -1.316345            -1.328088       -0.139012   \n",
       "2159             -1.293277            -1.305119       -0.139012   \n",
       "\n",
       "      rain_water:kgm2_30  relative_humidity_1000hPa:p_30  sfc_pressure:hPa_30  \\\n",
       "0              -0.226715                        0.466109             0.372760   \n",
       "1              -0.226715                        0.423921             0.334664   \n",
       "2              -0.226715                        0.276265             0.296567   \n",
       "3              -0.226715                        0.128608             0.258471   \n",
       "4              -0.226715                        0.023139             0.220375   \n",
       "...                  ...                             ...                  ...   \n",
       "2155           -0.226715                       -0.117486            -1.425385   \n",
       "2156           -0.226715                        0.163764            -1.394911   \n",
       "2157           -0.226715                        0.522359            -1.372054   \n",
       "2158           -0.226715                        0.719235            -1.341575   \n",
       "2159           -0.226715                        0.782516            -1.318718   \n",
       "\n",
       "      snow_density:kgm3_30  snow_depth:cm_30  snow_drift:idx_30  \\\n",
       "0                -0.216506         -0.154018          -0.004639   \n",
       "1                -0.216506         -0.154018          -0.004639   \n",
       "2                -0.216506         -0.154018          -0.004639   \n",
       "3                -0.216506         -0.154018          -0.004639   \n",
       "4                -0.216506         -0.154018          -0.004639   \n",
       "...                    ...               ...                ...   \n",
       "2155             -0.216506         -0.154018          -0.004639   \n",
       "2156             -0.216506         -0.154018          -0.004639   \n",
       "2157             -0.216506         -0.154018          -0.004639   \n",
       "2158             -0.216506         -0.154018          -0.004639   \n",
       "2159             -0.216506         -0.154018          -0.004639   \n",
       "\n",
       "      snow_melt_10min:mm_30  snow_water:kgm2_30  sun_azimuth:d_30  \\\n",
       "0                  -0.06382           -0.380472         -1.540483   \n",
       "1                  -0.06382           -0.380472         -1.400255   \n",
       "2                  -0.06382           -0.380472         -1.264566   \n",
       "3                  -0.06382           -0.380472         -1.133242   \n",
       "4                  -0.06382           -0.380472         -1.004688   \n",
       "...                     ...                 ...               ...   \n",
       "2155               -0.06382           -0.380472          1.282581   \n",
       "2156               -0.06382           -0.380472          1.409395   \n",
       "2157               -0.06382           -0.380472          1.539427   \n",
       "2158               -0.06382           -0.380472          1.672433   \n",
       "2159               -0.06382           -0.380472         -1.692308   \n",
       "\n",
       "      sun_elevation:d_30  super_cooled_liquid_water:kgm2_30  t_1000hPa:K_30  \\\n",
       "0              -0.381240                          -0.532899       -0.864175   \n",
       "1              -0.262660                          -0.532899       -0.864175   \n",
       "2              -0.085603                          -0.532899       -0.848826   \n",
       "3               0.137728                          -0.532899       -0.848826   \n",
       "4               0.393838                          -0.532899       -0.848826   \n",
       "...                  ...                                ...             ...   \n",
       "2155            0.359643                           0.406303        1.131081   \n",
       "2156            0.160969                          -0.532899        1.069690   \n",
       "2157            0.012651                          -0.532899        0.992949   \n",
       "2158           -0.075982                           0.406303        0.916208   \n",
       "2159           -0.098806                           1.345504        0.870166   \n",
       "\n",
       "      total_cloud_cover:p_30  visibility:m_30  wind_speed_10m:ms_30  \\\n",
       "0                  -0.019031        -0.180413              0.489882   \n",
       "1                   0.251861        -0.195317              0.433034   \n",
       "2                   0.369640        -0.084636              0.319337   \n",
       "3                  -0.216310         0.100584              0.262489   \n",
       "4                  -0.142698         0.129459              0.148792   \n",
       "...                      ...              ...                   ...   \n",
