3_Disposition_Prediction_Fastai_1_Subsection.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Disposition Prediction - Fastai Machine Learning - 1 - Subsection\n",
    "\n",
    "Question: Is it possible to build a machine learning model to predict KOI disposition based only upon score, fpflags and comments as input data?\n",
    "\n",
    "Answer: I was able to train a fastai neural net with 83.3% accuracy!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Python imports and settings\n",
    "import numpy  as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import scipy.stats\n",
    "import re\n",
    "from pydash import py_ as _\n",
    "from sklearn.preprocessing import OneHotEncoder\n",
    "\n",
    "from src.dataset_koi import koi, koi_columns, koi_column_types\n",
    "from src.utilities import onehot_encode_comments\n",
    "\n",
    "# https://stackoverflow.com/questions/11707586/how-do-i-expand-the-output-display-to-see-more-columns-of-a-pandas-dataframe\n",
    "pd.set_option('display.max_columns', None)  \n",
    "pd.set_option('display.expand_frame_repr', False)\n",
    "pd.set_option('max_colwidth', -1)\n",
    "pd.set_option('display.max_rows', 8)  # 8 is required for .describe()\n",
    "\n",
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import random\n",
    "import fastai\n",
    "from fastai.basic_data import DatasetType\n",
    "from fastai.tabular.data import TabularDataBunch, TabularList\n",
    "from fastai.tabular.transform import FillMissing, Categorify, Normalize\n",
    "from fastai.tabular.learner import tabular_learner\n",
    "from fastai.metrics import accuracy, r2_score, root_mean_squared_error, mean_squared_logarithmic_error\n",
    "from fastai.data_block import FloatList"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\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>kepler_name</th>\n",
       "      <th>koi_disposition</th>\n",
       "      <th>koi_disposition_CANDIDATE</th>\n",
       "      <th>koi_disposition_CONFIRMED</th>\n",
       "      <th>koi_disposition_FALSE POSITIVE</th>\n",
       "      <th>koi_pdisposition</th>\n",
       "      <th>koi_score</th>\n",
       "      <th>koi_fpflag_nt</th>\n",
       "      <th>koi_fpflag_ss</th>\n",
       "      <th>koi_fpflag_co</th>\n",
       "      <th>koi_fpflag_ec</th>\n",
       "      <th>koi_comment_ALL_TRANS_CHASES</th>\n",
       "      <th>koi_comment_ALT_ROBO_ODD_EVEN_TEST_FAIL</th>\n",
       "      <th>koi_comment_ALT_SEC_SAME_DEPTH_AS_PRI_COULD_BE_TWICE_TRUE_PERIOD</th>\n",
       "      <th>koi_comment_ALT_SIG_PRI_MINUS_SIG_POS_TOO_LOW</th>\n",
       "      <th>koi_comment_ALT_SIG_PRI_MINUS_SIG_TER_TOO_LOW</th>\n",
       "      <th>koi_comment_ALT_SIG_PRI_OVER_FRED_TOO_LOW</th>\n",
       "      <th>koi_comment_CENTROID_SIGNIF_UNCERTAIN</th>\n",
       "      <th>koi_comment_CENT_CROWDED</th>\n",
       "      <th>koi_comment_CENT_FEW_DIFFS</th>\n",
       "      <th>koi_comment_CENT_FEW_MEAS</th>\n",
       "      <th>koi_comment_CENT_KIC_POS</th>\n",
       "      <th>koi_comment_CENT_NOFITS</th>\n",
       "      <th>koi_comment_CENT_RESOLVED_OFFSET</th>\n",
       "      <th>koi_comment_CENT_SATURATED</th>\n",
       "      <th>koi_comment_CENT_UNCERTAIN</th>\n",
       "      <th>koi_comment_CENT_UNRESOLVED_OFFSET</th>\n",
       "      <th>koi_comment_CLEAR_APO</th>\n",
       "      <th>koi_comment_CROWDED_DIFF</th>\n",
       "      <th>koi_comment_DEEP_V_SHAPED</th>\n",
       "      <th>koi_comment_DEPTH_ODDEVEN_ALT</th>\n",
       "      <th>koi_comment_DEPTH_ODDEVEN_DV</th>\n",
       "      <th>koi_comment_DV_SIG_PRI_MINUS_SIG_POS_TOO_LOW</th>\n",
       "      <th>koi_comment_DV_SIG_PRI_OVER_FRED_TOO_LOW</th>\n",
       "      <th>koi_comment_EPHEM_MATCH</th>\n",
       "      <th>koi_comment_EYEBALL</th>\n",
       "      <th>koi_comment_FIT_FAILED</th>\n",
       "      <th>koi_comment_HALO_GHOST</th>\n",
       "      <th>koi_comment_HAS_SEC_TCE</th>\n",
       "      <th>koi_comment_INCONSISTENT_TRANS</th>\n",
       "      <th>koi_comment_INDIV_TRANS_CHASES</th>\n",
       "      <th>koi_comment_INDIV_TRANS_CHASES_MARSHALL</th>\n",
       "      <th>koi_comment_INDIV_TRANS_CHASES_MARSHALL_SKYE</th>\n",
       "      <th>koi_comment_INDIV_TRANS_CHASES_MARSHALL_ZUMA</th>\n",
       "      <th>koi_comment_INDIV_TRANS_CHASES_SKYE</th>\n",
       "      <th>koi_comment_INDIV_TRANS_MARSHALL</th>\n",
       "      <th>koi_comment_INDIV_TRANS_MARSHALL_SKYE</th>\n",
       "      <th>koi_comment_INDIV_TRANS_MARSHALL_ZUMA</th>\n",
       "      <th>koi_comment_INDIV_TRANS_RUBBLE</th>\n",
       "      <th>koi_comment_INDIV_TRANS_RUBBLE_MARSHALL_SKYE</th>\n",
       "      <th>koi_comment_INDIV_TRANS_RUBBLE_SKYE</th>\n",
       "      <th>koi_comment_INDIV_TRANS_RUBBLE_SKYE_ZUMA</th>\n",
       "      <th>koi_comment_INDIV_TRANS_RUBBLE_SKYE_ZUMA_TRACKER</th>\n",
       "      <th>koi_comment_INDIV_TRANS_SKYE</th>\n",
       "      <th>koi_comment_INDIV_TRANS_SKYE_ZUMA</th>\n",
       "      <th>koi_comment_INDIV_TRANS_SKYE_ZUMA_TRACKER</th>\n",
       "      <th>koi_comment_INDIV_TRANS_ZUMA</th>\n",
       "      <th>koi_comment_INVERT_DIFF</th>\n",
       "      <th>koi_comment_IS_SEC_TCE</th>\n",
       "      <th>koi_comment_KIC_OFFSET</th>\n",
       "      <th>koi_comment_LPP_ALT</th>\n",
       "      <th>koi_comment_LPP_ALT_TOO_HIGH</th>\n",
       "      <th>koi_comment_LPP_DV</th>\n",
       "      <th>koi_comment_LPP_DV_TOO_HIGH</th>\n",
       "      <th>koi_comment_MARSHALL_FAIL</th>\n",
       "      <th>koi_comment_MOD_NONUNIQ_ALT</th>\n",
       "      <th>koi_comment_MOD_NONUNIQ_DV</th>\n",
       "      <th>koi_comment_MOD_ODDEVEN_ALT</th>\n",
       "      <th>koi_comment_MOD_ODDEVEN_DV</th>\n",
       "      <th>koi_comment_MOD_POS_ALT</th>\n",
       "      <th>koi_comment_MOD_POS_DV</th>\n",
       "      <th>koi_comment_MOD_SEC_ALT</th>\n",
       "      <th>koi_comment_MOD_SEC_DV</th>\n",
       "      <th>koi_comment_MOD_TER_ALT</th>\n",
       "      <th>koi_comment_MOD_TER_DV</th>\n",
       "      <th>koi_comment_OTHER_TCE_AT_SAME_PERIOD_DIFF_EPOCH</th>\n",
       "      <th>koi_comment_PARENT_IS_002305372-pri</th>\n",
       "      <th>koi_comment_PARENT_IS_002449084-pri</th>\n",
       "      <th>koi_comment_PARENT_IS_003352751-pri</th>\n",
       "      <th>koi_comment_PARENT_IS_003858884-01</th>\n",
       "      <th>koi_comment_PARENT_IS_004482641-01</th>\n",
       "      <th>koi_comment_PARENT_IS_005024292-01</th>\n",
       "      <th>koi_comment_PARENT_IS_005036538-01</th>\n",
       "      <th>koi_comment_PARENT_IS_005343976-pri</th>\n",
       "      <th>koi_comment_PARENT_IS_005471619-pri</th>\n",
       "      <th>koi_comment_PARENT_IS_005513861-pri</th>\n",
       "      <th>koi_comment_PARENT_IS_006367628-pri</th>\n",
       "      <th>koi_comment_PARENT_IS_007258889-pri</th>\n",
       "      <th>koi_comment_PARENT_IS_007598128-pri</th>\n",
       "      <th>koi_comment_PARENT_IS_008265951-pri</th>\n",
       "      <th>koi_comment_PARENT_IS_008380743-pri</th>\n",
       "      <th>koi_comment_PARENT_IS_009541127-pri</th>\n",
       "      <th>koi_comment_PARENT_IS_009777062-01</th>\n",
       "      <th>koi_comment_PARENT_IS_010485137-pri</th>\n",
       "      <th>koi_comment_PARENT_IS_010858720-pri</th>\n",
       "      <th>koi_comment_PARENT_IS_012004679-pri</th>\n",
       "      <th>koi_comment_PARENT_IS_3597.01</th>\n",
       "      <th>koi_comment_PARENT_IS_3895.01</th>\n",
       "      <th>koi_comment_PARENT_IS_4673.01</th>\n",
       "      <th>koi_comment_PARENT_IS_489.01</th>\n",
       "      <th>koi_comment_PARENT_IS_5335.01</th>\n",
       "      <th>koi_comment_PARENT_IS_970.01</th>\n",
       "      <th>koi_comment_PARENT_IS_FL-Lyr-pri</th>\n",
       "      <th>koi_comment_PARENT_IS_RR-Lyr-pri</th>\n",
       "      <th>koi_comment_PARENT_IS_UZ-Lyr-pri</th>\n",
       "      <th>koi_comment_PARENT_IS_V2277-Cyg-pri</th>\n",
       "      <th>koi_comment_PARENT_IS_V380-Cyg-pri</th>\n",
       "      <th>koi_comment_PARENT_IS_V380-Cyg-sec</th>\n",
       "      <th>koi_comment_PARENT_IS_V850-Cyg-pri</th>\n",
       "      <th>koi_comment_PERIOD_ALIAS_ALT</th>\n",
       "      <th>koi_comment_PERIOD_ALIAS_DV</th>\n",
       "      <th>koi_comment_PERIOD_ALIAS_IN_ALT_DATA_SEEN_AT_3:1</th>\n",
       "      <th>koi_comment_PERIOD_ALIAS_IN_DV_DATA_SEEN_AT_3:1</th>\n",
       "      <th>koi_comment_PLANET_IN_STAR</th>\n",
       "      <th>koi_comment_PLANET_OCCULT_ALT</th>\n",
       "      <th>koi_comment_PLANET_OCCULT_DV</th>\n",
       "      <th>koi_comment_PLANET_PERIOD_IS_HALF_ALT</th>\n",
       "      <th>koi_comment_PLANET_PERIOD_IS_HALF_DV</th>\n",
       "      <th>koi_comment_RESIDUAL_TCE</th>\n",
       "      <th>koi_comment_RESID_OF_PREV_TCE</th>\n",
       "      <th>koi_comment_SAME_NTL_PERIOD</th>\n",
       "      <th>koi_comment_SAME_P_AS_PREV_NTL_TCE</th>\n",
       "      <th>koi_comment_SATURATED</th>\n",
       "      <th>koi_comment_SEASONAL_DEPTH_ALT</th>\n",
       "      <th>koi_comment_SEASONAL_DEPTH_DIFFS_IN_ALT</th>\n",
       "      <th>koi_comment_SEASONAL_DEPTH_DV</th>\n",
       "      <th>koi_comment_SIGNIF_OFFSET</th>\n",
       "      <th>koi_comment_SIG_SEC_IN_ALT_MODEL_SHIFT</th>\n",
       "      <th>koi_comment_SIG_SEC_IN_DV_MODEL_SHIFT</th>\n",
       "      <th>koi_comment_SWEET_EB</th>\n",
       "      <th>koi_comment_SWEET_NTL</th>\n",
       "      <th>koi_comment_TOO_FEW_CENTROIDS</th>\n",
       "      <th>koi_comment_TOO_FEW_QUARTERS</th>\n",
       "      <th>koi_comment_TRANSITS_NOT_CONSISTENT</th>\n",
       "      <th>koi_comment_TRANS_GAPPED</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>kepoi_name</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>K00752.01</td>\n",
       "      <td>Kepler-227 b</td>\n",
       "      <td>CONFIRMED</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>CANDIDATE</td>\n",
       "      <td>1.000</td>\n",
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       "<p>9564 rows × 135 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             kepler_name koi_disposition  koi_disposition_CANDIDATE  koi_disposition_CONFIRMED  koi_disposition_FALSE POSITIVE koi_pdisposition  koi_score  koi_fpflag_nt  koi_fpflag_ss  koi_fpflag_co  koi_fpflag_ec  koi_comment_ALL_TRANS_CHASES  koi_comment_ALT_ROBO_ODD_EVEN_TEST_FAIL  koi_comment_ALT_SEC_SAME_DEPTH_AS_PRI_COULD_BE_TWICE_TRUE_PERIOD  koi_comment_ALT_SIG_PRI_MINUS_SIG_POS_TOO_LOW  koi_comment_ALT_SIG_PRI_MINUS_SIG_TER_TOO_LOW  koi_comment_ALT_SIG_PRI_OVER_FRED_TOO_LOW  koi_comment_CENTROID_SIGNIF_UNCERTAIN  koi_comment_CENT_CROWDED  koi_comment_CENT_FEW_DIFFS  koi_comment_CENT_FEW_MEAS  koi_comment_CENT_KIC_POS  koi_comment_CENT_NOFITS  koi_comment_CENT_RESOLVED_OFFSET  koi_comment_CENT_SATURATED  koi_comment_CENT_UNCERTAIN  koi_comment_CENT_UNRESOLVED_OFFSET  koi_comment_CLEAR_APO  koi_comment_CROWDED_DIFF  koi_comment_DEEP_V_SHAPED  koi_comment_DEPTH_ODDEVEN_ALT  koi_comment_DEPTH_ODDEVEN_DV  koi_comment_DV_SIG_PRI_MINUS_SIG_POS_TOO_LOW  koi_comment_DV_SIG_PRI_OVER_FRED_TOO_LOW  koi_comment_EPHEM_MATCH  koi_comment_EYEBALL  koi_comment_FIT_FAILED  koi_comment_HALO_GHOST  koi_comment_HAS_SEC_TCE  koi_comment_INCONSISTENT_TRANS  koi_comment_INDIV_TRANS_CHASES  koi_comment_INDIV_TRANS_CHASES_MARSHALL  koi_comment_INDIV_TRANS_CHASES_MARSHALL_SKYE  koi_comment_INDIV_TRANS_CHASES_MARSHALL_ZUMA  koi_comment_INDIV_TRANS_CHASES_SKYE  koi_comment_INDIV_TRANS_MARSHALL  koi_comment_INDIV_TRANS_MARSHALL_SKYE  koi_comment_INDIV_TRANS_MARSHALL_ZUMA  koi_comment_INDIV_TRANS_RUBBLE  koi_comment_INDIV_TRANS_RUBBLE_MARSHALL_SKYE  koi_comment_INDIV_TRANS_RUBBLE_SKYE  koi_comment_INDIV_TRANS_RUBBLE_SKYE_ZUMA  koi_comment_INDIV_TRANS_RUBBLE_SKYE_ZUMA_TRACKER  koi_comment_INDIV_TRANS_SKYE  koi_comment_INDIV_TRANS_SKYE_ZUMA  koi_comment_INDIV_TRANS_SKYE_ZUMA_TRACKER  koi_comment_INDIV_TRANS_ZUMA  koi_comment_INVERT_DIFF  koi_comment_IS_SEC_TCE  koi_comment_KIC_OFFSET  koi_comment_LPP_ALT  koi_comment_LPP_ALT_TOO_HIGH  koi_comment_LPP_DV  koi_comment_LPP_DV_TOO_HIGH  koi_comment_MARSHALL_FAIL  koi_comment_MOD_NONUNIQ_ALT  koi_comment_MOD_NONUNIQ_DV  koi_comment_MOD_ODDEVEN_ALT  koi_comment_MOD_ODDEVEN_DV  koi_comment_MOD_POS_ALT  koi_comment_MOD_POS_DV  koi_comment_MOD_SEC_ALT  koi_comment_MOD_SEC_DV  koi_comment_MOD_TER_ALT  koi_comment_MOD_TER_DV  koi_comment_OTHER_TCE_AT_SAME_PERIOD_DIFF_EPOCH  koi_comment_PARENT_IS_002305372-pri  koi_comment_PARENT_IS_002449084-pri  koi_comment_PARENT_IS_003352751-pri  koi_comment_PARENT_IS_003858884-01  koi_comment_PARENT_IS_004482641-01  koi_comment_PARENT_IS_005024292-01  koi_comment_PARENT_IS_005036538-01  koi_comment_PARENT_IS_005343976-pri  koi_comment_PARENT_IS_005471619-pri  koi_comment_PARENT_IS_005513861-pri  koi_comment_PARENT_IS_006367628-pri  koi_comment_PARENT_IS_007258889-pri  koi_comment_PARENT_IS_007598128-pri  koi_comment_PARENT_IS_008265951-pri  koi_comment_PARENT_IS_008380743-pri  koi_comment_PARENT_IS_009541127-pri  koi_comment_PARENT_IS_009777062-01  koi_comment_PARENT_IS_010485137-pri  koi_comment_PARENT_IS_010858720-pri  koi_comment_PARENT_IS_012004679-pri  koi_comment_PARENT_IS_3597.01  koi_comment_PARENT_IS_3895.01  koi_comment_PARENT_IS_4673.01  koi_comment_PARENT_IS_489.01  koi_comment_PARENT_IS_5335.01  koi_comment_PARENT_IS_970.01  koi_comment_PARENT_IS_FL-Lyr-pri  koi_comment_PARENT_IS_RR-Lyr-pri  koi_comment_PARENT_IS_UZ-Lyr-pri  koi_comment_PARENT_IS_V2277-Cyg-pri  koi_comment_PARENT_IS_V380-Cyg-pri  koi_comment_PARENT_IS_V380-Cyg-sec  koi_comment_PARENT_IS_V850-Cyg-pri  koi_comment_PERIOD_ALIAS_ALT  koi_comment_PERIOD_ALIAS_DV  koi_comment_PERIOD_ALIAS_IN_ALT_DATA_SEEN_AT_3:1  koi_comment_PERIOD_ALIAS_IN_DV_DATA_SEEN_AT_3:1  koi_comment_PLANET_IN_STAR  koi_comment_PLANET_OCCULT_ALT  koi_comment_PLANET_OCCULT_DV  koi_comment_PLANET_PERIOD_IS_HALF_ALT  koi_comment_PLANET_PERIOD_IS_HALF_DV  koi_comment_RESIDUAL_TCE  koi_comment_RESID_OF_PREV_TCE  koi_comment_SAME_NTL_PERIOD  koi_comment_SAME_P_AS_PREV_NTL_TCE  koi_comment_SATURATED  koi_comment_SEASONAL_DEPTH_ALT  koi_comment_SEASONAL_DEPTH_DIFFS_IN_ALT  koi_comment_SEASONAL_DEPTH_DV  koi_comment_SIGNIF_OFFSET  koi_comment_SIG_SEC_IN_ALT_MODEL_SHIFT  koi_comment_SIG_SEC_IN_DV_MODEL_SHIFT  koi_comment_SWEET_EB  koi_comment_SWEET_NTL  koi_comment_TOO_FEW_CENTROIDS  koi_comment_TOO_FEW_QUARTERS  koi_comment_TRANSITS_NOT_CONSISTENT  koi_comment_TRANS_GAPPED\n",
