getting_started/05_Cutout.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Thumbnails/Cutouts\n",
    "\n",
    "This notebook shows how to access the pre-generated thumbnails/cutouts for objects in the `Object` table. **Note** that 130 objects don't have correpsonding thumbnails/cutouts from SDSS DR16. One of them is a star and the rest are high redshift quasars. The list of objectIds for those objects are available, see Section 2 for how to import it. \n",
    "\n",
    "- Cutouts have 3 colors, 64 by 64 pixels.\n",
    "- Cutouts are stored in the 'cutouts' folder and stored as '{objectId}.npy'\n",
    "- read with ```np.load(file_path)```\n",
    "\n",
    "We thank Lars Doorenbos for providing the code to make the thumbnails and Maurizio Paolillo for making the suggestion."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "## commonly used modules\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib as mpl\n",
    "import os, sys\n",
    "import yaml\n",
    "\n",
    "pd.set_option('display.max_columns', 999)\n",
    "\n",
    "## Data challenge root data dir\n",
    "data_dir = \"/home/idies/workspace/Temporary/ywx649999311/LSST_AGN/Class_Training/DC/\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ForcedSourceTable.parquet  s82MultiWavelengthTable.parquet\n",
      "ObjectTable.parquet\t   s82ObjectTable.parquet\n",
      "SourceTable.parquet\t   s82SourceTable.parquet\n",
      "cutouts\t\t\t   xmmlssMultiWavelengthTable.parquet\n",
      "lc_feats.yml\t\t   xmmlssObjectTable.parquet\n",
      "mw_cols.yml\t\t   xmmlssSourceTable.parquet\n"
     ]
    }
   ],
   "source": [
    "!ls \"/home/idies/workspace/Temporary/ywx649999311/LSST_AGN/Class_Training/DC/\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1. Example Cutout"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ra</th>\n",
       "      <th>dec</th>\n",
       "      <th>psPm_ra</th>\n",
       "      <th>psPm_dec</th>\n",
       "      <th>psParallax</th>\n",
       "      <th>psFlux_u</th>\n",
       "      <th>psFlux_g</th>\n",
       "      <th>psFlux_r</th>\n",
       "      <th>psFlux_i</th>\n",
       "      <th>psFlux_z</th>\n",
       "      <th>psFlux_y</th>\n",
       "      <th>psFluxErr_u</th>\n",
       "      <th>psFluxErr_g</th>\n",
       "      <th>psFluxErr_r</th>\n",
       "      <th>psFluxErr_i</th>\n",
       "      <th>psFluxErr_z</th>\n",
       "      <th>psFluxErr_y</th>\n",
       "      <th>bdFlux_u</th>\n",
       "      <th>bdFlux_g</th>\n",
       "      <th>bdFlux_r</th>\n",
       "      <th>bdFlux_i</th>\n",
       "      <th>bdFlux_z</th>\n",
       "      <th>bdFlux_y</th>\n",
       "      <th>bdFluxErr_u</th>\n",
       "      <th>bdFluxErr_g</th>\n",
       "      <th>bdFluxErr_r</th>\n",
       "      <th>bdFluxErr_i</th>\n",
       "      <th>bdFluxErr_z</th>\n",
       "      <th>bdFluxErr_y</th>\n",
       "      <th>psMag_u</th>\n",
       "      <th>psMag_g</th>\n",
       "      <th>psMag_r</th>\n",
       "      <th>psMag_i</th>\n",
       "      <th>psMag_z</th>\n",
       "      <th>psMag_y</th>\n",
       "      <th>psMagErr_u</th>\n",
       "      <th>psMagErr_g</th>\n",
       "      <th>psMagErr_r</th>\n",
       "      <th>psMagErr_i</th>\n",
       "      <th>psMagErr_z</th>\n",
       "      <th>psMagErr_y</th>\n",
       "      <th>bdMag_u</th>\n",
       "      <th>bdMag_g</th>\n",
       "      <th>bdMag_r</th>\n",
       "      <th>bdMag_i</th>\n",
       "      <th>bdMag_z</th>\n",
       "      <th>bdMag_y</th>\n",
       "      <th>bdMagErr_u</th>\n",
       "      <th>bdMagErr_g</th>\n",
       "      <th>bdMagErr_r</th>\n",
       "      <th>bdMagErr_i</th>\n",
       "      <th>bdMagErr_z</th>\n",
       "      <th>bdMagErr_y</th>\n",
       "      <th>extendedness_u</th>\n",
       "      <th>extendedness_g</th>\n",
       "      <th>extendedness_r</th>\n",
       "      <th>extendedness_i</th>\n",
       "      <th>extendedness_z</th>\n",
       "      <th>extendedness_y</th>\n",
       "      <th>stdColor_0</th>\n",
       "      <th>stdColor_1</th>\n",
       "      <th>stdColor_2</th>\n",
       "      <th>stdColor_3</th>\n",
       "      <th>stdColor_4</th>\n",
       "      <th>stdColorErr_0</th>\n",
       "      <th>stdColorErr_1</th>\n",
       "      <th>stdColorErr_2</th>\n",
       "      <th>stdColorErr_3</th>\n",
       "      <th>stdColorErr_4</th>\n",
       "      <th>class</th>\n",
       "      <th>photoZ_pest</th>\n",
       "      <th>z</th>\n",
       "      <th>flags_u</th>\n",
       "      <th>flags_g</th>\n",
       "      <th>flags_r</th>\n",
       "      <th>flags_i</th>\n",
       "      <th>flags_z</th>\n",
       "      <th>flags_y</th>\n",
       "      <th>lcPeriodic[0]_g</th>\n",
       "      <th>lcPeriodic[0]_r</th>\n",
       "      <th>lcPeriodic[0]_i</th>\n",
       "      <th>lcPeriodic[1]_g</th>\n",
       "      <th>lcPeriodic[1]_r</th>\n",
       "      <th>lcPeriodic[1]_i</th>\n",
       "      <th>lcPeriodic[2]_g</th>\n",
       "      <th>lcPeriodic[2]_r</th>\n",
       "      <th>lcPeriodic[2]_i</th>\n",
       "      <th>lcPeriodic[3]_g</th>\n",
       "      <th>lcPeriodic[3]_r</th>\n",
       "      <th>lcPeriodic[3]_i</th>\n",
       "      <th>lcPeriodic[4]_u</th>\n",
       "      <th>lcPeriodic[4]_g</th>\n",
       "      <th>lcPeriodic[4]_r</th>\n",
       "      <th>lcPeriodic[4]_i</th>\n",
       "      <th>lcPeriodic[4]_z</th>\n",
       "      <th>lcPeriodic[5]_u</th>\n",
       "      <th>lcPeriodic[5]_g</th>\n",
       "      <th>lcPeriodic[5]_r</th>\n",
       "      <th>lcPeriodic[5]_i</th>\n",
       "      <th>lcPeriodic[5]_z</th>\n",
       "      <th>lcPeriodic[6]_u</th>\n",
       "      <th>lcPeriodic[6]_g</th>\n",
       "      <th>lcPeriodic[6]_r</th>\n",
       "      <th>lcPeriodic[6]_i</th>\n",
       "      <th>lcPeriodic[6]_z</th>\n",
       "      <th>lcPeriodic[7]_u</th>\n",
       "      <th>lcPeriodic[7]_g</th>\n",
       "      <th>lcPeriodic[7]_r</th>\n",
       "      <th>lcPeriodic[7]_i</th>\n",
       "      <th>lcPeriodic[7]_z</th>\n",
       "      <th>lcPeriodic[8]_u</th>\n",
       "      <th>lcPeriodic[8]_g</th>\n",
       "      <th>lcPeriodic[8]_r</th>\n",
       "      <th>lcPeriodic[8]_i</th>\n",
       "      <th>lcPeriodic[8]_z</th>\n",
       "      <th>lcPeriodic[9]_u</th>\n",
       "      <th>lcPeriodic[9]_g</th>\n",
       "      <th>lcPeriodic[9]_r</th>\n",
       "      <th>lcPeriodic[9]_i</th>\n",
       "      <th>lcPeriodic[9]_z</th>\n",
       "      <th>lcPeriodic[10]_u</th>\n",
       "      <th>lcPeriodic[10]_g</th>\n",
       "      <th>lcPeriodic[10]_r</th>\n",
       "      <th>lcPeriodic[10]_i</th>\n",
       "      <th>lcPeriodic[10]_z</th>\n",
       "      <th>lcPeriodic[11]_u</th>\n",
       "      <th>lcPeriodic[11]_g</th>\n",
       "      <th>lcPeriodic[11]_r</th>\n",
       "      <th>lcPeriodic[11]_i</th>\n",
       "      <th>lcPeriodic[11]_z</th>\n",
       "      <th>lcPeriodic[12]_u</th>\n",
       "      <th>lcPeriodic[12]_g</th>\n",
       "      <th>lcPeriodic[12]_r</th>\n",
       "      <th>lcPeriodic[12]_i</th>\n",
       "      <th>lcPeriodic[12]_z</th>\n",
       "      <th>lcPeriodic[13]_u</th>\n",
       "      <th>lcPeriodic[13]_g</th>\n",
       "      <th>lcPeriodic[13]_r</th>\n",
       "      <th>lcPeriodic[13]_i</th>\n",
       "      <th>lcPeriodic[13]_z</th>\n",
       "      <th>lcPeriodic[14]_u</th>\n",
       "      <th>lcPeriodic[14]_g</th>\n",
       "      <th>lcPeriodic[14]_r</th>\n",
       "      <th>lcPeriodic[14]_i</th>\n",
       "      <th>lcPeriodic[14]_z</th>\n",
       "      <th>lcPeriodic[15]_u</th>\n",
       "      <th>lcPeriodic[15]_g</th>\n",
       "      <th>lcPeriodic[15]_r</th>\n",
       "      <th>lcPeriodic[15]_i</th>\n",
       "      <th>lcPeriodic[15]_z</th>\n",
       "      <th>lcPeriodic[16]_u</th>\n",
       "      <th>lcPeriodic[16]_g</th>\n",
       "      <th>lcPeriodic[16]_r</th>\n",
       "      <th>lcPeriodic[16]_i</th>\n",
       "      <th>lcPeriodic[16]_z</th>\n",
       "      <th>lcPeriodic[17]_u</th>\n",
       "      <th>lcPeriodic[17]_g</th>\n",
       "      <th>lcPeriodic[17]_r</th>\n",
       "      <th>lcPeriodic[17]_i</th>\n",
       "      <th>lcPeriodic[17]_z</th>\n",
       "      <th>lcPeriodic[18]_u</th>\n",
       "      <th>lcPeriodic[18]_g</th>\n",
       "      <th>lcPeriodic[18]_r</th>\n",
       "      <th>lcPeriodic[18]_i</th>\n",
       "      <th>lcPeriodic[18]_z</th>\n",
       "      <th>lcPeriodic[19]_u</th>\n",
       "      <th>lcPeriodic[19]_g</th>\n",
       "      <th>lcPeriodic[19]_r</th>\n",
       "      <th>lcPeriodic[19]_i</th>\n",
       "      <th>lcPeriodic[19]_z</th>\n",
       "      <th>lcPeriodic[20]_u</th>\n",
       "      <th>lcPeriodic[20]_g</th>\n",
       "      <th>lcPeriodic[20]_r</th>\n",
       "      <th>lcPeriodic[20]_i</th>\n",
       "      <th>lcPeriodic[20]_z</th>\n",
       "      <th>lcPeriodic[21]_u</th>\n",
       "      <th>lcPeriodic[21]_g</th>\n",
       "      <th>lcPeriodic[21]_r</th>\n",
       "      <th>lcPeriodic[21]_i</th>\n",
       "      <th>lcPeriodic[21]_z</th>\n",
       "      <th>lcPeriodic[22]_u</th>\n",
       "      <th>lcPeriodic[22]_g</th>\n",
       "      <th>lcPeriodic[22]_r</th>\n",
       "      <th>lcPeriodic[22]_i</th>\n",
       "      <th>lcPeriodic[22]_z</th>\n",
       "      <th>lcPeriodic[23]_u</th>\n",
       "      <th>lcPeriodic[23]_g</th>\n",
       "      <th>lcPeriodic[23]_r</th>\n",
       "      <th>lcPeriodic[23]_i</th>\n",
       "      <th>lcPeriodic[23]_z</th>\n",
       "      <th>lcPeriodic[24]_u</th>\n",
       "      <th>lcPeriodic[24]_g</th>\n",
       "      <th>lcPeriodic[24]_r</th>\n",
       "      <th>lcPeriodic[24]_i</th>\n",
       "      <th>lcPeriodic[24]_z</th>\n",
       "      <th>lcPeriodic[25]_u</th>\n",
       "      <th>lcPeriodic[25]_g</th>\n",
       "      <th>lcPeriodic[25]_r</th>\n",
       "      <th>lcPeriodic[25]_i</th>\n",
       "      <th>lcPeriodic[25]_z</th>\n",
       "      <th>lcPeriodic[26]_u</th>\n",
       "      <th>lcPeriodic[26]_g</th>\n",
       "      <th>lcPeriodic[26]_r</th>\n",
       "      <th>lcPeriodic[26]_i</th>\n",
       "      <th>lcPeriodic[26]_z</th>\n",
       "      <th>lcPeriodic[27]_u</th>\n",
       "      <th>lcPeriodic[27]_g</th>\n",
       "      <th>lcPeriodic[27]_r</th>\n",
       "      <th>lcPeriodic[27]_i</th>\n",
       "      <th>lcPeriodic[27]_z</th>\n",
       "      <th>lcPeriodic[28]_u</th>\n",
       "      <th>lcPeriodic[28]_g</th>\n",
       "      <th>lcPeriodic[28]_r</th>\n",
       "      <th>lcPeriodic[28]_i</th>\n",
       "      <th>lcPeriodic[28]_z</th>\n",
       "      <th>lcPeriodic[29]_u</th>\n",
       "      <th>lcPeriodic[29]_g</th>\n",
       "      <th>lcPeriodic[29]_r</th>\n",
       "      <th>lcPeriodic[29]_i</th>\n",
       "      <th>lcPeriodic[29]_z</th>\n",
       "      <th>lcPeriodic[30]_u</th>\n",
       "      <th>lcPeriodic[30]_g</th>\n",
       "      <th>lcPeriodic[30]_r</th>\n",
       "      <th>lcPeriodic[30]_i</th>\n",
       "      <th>lcPeriodic[30]_z</th>\n",
       "      <th>lcPeriodic[31]_u</th>\n",
       "      <th>lcPeriodic[31]_g</th>\n",
       "      <th>lcPeriodic[31]_r</th>\n",
       "      <th>lcPeriodic[31]_i</th>\n",
       "      <th>lcPeriodic[31]_z</th>\n",
       "      <th>lcPeriodic[32]_u</th>\n",
       "      <th>lcPeriodic[32]_g</th>\n",
       "      <th>lcPeriodic[32]_r</th>\n",
       "      <th>lcPeriodic[32]_i</th>\n",
       "      <th>lcPeriodic[32]_z</th>\n",
       "      <th>lcNonPeriodic[0]_u</th>\n",
       "      <th>lcNonPeriodic[0]_g</th>\n",
       "      <th>lcNonPeriodic[0]_r</th>\n",
       "      <th>lcNonPeriodic[0]_i</th>\n",
       "      <th>lcNonPeriodic[0]_z</th>\n",
       "      <th>lcNonPeriodic[1]_u</th>\n",
       "      <th>lcNonPeriodic[1]_g</th>\n",
       "      <th>lcNonPeriodic[1]_r</th>\n",
       "      <th>lcNonPeriodic[1]_i</th>\n",
       "      <th>lcNonPeriodic[1]_z</th>\n",
       "      <th>lcNonPeriodic[2]_u</th>\n",
       "      <th>lcNonPeriodic[2]_g</th>\n",
       "      <th>lcNonPeriodic[2]_r</th>\n",
       "      <th>lcNonPeriodic[2]_i</th>\n",
       "      <th>lcNonPeriodic[2]_z</th>\n",
       "      <th>lcNonPeriodic[3]_u</th>\n",
       "      <th>lcNonPeriodic[3]_g</th>\n",
       "      <th>lcNonPeriodic[3]_r</th>\n",
       "      <th>lcNonPeriodic[3]_i</th>\n",
       "      <th>lcNonPeriodic[3]_z</th>\n",
       "      <th>lcNonPeriodic[4]_u</th>\n",
       "      <th>lcNonPeriodic[4]_g</th>\n",
       "      <th>lcNonPeriodic[4]_r</th>\n",
       "      <th>lcNonPeriodic[4]_i</th>\n",
       "      <th>lcNonPeriodic[4]_z</th>\n",
       "      <th>lcNonPeriodic[5]_u</th>\n",
       "      <th>lcNonPeriodic[5]_g</th>\n",
       "      <th>lcNonPeriodic[5]_r</th>\n",
       "      <th>lcNonPeriodic[5]_i</th>\n",
       "      <th>lcNonPeriodic[5]_z</th>\n",
       "      <th>lcNonPeriodic[6]_u</th>\n",
       "      <th>lcNonPeriodic[6]_g</th>\n",
       "      <th>lcNonPeriodic[6]_r</th>\n",
       "      <th>lcNonPeriodic[6]_i</th>\n",
       "      <th>lcNonPeriodic[6]_z</th>\n",
       "      <th>lcNonPeriodic[7]_u</th>\n",
       "      <th>lcNonPeriodic[7]_g</th>\n",
       "      <th>lcNonPeriodic[7]_r</th>\n",
       "      <th>lcNonPeriodic[7]_i</th>\n",
       "      <th>lcNonPeriodic[7]_z</th>\n",
       "      <th>lcNonPeriodic[8]_u</th>\n",
       "      <th>lcNonPeriodic[8]_g</th>\n",
       "      <th>lcNonPeriodic[8]_r</th>\n",
       "      <th>lcNonPeriodic[8]_i</th>\n",
       "      <th>lcNonPeriodic[8]_z</th>\n",