       "2155                0.402029         0.436429             -0.476538   \n",
       "2156                0.089915         0.485620             -0.476538   \n",
       "2157                0.296028         0.452898             -0.476538   \n",
       "2158                0.773033         0.334111             -0.703932   \n",
       "2159                0.773033         0.342189             -0.760780   \n",
       "\n",
       "      wind_speed_u_10m:ms_30  wind_speed_v_10m:ms_30  \\\n",
       "0                   0.511151                1.389115   \n",
       "1                   0.439871                1.389115   \n",
       "2                   0.368590                1.335956   \n",
       "3                   0.261668                1.282798   \n",
       "4                   0.226028                1.229639   \n",
       "...                      ...                     ...   \n",
       "2155                0.439871               -0.896704   \n",
       "2156                0.475511               -0.843545   \n",
       "2157                0.475511               -0.843545   \n",
       "2158                0.368590               -0.790387   \n",
       "2159                0.332949               -0.684069   \n",
       "\n",
       "      wind_speed_w_1000hPa:ms_30  absolute_humidity_2m:gm3_45  \\\n",
       "0                       0.000171                    -0.633106   \n",
       "1                       0.000171                    -0.669973   \n",
       "2                       0.000171                    -0.706840   \n",
       "3                       0.000171                    -0.743707   \n",
       "4                       0.000171                    -0.780574   \n",
       "...                          ...                          ...   \n",
       "2155                    0.000171                     0.915310   \n",
       "2156                    0.000171                     0.989044   \n",
       "2157                    0.000171                     1.099645   \n",
       "2158                    0.000171                     1.099645   \n",
       "2159                    0.000171                     1.062778   \n",
       "\n",
       "      air_density_2m:kgm3_45  ceiling_height_agl:m_45  \\\n",
       "0                   0.862931                -0.467769   \n",
       "1                   0.808253                -0.259939   \n",
       "2                   0.753576                -0.034225   \n",
       "3                   0.726235                 0.045564   \n",
       "4                   0.671558                -0.044116   \n",
       "...                      ...                      ...   \n",
       "2155               -1.570247                 0.460128   \n",
       "2156               -1.488229                 0.194994   \n",
       "2157               -1.378871                -0.026450   \n",
       "2158               -1.324194                -0.069630   \n",
       "2159               -1.324194                -0.068900   \n",
       "\n",
       "      clear_sky_energy_1h:J_45  clear_sky_rad:W_45  cloud_base_agl:m_45  \\\n",
       "0                    -0.627838           -0.626252            -0.467769   \n",
       "1                    -0.627838           -0.626252            -0.259939   \n",
       "2                    -0.627838           -0.626252            -0.034225   \n",
       "3                    -0.592602           -0.508093             0.045564   \n",
       "4                    -0.339631           -0.126921            -0.044116   \n",
       "...                        ...                 ...                  ...   \n",
       "2155                 -0.208797           -0.385558             0.460128   \n",
       "2156                 -0.497193           -0.576362             0.194994   \n",
       "2157                 -0.616270           -0.626252            -0.026450   \n",
       "2158                 -0.627838           -0.626252            -0.069630   \n",
       "2159                 -0.627838           -0.626252            -0.068900   \n",
       "\n",
       "      dew_or_rime:idx_45  dew_point_2m:K_45  diffuse_rad:W_45  \\\n",
       "0              -0.026713          -0.532568         -0.649161   \n",
       "1              -0.026713          -0.576489         -0.649161   \n",
       "2              -0.026713          -0.635046         -0.649161   \n",
       "3              -0.026713          -0.693602         -0.295139   \n",
       "4              -0.026713          -0.708243          0.401377   \n",
       "...                  ...                ...               ...   \n",
       "2155           -0.026713           0.960648         -0.249034   \n",
       "2156           -0.026713           1.004569         -0.497672   \n",
       "2157           -0.026713           1.063126         -0.649161   \n",
       "2158           -0.026713           1.077766         -0.649161   \n",