       "kepoi_name                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              \n",
       "K00752.01   Kepler-227 b  CONFIRMED       0                          1                          0                               CANDIDATE        1.000      0              0              0              0              0                             0                                        0                                                                 0                                              0                                              0                                          0                                      0                         0                           0                          0                         0                        0                                 0                           0                           0                                   0                      0                         0                          0                              0                             0                                             0                                         0                        0                    0                       0                       0                        0                               0                               0                                        0                                             0                                             0                                    0                                 0                                      0                                      0                               0                                             0                                    0                                         0                                                 0                             0                                  0                                          0                             0                        0                       0                       0                    0                             0                   0                            0                          0                            0                           0                            0                           0                        0                       0                        0                       0                        0                       0                                                0                                    0                                    0                                    0                                   0                                   0                                   0                                   0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                   0                                    0                                    0                                    0                              0                              0                              0                             0                              0                             0                                 0                                 0                                 0                                    0                                   0                                   0                                   0                             0                            0                                                 0                                                0                           0                              0                             0                                      0                                     0                         0                              0                            0                                   0                      0                               0                                        0                              0                          0                                       0                                      0                     0                      0                              0                             0                                    0                       \n",
       "K00752.02   Kepler-227 c  CONFIRMED       0                          1                          0                               CANDIDATE        0.969      0              0              0              0              0                             0                                        0                                                                 0                                              0                                              0                                          0                                      0                         0                           0                          0                         0                        0                                 0                           0                           0                                   0                      0                         0                          0                              0                             0                                             0                                         0                        0                    0                       0                       0                        0                               0                               0                                        0                                             0                                             0                                    0                                 0                                      0                                      0                               0                                             0                                    0                                         0                                                 0                             0                                  0                                          0                             0                        0                       0                       0                    0                             0                   0                            0                          0                            0                           0                            0                           0                        0                       0                        0                       0                        0                       0                                                0                                    0                                    0                                    0                                   0                                   0                                   0                                   0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                   0                                    0                                    0                                    0                              0                              0                              0                             0                              0                             0                                 0                                 0                                 0                                    0                                   0                                   0                                   0                             0                            0                                                 0                                                0                           0                              0                             0                                      0                                     0                         0                              0                            0                                   0                      0                               0                                        0                              0                          0                                       0                                      0                     0                      0                              0                             0                                    0                       \n",
       "K00753.01   NaN           CANDIDATE       1                          0                          0                               CANDIDATE        0.000      0              0              0              0              0                             0                                        0                                                                 0                                              0                                              0                                          0                                      0                         0                           0                          0                         0                        0                                 0                           0                           0                                   0                      0                         1                          0                              0                             0                                             0                                         0                        0                    0                       0                       0                        0                               0                               0                                        0                                             0                                             0                                    0                                 0                                      0                                      0                               0                                             0                                    0                                         0                                                 0                             0                                  0                                          0                             0                        0                       0                       0                    0                             0                   0                            0                          0                            0                           0                            0                           0                        0                       0                        0                       0                        0                       0                                                0                                    0                                    0                                    0                                   0                                   0                                   0                                   0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                   0                                    0                                    0                                    0                              0                              0                              0                             0                              0                             0                                 0                                 0                                 0                                    0                                   0                                   0                                   0                             0                            0                                                 0                                                0                           0                              0                             0                                      0                                     0                         0                              0                            0                                   0                      0                               0                                        0                              0                          0                                       0                                      0                     0                      0                              0                             0                                    0                       \n",