       "      <th>lcNonPeriodic[9]_u</th>\n",
       "      <th>lcNonPeriodic[9]_g</th>\n",
       "      <th>lcNonPeriodic[9]_r</th>\n",
       "      <th>lcNonPeriodic[9]_i</th>\n",
       "      <th>lcNonPeriodic[9]_z</th>\n",
       "      <th>lcNonPeriodic[10]_u</th>\n",
       "      <th>lcNonPeriodic[10]_g</th>\n",
       "      <th>lcNonPeriodic[10]_r</th>\n",
       "      <th>lcNonPeriodic[10]_i</th>\n",
       "      <th>lcNonPeriodic[10]_z</th>\n",
       "      <th>lcNonPeriodic[11]_u</th>\n",
       "      <th>lcNonPeriodic[11]_g</th>\n",
       "      <th>lcNonPeriodic[11]_r</th>\n",
       "      <th>lcNonPeriodic[11]_i</th>\n",
       "      <th>lcNonPeriodic[11]_z</th>\n",
       "      <th>lcNonPeriodic[12]_u</th>\n",
       "      <th>lcNonPeriodic[12]_g</th>\n",
       "      <th>lcNonPeriodic[12]_r</th>\n",
       "      <th>lcNonPeriodic[12]_i</th>\n",
       "      <th>lcNonPeriodic[12]_z</th>\n",
       "      <th>lcNonPeriodic[13]_u</th>\n",
       "      <th>lcNonPeriodic[13]_g</th>\n",
       "      <th>lcNonPeriodic[13]_r</th>\n",
       "      <th>lcNonPeriodic[13]_i</th>\n",
       "      <th>lcNonPeriodic[13]_z</th>\n",
       "      <th>lcNonPeriodic[14]_u</th>\n",
       "      <th>lcNonPeriodic[14]_g</th>\n",
       "      <th>lcNonPeriodic[14]_r</th>\n",
       "      <th>lcNonPeriodic[14]_i</th>\n",
       "      <th>lcNonPeriodic[14]_z</th>\n",
       "      <th>lcNonPeriodic[15]_u</th>\n",
       "      <th>lcNonPeriodic[15]_g</th>\n",
       "      <th>lcNonPeriodic[15]_r</th>\n",
       "      <th>lcNonPeriodic[15]_i</th>\n",
       "      <th>lcNonPeriodic[15]_z</th>\n",
       "      <th>lcNonPeriodic[16]_u</th>\n",
       "      <th>lcNonPeriodic[16]_g</th>\n",
       "      <th>lcNonPeriodic[16]_r</th>\n",
       "      <th>lcNonPeriodic[16]_i</th>\n",
       "      <th>lcNonPeriodic[16]_z</th>\n",
       "      <th>lcNonPeriodic[17]_u</th>\n",
       "      <th>lcNonPeriodic[17]_g</th>\n",
       "      <th>lcNonPeriodic[17]_r</th>\n",
       "      <th>lcNonPeriodic[17]_i</th>\n",
       "      <th>lcNonPeriodic[17]_z</th>\n",
       "      <th>lcNonPeriodic[18]_u</th>\n",
       "      <th>lcNonPeriodic[18]_g</th>\n",
       "      <th>lcNonPeriodic[18]_r</th>\n",
       "      <th>lcNonPeriodic[18]_i</th>\n",
       "      <th>lcNonPeriodic[18]_z</th>\n",
       "      <th>lcNonPeriodic[19]_u</th>\n",
       "      <th>lcNonPeriodic[19]_g</th>\n",
       "      <th>lcNonPeriodic[19]_r</th>\n",
       "      <th>lcNonPeriodic[19]_i</th>\n",
       "      <th>lcNonPeriodic[19]_z</th>\n",
       "      <th>lcNonPeriodic[20]_u</th>\n",
       "      <th>lcNonPeriodic[20]_g</th>\n",
       "      <th>lcNonPeriodic[20]_r</th>\n",
       "      <th>lcNonPeriodic[20]_i</th>\n",
       "      <th>lcNonPeriodic[20]_z</th>\n",
       "      <th>lcNonPeriodic[21]_u</th>\n",
       "      <th>lcNonPeriodic[21]_g</th>\n",
       "      <th>lcNonPeriodic[21]_r</th>\n",
       "      <th>lcNonPeriodic[21]_i</th>\n",
       "      <th>lcNonPeriodic[21]_z</th>\n",
       "      <th>lcNonPeriodic[22]_u</th>\n",
       "      <th>lcNonPeriodic[22]_g</th>\n",
       "      <th>lcNonPeriodic[22]_r</th>\n",
       "      <th>lcNonPeriodic[22]_i</th>\n",
       "      <th>lcNonPeriodic[22]_z</th>\n",
       "      <th>lcNonPeriodic[23]_u</th>\n",
       "      <th>lcNonPeriodic[23]_g</th>\n",
       "      <th>lcNonPeriodic[23]_r</th>\n",
       "      <th>lcNonPeriodic[23]_i</th>\n",
       "      <th>lcNonPeriodic[23]_z</th>\n",
       "      <th>lcNonPeriodic[24]_u</th>\n",
       "      <th>lcNonPeriodic[24]_g</th>\n",
       "      <th>lcNonPeriodic[24]_r</th>\n",
       "      <th>lcNonPeriodic[24]_i</th>\n",
       "      <th>lcNonPeriodic[24]_z</th>\n",
       "      <th>lcNonPeriodic[25]_u</th>\n",
       "      <th>lcNonPeriodic[25]_g</th>\n",
       "      <th>lcNonPeriodic[25]_r</th>\n",
       "      <th>lcNonPeriodic[25]_i</th>\n",
       "      <th>lcNonPeriodic[25]_z</th>\n",
       "      <th>lcNonPeriodic[26]_u</th>\n",
       "      <th>lcNonPeriodic[26]_g</th>\n",
       "      <th>lcNonPeriodic[26]_r</th>\n",
       "      <th>lcNonPeriodic[26]_i</th>\n",
       "      <th>lcNonPeriodic[26]_z</th>\n",
       "      <th>lcNonPeriodic[27]_u</th>\n",
       "      <th>lcNonPeriodic[27]_g</th>\n",
       "      <th>lcNonPeriodic[27]_r</th>\n",
       "      <th>lcNonPeriodic[27]_i</th>\n",
       "      <th>lcNonPeriodic[27]_z</th>\n",
       "      <th>lcNonPeriodic[28]_u</th>\n",
       "      <th>lcNonPeriodic[28]_g</th>\n",
       "      <th>lcNonPeriodic[28]_r</th>\n",
       "      <th>lcNonPeriodic[28]_i</th>\n",
       "      <th>lcNonPeriodic[28]_z</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>objectId</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1468019</th>\n",
       "      <td>316.344180</td>\n",
       "      <td>-0.428997</td>\n",
       "      <td>-1.460134</td>\n",
       "      <td>-0.758934</td>\n",
       "      <td>0.396559</td>\n",
       "      <td>28501.385092</td>\n",
       "      <td>32930.588107</td>\n",
       "      <td>36901.303832</td>\n",
       "      <td>50062.466916</td>\n",
       "      <td>51148.877388</td>\n",
       "      <td>NaN</td>\n",
       "      <td>386.136291</td>\n",
       "      <td>158.283404</td>\n",
       "      <td>206.501385</td>\n",
       "      <td>304.426799</td>\n",
       "      <td>1114.186241</td>\n",
       "      <td>NaN</td>\n",
       "      <td>28380.031107</td>\n",
       "      <td>33401.401023</td>\n",
       "      <td>36774.713158</td>\n",
       "      <td>50058.315843</td>\n",
       "      <td>51087.321528</td>\n",
       "      <td>NaN</td>\n",
       "      <td>430.585253</td>\n",
       "      <td>205.464503</td>\n",
       "      <td>268.733668</td>\n",
       "      <td>393.686038</td>\n",
       "      <td>1212.454970</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20.18258</td>\n",
       "      <td>20.10596</td>\n",
       "      <td>19.98231</td>\n",
       "      <td>19.65110</td>\n",
       "      <td>19.66488</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.014701</td>\n",
       "      <td>0.005218</td>\n",
       "      <td>0.006074</td>\n",
       "      <td>0.006600</td>\n",
       "      <td>0.023517</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20.18721</td>\n",
       "      <td>20.09055</td>\n",
       "      <td>19.98604</td>\n",
       "      <td>19.65119</td>\n",
       "      <td>19.66618</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.016463</td>\n",
       "      <td>0.006677</td>\n",
       "      <td>0.007932</td>\n",
       "      <td>0.008536</td>\n",
       "      <td>0.025621</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.156834</td>\n",
       "      <td>0.123606</td>\n",
       "      <td>0.331176</td>\n",
       "      <td>0.023310</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.015608</td>\n",
       "      <td>0.008009</td>\n",
       "      <td>0.008973</td>\n",
       "      <td>0.024555</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Qso</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.775506</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>0.739633</td>\n",
       "      <td>0.177546</td>\n",
       "      <td>0.140664</td>\n",
       "      <td>0.000896</td>\n",
       "      <td>0.013523</td>\n",
       "      <td>0.011956</td>\n",
       "      <td>213.720847</td>\n",
       "      <td>513.215165</td>\n",
       "      <td>507.257670</td>\n",
       "      <td>5045.111184</td>\n",
       "      <td>807.860345</td>\n",
       "      <td>0.510180</td>\n",
       "      <td>0.148918</td>\n",
       "      <td>0.135026</td>\n",
       "      <td>0.262679</td>\n",
       "      <td>0.123857</td>\n",
       "      <td>0.107137</td>\n",
       "      <td>0.012737</td>\n",
       "      <td>0.008008</td>\n",
       "      <td>0.029495</td>\n",
       "      <td>0.015843</td>\n",
       "      <td>0.002680</td>\n",
       "      <td>0.003516</td>\n",
       "      <td>0.001900</td>\n",
       "      <td>0.037808</td>\n",
       "      <td>0.005104</td>\n",
       "      <td>0.001790</td>\n",
       "      <td>0.000633</td>\n",
       "      <td>0.001074</td>\n",
       "      <td>0.014837</td>\n",
       "      <td>0.000850</td>\n",
       "      <td>0.000227</td>\n",
       "      <td>19.014730</td>\n",
       "      <td>2.000951</td>\n",
       "      <td>0.000255</td>\n",
       "      <td>2.000985</td>\n",
       "      <td>3.003659</td>\n",
       "      <td>2.593629</td>\n",
       "      <td>0.302106</td>\n",
       "      <td>3.035866</td>\n",
       "      <td>0.875070</td>\n",
       "      <td>2.049443</td>\n",
       "      <td>-1.855418</td>\n",
       "      <td>2.819227</td>\n",
       "      <td>1.287948</td>\n",
       "      <td>2.156429</td>\n",
       "      <td>2.677678</td>\n",
       "      <td>-0.190069</td>\n",
       "      <td>-0.134477</td>\n",
       "      <td>-0.095421</td>\n",
       "      <td>-0.463011</td>\n",
       "      <td>-1.510646</td>\n",
       "      <td>0.080189</td>\n",
       "      <td>0.052124</td>\n",
       "      <td>0.036942</td>\n",
       "      <td>0.031140</td>\n",
       "      <td>0.073025</td>\n",
       "      <td>0.003267</td>\n",
       "      <td>0.005340</td>\n",
       "      <td>0.006792</td>\n",
       "      <td>0.001191</td>\n",
       "      <td>0.002444</td>\n",
       "      <td>0.000654</td>\n",
       "      <td>0.001059</td>\n",
       "      <td>0.000410</td>\n",
       "      <td>0.000569</td>\n",
       "      <td>0.000285</td>\n",
       "      <td>0.000473</td>\n",
       "      <td>0.000398</td>\n",
       "      <td>0.000093</td>\n",
       "      <td>0.000059</td>\n",
       "      <td>0.000305</td>\n",
       "      <td>0.359303</td>\n",
       "      <td>12.001477</td>\n",
       "      <td>24.550900</td>\n",
       "      <td>25.015358</td>\n",
       "      <td>29.612731</td>\n",
       "      <td>1.251305</td>\n",
       "      <td>1.677849</td>\n",
       "      <td>2.270504</td>\n",
       "      <td>0.986333</td>\n",
       "      <td>-2.201662</td>\n",
       "      <td>-0.065493</td>\n",
       "      <td>2.292986</td>\n",
       "      <td>2.532553</td>\n",
       "      <td>1.173995</td>\n",
       "      <td>-2.501912</td>\n",
       "      <td>-1.693122</td>\n",
       "      <td>-1.401796</td>\n",
       "      <td>0.623513</td>\n",
       "      <td>0.417805</td>\n",
       "      <td>-1.915202</td>\n",
       "      <td>0.070424</td>\n",
       "      <td>0.040987</td>\n",
       "      <td>0.026629</td>\n",
       "      <td>0.023559</td>\n",
       "      <td>0.065085</td>\n",
       "      <td>0.007990</td>\n",
       "      <td>0.002874</td>\n",
       "      <td>0.002691</td>\n",
       "      <td>0.002274</td>\n",
       "      <td>0.002422</td>\n",
       "      <td>0.000152</td>\n",
       "      <td>0.000597</td>\n",
       "      <td>0.000207</td>\n",
       "      <td>0.000541</td>\n",
       "      <td>0.000551</td>\n",
       "      <td>0.000230</td>\n",
       "      <td>0.000052</td>\n",
       "      <td>0.000126</td>\n",
       "      <td>0.000070</td>\n",
       "      <td>0.000680</td>\n",
       "      <td>25.106844</td>\n",
       "      <td>11.520414</td>\n",
       "      <td>17.425787</td>\n",
       "      <td>3.454329</td>\n",
       "      <td>1.230420</td>\n",
       "      <td>2.078743</td>\n",
       "      <td>0.341660</td>\n",
       "      <td>1.992841</td>\n",
       "      <td>-1.442066</td>\n",
       "      <td>1.014817</td>\n",
       "      <td>0.651861</td>\n",
       "      <td>2.557126</td>\n",
       "      <td>-2.455214</td>\n",
       "      <td>0.409142</td>\n",
       "      <td>0.536271</td>\n",
       "      <td>1.779728</td>\n",
       "      <td>-2.460042</td>\n",
       "      <td>1.999164</td>\n",
       "      <td>0.806654</td>\n",
       "      <td>0.771572</td>\n",
       "      <td>3.954399</td>\n",
       "      <td>4.459454</td>\n",
       "      <td>4.556946</td>\n",
       "      <td>4.702675</td>\n",
       "      <td>3.785923</td>\n",
       "      <td>0.906044</td>\n",
       "      <td>0.791755</td>\n",
       "      <td>0.760617</td>\n",
       "      <td>0.743693</td>\n",
       "      <td>0.918898</td>\n",
       "      <td>0.936344</td>\n",
       "      <td>0.832485</td>\n",
       "      <td>0.681253</td>\n",
       "      <td>0.692148</td>\n",
       "      <td>0.937800</td>\n",
       "      <td>0.000029</td>\n",
       "      <td>0.000010</td>\n",
       "      <td>0.000006</td>\n",
       "      <td>0.000004</td>\n",
       "      <td>0.000025</td>\n",
       "      <td>0.008804</td>\n",
       "      <td>0.006156</td>\n",
       "      <td>-0.198535</td>\n",
       "      <td>0.009451</td>\n",
       "      <td>0.012395</td>\n",
       "      <td>0.442917</td>\n",
       "      <td>0.344234</td>\n",
       "      <td>0.329887</td>\n",
       "      <td>0.258027</td>\n",
       "      <td>0.367122</td>\n",
       "      <td>0.234043</td>\n",
       "      <td>0.304348</td>\n",
       "      <td>0.244444</td>\n",
       "      <td>0.266667</td>\n",
       "      <td>0.212766</td>\n",
       "      <td>0.114932</td>\n",
       "      <td>0.296504</td>\n",
       "      <td>0.237074</td>\n",
       "      <td>0.212644</td>\n",
       "      <td>0.158339</td>\n",
       "      <td>0.246375</td>\n",
       "      <td>0.415587</td>\n",
       "      <td>0.508037</td>\n",
       "      <td>0.388412</td>\n",
       "      <td>0.281504</td>\n",
       "      <td>0.373852</td>\n",
       "      <td>0.506396</td>\n",
       "      <td>0.701680</td>\n",