       "2159           -0.026713           1.048485         -0.649161   \n",
       "\n",
       "      diffuse_rad_1h:J_45  direct_rad:W_45  direct_rad_1h:J_45  \\\n",
       "0               -0.657170        -0.443468           -0.449428   \n",
       "1               -0.657170        -0.443468           -0.449428   \n",
       "2               -0.657170        -0.443468           -0.449428   \n",
       "3               -0.478031        -0.392259           -0.423553   \n",
       "4                0.053963        -0.068235           -0.233348   \n",
       "...                   ...              ...                 ...   \n",
       "2155            -0.057175        -0.363124           -0.334537   \n",
       "2156            -0.378447        -0.443468           -0.408661   \n",
       "2157            -0.580618        -0.443468           -0.449428   \n",
       "2158            -0.657170        -0.443468           -0.449428   \n",
       "2159            -0.657170        -0.443468           -0.449428   \n",
       "\n",
       "      effective_cloud_cover:p_45  elevation:m_45  fresh_snow_12h:cm_45  \\\n",
       "0                       0.055209       -0.685740             -0.149375   \n",
       "1                       0.636121       -0.685740             -0.149375   \n",
       "2                       0.403756       -0.685740             -0.149375   \n",
       "3                      -0.136492       -0.685740             -0.149375   \n",
       "4                       0.200437       -0.685740             -0.149375   \n",
       "...                          ...             ...                   ...   \n",
       "2155                    0.534461        1.599325             -0.149375   \n",
       "2156                    0.145250        1.599325             -0.149375   \n",
       "2157                    0.697117        1.599325             -0.149375   \n",
       "2158                    0.955622        1.599325             -0.149375   \n",
       "2159                    0.955622        1.599325             -0.149375   \n",
       "\n",
       "      fresh_snow_1h:cm_45  fresh_snow_24h:cm_45  fresh_snow_3h:cm_45  \\\n",
       "0               -0.087254             -0.188512            -0.104687   \n",
       "1               -0.087254             -0.188512            -0.104687   \n",
       "2               -0.087254             -0.188512            -0.104687   \n",
       "3               -0.087254             -0.188512            -0.104687   \n",
       "4               -0.087254             -0.188512            -0.104687   \n",
       "...                   ...                   ...                  ...   \n",
       "2155            -0.087254             -0.188512            -0.104687   \n",
       "2156            -0.087254             -0.188512            -0.104687   \n",
       "2157            -0.087254             -0.188512            -0.104687   \n",
       "2158            -0.087254             -0.188512            -0.104687   \n",
       "2159            -0.087254             -0.188512            -0.104687   \n",
       "\n",
       "      fresh_snow_6h:cm_45  is_day:idx_45  is_in_shadow:idx_45  \\\n",
       "0               -0.121861      -0.967359             0.879292   \n",
       "1               -0.121861      -0.967359             0.879292   \n",
       "2               -0.121861      -0.967359             0.879292   \n",
       "3               -0.121861       1.033731            -1.137266   \n",
       "4               -0.121861       1.033731            -1.137266   \n",
       "...                   ...            ...                  ...   \n",
       "2155            -0.121861       1.033731            -1.137266   \n",
       "2156            -0.121861       1.033731             0.879292   \n",
       "2157            -0.121861      -0.967359             0.879292   \n",
       "2158            -0.121861      -0.967359             0.879292   \n",
       "2159            -0.121861      -0.967359             0.879292   \n",
       "\n",
       "      msl_pressure:hPa_45  precip_5min:mm_45  precip_type_5min:idx_45  \\\n",
       "0                0.305495            -0.1732                -0.220466   \n",
       "1                0.267285            -0.1732                -0.220466   \n",
       "2                0.229076            -0.1732                -0.220466   \n",
       "3                0.190866            -0.1732                -0.220466   \n",
       "4                0.160297            -0.1732                -0.220466   \n",
       "...                   ...                ...                      ...   \n",
       "2155            -1.314594            -0.1732                -0.220466   \n",
       "2156            -1.284024            -0.1732                -0.220466   \n",
       "2157            -1.253460            -0.1732                -0.220466   \n",