       "K00754.01   NaN           FALSE POSITIVE  0                          0                          1                               FALSE POSITIVE   0.000      0              1              0              0              0                             0                                        0                                                                 0                                              0                                              0                                          0                                      0                         0                           0                          0                         0                        0                                 0                           0                           0                                   0                      0                         1                          0                              0                             0                                             0                                         0                        0                    0                       0                       0                        0                               0                               0                                        0                                             0                                             0                                    0                                 0                                      0                                      0                               0                                             0                                    0                                         0                                                 0                             0                                  0                                          0                             0                        0                       0                       0                    0                             0                   0                            0                          0                            0                           1                            1                           0                        0                       0                        0                       0                        0                       0                                                0                                    0                                    0                                    0                                   0                                   0                                   0                                   0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                   0                                    0                                    0                                    0                              0                              0                              0                             0                              0                             0                                 0                                 0                                 0                                    0                                   0                                   0                                   0                             0                            0                                                 0                                                0                           0                              0                             0                                      0                                     0                         0                              0                            0                                   0                      0                               0                                        0                              0                          0                                       0                                      0                     0                      0                              0                             0                                    0                       \n",
       "...         ...                 ...      ..                         ..                         ..                                     ...          ...     ..             ..             ..             ..             ..                            ..                                       ..                                                                ..                                             ..                                             ..                                         ..                                     ..                        ..                          ..                         ..                        ..                       ..                                ..                          ..                          ..                                  ..                     ..                        ..                         ..                             ..                            ..                                            ..                                        ..                       ..                   ..                      ..                      ..                       ..                              ..                              ..                                       ..                                            ..                                            ..                                   ..                                ..                                     ..                                     ..                              ..                                            ..                                   ..                                        ..                                                ..                            ..                                 ..                                         ..                            ..                       ..                      ..                      ..                   ..                            ..                  ..                           ..                         ..                           ..                          ..                           ..                          ..                       ..                      ..                       ..                      ..                       ..                      ..                                               ..                                   ..                                   ..                                   ..                                  ..                                  ..                                  ..                                  ..                                   ..                                   ..                                   ..                                   ..                                   ..                                   ..                                   ..                                   ..                                   ..                                  ..                                   ..                                   ..                                   ..                             ..                             ..                             ..                            ..                             ..                            ..                                ..                                ..                                ..                                   ..                                  ..                                  ..                                  ..                            ..                           ..                                                ..                                               ..                          ..                             ..                            ..                                     ..                                    ..                        ..                             ..                           ..                                  ..                     ..                              ..                                       ..                             ..                         ..                                      ..                                     ..                    ..                     ..                             ..                            ..                                   ..                       \n",
       "K07986.01   NaN           CANDIDATE       1                          0                          0                               CANDIDATE        0.497      0              0              0              0              0                             0                                        0                                                                 0                                              0                                              0                                          0                                      0                         0                           0                          0                         0                        0                                 0                           0                           0                                   0                      0                         0                          0                              0                             0                                             0                                         0                        0                    0                       0                       0                        0                               0                               0                                        0                                             0                                             0                                    0                                 0                                      0                                      0                               0                                             0                                    0                                         0                                                 0                             0                                  0                                          0                             0                        0                       0                       0                    0                             0                   0                            0                          0                            0                           0                            0                           0                        0                       0                        0                       0                        0                       0                                                0                                    0                                    0                                    0                                   0                                   0                                   0                                   0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                   0                                    0                                    0                                    0                              0                              0                              0                             0                              0                             0                                 0                                 0                                 0                                    0                                   0                                   0                                   0                             0                            0                                                 0                                                0                           0                              0                             0                                      0                                     0                         0                              0                            0                                   0                      0                               0                                        0                              0                          0                                       0                                      0                     0                      0                              0                             0                                    0                       \n",