       "      <td>0.598051</td>\n",
       "      <td>0.383790</td>\n",
       "      <td>0.519567</td>\n",
       "      <td>0.619761</td>\n",
       "      <td>0.818352</td>\n",
       "      <td>0.725300</td>\n",
       "      <td>0.568516</td>\n",
       "      <td>0.761608</td>\n",
       "      <td>0.696090</td>\n",
       "      <td>0.927373</td>\n",
       "      <td>0.849069</td>\n",
       "      <td>0.679875</td>\n",
       "      <td>0.000120</td>\n",
       "      <td>0.000113</td>\n",
       "      <td>-0.000009</td>\n",
       "      <td>0.000118</td>\n",
       "      <td>0.000112</td>\n",
       "      <td>0.384221</td>\n",
       "      <td>0.090891</td>\n",
       "      <td>0.079603</td>\n",
       "      <td>0.038247</td>\n",
       "      <td>0.228473</td>\n",
       "      <td>0.098904</td>\n",
       "      <td>0.081869</td>\n",
       "      <td>0.087105</td>\n",
       "      <td>0.067537</td>\n",
       "      <td>0.103928</td>\n",
       "      <td>0.468085</td>\n",
       "      <td>0.413043</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>0.311111</td>\n",
       "      <td>0.361702</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>-0.033333</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>-0.033333</td>\n",
       "      <td>0.619262</td>\n",
       "      <td>0.478787</td>\n",
       "      <td>0.527983</td>\n",
       "      <td>0.359395</td>\n",
       "      <td>0.459924</td>\n",
       "      <td>0.463822</td>\n",
       "      <td>0.329422</td>\n",
       "      <td>0.251868</td>\n",
       "      <td>0.241204</td>\n",
       "      <td>0.467768</td>\n",
       "      <td>1.132212</td>\n",
       "      <td>0.750777</td>\n",
       "      <td>0.649467</td>\n",
       "      <td>-0.199657</td>\n",
       "      <td>0.110392</td>\n",
       "      <td>0.487515</td>\n",
       "      <td>2.038575</td>\n",
       "      <td>1.977020</td>\n",
       "      <td>2.347024</td>\n",
       "      <td>0.776729</td>\n",
       "      <td>-0.464977</td>\n",
       "      <td>-0.812922</td>\n",
       "      <td>-1.134318</td>\n",
       "      <td>-0.979809</td>\n",
       "      <td>-0.361376</td>\n",
       "      <td>1.526545</td>\n",
       "      <td>1.824769</td>\n",
       "      <td>3.113470</td>\n",
       "      <td>2.371773</td>\n",
       "      <td>0.383052</td>\n",
       "      <td>0.169693</td>\n",
       "      <td>0.134184</td>\n",
       "      <td>0.133078</td>\n",
       "      <td>0.111634</td>\n",
       "      <td>0.152024</td>\n",
       "      <td>0.461012</td>\n",
       "      <td>0.166628</td>\n",
       "      <td>0.176335</td>\n",
       "      <td>-0.124444</td>\n",
       "      <td>0.407300</td>\n",
       "      <td>0.944166</td>\n",
       "      <td>1.022796</td>\n",
       "      <td>0.974918</td>\n",
       "      <td>0.963955</td>\n",
       "      <td>0.999051</td>\n",
       "      <td>1.964447</td>\n",
       "      <td>2.226100</td>\n",
       "      <td>2.199211</td>\n",
       "      <td>2.414888</td>\n",
       "      <td>2.087862</td>\n",
       "      <td>10.436658</td>\n",
       "      <td>42.737051</td>\n",
       "      <td>41.872080</td>\n",
       "      <td>25.045837</td>\n",
       "      <td>3.784576</td>\n",
       "      <td>0.025407</td>\n",
       "      <td>0.018023</td>\n",
       "      <td>0.018775</td>\n",
       "      <td>0.012841</td>\n",
       "      <td>0.010462</td>\n",
       "      <td>0.000001</td>\n",
       "      <td>9.700000e-07</td>\n",
       "      <td>1.050000e-06</td>\n",
       "      <td>7.400000e-07</td>\n",
       "      <td>5.800000e-07</td>\n",
       "      <td>0.288936</td>\n",
       "      <td>0.348581</td>\n",
       "      <td>0.373660</td>\n",
       "      <td>0.375174</td>\n",
       "      <td>0.317573</td>\n",
       "      <td>1.491056</td>\n",
       "      <td>0.746232</td>\n",
       "      <td>0.614257</td>\n",
       "      <td>0.406169</td>\n",
       "      <td>1.064834</td>\n",
       "      <td>0.074849</td>\n",
       "      <td>0.232625</td>\n",
       "      <td>0.081062</td>\n",
       "      <td>0.066099</td>\n",
       "      <td>0.012657</td>\n",
       "      <td>11.044441</td>\n",
       "      <td>2.410207</td>\n",
       "      <td>20.050749</td>\n",
       "      <td>22.582279</td>\n",
       "      <td>423.371702</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1468020</th>\n",
       "      <td>4.138371</td>\n",
       "      <td>-0.603210</td>\n",
       "      <td>0.036148</td>\n",
       "      <td>-0.022135</td>\n",
       "      <td>-0.220993</td>\n",
       "      <td>17663.977528</td>\n",
       "      <td>25333.897183</td>\n",
       "      <td>32274.469694</td>\n",
       "      <td>31825.497722</td>\n",
       "      <td>40029.683101</td>\n",
       "      <td>NaN</td>\n",
       "      <td>398.222241</td>\n",
       "      <td>159.416918</td>\n",
       "      <td>209.279951</td>\n",
       "      <td>308.870174</td>\n",
       "      <td>1116.490649</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17754.149854</td>\n",
       "      <td>25769.644397</td>\n",
       "      <td>32774.608386</td>\n",
       "      <td>32824.503832</td>\n",
       "      <td>40677.044048</td>\n",
       "      <td>NaN</td>\n",
       "      <td>429.966222</td>\n",
       "      <td>193.027958</td>\n",
       "      <td>263.115830</td>\n",
       "      <td>362.337906</td>\n",
       "      <td>1196.564096</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20.70151</td>\n",
       "      <td>20.39063</td>\n",
       "      <td>20.12772</td>\n",
       "      <td>20.14267</td>\n",
       "      <td>19.92907</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.024440</td>\n",
       "      <td>0.006830</td>\n",
       "      <td>0.007038</td>\n",
       "      <td>0.010528</td>\n",
       "      <td>0.030004</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20.69599</td>\n",
       "      <td>20.37212</td>\n",
       "      <td>20.11103</td>\n",
       "      <td>20.10914</td>\n",
       "      <td>19.91181</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.026254</td>\n",
       "      <td>0.008130</td>\n",
       "      <td>0.008713</td>\n",
       "      <td>0.011976</td>\n",
       "      <td>0.031653</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.391534</td>\n",
       "      <td>0.262893</td>\n",
       "      <td>-0.015210</td>\n",
       "      <td>0.249017</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.025413</td>\n",
       "      <td>0.009810</td>\n",
       "      <td>0.012673</td>\n",
       "      <td>0.032064</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>0.201489</td>\n",
       "      <td>1.363053</td>\n",
       "      <td>0.078490</td>\n",
       "      <td>0.000202</td>\n",
       "      <td>0.001060</td>\n",
       "      <td>0.000136</td>\n",
       "      <td>89.415539</td>\n",
       "      <td>605.093270</td>\n",
       "      <td>46.875148</td>\n",
       "      <td>996.115480</td>\n",
       "      <td>2665.694906</td>\n",
       "      <td>1678.072774</td>\n",
       "      <td>0.467674</td>\n",
       "      <td>0.378533</td>\n",
       "      <td>0.329328</td>\n",
       "      <td>0.316324</td>\n",
       "      <td>0.283578</td>\n",
       "      <td>0.061129</td>\n",
       "      <td>0.067962</td>\n",
       "      <td>0.066512</td>\n",
       "      <td>0.054438</td>\n",
       "      <td>0.047644</td>\n",
       "      <td>0.020499</td>\n",
       "      <td>0.011226</td>\n",
       "      <td>0.011250</td>\n",
       "      <td>0.009613</td>\n",
       "      <td>0.013165</td>\n",
       "      <td>0.003942</td>\n",
       "      <td>0.005307</td>\n",
       "      <td>0.003884</td>\n",
       "      <td>0.003736</td>\n",
       "      <td>0.005010</td>\n",
       "      <td>1.000484</td>\n",
       "      <td>1.000518</td>\n",
       "      <td>0.000458</td>\n",
       "      <td>0.000424</td>\n",
       "      <td>0.000357</td>\n",
       "      <td>-3.005833</td>\n",
       "      <td>2.687900</td>\n",
       "      <td>-2.957755</td>\n",
       "      <td>-2.823840</td>\n",
       "      <td>-3.042463</td>\n",
       "      <td>1.608064</td>\n",
       "      <td>1.925203</td>\n",
       "      <td>1.391874</td>\n",
       "      <td>1.603074</td>\n",
       "      <td>1.322838</td>\n",
       "      <td>-1.757516</td>\n",
       "      <td>-1.761957</td>\n",
       "      <td>0.470010</td>\n",
       "      <td>0.207547</td>\n",
       "      <td>-0.495430</td>\n",
       "      <td>0.077616</td>\n",
       "      <td>0.038788</td>\n",
       "      <td>0.037793</td>\n",
       "      <td>0.040390</td>\n",
       "      <td>0.059346</td>\n",
       "      <td>0.008382</td>\n",
       "      <td>0.002278</td>\n",
       "      <td>0.001225</td>\n",
       "      <td>0.002682</td>\n",
       "      <td>0.004746</td>\n",
       "      <td>0.001446</td>\n",
       "      <td>0.000924</td>\n",
       "      <td>0.000741</td>\n",
       "      <td>0.000506</td>\n",
       "      <td>0.001953</td>\n",
       "      <td>0.000247</td>\n",
       "      <td>0.000071</td>\n",
       "      <td>0.000156</td>\n",
       "      <td>0.000103</td>\n",
       "      <td>0.000114</td>\n",
       "      <td>1.525185</td>\n",
       "      <td>13.996638</td>\n",
       "      <td>15.734695</td>\n",
       "      <td>27.800304</td>\n",
       "      <td>14.636019</td>\n",
       "      <td>-0.878518</td>\n",
       "      <td>-2.006997</td>\n",
       "      <td>2.435140</td>\n",
       "      <td>-0.995988</td>\n",
       "      <td>-2.080720</td>\n",
       "      <td>2.053940</td>\n",
       "      <td>-2.156458</td>\n",
       "      <td>2.955940</td>\n",
       "      <td>0.846721</td>\n",
       "      <td>-0.422632</td>\n",
       "      <td>-1.645010</td>\n",
       "      <td>-1.433332</td>\n",
       "      <td>-0.428857</td>\n",
       "      <td>-0.402440</td>\n",
       "      <td>-3.135600</td>\n",
       "      <td>0.055498</td>\n",
       "      <td>0.028520</td>\n",
       "      <td>0.027966</td>\n",
       "      <td>0.028851</td>\n",
       "      <td>0.047831</td>\n",
       "      <td>0.000503</td>\n",
       "      <td>0.002538</td>\n",
       "      <td>0.001461</td>\n",
       "      <td>0.000934</td>\n",
       "      <td>0.003186</td>\n",
       "      <td>0.000205</td>\n",
       "      <td>0.000204</td>\n",
       "      <td>0.000243</td>\n",
       "      <td>0.000307</td>\n",
       "      <td>0.001203</td>\n",
       "      <td>0.000130</td>\n",
       "      <td>0.000121</td>\n",
       "      <td>0.000140</td>\n",
       "      <td>0.000135</td>\n",
       "      <td>0.000059</td>\n",
       "      <td>23.960183</td>\n",
       "      <td>16.886483</td>\n",
       "      <td>13.154216</td>\n",
       "      <td>19.587992</td>\n",
       "      <td>3.487881</td>\n",
       "      <td>-1.566561</td>\n",
       "      <td>-1.331363</td>\n",
       "      <td>3.105135</td>\n",
       "      <td>-2.509633</td>\n",
       "      <td>2.047149</td>\n",
       "      <td>0.082870</td>\n",
       "      <td>0.867017</td>\n",
       "      <td>2.192659</td>\n",
       "      <td>2.089162</td>\n",
       "      <td>-0.750037</td>\n",
       "      <td>-1.626146</td>\n",
       "      <td>0.634092</td>\n",
       "      <td>1.067493</td>\n",
       "      <td>-0.125145</td>\n",
       "      <td>-3.044556</td>\n",
       "      <td>5.512748</td>\n",
       "      <td>5.617791</td>\n",
       "      <td>5.654212</td>\n",
       "      <td>5.316707</td>\n",
       "      <td>5.360982</td>\n",
       "      <td>0.541849</td>\n",
       "      <td>0.505166</td>\n",
       "      <td>0.541647</td>\n",
       "      <td>0.408227</td>\n",
       "      <td>0.591676</td>\n",
       "      <td>0.523773</td>\n",
       "      <td>0.502023</td>\n",
       "      <td>0.524704</td>\n",
       "      <td>0.374589</td>\n",
       "      <td>0.585923</td>\n",
       "      <td>0.000031</td>\n",
       "      <td>0.000011</td>\n",
       "      <td>0.000011</td>\n",
       "      <td>0.000027</td>\n",
       "      <td>0.000021</td>\n",
       "      <td>0.160885</td>\n",
       "      <td>0.088715</td>\n",
       "      <td>0.032551</td>\n",
       "      <td>0.015681</td>\n",
       "      <td>-0.012232</td>\n",
       "      <td>0.715081</td>\n",
       "      <td>0.699245</td>\n",
       "      <td>0.557713</td>\n",
       "      <td>0.653931</td>\n",
       "      <td>0.472645</td>\n",
       "      <td>0.403509</td>\n",
       "      <td>0.392857</td>\n",
       "      <td>0.421053</td>\n",
       "      <td>0.464286</td>\n",
       "      <td>0.403509</td>\n",
       "      <td>0.111188</td>\n",
       "      <td>0.078711</td>\n",
       "      <td>0.085343</td>\n",
       "      <td>0.094661</td>\n",
       "      <td>0.196502</td>\n",
       "      <td>0.420528</td>\n",
       "      <td>0.306760</td>\n",
       "      <td>0.180602</td>\n",
       "      <td>0.340417</td>\n",
       "      <td>0.369828</td>\n",
       "      <td>0.617246</td>\n",
       "      <td>0.651348</td>\n",
       "      <td>0.601022</td>\n",
       "      <td>0.628679</td>\n",
       "      <td>0.536724</td>\n",
       "      <td>0.764011</td>\n",
       "      <td>0.849869</td>\n",
       "      <td>0.860403</td>\n",
       "      <td>0.845367</td>\n",
       "      <td>0.765129</td>\n",
       "      <td>0.847504</td>\n",
       "      <td>0.937627</td>\n",
       "      <td>0.932652</td>\n",
       "      <td>0.925814</td>\n",
       "      <td>0.878853</td>\n",
       "      <td>0.000038</td>\n",