       "2158            -1.230530            -0.1732                -0.220466   \n",
       "2159            -1.207605            -0.1732                -0.220466   \n",
       "\n",
       "      pressure_100m:hPa_45  pressure_50m:hPa_45  prob_rime:p_45  \\\n",
       "0                 0.352268             0.355972       -0.138767   \n",
       "1                 0.313822             0.317699       -0.138767   \n",
       "2                 0.267683             0.279425       -0.138767   \n",
       "3                 0.229237             0.233499       -0.138767   \n",
       "4                 0.198483             0.202879       -0.138767   \n",
       "...                    ...                  ...             ...   \n",
       "2155             -1.385508            -1.404602       -0.138767   \n",
       "2156             -1.362441            -1.373982       -0.138767   \n",
       "2157             -1.339370            -1.351019       -0.138767   \n",
       "2158             -1.308615            -1.320398       -0.138767   \n",
       "2159             -1.285548            -1.297435       -0.138767   \n",
       "\n",
       "      rain_water:kgm2_45  relative_humidity_1000hPa:p_45  sfc_pressure:hPa_45  \\\n",
       "0               -0.22718                        0.458202             0.365135   \n",
       "1               -0.22718                        0.402053             0.327040   \n",
       "2               -0.22718                        0.219569             0.281322   \n",
       "3               -0.22718                        0.114290             0.243227   \n",
       "4               -0.22718                       -0.019064             0.212753   \n",
       "...                  ...                             ...                  ...   \n",
       "2155            -0.22718                       -0.068194            -1.417740   \n",
       "2156            -0.22718                        0.247643            -1.387262   \n",
       "2157            -0.22718                        0.605593            -1.356788   \n",
       "2158            -0.22718                        0.724909            -1.333932   \n",
       "2159            -0.22718                        0.802113            -1.311071   \n",
       "\n",
       "      snow_density:kgm3_45  snow_depth:cm_45  snow_drift:idx_45  \\\n",
       "0                -0.216696         -0.154067          -0.004639   \n",
       "1                -0.216696         -0.154067          -0.004639   \n",
       "2                -0.216696         -0.154067          -0.004639   \n",
       "3                -0.216696         -0.154067          -0.004639   \n",
       "4                -0.216696         -0.154067          -0.004639   \n",
       "...                    ...               ...                ...   \n",
       "2155             -0.216696         -0.154067          -0.004639   \n",
       "2156             -0.216696         -0.154067          -0.004639   \n",
       "2157             -0.216696         -0.154067          -0.004639   \n",
       "2158             -0.216696         -0.154067          -0.004639   \n",
       "2159             -0.216696         -0.154067          -0.004639   \n",
       "\n",
       "      snow_melt_10min:mm_45  snow_water:kgm2_45  sun_azimuth:d_45  \\\n",
       "0                 -0.063921           -0.374735         -1.532527   \n",
       "1                 -0.063921           -0.374735         -1.393297   \n",
       "2                 -0.063921           -0.374735         -1.258697   \n",
       "3                 -0.063921           -0.374735         -1.128201   \n",
       "4                 -0.063921           -0.374735         -0.999884   \n",
       "...                     ...                 ...               ...   \n",
       "2155              -0.063921           -0.374735          1.287967   \n",
       "2156              -0.063921           -0.374735          1.415604   \n",
       "2157              -0.063921           -0.374735          1.546518   \n",
       "2158              -0.063921           -0.374735          1.680165   \n",
       "2159              -0.063921           -0.374735         -1.686169   \n",
       "\n",
       "      sun_elevation:d_45  super_cooled_liquid_water:kgm2_45  t_1000hPa:K_45  \\\n",
       "0              -0.357719                          -0.527065       -0.863963   \n",
       "1              -0.223472                          -0.527065       -0.863963   \n",
       "2              -0.033618                          -0.527065       -0.848617   \n",
       "3               0.199221                          -0.527065       -0.848617   \n",
       "4               0.461383                          -0.527065       -0.833271   \n",
       "...                  ...                                ...             ...   \n",
       "2155            0.305810                           0.399658        1.115549   \n",