       "K07987.01   NaN           FALSE POSITIVE  0                          0                          1                               FALSE POSITIVE   0.021      0              0              1              0              0                             0                                        0                                                                 0                                              0                                              0                                          0                                      0                         0                           0                          0                         0                        1                                 0                           0                           0                                   0                      0                         0                          0                              0                             0                                             0                                         0                        0                    0                       0                       0                        0                               0                               0                                        0                                             0                                             0                                    0                                 0                                      0                                      0                               0                                             0                                    0                                         0                                                 0                             0                                  0                                          0                             0                        0                       0                       0                    0                             0                   0                            0                          0                            0                           0                            0                           0                        0                       0                        0                       0                        0                       0                                                0                                    0                                    0                                    0                                   0                                   0                                   0                                   0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                   0                                    0                                    0                                    0                              0                              0                              0                             0                              0                             0                                 0                                 0                                 0                                    0                                   0                                   0                                   0                             0                            0                                                 0                                                0                           0                              0                             0                                      0                                     0                         0                              0                            0                                   0                      0                               0                                        0                              0                          0                                       0                                      0                     0                      0                              0                             0                                    0                       \n",
       "K07988.01   NaN           CANDIDATE       1                          0                          0                               CANDIDATE        0.092      0              0              0              0              1                             0                                        0                                                                 0                                              0                                              0                                          0                                      0                         0                           0                          0                         0                        0                                 1                           0                           0                                   0                      0                         0                          0                              0                             0                                             0                                         0                        0                    0                       0                       0                        0                               0                               0                                        0                                             0                                             0                                    0                                 0                                      0                                      0                               0                                             0                                    0                                         0                                                 0                             0                                  0                                          0                             0                        0                       0                       0                    0                             0                   0                            0                          0                            0                           0                            0                           0                        0                       0                        0                       0                        0                       0                                                0                                    0                                    0                                    0                                   0                                   0                                   0                                   0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                   0                                    0                                    0                                    0                              0                              0                              0                             0                              0                             0                                 0                                 0                                 0                                    0                                   0                                   0                                   0                             0                            0                                                 0                                                0                           0                              0                             0                                      0                                     0                         0                              0                            0                                   0                      0                               0                                        0                              0                          0                                       0                                      0                     0                      0                              0                             0                                    0                       \n",
       "K07989.01   NaN           FALSE POSITIVE  0                          0                          1                               FALSE POSITIVE   0.000      0              0              1              1              0                             0                                        0                                                                 0                                              0                                              0                                          0                                      0                         0                           0                          0                         0                        1                                 0                           0                           0                                   0                      0                         0                          0                              0                             0                                             0                                         1                        0                    0                       1                       0                        0                               0                               0                                        0                                             0                                             0                                    0                                 0                                      0                                      0                               0                                             0                                    0                                         0                                                 0                             0                                  0                                          0                             0                        0                       0                       0                    0                             0                   0                            0                          0                            0                           0                            0                           0                        0                       0                        0                       0                        0                       0                                                0                                    0                                    0                                    0                                   0                                   0                                   0                                   0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                   0                                    0                                    0                                    0                              0                              0                              0                             0                              0                             0                                 0                                 0                                 0                                    0                                   0                                   0                                   0                             0                            0                                                 0                                                0                           0                              0                             0                                      0                                     0                         0                              0                            0                                   0                      0                               0                                        0                              0                          0                                       0                                      0                     0                      0                              0                             0                                    0                       \n",