       "      <td>0.000039</td>\n",
       "      <td>0.000014</td>\n",
       "      <td>-0.000035</td>\n",
       "      <td>-0.000048</td>\n",
       "      <td>0.316883</td>\n",
       "      <td>0.086682</td>\n",
       "      <td>0.157323</td>\n",
       "      <td>0.653931</td>\n",
       "      <td>0.469391</td>\n",
       "      <td>0.319454</td>\n",
       "      <td>0.271051</td>\n",
       "      <td>0.238239</td>\n",
       "      <td>0.252708</td>\n",
       "      <td>0.164942</td>\n",
       "      <td>0.280702</td>\n",
       "      <td>0.339286</td>\n",
       "      <td>0.403509</td>\n",
       "      <td>0.357143</td>\n",
       "      <td>0.280702</td>\n",
       "      <td>-0.033333</td>\n",
       "      <td>-0.033333</td>\n",
       "      <td>0.033333</td>\n",
       "      <td>0.233333</td>\n",
       "      <td>-0.033333</td>\n",
       "      <td>0.604388</td>\n",
       "      <td>0.589960</td>\n",
       "      <td>0.481529</td>\n",
       "      <td>0.559985</td>\n",
       "      <td>0.497787</td>\n",
       "      <td>0.969020</td>\n",
       "      <td>0.751218</td>\n",
       "      <td>0.719737</td>\n",
       "      <td>0.721179</td>\n",
       "      <td>0.663997</td>\n",
       "      <td>0.809259</td>\n",
       "      <td>1.191550</td>\n",
       "      <td>0.970749</td>\n",
       "      <td>1.478578</td>\n",
       "      <td>0.035316</td>\n",
       "      <td>1.953546</td>\n",
       "      <td>3.154672</td>\n",
       "      <td>3.219797</td>\n",
       "      <td>2.509459</td>\n",
       "      <td>1.701879</td>\n",
       "      <td>0.484382</td>\n",
       "      <td>0.616732</td>\n",
       "      <td>0.349345</td>\n",
       "      <td>0.506684</td>\n",
       "      <td>0.139214</td>\n",
       "      <td>-0.556336</td>\n",
       "      <td>0.064396</td>\n",
       "      <td>-0.487515</td>\n",
       "      <td>0.140554</td>\n",
       "      <td>-0.827155</td>\n",
       "      <td>0.382094</td>\n",
       "      <td>0.309613</td>\n",
       "      <td>0.270636</td>\n",
       "      <td>0.288729</td>\n",
       "      <td>0.236794</td>\n",
       "      <td>2.716274</td>\n",
       "      <td>1.953879</td>\n",
       "      <td>1.592260</td>\n",
       "      <td>1.783280</td>\n",
       "      <td>1.470895</td>\n",
       "      <td>1.010060</td>\n",
       "      <td>0.991875</td>\n",
       "      <td>0.995434</td>\n",
       "      <td>0.993235</td>\n",
       "      <td>1.054099</td>\n",
       "      <td>1.214309</td>\n",
       "      <td>1.430231</td>\n",
       "      <td>1.519230</td>\n",
       "      <td>1.470553</td>\n",
       "      <td>1.637130</td>\n",
       "      <td>14.678501</td>\n",
       "      <td>109.462036</td>\n",
       "      <td>103.482726</td>\n",
       "      <td>70.572294</td>\n",
       "      <td>6.726001</td>\n",
       "      <td>0.159873</td>\n",
       "      <td>0.103512</td>\n",
       "      <td>0.079506</td>\n",
       "      <td>0.089199</td>\n",
       "      <td>0.045368</td>\n",
       "      <td>0.000007</td>\n",
       "      <td>4.590000e-06</td>\n",
       "      <td>3.560000e-06</td>\n",
       "      <td>4.060000e-06</td>\n",
       "      <td>2.070000e-06</td>\n",
       "      <td>0.364368</td>\n",
       "      <td>0.380877</td>\n",
       "      <td>0.379780</td>\n",
       "      <td>0.318925</td>\n",
       "      <td>0.384659</td>\n",
       "      <td>0.526571</td>\n",
       "      <td>0.304362</td>\n",
       "      <td>0.252411</td>\n",
       "      <td>0.887076</td>\n",
       "      <td>0.589323</td>\n",
       "      <td>0.032150</td>\n",
       "      <td>0.024506</td>\n",
       "      <td>0.017833</td>\n",
       "      <td>0.046360</td>\n",
       "      <td>0.010816</td>\n",
       "      <td>246.515970</td>\n",
       "      <td>319.834034</td>\n",
       "      <td>446.851609</td>\n",
       "      <td>82.040181</td>\n",
       "      <td>742.588577</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1468021</th>\n",
       "      <td>24.520487</td>\n",
       "      <td>1.066922</td>\n",
       "      <td>-0.306719</td>\n",
       "      <td>-0.511302</td>\n",
       "      <td>1.150066</td>\n",
       "      <td>25982.198589</td>\n",
       "      <td>31090.684004</td>\n",
       "      <td>33815.371339</td>\n",
       "      <td>44828.061729</td>\n",
       "      <td>48635.957944</td>\n",
       "      <td>NaN</td>\n",
       "      <td>750.565014</td>\n",
       "      <td>316.157364</td>\n",
       "      <td>439.970387</td>\n",
       "      <td>654.381326</td>\n",
       "      <td>2178.868855</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26002.322269</td>\n",
       "      <td>31301.339295</td>\n",
       "      <td>33676.392675</td>\n",
       "      <td>44619.951993</td>\n",
       "      <td>48566.136297</td>\n",
       "      <td>NaN</td>\n",
       "      <td>816.941358</td>\n",
       "      <td>362.905065</td>\n",
       "      <td>497.835096</td>\n",
       "      <td>736.317811</td>\n",
       "      <td>2284.366625</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20.28299</td>\n",
       "      <td>20.16837</td>\n",
       "      <td>20.07710</td>\n",
       "      <td>19.77096</td>\n",
       "      <td>19.71925</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.031342</td>\n",
       "      <td>0.011038</td>\n",
       "      <td>0.014122</td>\n",
       "      <td>0.015842</td>\n",
       "      <td>0.048335</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20.28215</td>\n",
       "      <td>20.16104</td>\n",
       "      <td>20.08157</td>\n",
       "      <td>19.77601</td>\n",
       "      <td>19.72080</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.034087</td>\n",
       "      <td>0.012585</td>\n",
       "      <td>0.016045</td>\n",
       "      <td>0.017909</td>\n",
       "      <td>0.050748</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.194886</td>\n",
       "      <td>0.091210</td>\n",
       "      <td>0.306090</td>\n",
       "      <td>0.088519</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.033251</td>\n",
       "      <td>0.017929</td>\n",
       "      <td>0.021231</td>\n",
       "      <td>0.051158</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Qso</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.641482</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>87.331947</td>\n",
       "      <td>0.455384</td>\n",
       "      <td>0.009274</td>\n",
       "      <td>0.487933</td>\n",
       "      <td>0.002650</td>\n",
       "      <td>39.546349</td>\n",
       "      <td>29019.253221</td>\n",
       "      <td>121.892581</td>\n",
       "      <td>0.583733</td>\n",
       "      <td>21212.673164</td>\n",
       "      <td>1154.429673</td>\n",
       "      <td>381.368921</td>\n",
       "      <td>0.185746</td>\n",
       "      <td>0.142586</td>\n",
       "      <td>0.125577</td>\n",
       "      <td>0.086346</td>\n",
       "      <td>0.096046</td>\n",
       "      <td>0.024166</td>\n",
       "      <td>0.014164</td>\n",
       "      <td>0.014224</td>\n",
       "      <td>0.004410</td>\n",
       "      <td>0.008721</td>\n",
       "      <td>0.007687</td>\n",
       "      <td>0.002552</td>\n",
       "      <td>0.002201</td>\n",
       "      <td>0.001064</td>\n",
       "      <td>0.001064</td>\n",
       "      <td>0.001152</td>\n",
       "      <td>0.001228</td>\n",
       "      <td>0.000778</td>\n",
       "      <td>0.000334</td>\n",
       "      <td>0.000362</td>\n",
       "      <td>10.369730</td>\n",
       "      <td>0.001511</td>\n",
       "      <td>0.001511</td>\n",
       "      <td>2.001102</td>\n",
       "      <td>32.355523</td>\n",
       "      <td>-0.578047</td>\n",
       "      <td>0.670894</td>\n",
       "      <td>0.608868</td>\n",
       "      <td>-2.935889</td>\n",
       "      <td>1.537759</td>\n",
       "      <td>0.477211</td>\n",
       "      <td>-2.778425</td>\n",
       "      <td>-2.683634</td>\n",
       "      <td>2.538220</td>\n",
       "      <td>-2.155682</td>\n",
       "      <td>1.435024</td>\n",
       "      <td>-0.596669</td>\n",
       "      <td>-1.084921</td>\n",
       "      <td>-0.203170</td>\n",
       "      <td>0.317129</td>\n",
       "      <td>0.136412</td>\n",
       "      <td>0.048719</td>\n",
       "      <td>0.045233</td>\n",
       "      <td>0.042792</td>\n",
       "      <td>0.070974</td>\n",
       "      <td>0.005474</td>\n",
       "      <td>0.001972</td>\n",
       "      <td>0.004130</td>\n",
       "      <td>0.000825</td>\n",
       "      <td>0.004541</td>\n",
       "      <td>0.002917</td>\n",
       "      <td>0.000937</td>\n",
       "      <td>0.001345</td>\n",
       "      <td>0.001391</td>\n",
       "      <td>0.000524</td>\n",
       "      <td>0.000074</td>\n",
       "      <td>0.000108</td>\n",
       "      <td>0.000311</td>\n",
       "      <td>0.000162</td>\n",
       "      <td>0.000473</td>\n",
       "      <td>31.350804</td>\n",
       "      <td>15.027802</td>\n",
       "      <td>11.801712</td>\n",
       "      <td>16.336110</td>\n",
       "      <td>7.939783</td>\n",
       "      <td>-3.132334</td>\n",
       "      <td>0.467444</td>\n",
       "      <td>-0.843457</td>\n",
       "      <td>1.828313</td>\n",
       "      <td>1.929485</td>\n",
       "      <td>-2.793311</td>\n",
       "      <td>2.971472</td>\n",
       "      <td>-2.733785</td>\n",
       "      <td>-0.311132</td>\n",
       "      <td>-0.603712</td>\n",
       "      <td>-0.315200</td>\n",
       "      <td>-0.416470</td>\n",
       "      <td>1.831915</td>\n",
       "      <td>-0.494099</td>\n",
       "      <td>-1.213493</td>\n",
       "      <td>0.103838</td>\n",
       "      <td>0.046216</td>\n",
       "      <td>0.030823</td>\n",
       "      <td>0.031983</td>\n",
       "      <td>0.070274</td>\n",
       "      <td>0.006652</td>\n",
       "      <td>0.001718</td>\n",
       "      <td>0.002389</td>\n",
       "      <td>0.002858</td>\n",
       "      <td>0.002957</td>\n",
       "      <td>0.001790</td>\n",
       "      <td>0.000426</td>\n",
       "      <td>0.000370</td>\n",
       "      <td>0.000571</td>\n",
       "      <td>0.001999</td>\n",
       "      <td>0.000215</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.000132</td>\n",
       "      <td>0.000099</td>\n",
       "      <td>0.000614</td>\n",
       "      <td>26.406959</td>\n",
       "      <td>21.932414</td>\n",
       "      <td>25.828718</td>\n",
       "      <td>16.015237</td>\n",
       "      <td>14.619067</td>\n",
       "      <td>2.396828</td>\n",
       "      <td>-1.310914</td>\n",
       "      <td>-0.157029</td>\n",
       "      <td>-0.753789</td>\n",
       "      <td>2.385869</td>\n",
       "      <td>-2.034262</td>\n",
       "      <td>-2.682885</td>\n",
       "      <td>-1.855232</td>\n",
       "      <td>-2.283703</td>\n",
       "      <td>-3.093259</td>\n",
       "      <td>2.061525</td>\n",
       "      <td>-2.248568</td>\n",
       "      <td>-0.475976</td>\n",
       "      <td>-1.029674</td>\n",
       "      <td>-2.353805</td>\n",
       "      <td>3.254399</td>\n",
       "      <td>4.348755</td>\n",
       "      <td>4.921343</td>\n",
       "      <td>4.676013</td>\n",
       "      <td>3.513592</td>\n",
       "      <td>1.040605</td>\n",
       "      <td>0.603822</td>\n",
       "      <td>0.664049</td>\n",
       "      <td>0.729843</td>\n",
       "      <td>0.990394</td>\n",
       "      <td>0.957009</td>\n",
       "      <td>0.645990</td>\n",
       "      <td>0.616292</td>\n",
       "      <td>0.761059</td>\n",
       "      <td>1.086557</td>\n",
       "      <td>0.000095</td>\n",
       "      <td>0.000026</td>\n",
       "      <td>0.000009</td>\n",
       "      <td>0.000007</td>\n",
       "      <td>0.000030</td>\n",
       "      <td>0.008344</td>\n",
       "      <td>0.008239</td>\n",
       "      <td>0.007698</td>\n",
       "      <td>0.002458</td>\n",
       "      <td>0.014540</td>\n",
       "      <td>0.731115</td>\n",
       "      <td>0.560903</td>\n",
       "      <td>0.288764</td>\n",
       "      <td>0.223940</td>\n",
       "      <td>0.367094</td>\n",
       "      <td>0.384615</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.442308</td>\n",
       "      <td>0.346154</td>\n",
       "      <td>0.288462</td>\n",
       "      <td>0.092799</td>\n",
       "      <td>0.311724</td>\n",
       "      <td>0.271543</td>\n",
       "      <td>0.263179</td>\n",
       "      <td>0.144069</td>\n",
       "      <td>0.235159</td>\n",
       "      <td>0.422835</td>\n",
       "      <td>0.410175</td>\n",
       "      <td>0.355693</td>\n",
       "      <td>0.238366</td>\n",
       "      <td>0.352052</td>\n",
       "      <td>0.591136</td>\n",
       "      <td>0.510734</td>\n",
       "      <td>0.489278</td>\n",
       "      <td>0.315606</td>\n",
       "      <td>0.559109</td>\n",
       "      <td>0.716898</td>\n",
       "      <td>0.666865</td>\n",
       "      <td>0.579383</td>\n",
       "      <td>0.522876</td>\n",
       "      <td>0.794516</td>\n",
       "      <td>0.794905</td>\n",
       "      <td>0.833896</td>\n",
       "      <td>0.844275</td>\n",
       "      <td>0.734778</td>\n",
       "      <td>-0.000134</td>\n",
       "      <td>0.000016</td>\n",
       "      <td>0.000022</td>\n",
       "      <td>0.000008</td>\n",
       "      <td>-0.000040</td>\n",
       "      <td>0.470631</td>\n",
       "      <td>0.420191</td>\n",
       "      <td>0.105783</td>\n",
       "      <td>0.250053</td>\n",