       "2156            0.118747                          -0.527065        1.054165   \n",
       "2157           -0.015458                          -0.527065        0.977440   \n",
       "2158           -0.088059                           0.399658        0.900715   \n",
       "2159           -0.093973                           1.326381        0.854682   \n",
       "\n",
       "      total_cloud_cover:p_45  visibility:m_45  wind_speed_10m:ms_45  \\\n",
       "0                  -0.137582        -0.189080              0.488419   \n",
       "1                   0.446980        -0.195136              0.431731   \n",
       "2                   0.213155        -0.023673              0.318354   \n",
       "3                  -0.330487         0.130021              0.204978   \n",
       "4                   0.008559         0.111868              0.148290   \n",
       "...                      ...              ...                   ...   \n",
       "2155                0.365141         0.414533             -0.531967   \n",
       "2156               -0.014824         0.526126             -0.418591   \n",
       "2157                0.522973         0.391168             -0.531967   \n",
       "2158                0.768489         0.332644             -0.702031   \n",
       "2159                0.768489         0.344273             -0.758719   \n",
       "\n",
       "      wind_speed_u_10m:ms_45  wind_speed_v_10m:ms_45  \\\n",
       "0                   0.475527                1.387111   \n",
       "1                   0.439898                1.387111   \n",
       "2                   0.368640                1.334060   \n",
       "3                   0.226123                1.281010   \n",
       "4                   0.226123                1.227959   \n",
       "...                      ...                     ...   \n",
       "2155                0.439898               -0.894062   \n",
       "2156                0.511156               -0.894062   \n",
       "2157                0.439898               -0.841012   \n",
       "2158                0.333011               -0.734911   \n",
       "2159                0.333011               -0.628810   \n",
       "\n",
       "      wind_speed_w_1000hPa:ms_45       day  hour  location_A  location_B  \\\n",
       "0                       0.000172 -0.503238     0           1           0   \n",
       "1                       0.000172 -0.503238     1           1           0   \n",
       "2                       0.000172 -0.503238     2           1           0   \n",
       "3                       0.000172 -0.503238     3           1           0   \n",
       "4                       0.000172 -0.503238     4           1           0   \n",
       "...                          ...       ...   ...         ...         ...   \n",
       "2155                    0.000172  0.071910    19           0           0   \n",
       "2156                    0.000172  0.071910    20           0           0   \n",
       "2157                    0.000172  0.071910    21           0           0   \n",
       "2158                    0.000172  0.071910    22           0           0   \n",
       "2159                    0.000172  0.071910    23           0           0   \n",
       "\n",
       "      location_C  \n",
       "0              0  \n",
       "1              0  \n",
       "2              0  \n",
       "3              0  \n",
       "4              0  \n",
       "...          ...  \n",
       "2155           1  \n",
       "2156           1  \n",
       "2157           1  \n",
       "2158           1  \n",
       "2159           1  \n",
       "\n",
       "[2160 rows x 186 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "X_test_estimated_a = pd.read_parquet('A/X_test_estimated.parquet')\n",
    "X_test_estimated_b = pd.read_parquet('B/X_test_estimated.parquet')\n",
    "X_test_estimated_c = pd.read_parquet('C/X_test_estimated.parquet')\n",
    "\n",
    "X_test_estimated_a[\"location\"] = \"A\"\n",
    "X_test_estimated_b[\"location\"] = \"B\"\n",
    "X_test_estimated_c[\"location\"] = \"C\"\n",
    "\n",
    "X_test_raw = pd.concat([\n",
    "                     X_test_estimated_a,\n",
    "                     X_test_estimated_b,\n",
    "                     X_test_estimated_c])\n",
    "\n",
    "#feature indicating time between date_calc and date_forecast\n",
    "X_test_raw[\"calc_time\"] =(X_test_raw[\"date_forecast\"] - X_test_raw[\"date_calc\"]).astype('timedelta64[s]')\n",
    "\n",
    "#fill nans\n",
    "X_test_raw[\"snow_density:kgm3\"] = X_test_raw[\"snow_density:kgm3\"].apply(\n",
    "    lambda a : np.isnan(a)\n",
    "    ).map({True: 0, False: 1})\n",
    "X_test_raw[\"ceiling_height_agl:m\"] = X_test_raw[\"ceiling_height_agl:m\"].apply(\n",
    "    lambda a : -1000 if np.isnan(a) else a\n",
    ")\n",