       "\n",
       "[9564 rows x 135 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset            = pd.DataFrame.join( koi['archive'], koi['disposition'] ); \n",
    "onehot_disposition = pd.get_dummies(dataset[['koi_disposition']])\n",
    "onehot_comments    = onehot_encode_comments(dataset, 'koi_comment', '---', without=['NO_COMMENT']).astype('int32')\n",
    "\n",
    "onehot_dataset = (\n",
    "    pd.concat([ \n",
    "        koi['archive'], \n",
    "        onehot_disposition,\n",
    "        koi['disposition'],\n",
    "        onehot_comments,\n",
    "    ], axis=1)\n",
    "    .drop(columns=['koi_comment'])\n",
    ")\n",
    "onehot_dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>koi_disposition</th>\n",
       "      <th>koi_score</th>\n",
       "      <th>koi_fpflag_nt</th>\n",
       "      <th>koi_fpflag_ss</th>\n",
       "      <th>koi_fpflag_co</th>\n",
       "      <th>koi_fpflag_ec</th>\n",
       "      <th>koi_comment_ALL_TRANS_CHASES</th>\n",
       "      <th>koi_comment_ALT_ROBO_ODD_EVEN_TEST_FAIL</th>\n",
       "      <th>koi_comment_ALT_SEC_SAME_DEPTH_AS_PRI_COULD_BE_TWICE_TRUE_PERIOD</th>\n",
       "      <th>koi_comment_ALT_SIG_PRI_MINUS_SIG_POS_TOO_LOW</th>\n",
       "      <th>koi_comment_ALT_SIG_PRI_MINUS_SIG_TER_TOO_LOW</th>\n",
       "      <th>koi_comment_ALT_SIG_PRI_OVER_FRED_TOO_LOW</th>\n",
       "      <th>koi_comment_CENTROID_SIGNIF_UNCERTAIN</th>\n",
       "      <th>koi_comment_CENT_CROWDED</th>\n",
       "      <th>koi_comment_CENT_FEW_DIFFS</th>\n",
       "      <th>koi_comment_CENT_FEW_MEAS</th>\n",
       "      <th>koi_comment_CENT_KIC_POS</th>\n",
       "      <th>koi_comment_CENT_NOFITS</th>\n",
       "      <th>koi_comment_CENT_RESOLVED_OFFSET</th>\n",
       "      <th>koi_comment_CENT_SATURATED</th>\n",
       "      <th>koi_comment_CENT_UNCERTAIN</th>\n",
       "      <th>koi_comment_CENT_UNRESOLVED_OFFSET</th>\n",
       "      <th>koi_comment_CLEAR_APO</th>\n",
       "      <th>koi_comment_CROWDED_DIFF</th>\n",
       "      <th>koi_comment_DEEP_V_SHAPED</th>\n",
       "      <th>koi_comment_DEPTH_ODDEVEN_ALT</th>\n",
       "      <th>koi_comment_DEPTH_ODDEVEN_DV</th>\n",
       "      <th>koi_comment_DV_SIG_PRI_MINUS_SIG_POS_TOO_LOW</th>\n",
       "      <th>koi_comment_DV_SIG_PRI_OVER_FRED_TOO_LOW</th>\n",
       "      <th>koi_comment_EPHEM_MATCH</th>\n",
       "      <th>koi_comment_EYEBALL</th>\n",
       "      <th>koi_comment_FIT_FAILED</th>\n",
       "      <th>koi_comment_HALO_GHOST</th>\n",
       "      <th>koi_comment_HAS_SEC_TCE</th>\n",
       "      <th>koi_comment_INCONSISTENT_TRANS</th>\n",
       "      <th>koi_comment_INDIV_TRANS_CHASES</th>\n",
       "      <th>koi_comment_INDIV_TRANS_CHASES_MARSHALL</th>\n",
       "      <th>koi_comment_INDIV_TRANS_CHASES_MARSHALL_SKYE</th>\n",
       "      <th>koi_comment_INDIV_TRANS_CHASES_MARSHALL_ZUMA</th>\n",
       "      <th>koi_comment_INDIV_TRANS_CHASES_SKYE</th>\n",
       "      <th>koi_comment_INDIV_TRANS_MARSHALL</th>\n",
       "      <th>koi_comment_INDIV_TRANS_MARSHALL_SKYE</th>\n",
       "      <th>koi_comment_INDIV_TRANS_MARSHALL_ZUMA</th>\n",
       "      <th>koi_comment_INDIV_TRANS_RUBBLE</th>\n",
       "      <th>koi_comment_INDIV_TRANS_RUBBLE_MARSHALL_SKYE</th>\n",
       "      <th>koi_comment_INDIV_TRANS_RUBBLE_SKYE</th>\n",
       "      <th>koi_comment_INDIV_TRANS_RUBBLE_SKYE_ZUMA</th>\n",
       "      <th>koi_comment_INDIV_TRANS_RUBBLE_SKYE_ZUMA_TRACKER</th>\n",
       "      <th>koi_comment_INDIV_TRANS_SKYE</th>\n",
       "      <th>koi_comment_INDIV_TRANS_SKYE_ZUMA</th>\n",
       "      <th>koi_comment_INDIV_TRANS_SKYE_ZUMA_TRACKER</th>\n",
       "      <th>koi_comment_INDIV_TRANS_ZUMA</th>\n",
       "      <th>koi_comment_INVERT_DIFF</th>\n",
       "      <th>koi_comment_IS_SEC_TCE</th>\n",
       "      <th>koi_comment_KIC_OFFSET</th>\n",
       "      <th>koi_comment_LPP_ALT</th>\n",
       "      <th>koi_comment_LPP_ALT_TOO_HIGH</th>\n",
       "      <th>koi_comment_LPP_DV</th>\n",
       "      <th>koi_comment_LPP_DV_TOO_HIGH</th>\n",
       "      <th>koi_comment_MARSHALL_FAIL</th>\n",
       "      <th>koi_comment_MOD_NONUNIQ_ALT</th>\n",
       "      <th>koi_comment_MOD_NONUNIQ_DV</th>\n",
       "      <th>koi_comment_MOD_ODDEVEN_ALT</th>\n",
       "      <th>koi_comment_MOD_ODDEVEN_DV</th>\n",
       "      <th>koi_comment_MOD_POS_ALT</th>\n",
       "      <th>koi_comment_MOD_POS_DV</th>\n",
       "      <th>koi_comment_MOD_SEC_ALT</th>\n",
       "      <th>koi_comment_MOD_SEC_DV</th>\n",
       "      <th>koi_comment_MOD_TER_ALT</th>\n",
       "      <th>koi_comment_MOD_TER_DV</th>\n",
       "      <th>koi_comment_OTHER_TCE_AT_SAME_PERIOD_DIFF_EPOCH</th>\n",
       "      <th>koi_comment_PARENT_IS_002305372-pri</th>\n",
       "      <th>koi_comment_PARENT_IS_002449084-pri</th>\n",
       "      <th>koi_comment_PARENT_IS_003352751-pri</th>\n",
       "      <th>koi_comment_PARENT_IS_003858884-01</th>\n",
       "      <th>koi_comment_PARENT_IS_004482641-01</th>\n",
       "      <th>koi_comment_PARENT_IS_005024292-01</th>\n",
       "      <th>koi_comment_PARENT_IS_005036538-01</th>\n",
       "      <th>koi_comment_PARENT_IS_005343976-pri</th>\n",
       "      <th>koi_comment_PARENT_IS_005471619-pri</th>\n",
       "      <th>koi_comment_PARENT_IS_005513861-pri</th>\n",
       "      <th>koi_comment_PARENT_IS_006367628-pri</th>\n",
       "      <th>koi_comment_PARENT_IS_007258889-pri</th>\n",
       "      <th>koi_comment_PARENT_IS_007598128-pri</th>\n",
       "      <th>koi_comment_PARENT_IS_008265951-pri</th>\n",
       "      <th>koi_comment_PARENT_IS_008380743-pri</th>\n",
       "      <th>koi_comment_PARENT_IS_009541127-pri</th>\n",
       "      <th>koi_comment_PARENT_IS_009777062-01</th>\n",
       "      <th>koi_comment_PARENT_IS_010485137-pri</th>\n",
       "      <th>koi_comment_PARENT_IS_010858720-pri</th>\n",
       "      <th>koi_comment_PARENT_IS_012004679-pri</th>\n",
       "      <th>koi_comment_PARENT_IS_3597.01</th>\n",
       "      <th>koi_comment_PARENT_IS_3895.01</th>\n",
       "      <th>koi_comment_PARENT_IS_4673.01</th>\n",
       "      <th>koi_comment_PARENT_IS_489.01</th>\n",
       "      <th>koi_comment_PARENT_IS_5335.01</th>\n",
       "      <th>koi_comment_PARENT_IS_970.01</th>\n",
       "      <th>koi_comment_PARENT_IS_FL-Lyr-pri</th>\n",
       "      <th>koi_comment_PARENT_IS_RR-Lyr-pri</th>\n",
       "      <th>koi_comment_PARENT_IS_UZ-Lyr-pri</th>\n",
       "      <th>koi_comment_PARENT_IS_V2277-Cyg-pri</th>\n",
       "      <th>koi_comment_PARENT_IS_V380-Cyg-pri</th>\n",
       "      <th>koi_comment_PARENT_IS_V380-Cyg-sec</th>\n",
       "      <th>koi_comment_PARENT_IS_V850-Cyg-pri</th>\n",
       "      <th>koi_comment_PERIOD_ALIAS_ALT</th>\n",
       "      <th>koi_comment_PERIOD_ALIAS_DV</th>\n",
       "      <th>koi_comment_PERIOD_ALIAS_IN_ALT_DATA_SEEN_AT_3:1</th>\n",
       "      <th>koi_comment_PERIOD_ALIAS_IN_DV_DATA_SEEN_AT_3:1</th>\n",
       "      <th>koi_comment_PLANET_IN_STAR</th>\n",
       "      <th>koi_comment_PLANET_OCCULT_ALT</th>\n",
       "      <th>koi_comment_PLANET_OCCULT_DV</th>\n",
       "      <th>koi_comment_PLANET_PERIOD_IS_HALF_ALT</th>\n",
       "      <th>koi_comment_PLANET_PERIOD_IS_HALF_DV</th>\n",
       "      <th>koi_comment_RESIDUAL_TCE</th>\n",
       "      <th>koi_comment_RESID_OF_PREV_TCE</th>\n",
       "      <th>koi_comment_SAME_NTL_PERIOD</th>\n",
       "      <th>koi_comment_SAME_P_AS_PREV_NTL_TCE</th>\n",
       "      <th>koi_comment_SATURATED</th>\n",
       "      <th>koi_comment_SEASONAL_DEPTH_ALT</th>\n",
       "      <th>koi_comment_SEASONAL_DEPTH_DIFFS_IN_ALT</th>\n",
       "      <th>koi_comment_SEASONAL_DEPTH_DV</th>\n",
       "      <th>koi_comment_SIGNIF_OFFSET</th>\n",
       "      <th>koi_comment_SIG_SEC_IN_ALT_MODEL_SHIFT</th>\n",
       "      <th>koi_comment_SIG_SEC_IN_DV_MODEL_SHIFT</th>\n",
       "      <th>koi_comment_SWEET_EB</th>\n",
       "      <th>koi_comment_SWEET_NTL</th>\n",
       "      <th>koi_comment_TOO_FEW_CENTROIDS</th>\n",
       "      <th>koi_comment_TOO_FEW_QUARTERS</th>\n",
       "      <th>koi_comment_TRANSITS_NOT_CONSISTENT</th>\n",
       "      <th>koi_comment_TRANS_GAPPED</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>CONFIRMED</td>\n",
       "      <td>1.000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>CONFIRMED</td>\n",
       "      <td>0.969</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>CANDIDATE</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>FALSE POSITIVE</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>9560</td>\n",
       "      <td>CANDIDATE</td>\n",
       "      <td>0.497</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>9561</td>\n",
       "      <td>FALSE POSITIVE</td>\n",
       "      <td>0.021</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>9562</td>\n",
       "      <td>CANDIDATE</td>\n",
       "      <td>0.092</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>9563</td>\n",
       "      <td>FALSE POSITIVE</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>9564 rows × 130 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     koi_disposition  koi_score  koi_fpflag_nt  koi_fpflag_ss  koi_fpflag_co  koi_fpflag_ec  koi_comment_ALL_TRANS_CHASES  koi_comment_ALT_ROBO_ODD_EVEN_TEST_FAIL  koi_comment_ALT_SEC_SAME_DEPTH_AS_PRI_COULD_BE_TWICE_TRUE_PERIOD  koi_comment_ALT_SIG_PRI_MINUS_SIG_POS_TOO_LOW  koi_comment_ALT_SIG_PRI_MINUS_SIG_TER_TOO_LOW  koi_comment_ALT_SIG_PRI_OVER_FRED_TOO_LOW  koi_comment_CENTROID_SIGNIF_UNCERTAIN  koi_comment_CENT_CROWDED  koi_comment_CENT_FEW_DIFFS  koi_comment_CENT_FEW_MEAS  koi_comment_CENT_KIC_POS  koi_comment_CENT_NOFITS  koi_comment_CENT_RESOLVED_OFFSET  koi_comment_CENT_SATURATED  koi_comment_CENT_UNCERTAIN  koi_comment_CENT_UNRESOLVED_OFFSET  koi_comment_CLEAR_APO  koi_comment_CROWDED_DIFF  koi_comment_DEEP_V_SHAPED  koi_comment_DEPTH_ODDEVEN_ALT  koi_comment_DEPTH_ODDEVEN_DV  koi_comment_DV_SIG_PRI_MINUS_SIG_POS_TOO_LOW  koi_comment_DV_SIG_PRI_OVER_FRED_TOO_LOW  koi_comment_EPHEM_MATCH  koi_comment_EYEBALL  koi_comment_FIT_FAILED  koi_comment_HALO_GHOST  koi_comment_HAS_SEC_TCE  koi_comment_INCONSISTENT_TRANS  koi_comment_INDIV_TRANS_CHASES  koi_comment_INDIV_TRANS_CHASES_MARSHALL  koi_comment_INDIV_TRANS_CHASES_MARSHALL_SKYE  koi_comment_INDIV_TRANS_CHASES_MARSHALL_ZUMA  koi_comment_INDIV_TRANS_CHASES_SKYE  koi_comment_INDIV_TRANS_MARSHALL  koi_comment_INDIV_TRANS_MARSHALL_SKYE  koi_comment_INDIV_TRANS_MARSHALL_ZUMA  koi_comment_INDIV_TRANS_RUBBLE  koi_comment_INDIV_TRANS_RUBBLE_MARSHALL_SKYE  koi_comment_INDIV_TRANS_RUBBLE_SKYE  koi_comment_INDIV_TRANS_RUBBLE_SKYE_ZUMA  koi_comment_INDIV_TRANS_RUBBLE_SKYE_ZUMA_TRACKER  koi_comment_INDIV_TRANS_SKYE  koi_comment_INDIV_TRANS_SKYE_ZUMA  koi_comment_INDIV_TRANS_SKYE_ZUMA_TRACKER  koi_comment_INDIV_TRANS_ZUMA  koi_comment_INVERT_DIFF  koi_comment_IS_SEC_TCE  koi_comment_KIC_OFFSET  koi_comment_LPP_ALT  koi_comment_LPP_ALT_TOO_HIGH  koi_comment_LPP_DV  koi_comment_LPP_DV_TOO_HIGH  koi_comment_MARSHALL_FAIL  koi_comment_MOD_NONUNIQ_ALT  koi_comment_MOD_NONUNIQ_DV  koi_comment_MOD_ODDEVEN_ALT  koi_comment_MOD_ODDEVEN_DV  koi_comment_MOD_POS_ALT  koi_comment_MOD_POS_DV  koi_comment_MOD_SEC_ALT  koi_comment_MOD_SEC_DV  koi_comment_MOD_TER_ALT  koi_comment_MOD_TER_DV  koi_comment_OTHER_TCE_AT_SAME_PERIOD_DIFF_EPOCH  koi_comment_PARENT_IS_002305372-pri  koi_comment_PARENT_IS_002449084-pri  koi_comment_PARENT_IS_003352751-pri  koi_comment_PARENT_IS_003858884-01  koi_comment_PARENT_IS_004482641-01  koi_comment_PARENT_IS_005024292-01  koi_comment_PARENT_IS_005036538-01  koi_comment_PARENT_IS_005343976-pri  koi_comment_PARENT_IS_005471619-pri  koi_comment_PARENT_IS_005513861-pri  koi_comment_PARENT_IS_006367628-pri  koi_comment_PARENT_IS_007258889-pri  koi_comment_PARENT_IS_007598128-pri  koi_comment_PARENT_IS_008265951-pri  koi_comment_PARENT_IS_008380743-pri  koi_comment_PARENT_IS_009541127-pri  koi_comment_PARENT_IS_009777062-01  koi_comment_PARENT_IS_010485137-pri  koi_comment_PARENT_IS_010858720-pri  koi_comment_PARENT_IS_012004679-pri  koi_comment_PARENT_IS_3597.01  koi_comment_PARENT_IS_3895.01  koi_comment_PARENT_IS_4673.01  koi_comment_PARENT_IS_489.01  koi_comment_PARENT_IS_5335.01  koi_comment_PARENT_IS_970.01  koi_comment_PARENT_IS_FL-Lyr-pri  koi_comment_PARENT_IS_RR-Lyr-pri  koi_comment_PARENT_IS_UZ-Lyr-pri  koi_comment_PARENT_IS_V2277-Cyg-pri  koi_comment_PARENT_IS_V380-Cyg-pri  koi_comment_PARENT_IS_V380-Cyg-sec  koi_comment_PARENT_IS_V850-Cyg-pri  koi_comment_PERIOD_ALIAS_ALT  koi_comment_PERIOD_ALIAS_DV  koi_comment_PERIOD_ALIAS_IN_ALT_DATA_SEEN_AT_3:1  koi_comment_PERIOD_ALIAS_IN_DV_DATA_SEEN_AT_3:1  koi_comment_PLANET_IN_STAR  koi_comment_PLANET_OCCULT_ALT  koi_comment_PLANET_OCCULT_DV  koi_comment_PLANET_PERIOD_IS_HALF_ALT  koi_comment_PLANET_PERIOD_IS_HALF_DV  koi_comment_RESIDUAL_TCE  koi_comment_RESID_OF_PREV_TCE  koi_comment_SAME_NTL_PERIOD  koi_comment_SAME_P_AS_PREV_NTL_TCE  koi_comment_SATURATED  koi_comment_SEASONAL_DEPTH_ALT  koi_comment_SEASONAL_DEPTH_DIFFS_IN_ALT  koi_comment_SEASONAL_DEPTH_DV  koi_comment_SIGNIF_OFFSET  koi_comment_SIG_SEC_IN_ALT_MODEL_SHIFT  koi_comment_SIG_SEC_IN_DV_MODEL_SHIFT  koi_comment_SWEET_EB  koi_comment_SWEET_NTL  koi_comment_TOO_FEW_CENTROIDS  koi_comment_TOO_FEW_QUARTERS  koi_comment_TRANSITS_NOT_CONSISTENT  koi_comment_TRANS_GAPPED\n",