       "      <td>0.274826</td>\n",
       "      <td>0.159351</td>\n",
       "      <td>0.137753</td>\n",
       "      <td>0.099425</td>\n",
       "      <td>0.070849</td>\n",
       "      <td>0.080482</td>\n",
       "      <td>0.461538</td>\n",
       "      <td>0.423077</td>\n",
       "      <td>0.230769</td>\n",
       "      <td>0.269231</td>\n",
       "      <td>0.461538</td>\n",
       "      <td>-0.100000</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>0.033333</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>1.310738</td>\n",
       "      <td>0.767167</td>\n",
       "      <td>0.291525</td>\n",
       "      <td>0.251764</td>\n",
       "      <td>0.444341</td>\n",
       "      <td>0.852881</td>\n",
       "      <td>0.406513</td>\n",
       "      <td>0.334311</td>\n",
       "      <td>0.281963</td>\n",
       "      <td>0.448147</td>\n",
       "      <td>2.134610</td>\n",
       "      <td>1.741194</td>\n",
       "      <td>0.904683</td>\n",
       "      <td>0.386733</td>\n",
       "      <td>0.549056</td>\n",
       "      <td>0.435475</td>\n",
       "      <td>1.639174</td>\n",
       "      <td>1.557181</td>\n",
       "      <td>1.422404</td>\n",
       "      <td>0.119644</td>\n",
       "      <td>-0.581331</td>\n",
       "      <td>-0.287372</td>\n",
       "      <td>0.576100</td>\n",
       "      <td>0.733402</td>\n",
       "      <td>-0.414401</td>\n",
       "      <td>1.073162</td>\n",
       "      <td>2.158302</td>\n",
       "      <td>0.071514</td>\n",
       "      <td>0.358642</td>\n",
       "      <td>0.892382</td>\n",
       "      <td>0.277390</td>\n",
       "      <td>0.184073</td>\n",
       "      <td>0.130033</td>\n",
       "      <td>0.106666</td>\n",
       "      <td>0.146794</td>\n",
       "      <td>1.546435</td>\n",
       "      <td>0.780892</td>\n",
       "      <td>0.228642</td>\n",
       "      <td>-0.173903</td>\n",
       "      <td>0.211476</td>\n",
       "      <td>0.943318</td>\n",
       "      <td>1.000520</td>\n",
       "      <td>1.035674</td>\n",
       "      <td>1.027725</td>\n",
       "      <td>0.950415</td>\n",
       "      <td>1.306777</td>\n",
       "      <td>1.875202</td>\n",
       "      <td>2.348189</td>\n",
       "      <td>2.580402</td>\n",
       "      <td>2.102024</td>\n",
       "      <td>14.650072</td>\n",
       "      <td>33.713166</td>\n",
       "      <td>15.707197</td>\n",
       "      <td>6.431842</td>\n",
       "      <td>2.174413</td>\n",
       "      <td>0.071851</td>\n",
       "      <td>0.033459</td>\n",
       "      <td>0.016688</td>\n",
       "      <td>0.010234</td>\n",
       "      <td>0.008980</td>\n",
       "      <td>0.000003</td>\n",
       "      <td>1.580000e-06</td>\n",
       "      <td>7.900000e-07</td>\n",
       "      <td>5.000000e-07</td>\n",
       "      <td>4.400000e-07</td>\n",
       "      <td>0.245788</td>\n",
       "      <td>0.301959</td>\n",
       "      <td>0.413211</td>\n",
       "      <td>0.384396</td>\n",
       "      <td>0.167666</td>\n",
       "      <td>1.348739</td>\n",
       "      <td>1.426552</td>\n",
       "      <td>0.683760</td>\n",
       "      <td>0.866828</td>\n",
       "      <td>1.833954</td>\n",
       "      <td>0.152039</td>\n",
       "      <td>0.053163</td>\n",
       "      <td>0.020922</td>\n",
       "      <td>0.010311</td>\n",
       "      <td>0.046209</td>\n",
       "      <td>5.759539</td>\n",
       "      <td>14.565944</td>\n",
       "      <td>46.401780</td>\n",
       "      <td>88.653421</td>\n",
       "      <td>9.151643</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  ra       dec   psPm_ra  psPm_dec  psParallax      psFlux_u  \\\n",
       "objectId                                                                       \n",
       "1468019   316.344180 -0.428997 -1.460134 -0.758934    0.396559  28501.385092   \n",
       "1468020     4.138371 -0.603210  0.036148 -0.022135   -0.220993  17663.977528   \n",
       "1468021    24.520487  1.066922 -0.306719 -0.511302    1.150066  25982.198589   \n",
       "\n",
       "              psFlux_g      psFlux_r      psFlux_i      psFlux_z  psFlux_y  \\\n",
       "objectId                                                                     \n",
       "1468019   32930.588107  36901.303832  50062.466916  51148.877388       NaN   \n",
       "1468020   25333.897183  32274.469694  31825.497722  40029.683101       NaN   \n",
       "1468021   31090.684004  33815.371339  44828.061729  48635.957944       NaN   \n",
       "\n",
       "          psFluxErr_u  psFluxErr_g  psFluxErr_r  psFluxErr_i  psFluxErr_z  \\\n",
       "objectId                                                                    \n",
       "1468019    386.136291   158.283404   206.501385   304.426799  1114.186241   \n",
       "1468020    398.222241   159.416918   209.279951   308.870174  1116.490649   \n",
       "1468021    750.565014   316.157364   439.970387   654.381326  2178.868855   \n",
       "\n",
       "          psFluxErr_y      bdFlux_u      bdFlux_g      bdFlux_r      bdFlux_i  \\\n",
       "objectId                                                                        \n",
       "1468019           NaN  28380.031107  33401.401023  36774.713158  50058.315843   \n",
       "1468020           NaN  17754.149854  25769.644397  32774.608386  32824.503832   \n",
       "1468021           NaN  26002.322269  31301.339295  33676.392675  44619.951993   \n",
       "\n",
       "              bdFlux_z  bdFlux_y  bdFluxErr_u  bdFluxErr_g  bdFluxErr_r  \\\n",
       "objectId                                                                  \n",
       "1468019   51087.321528       NaN   430.585253   205.464503   268.733668   \n",
       "1468020   40677.044048       NaN   429.966222   193.027958   263.115830   \n",
       "1468021   48566.136297       NaN   816.941358   362.905065   497.835096   \n",
       "\n",
       "          bdFluxErr_i  bdFluxErr_z  bdFluxErr_y   psMag_u   psMag_g   psMag_r  \\\n",
       "objectId                                                                        \n",
       "1468019    393.686038  1212.454970          NaN  20.18258  20.10596  19.98231   \n",
       "1468020    362.337906  1196.564096          NaN  20.70151  20.39063  20.12772   \n",
       "1468021    736.317811  2284.366625          NaN  20.28299  20.16837  20.07710   \n",
       "\n",
       "           psMag_i   psMag_z  psMag_y  psMagErr_u  psMagErr_g  psMagErr_r  \\\n",
       "objectId                                                                    \n",
       "1468019   19.65110  19.66488      NaN    0.014701    0.005218    0.006074   \n",
       "1468020   20.14267  19.92907      NaN    0.024440    0.006830    0.007038   \n",
       "1468021   19.77096  19.71925      NaN    0.031342    0.011038    0.014122   \n",
       "\n",
       "          psMagErr_i  psMagErr_z  psMagErr_y   bdMag_u   bdMag_g   bdMag_r  \\\n",
       "objectId                                                                     \n",
       "1468019     0.006600    0.023517         NaN  20.18721  20.09055  19.98604   \n",
       "1468020     0.010528    0.030004         NaN  20.69599  20.37212  20.11103   \n",
       "1468021     0.015842    0.048335         NaN  20.28215  20.16104  20.08157   \n",
       "\n",
       "           bdMag_i   bdMag_z  bdMag_y  bdMagErr_u  bdMagErr_g  bdMagErr_r  \\\n",
       "objectId                                                                    \n",
       "1468019   19.65119  19.66618      NaN    0.016463    0.006677    0.007932   \n",
       "1468020   20.10914  19.91181      NaN    0.026254    0.008130    0.008713   \n",
       "1468021   19.77601  19.72080      NaN    0.034087    0.012585    0.016045   \n",
       "\n",
       "          bdMagErr_i  bdMagErr_z  bdMagErr_y  extendedness_u  extendedness_g  \\\n",
       "objectId                                                                       \n",
       "1468019     0.008536    0.025621         NaN             0.0             0.0   \n",
       "1468020     0.011976    0.031653         NaN             0.0             0.0   \n",
       "1468021     0.017909    0.050748         NaN             0.0             0.0   \n",
       "\n",
       "          extendedness_r  extendedness_i  extendedness_z  extendedness_y  \\\n",
       "objectId                                                                   \n",
       "1468019              0.0             0.0             0.0             NaN   \n",
       "1468020              0.0             0.0             0.0             NaN   \n",
       "1468021              0.0             0.0             0.0             NaN   \n",
       "\n",
       "          stdColor_0  stdColor_1  stdColor_2  stdColor_3  stdColor_4  \\\n",
       "objectId                                                               \n",
       "1468019     0.156834    0.123606    0.331176    0.023310         NaN   \n",
       "1468020     0.391534    0.262893   -0.015210    0.249017         NaN   \n",
       "1468021     0.194886    0.091210    0.306090    0.088519         NaN   \n",
       "\n",
       "          stdColorErr_0  stdColorErr_1  stdColorErr_2  stdColorErr_3  \\\n",
       "objectId                                                               \n",
       "1468019        0.015608       0.008009       0.008973       0.024555   \n",
       "1468020        0.025413       0.009810       0.012673       0.032064   \n",
       "1468021        0.033251       0.017929       0.021231       0.051158   \n",
       "\n",
       "          stdColorErr_4 class  photoZ_pest         z  flags_u  flags_g  \\\n",
       "objectId                                                                 \n",
       "1468019             NaN   Qso          NaN  1.775506        0      0.0   \n",
       "1468020             NaN  None          NaN       NaN        0      0.0   \n",
       "1468021             NaN   Qso          NaN  1.641482        0      0.0   \n",
       "\n",
       "          flags_r  flags_i  flags_z  flags_y  lcPeriodic[0]_g  \\\n",
       "objectId                                                        \n",
       "1468019       0.0      0.0      0.0     <NA>         0.739633   \n",
       "1468020       0.0      0.0      0.0     <NA>         0.201489   \n",
       "1468021       0.0      0.0      0.0     <NA>        87.331947   \n",
       "\n",
       "          lcPeriodic[0]_r  lcPeriodic[0]_i  lcPeriodic[1]_g  lcPeriodic[1]_r  \\\n",
       "objectId                                                                       \n",
       "1468019          0.177546         0.140664         0.000896         0.013523   \n",
       "1468020          1.363053         0.078490         0.000202         0.001060   \n",
       "1468021          0.455384         0.009274         0.487933         0.002650   \n",
       "\n",
       "          lcPeriodic[1]_i  lcPeriodic[2]_g  lcPeriodic[2]_r  lcPeriodic[2]_i  \\\n",
       "objectId                                                                       \n",
       "1468019          0.011956       213.720847       513.215165       507.257670   \n",
       "1468020          0.000136        89.415539       605.093270        46.875148   \n",
       "1468021         39.546349     29019.253221       121.892581         0.583733   \n",
       "\n",
       "          lcPeriodic[3]_g  lcPeriodic[3]_r  lcPeriodic[3]_i  lcPeriodic[4]_u  \\\n",
       "objectId                                                                       \n",
       "1468019       5045.111184       807.860345         0.510180         0.148918   \n",
       "1468020        996.115480      2665.694906      1678.072774         0.467674   \n",
       "1468021      21212.673164      1154.429673       381.368921         0.185746   \n",
       "\n",
       "          lcPeriodic[4]_g  lcPeriodic[4]_r  lcPeriodic[4]_i  lcPeriodic[4]_z  \\\n",
       "objectId                                                                       \n",
       "1468019          0.135026         0.262679         0.123857         0.107137   \n",
       "1468020          0.378533         0.329328         0.316324         0.283578   \n",
       "1468021          0.142586         0.125577         0.086346         0.096046   \n",
       "\n",
       "          lcPeriodic[5]_u  lcPeriodic[5]_g  lcPeriodic[5]_r  lcPeriodic[5]_i  \\\n",
       "objectId                                                                       \n",
       "1468019          0.012737         0.008008         0.029495         0.015843   \n",
       "1468020          0.061129         0.067962         0.066512         0.054438   \n",
       "1468021          0.024166         0.014164         0.014224         0.004410   \n",
       "\n",
       "          lcPeriodic[5]_z  lcPeriodic[6]_u  lcPeriodic[6]_g  lcPeriodic[6]_r  \\\n",
       "objectId                                                                       \n",
       "1468019          0.002680         0.003516         0.001900         0.037808   \n",
       "1468020          0.047644         0.020499         0.011226         0.011250   \n",
       "1468021          0.008721         0.007687         0.002552         0.002201   \n",
       "\n",
       "          lcPeriodic[6]_i  lcPeriodic[6]_z  lcPeriodic[7]_u  lcPeriodic[7]_g  \\\n",
       "objectId                                                                       \n",
       "1468019          0.005104         0.001790         0.000633         0.001074   \n",
       "1468020          0.009613         0.013165         0.003942         0.005307   \n",