    "X_test_raw[\"cloud_base_agl:m\"] = X_test_raw[\"ceiling_height_agl:m\"].apply(\n",
    "    lambda a : -1000 if np.isnan(a) else a\n",
    ")\n",
    "\n",
    "#create seperate dataframes for measurments at minute 00, 15, 30 and 45\n",
    "X_test00 = X_test_raw[X_test_raw[\"date_forecast\"].apply(lambda time: time.minute == 0)].reset_index().iloc[:,1:]\n",
    "X_test15 = X_test_raw[X_test_raw[\"date_forecast\"].apply(lambda time: time.minute == 15)].reset_index().iloc[:,1:]\n",
    "X_test30 = X_test_raw[X_test_raw[\"date_forecast\"].apply(lambda time: time.minute == 30)].reset_index().iloc[:,1:]\n",
    "X_test45 = X_test_raw[X_test_raw[\"date_forecast\"].apply(lambda time: time.minute == 45)].reset_index().iloc[:,1:]\n",
    "\n",
    "#remove redundant data\n",
    "X_test15 = X_test15.iloc[:,2:-2]\n",
    "X_test30 = X_test30.iloc[:,2:-2]\n",
    "X_test45 = X_test45.iloc[:,2:-2]\n",
    "\n",
    "#join observations into single sample\n",
    "X_test_estimated = X_test00.join(X_test15, lsuffix=\"_00\", rsuffix=\"_15\").join(X_test30.join(X_test45, lsuffix=\"_30\", rsuffix=\"_45\"))\n",
    "\n",
    "\n",
    "X_test_estimated = X_test_estimated.rename(columns={\"date_forecast\" : \"time\"})\n",
    "\n",
    "parse_dates = ['time']\n",
    "X_test_targets = pd.read_csv(\"test.csv\", parse_dates=parse_dates)\n",
    "\n",
    "X_test = pd.merge(X_test_estimated, X_test_targets, on=[\"time\", \"location\"], how=\"right\").iloc[:,:-2]\n",
    "\n",
    "\n",
    "X_test[\"day\"] = X_test[\"time\"].dt.day_of_year\n",
    "X_test[\"hour\"] = X_test[\"time\"].dt.hour\n",
    "\n",
    "X_test[\"location_A\"] = X_test[\"location\"].apply(lambda a : a == \"A\").map({True: 1, False: 0})\n",
    "X_test[\"location_B\"] = X_test[\"location\"].apply(lambda a : a == \"B\").map({True: 1, False: 0})\n",
    "X_test[\"location_C\"] = X_test[\"location\"].apply(lambda a : a == \"C\").map({True: 1, False: 0})\n",
    "\n",
    "X_test = X_test.drop(\"location\", axis=1)\n",
    "\n",
    "X_test = X_test.iloc[:,2:]\n",
    "\n",
    "\n",
    "X_test.iloc[:,:-4] = ((X_test.iloc[:,:-4]-dataMean[:-4])/dataStd[:-4]).fillna(value=0)\n",
    "\n",
    "display(X_test)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "#!ReWrite\n",
    "def models_predict(models, X):\n",
    "    preds = X.iloc[:,1:2]\n",
    "\n",
    "    for i in range(len(models)):\n",
    "        preds[str(i)] = models[i].predict(X)\n",
    "\n",
    "    preds = preds.iloc[:,1:]\n",
    "    preds[\"final\"] = preds.mean(axis=1)\n",
    "    return preds[\"final\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "68/68 [==============================] - 0s 5ms/step\n",
      "68/68 [==============================] - 0s 2ms/step\n",
      "68/68 [==============================] - 0s 2ms/step\n",
      "68/68 [==============================] - 0s 2ms/step\n",
      "68/68 [==============================] - 0s 4ms/step\n",
      "68/68 [==============================] - 0s 2ms/step\n",
      "68/68 [==============================] - 0s 2ms/step\n",
      "68/68 [==============================] - 0s 2ms/step\n",
      "68/68 [==============================] - 0s 2ms/step\n",
      "68/68 [==============================] - 0s 2ms/step\n"
     ]
    },
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>prediction</th>\n",
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       "      <td>4</td>\n",
       "      <td>484.742279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2155</th>\n",
       "      <td>2155</td>\n",
       "      <td>58.022835</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2156</th>\n",
       "      <td>2156</td>\n",
       "      <td>21.115688</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2157</th>\n",
       "      <td>2157</td>\n",
       "      <td>1.299836</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2158</th>\n",
       "      <td>2158</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2159</th>\n",
       "      <td>2159</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2160 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        id  prediction\n",
       "0        0    0.000000\n",
       "1        1    0.000000\n",
       "2        2    0.000000\n",
       "3        3   54.229256\n",
       "4        4  484.742279\n",
       "...    ...         ...\n",
       "2155  2155   58.022835\n",
       "2156  2156   21.115688\n",
       "2157  2157    1.299836\n",
       "2158  2158    0.000000\n",
       "2159  2159    0.000000\n",
       "\n",
       "[2160 rows x 2 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "test_preds = pd.read_csv(\"sample_submission.csv\")\n",
    "test_preds[\"prediction\"] = models_predict(models, X_test)\n",
    "display(test_preds)\n",
    "test_preds.to_csv(\"ShortNotebook2true.csv\", index=False)"
   ]
  }
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