       "0     CONFIRMED       1.000      0              0              0              0              0                             0                                        0                                                                 0                                              0                                              0                                          0                                      0                         0                           0                          0                         0                        0                                 0                           0                           0                                   0                      0                         0                          0                              0                             0                                             0                                         0                        0                    0                       0                       0                        0                               0                               0                                        0                                             0                                             0                                    0                                 0                                      0                                      0                               0                                             0                                    0                                         0                                                 0                             0                                  0                                          0                             0                        0                       0                       0                    0                             0                   0                            0                          0                            0                           0                            0                           0                        0                       0                        0                       0                        0                       0                                                0                                    0                                    0                                    0                                   0                                   0                                   0                                   0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                   0                                    0                                    0                                    0                              0                              0                              0                             0                              0                             0                                 0                                 0                                 0                                    0                                   0                                   0                                   0                             0                            0                                                 0                                                0                           0                              0                             0                                      0                                     0                         0                              0                            0                                   0                      0                               0                                        0                              0                          0                                       0                                      0                     0                      0                              0                             0                                    0                       \n",
       "1     CONFIRMED       0.969      0              0              0              0              0                             0                                        0                                                                 0                                              0                                              0                                          0                                      0                         0                           0                          0                         0                        0                                 0                           0                           0                                   0                      0                         0                          0                              0                             0                                             0                                         0                        0                    0                       0                       0                        0                               0                               0                                        0                                             0                                             0                                    0                                 0                                      0                                      0                               0                                             0                                    0                                         0                                                 0                             0                                  0                                          0                             0                        0                       0                       0                    0                             0                   0                            0                          0                            0                           0                            0                           0                        0                       0                        0                       0                        0                       0                                                0                                    0                                    0                                    0                                   0                                   0                                   0                                   0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                   0                                    0                                    0                                    0                              0                              0                              0                             0                              0                             0                                 0                                 0                                 0                                    0                                   0                                   0                                   0                             0                            0                                                 0                                                0                           0                              0                             0                                      0                                     0                         0                              0                            0                                   0                      0                               0                                        0                              0                          0                                       0                                      0                     0                      0                              0                             0                                    0                       \n",
       "2     CANDIDATE       0.000      0              0              0              0              0                             0                                        0                                                                 0                                              0                                              0                                          0                                      0                         0                           0                          0                         0                        0                                 0                           0                           0                                   0                      0                         1                          0                              0                             0                                             0                                         0                        0                    0                       0                       0                        0                               0                               0                                        0                                             0                                             0                                    0                                 0                                      0                                      0                               0                                             0                                    0                                         0                                                 0                             0                                  0                                          0                             0                        0                       0                       0                    0                             0                   0                            0                          0                            0                           0                            0                           0                        0                       0                        0                       0                        0                       0                                                0                                    0                                    0                                    0                                   0                                   0                                   0                                   0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                   0                                    0                                    0                                    0                              0                              0                              0                             0                              0                             0                                 0                                 0                                 0                                    0                                   0                                   0                                   0                             0                            0                                                 0                                                0                           0                              0                             0                                      0                                     0                         0                              0                            0                                   0                      0                               0                                        0                              0                          0                                       0                                      0                     0                      0                              0                             0                                    0                       \n",