       "1468021          0.001064         0.001064         0.001152         0.001228   \n",
       "\n",
       "          lcPeriodic[7]_r  lcPeriodic[7]_i  lcPeriodic[7]_z  lcPeriodic[8]_u  \\\n",
       "objectId                                                                       \n",
       "1468019          0.014837         0.000850         0.000227        19.014730   \n",
       "1468020          0.003884         0.003736         0.005010         1.000484   \n",
       "1468021          0.000778         0.000334         0.000362        10.369730   \n",
       "\n",
       "          lcPeriodic[8]_g  lcPeriodic[8]_r  lcPeriodic[8]_i  lcPeriodic[8]_z  \\\n",
       "objectId                                                                       \n",
       "1468019          2.000951         0.000255         2.000985         3.003659   \n",
       "1468020          1.000518         0.000458         0.000424         0.000357   \n",
       "1468021          0.001511         0.001511         2.001102        32.355523   \n",
       "\n",
       "          lcPeriodic[9]_u  lcPeriodic[9]_g  lcPeriodic[9]_r  lcPeriodic[9]_i  \\\n",
       "objectId                                                                       \n",
       "1468019          2.593629         0.302106         3.035866         0.875070   \n",
       "1468020         -3.005833         2.687900        -2.957755        -2.823840   \n",
       "1468021         -0.578047         0.670894         0.608868        -2.935889   \n",
       "\n",
       "          lcPeriodic[9]_z  lcPeriodic[10]_u  lcPeriodic[10]_g  \\\n",
       "objectId                                                        \n",
       "1468019          2.049443         -1.855418          2.819227   \n",
       "1468020         -3.042463          1.608064          1.925203   \n",
       "1468021          1.537759          0.477211         -2.778425   \n",
       "\n",
       "          lcPeriodic[10]_r  lcPeriodic[10]_i  lcPeriodic[10]_z  \\\n",
       "objectId                                                         \n",
       "1468019           1.287948          2.156429          2.677678   \n",
       "1468020           1.391874          1.603074          1.322838   \n",
       "1468021          -2.683634          2.538220         -2.155682   \n",
       "\n",
       "          lcPeriodic[11]_u  lcPeriodic[11]_g  lcPeriodic[11]_r  \\\n",
       "objectId                                                         \n",
       "1468019          -0.190069         -0.134477         -0.095421   \n",
       "1468020          -1.757516         -1.761957          0.470010   \n",
       "1468021           1.435024         -0.596669         -1.084921   \n",
       "\n",
       "          lcPeriodic[11]_i  lcPeriodic[11]_z  lcPeriodic[12]_u  \\\n",
       "objectId                                                         \n",
       "1468019          -0.463011         -1.510646          0.080189   \n",
       "1468020           0.207547         -0.495430          0.077616   \n",
       "1468021          -0.203170          0.317129          0.136412   \n",
       "\n",
       "          lcPeriodic[12]_g  lcPeriodic[12]_r  lcPeriodic[12]_i  \\\n",
       "objectId                                                         \n",
       "1468019           0.052124          0.036942          0.031140   \n",
       "1468020           0.038788          0.037793          0.040390   \n",
       "1468021           0.048719          0.045233          0.042792   \n",
       "\n",
       "          lcPeriodic[12]_z  lcPeriodic[13]_u  lcPeriodic[13]_g  \\\n",
       "objectId                                                         \n",
       "1468019           0.073025          0.003267          0.005340   \n",
       "1468020           0.059346          0.008382          0.002278   \n",
       "1468021           0.070974          0.005474          0.001972   \n",
       "\n",
       "          lcPeriodic[13]_r  lcPeriodic[13]_i  lcPeriodic[13]_z  \\\n",
       "objectId                                                         \n",
       "1468019           0.006792          0.001191          0.002444   \n",
       "1468020           0.001225          0.002682          0.004746   \n",
       "1468021           0.004130          0.000825          0.004541   \n",
       "\n",
       "          lcPeriodic[14]_u  lcPeriodic[14]_g  lcPeriodic[14]_r  \\\n",
       "objectId                                                         \n",
       "1468019           0.000654          0.001059          0.000410   \n",
       "1468020           0.001446          0.000924          0.000741   \n",
       "1468021           0.002917          0.000937          0.001345   \n",
       "\n",
       "          lcPeriodic[14]_i  lcPeriodic[14]_z  lcPeriodic[15]_u  \\\n",
       "objectId                                                         \n",
       "1468019           0.000569          0.000285          0.000473   \n",
       "1468020           0.000506          0.001953          0.000247   \n",
       "1468021           0.001391          0.000524          0.000074   \n",
       "\n",
       "          lcPeriodic[15]_g  lcPeriodic[15]_r  lcPeriodic[15]_i  \\\n",
       "objectId                                                         \n",
       "1468019           0.000398          0.000093          0.000059   \n",
       "1468020           0.000071          0.000156          0.000103   \n",
       "1468021           0.000108          0.000311          0.000162   \n",
       "\n",
       "          lcPeriodic[15]_z  lcPeriodic[16]_u  lcPeriodic[16]_g  \\\n",
       "objectId                                                         \n",
       "1468019           0.000305          0.359303         12.001477   \n",
       "1468020           0.000114          1.525185         13.996638   \n",
       "1468021           0.000473         31.350804         15.027802   \n",
       "\n",
       "          lcPeriodic[16]_r  lcPeriodic[16]_i  lcPeriodic[16]_z  \\\n",
       "objectId                                                         \n",
       "1468019          24.550900         25.015358         29.612731   \n",
       "1468020          15.734695         27.800304         14.636019   \n",
       "1468021          11.801712         16.336110          7.939783   \n",
       "\n",
       "          lcPeriodic[17]_u  lcPeriodic[17]_g  lcPeriodic[17]_r  \\\n",
       "objectId                                                         \n",
       "1468019           1.251305          1.677849          2.270504   \n",
       "1468020          -0.878518         -2.006997          2.435140   \n",
       "1468021          -3.132334          0.467444         -0.843457   \n",
       "\n",
       "          lcPeriodic[17]_i  lcPeriodic[17]_z  lcPeriodic[18]_u  \\\n",
       "objectId                                                         \n",
       "1468019           0.986333         -2.201662         -0.065493   \n",
       "1468020          -0.995988         -2.080720          2.053940   \n",
       "1468021           1.828313          1.929485         -2.793311   \n",
       "\n",
       "          lcPeriodic[18]_g  lcPeriodic[18]_r  lcPeriodic[18]_i  \\\n",
       "objectId                                                         \n",
       "1468019           2.292986          2.532553          1.173995   \n",
       "1468020          -2.156458          2.955940          0.846721   \n",
       "1468021           2.971472         -2.733785         -0.311132   \n",
       "\n",
       "          lcPeriodic[18]_z  lcPeriodic[19]_u  lcPeriodic[19]_g  \\\n",
       "objectId                                                         \n",
       "1468019          -2.501912         -1.693122         -1.401796   \n",
       "1468020          -0.422632         -1.645010         -1.433332   \n",
       "1468021          -0.603712         -0.315200         -0.416470   \n",
       "\n",
       "          lcPeriodic[19]_r  lcPeriodic[19]_i  lcPeriodic[19]_z  \\\n",
       "objectId                                                         \n",
       "1468019           0.623513          0.417805         -1.915202   \n",
       "1468020          -0.428857         -0.402440         -3.135600   \n",
       "1468021           1.831915         -0.494099         -1.213493   \n",
       "\n",
       "          lcPeriodic[20]_u  lcPeriodic[20]_g  lcPeriodic[20]_r  \\\n",
       "objectId                                                         \n",
       "1468019           0.070424          0.040987          0.026629   \n",
       "1468020           0.055498          0.028520          0.027966   \n",
       "1468021           0.103838          0.046216          0.030823   \n",
       "\n",
       "          lcPeriodic[20]_i  lcPeriodic[20]_z  lcPeriodic[21]_u  \\\n",
       "objectId                                                         \n",
       "1468019           0.023559          0.065085          0.007990   \n",
       "1468020           0.028851          0.047831          0.000503   \n",
       "1468021           0.031983          0.070274          0.006652   \n",
       "\n",
       "          lcPeriodic[21]_g  lcPeriodic[21]_r  lcPeriodic[21]_i  \\\n",
       "objectId                                                         \n",
       "1468019           0.002874          0.002691          0.002274   \n",
       "1468020           0.002538          0.001461          0.000934   \n",
       "1468021           0.001718          0.002389          0.002858   \n",
       "\n",
       "          lcPeriodic[21]_z  lcPeriodic[22]_u  lcPeriodic[22]_g  \\\n",
       "objectId                                                         \n",
       "1468019           0.002422          0.000152          0.000597   \n",
       "1468020           0.003186          0.000205          0.000204   \n",
       "1468021           0.002957          0.001790          0.000426   \n",
       "\n",
       "          lcPeriodic[22]_r  lcPeriodic[22]_i  lcPeriodic[22]_z  \\\n",
       "objectId                                                         \n",
       "1468019           0.000207          0.000541          0.000551   \n",
       "1468020           0.000243          0.000307          0.001203   \n",
       "1468021           0.000370          0.000571          0.001999   \n",
       "\n",
       "          lcPeriodic[23]_u  lcPeriodic[23]_g  lcPeriodic[23]_r  \\\n",
       "objectId                                                         \n",
       "1468019           0.000230          0.000052          0.000126   \n",
       "1468020           0.000130          0.000121          0.000140   \n",
       "1468021           0.000215          0.000200          0.000132   \n",
       "\n",
       "          lcPeriodic[23]_i  lcPeriodic[23]_z  lcPeriodic[24]_u  \\\n",
       "objectId                                                         \n",
       "1468019           0.000070          0.000680         25.106844   \n",
       "1468020           0.000135          0.000059         23.960183   \n",
       "1468021           0.000099          0.000614         26.406959   \n",
       "\n",
       "          lcPeriodic[24]_g  lcPeriodic[24]_r  lcPeriodic[24]_i  \\\n",
       "objectId                                                         \n",
       "1468019          11.520414         17.425787          3.454329   \n",
       "1468020          16.886483         13.154216         19.587992   \n",
       "1468021          21.932414         25.828718         16.015237   \n",
       "\n",
       "          lcPeriodic[24]_z  lcPeriodic[25]_u  lcPeriodic[25]_g  \\\n",
       "objectId                                                         \n",
       "1468019           1.230420          2.078743          0.341660   \n",
       "1468020           3.487881         -1.566561         -1.331363   \n",
       "1468021          14.619067          2.396828         -1.310914   \n",
       "\n",
       "          lcPeriodic[25]_r  lcPeriodic[25]_i  lcPeriodic[25]_z  \\\n",
       "objectId                                                         \n",
       "1468019           1.992841         -1.442066          1.014817   \n",
       "1468020           3.105135         -2.509633          2.047149   \n",
       "1468021          -0.157029         -0.753789          2.385869   \n",
       "\n",
       "          lcPeriodic[26]_u  lcPeriodic[26]_g  lcPeriodic[26]_r  \\\n",
       "objectId                                                         \n",
       "1468019           0.651861          2.557126         -2.455214   \n",
       "1468020           0.082870          0.867017          2.192659   \n",
       "1468021          -2.034262         -2.682885         -1.855232   \n",
       "\n",
       "          lcPeriodic[26]_i  lcPeriodic[26]_z  lcPeriodic[27]_u  \\\n",
       "objectId                                                         \n",
       "1468019           0.409142          0.536271          1.779728   \n",
       "1468020           2.089162         -0.750037         -1.626146   \n",
       "1468021          -2.283703         -3.093259          2.061525   \n",
       "\n",
       "          lcPeriodic[27]_g  lcPeriodic[27]_r  lcPeriodic[27]_i  \\\n",
       "objectId                                                         \n",
       "1468019          -2.460042          1.999164          0.806654   \n",
       "1468020           0.634092          1.067493         -0.125145   \n",
       "1468021          -2.248568         -0.475976         -1.029674   \n",
       "\n",
       "          lcPeriodic[27]_z  lcPeriodic[28]_u  lcPeriodic[28]_g  \\\n",