       "3     FALSE POSITIVE  0.000      0              1              0              0              0                             0                                        0                                                                 0                                              0                                              0                                          0                                      0                         0                           0                          0                         0                        0                                 0                           0                           0                                   0                      0                         1                          0                              0                             0                                             0                                         0                        0                    0                       0                       0                        0                               0                               0                                        0                                             0                                             0                                    0                                 0                                      0                                      0                               0                                             0                                    0                                         0                                                 0                             0                                  0                                          0                             0                        0                       0                       0                    0                             0                   0                            0                          0                            0                           1                            1                           0                        0                       0                        0                       0                        0                       0                                                0                                    0                                    0                                    0                                   0                                   0                                   0                                   0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                   0                                    0                                    0                                    0                              0                              0                              0                             0                              0                             0                                 0                                 0                                 0                                    0                                   0                                   0                                   0                             0                            0                                                 0                                                0                           0                              0                             0                                      0                                     0                         0                              0                            0                                   0                      0                               0                                        0                              0                          0                                       0                                      0                     0                      0                              0                             0                                    0                       \n",
       "...              ...    ...     ..             ..             ..             ..             ..                            ..                                       ..                                                                ..                                             ..                                             ..                                         ..                                     ..                        ..                          ..                         ..                        ..                       ..                                ..                          ..                          ..                                  ..                     ..                        ..                         ..                             ..                            ..                                            ..                                        ..                       ..                   ..                      ..                      ..                       ..                              ..                              ..                                       ..                                            ..                                            ..                                   ..                                ..                                     ..                                     ..                              ..                                            ..                                   ..                                        ..                                                ..                            ..                                 ..                                         ..                            ..                       ..                      ..                      ..                   ..                            ..                  ..                           ..                         ..                           ..                          ..                           ..                          ..                       ..                      ..                       ..                      ..                       ..                      ..                                               ..                                   ..                                   ..                                   ..                                  ..                                  ..                                  ..                                  ..                                   ..                                   ..                                   ..                                   ..                                   ..                                   ..                                   ..                                   ..                                   ..                                  ..                                   ..                                   ..                                   ..                             ..                             ..                             ..                            ..                             ..                            ..                                ..                                ..                                ..                                   ..                                  ..                                  ..                                  ..                            ..                           ..                                                ..                                               ..                          ..                             ..                            ..                                     ..                                    ..                        ..                             ..                           ..                                  ..                     ..                              ..                                       ..                             ..                         ..                                      ..                                     ..                    ..                     ..                             ..                            ..                                   ..                       \n",
       "9560  CANDIDATE       0.497      0              0              0              0              0                             0                                        0                                                                 0                                              0                                              0                                          0                                      0                         0                           0                          0                         0                        0                                 0                           0                           0                                   0                      0                         0                          0                              0                             0                                             0                                         0                        0                    0                       0                       0                        0                               0                               0                                        0                                             0                                             0                                    0                                 0                                      0                                      0                               0                                             0                                    0                                         0                                                 0                             0                                  0                                          0                             0                        0                       0                       0                    0                             0                   0                            0                          0                            0                           0                            0                           0                        0                       0                        0                       0                        0                       0                                                0                                    0                                    0                                    0                                   0                                   0                                   0                                   0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                   0                                    0                                    0                                    0                              0                              0                              0                             0                              0                             0                                 0                                 0                                 0                                    0                                   0                                   0                                   0                             0                            0                                                 0                                                0                           0                              0                             0                                      0                                     0                         0                              0                            0                                   0                      0                               0                                        0                              0                          0                                       0                                      0                     0                      0                              0                             0                                    0                       \n",