       "objectId                                                         \n",
       "1468019           0.771572          3.954399          4.459454   \n",
       "1468020          -3.044556          5.512748          5.617791   \n",
       "1468021          -2.353805          3.254399          4.348755   \n",
       "\n",
       "          lcPeriodic[28]_r  lcPeriodic[28]_i  lcPeriodic[28]_z  \\\n",
       "objectId                                                         \n",
       "1468019           4.556946          4.702675          3.785923   \n",
       "1468020           5.654212          5.316707          5.360982   \n",
       "1468021           4.921343          4.676013          3.513592   \n",
       "\n",
       "          lcPeriodic[29]_u  lcPeriodic[29]_g  lcPeriodic[29]_r  \\\n",
       "objectId                                                         \n",
       "1468019           0.906044          0.791755          0.760617   \n",
       "1468020           0.541849          0.505166          0.541647   \n",
       "1468021           1.040605          0.603822          0.664049   \n",
       "\n",
       "          lcPeriodic[29]_i  lcPeriodic[29]_z  lcPeriodic[30]_u  \\\n",
       "objectId                                                         \n",
       "1468019           0.743693          0.918898          0.936344   \n",
       "1468020           0.408227          0.591676          0.523773   \n",
       "1468021           0.729843          0.990394          0.957009   \n",
       "\n",
       "          lcPeriodic[30]_g  lcPeriodic[30]_r  lcPeriodic[30]_i  \\\n",
       "objectId                                                         \n",
       "1468019           0.832485          0.681253          0.692148   \n",
       "1468020           0.502023          0.524704          0.374589   \n",
       "1468021           0.645990          0.616292          0.761059   \n",
       "\n",
       "          lcPeriodic[30]_z  lcPeriodic[31]_u  lcPeriodic[31]_g  \\\n",
       "objectId                                                         \n",
       "1468019           0.937800          0.000029          0.000010   \n",
       "1468020           0.585923          0.000031          0.000011   \n",
       "1468021           1.086557          0.000095          0.000026   \n",
       "\n",
       "          lcPeriodic[31]_r  lcPeriodic[31]_i  lcPeriodic[31]_z  \\\n",
       "objectId                                                         \n",
       "1468019           0.000006          0.000004          0.000025   \n",
       "1468020           0.000011          0.000027          0.000021   \n",
       "1468021           0.000009          0.000007          0.000030   \n",
       "\n",
       "          lcPeriodic[32]_u  lcPeriodic[32]_g  lcPeriodic[32]_r  \\\n",
       "objectId                                                         \n",
       "1468019           0.008804          0.006156         -0.198535   \n",
       "1468020           0.160885          0.088715          0.032551   \n",
       "1468021           0.008344          0.008239          0.007698   \n",
       "\n",
       "          lcPeriodic[32]_i  lcPeriodic[32]_z  lcNonPeriodic[0]_u  \\\n",
       "objectId                                                           \n",
       "1468019           0.009451          0.012395            0.442917   \n",
       "1468020           0.015681         -0.012232            0.715081   \n",
       "1468021           0.002458          0.014540            0.731115   \n",
       "\n",
       "          lcNonPeriodic[0]_g  lcNonPeriodic[0]_r  lcNonPeriodic[0]_i  \\\n",
       "objectId                                                               \n",
       "1468019             0.344234            0.329887            0.258027   \n",
       "1468020             0.699245            0.557713            0.653931   \n",
       "1468021             0.560903            0.288764            0.223940   \n",
       "\n",
       "          lcNonPeriodic[0]_z  lcNonPeriodic[1]_u  lcNonPeriodic[1]_g  \\\n",
       "objectId                                                               \n",
       "1468019             0.367122            0.234043            0.304348   \n",
       "1468020             0.472645            0.403509            0.392857   \n",
       "1468021             0.367094            0.384615            0.500000   \n",
       "\n",
       "          lcNonPeriodic[1]_r  lcNonPeriodic[1]_i  lcNonPeriodic[1]_z  \\\n",
       "objectId                                                               \n",
       "1468019             0.244444            0.266667            0.212766   \n",
       "1468020             0.421053            0.464286            0.403509   \n",
       "1468021             0.442308            0.346154            0.288462   \n",
       "\n",
       "          lcNonPeriodic[2]_u  lcNonPeriodic[2]_g  lcNonPeriodic[2]_r  \\\n",
       "objectId                                                               \n",
       "1468019             0.114932            0.296504            0.237074   \n",
       "1468020             0.111188            0.078711            0.085343   \n",
       "1468021             0.092799            0.311724            0.271543   \n",
       "\n",
       "          lcNonPeriodic[2]_i  lcNonPeriodic[2]_z  lcNonPeriodic[3]_u  \\\n",
       "objectId                                                               \n",
       "1468019             0.212644            0.158339            0.246375   \n",
       "1468020             0.094661            0.196502            0.420528   \n",
       "1468021             0.263179            0.144069            0.235159   \n",
       "\n",
       "          lcNonPeriodic[3]_g  lcNonPeriodic[3]_r  lcNonPeriodic[3]_i  \\\n",
       "objectId                                                               \n",
       "1468019             0.415587            0.508037            0.388412   \n",
       "1468020             0.306760            0.180602            0.340417   \n",
       "1468021             0.422835            0.410175            0.355693   \n",
       "\n",
       "          lcNonPeriodic[3]_z  lcNonPeriodic[4]_u  lcNonPeriodic[4]_g  \\\n",
       "objectId                                                               \n",
       "1468019             0.281504            0.373852            0.506396   \n",
       "1468020             0.369828            0.617246            0.651348   \n",
       "1468021             0.238366            0.352052            0.591136   \n",
       "\n",
       "          lcNonPeriodic[4]_r  lcNonPeriodic[4]_i  lcNonPeriodic[4]_z  \\\n",
       "objectId                                                               \n",
       "1468019             0.701680            0.598051            0.383790   \n",
       "1468020             0.601022            0.628679            0.536724   \n",
       "1468021             0.510734            0.489278            0.315606   \n",
       "\n",
       "          lcNonPeriodic[5]_u  lcNonPeriodic[5]_g  lcNonPeriodic[5]_r  \\\n",
       "objectId                                                               \n",
       "1468019             0.519567            0.619761            0.818352   \n",
       "1468020             0.764011            0.849869            0.860403   \n",
       "1468021             0.559109            0.716898            0.666865   \n",
       "\n",
       "          lcNonPeriodic[5]_i  lcNonPeriodic[5]_z  lcNonPeriodic[6]_u  \\\n",
       "objectId                                                               \n",
       "1468019             0.725300            0.568516            0.761608   \n",
       "1468020             0.845367            0.765129            0.847504   \n",
       "1468021             0.579383            0.522876            0.794516   \n",
       "\n",
       "          lcNonPeriodic[6]_g  lcNonPeriodic[6]_r  lcNonPeriodic[6]_i  \\\n",
       "objectId                                                               \n",
       "1468019             0.696090            0.927373            0.849069   \n",
       "1468020             0.937627            0.932652            0.925814   \n",
       "1468021             0.794905            0.833896            0.844275   \n",
       "\n",
       "          lcNonPeriodic[6]_z  lcNonPeriodic[7]_u  lcNonPeriodic[7]_g  \\\n",
       "objectId                                                               \n",
       "1468019             0.679875            0.000120            0.000113   \n",
       "1468020             0.878853            0.000038            0.000039   \n",
       "1468021             0.734778           -0.000134            0.000016   \n",
       "\n",
       "          lcNonPeriodic[7]_r  lcNonPeriodic[7]_i  lcNonPeriodic[7]_z  \\\n",
       "objectId                                                               \n",
       "1468019            -0.000009            0.000118            0.000112   \n",
       "1468020             0.000014           -0.000035           -0.000048   \n",
       "1468021             0.000022            0.000008           -0.000040   \n",
       "\n",
       "          lcNonPeriodic[8]_u  lcNonPeriodic[8]_g  lcNonPeriodic[8]_r  \\\n",
       "objectId                                                               \n",
       "1468019             0.384221            0.090891            0.079603   \n",
       "1468020             0.316883            0.086682            0.157323   \n",
       "1468021             0.470631            0.420191            0.105783   \n",
       "\n",
       "          lcNonPeriodic[8]_i  lcNonPeriodic[8]_z  lcNonPeriodic[9]_u  \\\n",
       "objectId                                                               \n",
       "1468019             0.038247            0.228473            0.098904   \n",
       "1468020             0.653931            0.469391            0.319454   \n",
       "1468021             0.250053            0.274826            0.159351   \n",
       "\n",
       "          lcNonPeriodic[9]_g  lcNonPeriodic[9]_r  lcNonPeriodic[9]_i  \\\n",
       "objectId                                                               \n",
       "1468019             0.081869            0.087105            0.067537   \n",
       "1468020             0.271051            0.238239            0.252708   \n",
       "1468021             0.137753            0.099425            0.070849   \n",
       "\n",
       "          lcNonPeriodic[9]_z  lcNonPeriodic[10]_u  lcNonPeriodic[10]_g  \\\n",
       "objectId                                                                 \n",
       "1468019             0.103928             0.468085             0.413043   \n",
       "1468020             0.164942             0.280702             0.339286   \n",
       "1468021             0.080482             0.461538             0.423077   \n",
       "\n",
       "          lcNonPeriodic[10]_r  lcNonPeriodic[10]_i  lcNonPeriodic[10]_z  \\\n",
       "objectId                                                                  \n",
       "1468019              0.400000             0.311111             0.361702   \n",
       "1468020              0.403509             0.357143             0.280702   \n",
       "1468021              0.230769             0.269231             0.461538   \n",
       "\n",
       "          lcNonPeriodic[11]_u  lcNonPeriodic[11]_g  lcNonPeriodic[11]_r  \\\n",
       "objectId                                                                  \n",
       "1468019              0.100000             0.166667            -0.033333   \n",
       "1468020             -0.033333            -0.033333             0.033333   \n",
       "1468021             -0.100000             0.100000             0.100000   \n",
       "\n",
       "          lcNonPeriodic[11]_i  lcNonPeriodic[11]_z  lcNonPeriodic[12]_u  \\\n",
       "objectId                                                                  \n",
       "1468019              0.100000            -0.033333             0.619262   \n",
       "1468020              0.233333            -0.033333             0.604388   \n",
       "1468021              0.033333             0.166667             1.310738   \n",
       "\n",
       "          lcNonPeriodic[12]_g  lcNonPeriodic[12]_r  lcNonPeriodic[12]_i  \\\n",
       "objectId                                                                  \n",
       "1468019              0.478787             0.527983             0.359395   \n",
       "1468020              0.589960             0.481529             0.559985   \n",
       "1468021              0.767167             0.291525             0.251764   \n",
       "\n",
       "          lcNonPeriodic[12]_z  lcNonPeriodic[13]_u  lcNonPeriodic[13]_g  \\\n",
       "objectId                                                                  \n",
       "1468019              0.459924             0.463822             0.329422   \n",
       "1468020              0.497787             0.969020             0.751218   \n",
       "1468021              0.444341             0.852881             0.406513   \n",
       "\n",
       "          lcNonPeriodic[13]_r  lcNonPeriodic[13]_i  lcNonPeriodic[13]_z  \\\n",
       "objectId                                                                  \n",
       "1468019              0.251868             0.241204             0.467768   \n",
       "1468020              0.719737             0.721179             0.663997   \n",
       "1468021              0.334311             0.281963             0.448147   \n",
       "\n",
       "          lcNonPeriodic[14]_u  lcNonPeriodic[14]_g  lcNonPeriodic[14]_r  \\\n",
       "objectId                                                                  \n",
       "1468019              1.132212             0.750777             0.649467   \n",
       "1468020              0.809259             1.191550             0.970749   \n",
       "1468021              2.134610             1.741194             0.904683   \n",
       "\n",
       "          lcNonPeriodic[14]_i  lcNonPeriodic[14]_z  lcNonPeriodic[15]_u  \\\n",
       "objectId                                                                  \n",
       "1468019             -0.199657             0.110392             0.487515   \n",
       "1468020              1.478578             0.035316             1.953546   \n",
       "1468021              0.386733             0.549056             0.435475   \n",
       "\n",
       "          lcNonPeriodic[15]_g  lcNonPeriodic[15]_r  lcNonPeriodic[15]_i  \\\n",
       "objectId                                                                  \n",
       "1468019              2.038575             1.977020             2.347024   \n",
       "1468020              3.154672             3.219797             2.509459   \n",
       "1468021              1.639174             1.557181             1.422404   \n",
       "\n",
       "          lcNonPeriodic[15]_z  lcNonPeriodic[16]_u  lcNonPeriodic[16]_g  \\\n",
       "objectId                                                                  \n",
       "1468019              0.776729            -0.464977            -0.812922   \n",
       "1468020              1.701879             0.484382             0.616732   \n",
       "1468021              0.119644            -0.581331            -0.287372   \n",
       "\n",
       "          lcNonPeriodic[16]_r  lcNonPeriodic[16]_i  lcNonPeriodic[16]_z  \\\n",
       "objectId                                                                  \n",
       "1468019             -1.134318            -0.979809            -0.361376   \n",
       "1468020              0.349345             0.506684             0.139214   \n",
       "1468021              0.576100             0.733402            -0.414401   \n",
       "\n",
       "          lcNonPeriodic[17]_u  lcNonPeriodic[17]_g  lcNonPeriodic[17]_r  \\\n",
       "objectId                                                                  \n",
       "1468019              1.526545             1.824769             3.113470   \n",
       "1468020             -0.556336             0.064396            -0.487515   \n",
       "1468021              1.073162             2.158302             0.071514   \n",
       "\n",
       "          lcNonPeriodic[17]_i  lcNonPeriodic[17]_z  lcNonPeriodic[18]_u  \\\n",
       "objectId                                                                  \n",
       "1468019              2.371773             0.383052             0.169693   \n",
       "1468020              0.140554            -0.827155             0.382094   \n",
       "1468021              0.358642             0.892382             0.277390   \n",
       "\n",
       "          lcNonPeriodic[18]_g  lcNonPeriodic[18]_r  lcNonPeriodic[18]_i  \\\n",
       "objectId                                                                  \n",
       "1468019              0.134184             0.133078             0.111634   \n",
       "1468020              0.309613             0.270636             0.288729   \n",
       "1468021              0.184073             0.130033             0.106666   \n",
       "\n",
       "          lcNonPeriodic[18]_z  lcNonPeriodic[19]_u  lcNonPeriodic[19]_g  \\\n",
       "objectId                                                                  \n",
       "1468019              0.152024             0.461012             0.166628   \n",
       "1468020              0.236794             2.716274             1.953879   \n",
       "1468021              0.146794             1.546435             0.780892   \n",
       "\n",
       "          lcNonPeriodic[19]_r  lcNonPeriodic[19]_i  lcNonPeriodic[19]_z  \\\n",
       "objectId                                                                  \n",
       "1468019              0.176335            -0.124444             0.407300   \n",
       "1468020              1.592260             1.783280             1.470895   \n",
       "1468021              0.228642            -0.173903             0.211476   \n",
       "\n",
       "          lcNonPeriodic[20]_u  lcNonPeriodic[20]_g  lcNonPeriodic[20]_r  \\\n",
       "objectId                                                                  \n",
       "1468019              0.944166             1.022796             0.974918   \n",
       "1468020              1.010060             0.991875             0.995434   \n",
       "1468021              0.943318             1.000520             1.035674   \n",
       "\n",
       "          lcNonPeriodic[20]_i  lcNonPeriodic[20]_z  lcNonPeriodic[21]_u  \\\n",
       "objectId                                                                  \n",
       "1468019              0.963955             0.999051             1.964447   \n",
       "1468020              0.993235             1.054099             1.214309   \n",
       "1468021              1.027725             0.950415             1.306777   \n",
       "\n",
       "          lcNonPeriodic[21]_g  lcNonPeriodic[21]_r  lcNonPeriodic[21]_i  \\\n",
       "objectId                                                                  \n",
       "1468019              2.226100             2.199211             2.414888   \n",
       "1468020              1.430231             1.519230             1.470553   \n",
       "1468021              1.875202             2.348189             2.580402   \n",
       "\n",
       "          lcNonPeriodic[21]_z  lcNonPeriodic[22]_u  lcNonPeriodic[22]_g  \\\n",
       "objectId                                                                  \n",
       "1468019              2.087862            10.436658            42.737051   \n",
       "1468020              1.637130            14.678501           109.462036   \n",
       "1468021              2.102024            14.650072            33.713166   \n",
       "\n",
       "          lcNonPeriodic[22]_r  lcNonPeriodic[22]_i  lcNonPeriodic[22]_z  \\\n",
       "objectId                                                                  \n",
       "1468019             41.872080            25.045837             3.784576   \n",
       "1468020            103.482726            70.572294             6.726001   \n",
       "1468021             15.707197             6.431842             2.174413   \n",
       "\n",
       "          lcNonPeriodic[23]_u  lcNonPeriodic[23]_g  lcNonPeriodic[23]_r  \\\n",
       "objectId                                                                  \n",
       "1468019              0.025407             0.018023             0.018775   \n",
       "1468020              0.159873             0.103512             0.079506   \n",
       "1468021              0.071851             0.033459             0.016688   \n",
       "\n",
       "          lcNonPeriodic[23]_i  lcNonPeriodic[23]_z  lcNonPeriodic[24]_u  \\\n",
       "objectId                                                                  \n",
       "1468019              0.012841             0.010462             0.000001   \n",
       "1468020              0.089199             0.045368             0.000007   \n",
       "1468021              0.010234             0.008980             0.000003   \n",
       "\n",
       "          lcNonPeriodic[24]_g  lcNonPeriodic[24]_r  lcNonPeriodic[24]_i  \\\n",
       "objectId                                                                  \n",
       "1468019          9.700000e-07         1.050000e-06         7.400000e-07   \n",
       "1468020          4.590000e-06         3.560000e-06         4.060000e-06   \n",
       "1468021          1.580000e-06         7.900000e-07         5.000000e-07   \n",
       "\n",
       "          lcNonPeriodic[24]_z  lcNonPeriodic[25]_u  lcNonPeriodic[25]_g  \\\n",
       "objectId                                                                  \n",
       "1468019          5.800000e-07             0.288936             0.348581   \n",
       "1468020          2.070000e-06             0.364368             0.380877   \n",
       "1468021          4.400000e-07             0.245788             0.301959   \n",
       "\n",
       "          lcNonPeriodic[25]_r  lcNonPeriodic[25]_i  lcNonPeriodic[25]_z  \\\n",
       "objectId                                                                  \n",
       "1468019              0.373660             0.375174             0.317573   \n",
       "1468020              0.379780             0.318925             0.384659   \n",
       "1468021              0.413211             0.384396             0.167666   \n",
       "\n",
       "          lcNonPeriodic[26]_u  lcNonPeriodic[26]_g  lcNonPeriodic[26]_r  \\\n",
       "objectId                                                                  \n",
       "1468019              1.491056             0.746232             0.614257   \n",
       "1468020              0.526571             0.304362             0.252411   \n",
       "1468021              1.348739             1.426552             0.683760   \n",
       "\n",
       "          lcNonPeriodic[26]_i  lcNonPeriodic[26]_z  lcNonPeriodic[27]_u  \\\n",
       "objectId                                                                  \n",
       "1468019              0.406169             1.064834             0.074849   \n",
       "1468020              0.887076             0.589323             0.032150   \n",
       "1468021              0.866828             1.833954             0.152039   \n",
       "\n",
       "          lcNonPeriodic[27]_g  lcNonPeriodic[27]_r  lcNonPeriodic[27]_i  \\\n",
       "objectId                                                                  \n",
       "1468019              0.232625             0.081062             0.066099   \n",
       "1468020              0.024506             0.017833             0.046360   \n",
       "1468021              0.053163             0.020922             0.010311   \n",
       "\n",
       "          lcNonPeriodic[27]_z  lcNonPeriodic[28]_u  lcNonPeriodic[28]_g  \\\n",
       "objectId                                                                  \n",
       "1468019              0.012657            11.044441             2.410207   \n",
       "1468020              0.010816           246.515970           319.834034   \n",
       "1468021              0.046209             5.759539            14.565944   \n",
       "\n",
       "          lcNonPeriodic[28]_r  lcNonPeriodic[28]_i  lcNonPeriodic[28]_z  \n",
       "objectId                                                                 \n",
       "1468019             20.050749            22.582279           423.371702  \n",
       "1468020            446.851609            82.040181           742.588577  \n",
       "1468021             46.401780            88.653421             9.151643  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "object_df = pd.read_parquet(os.path.join(data_dir, 'ObjectTable.parquet'))\n",
    "object_df.tail(3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 1.1 Get the thumbnail/cutout by **objectId**\n",
    "Randomly select an objectId"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f3deab738b0>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "objectId = '1468019'\n",
    "cutout = np.load(os.path.join(data_dir, f'cutouts/{objectId}.npy'))\n",
    "plt.imshow(cutout)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(64, 64, 3)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# show cutout shape\n",
    "cutout.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2. Missing Thumbnails/Cutouts"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The list of objectIds for these 130 objects that don't have thumbnails/cutouts are stored in the 'cutouts' folder."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "no_cutout_ids = pd.read_parquet(os.path.join(data_dir, 'cutouts/no_cutout_objectIds.parquet'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>objectId</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0305772</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1376912</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1376914</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1376930</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1377013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>1378009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126</th>\n",
       "      <td>1378010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>1378011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>1378014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td>1378018</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>130 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    objectId\n",
       "0    0305772\n",
       "1    1376912\n",
       "2    1376914\n",
       "3    1376930\n",
       "4    1377013\n",
       "..       ...\n",
       "125  1378009\n",
       "126  1378010\n",
       "127  1378011\n",
       "128  1378014\n",
       "129  1378018\n",
       "\n",
       "[130 rows x 1 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "no_cutout_ids"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "LSST_Train",
   "language": "python",
   "name": "lsst_train"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}