       "9561  FALSE POSITIVE  0.021      0              0              1              0              0                             0                                        0                                                                 0                                              0                                              0                                          0                                      0                         0                           0                          0                         0                        1                                 0                           0                           0                                   0                      0                         0                          0                              0                             0                                             0                                         0                        0                    0                       0                       0                        0                               0                               0                                        0                                             0                                             0                                    0                                 0                                      0                                      0                               0                                             0                                    0                                         0                                                 0                             0                                  0                                          0                             0                        0                       0                       0                    0                             0                   0                            0                          0                            0                           0                            0                           0                        0                       0                        0                       0                        0                       0                                                0                                    0                                    0                                    0                                   0                                   0                                   0                                   0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                   0                                    0                                    0                                    0                              0                              0                              0                             0                              0                             0                                 0                                 0                                 0                                    0                                   0                                   0                                   0                             0                            0                                                 0                                                0                           0                              0                             0                                      0                                     0                         0                              0                            0                                   0                      0                               0                                        0                              0                          0                                       0                                      0                     0                      0                              0                             0                                    0                       \n",
       "9562  CANDIDATE       0.092      0              0              0              0              1                             0                                        0                                                                 0                                              0                                              0                                          0                                      0                         0                           0                          0                         0                        0                                 1                           0                           0                                   0                      0                         0                          0                              0                             0                                             0                                         0                        0                    0                       0                       0                        0                               0                               0                                        0                                             0                                             0                                    0                                 0                                      0                                      0                               0                                             0                                    0                                         0                                                 0                             0                                  0                                          0                             0                        0                       0                       0                    0                             0                   0                            0                          0                            0                           0                            0                           0                        0                       0                        0                       0                        0                       0                                                0                                    0                                    0                                    0                                   0                                   0                                   0                                   0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                   0                                    0                                    0                                    0                              0                              0                              0                             0                              0                             0                                 0                                 0                                 0                                    0                                   0                                   0                                   0                             0                            0                                                 0                                                0                           0                              0                             0                                      0                                     0                         0                              0                            0                                   0                      0                               0                                        0                              0                          0                                       0                                      0                     0                      0                              0                             0                                    0                       \n",
       "9563  FALSE POSITIVE  0.000      0              0              1              1              0                             0                                        0                                                                 0                                              0                                              0                                          0                                      0                         0                           0                          0                         0                        1                                 0                           0                           0                                   0                      0                         0                          0                              0                             0                                             0                                         1                        0                    0                       1                       0                        0                               0                               0                                        0                                             0                                             0                                    0                                 0                                      0                                      0                               0                                             0                                    0                                         0                                                 0                             0                                  0                                          0                             0                        0                       0                       0                    0                             0                   0                            0                          0                            0                           0                            0                           0                        0                       0                        0                       0                        0                       0                                                0                                    0                                    0                                    0                                   0                                   0                                   0                                   0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                   0                                    0                                    0                                    0                              0                              0                              0                             0                              0                             0                                 0                                 0                                 0                                    0                                   0                                   0                                   0                             0                            0                                                 0                                                0                           0                              0                             0                                      0                                     0                         0                              0                            0                                   0                      0                               0                                        0                              0                          0                                       0                                      0                     0                      0                              0                             0                                    0                       \n",
       "\n",
       "[9564 rows x 130 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ml_dataset = (\n",
    "    onehot_dataset\n",
    "        .filter(regex='^koi_disposition$|^koi_score|^koi_fpflag_|^koi_comment_')\n",
    "        .reset_index()\n",
    "        .drop('kepoi_name', axis=1)\n",
    ")\n",
    "ml_dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "CategoricalDtype(categories=['CANDIDATE', 'CONFIRMED', 'FALSE POSITIVE'], ordered=False)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ml_dataset.dtypes.koi_disposition  # fastai uses dtype to imply categorization (int, Categorical) vs regression (float)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Define fastai ML model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "valid_idx  = random.sample( ml_dataset.index.tolist(), len(ml_dataset)//3 )\n",
    "cat_names  = ml_dataset['koi_disposition'].unique().tolist()\n",
    "cont_names = _(ml_dataset.columns.tolist()).without('koi_disposition').value()  # important to exclude Y from X"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "# DOCS: https://docs.fast.ai/tabular.data.html#TabularDataBunch.from_df\n",
    "databunch = TabularDataBunch.from_df(\n",
    "    path='', \n",
    "    df=ml_dataset,\n",
    "    test_df=onehot_dataset,\n",
    "    dep_var='koi_disposition', \n",
    "    valid_idx=valid_idx,\n",
    "    procs=[FillMissing, Categorify], \n",
    "#     cat_names=cat_names,\n",
    "    cont_names=cont_names,    \n",
    ")\n",
    "\n",
    "### TabularList is required when using learn.predict(row) - but this method is very slow\n",
    "# datalist = TabularList.from_df(\n",
    "#     df=onehot_dataset,\n",
    "#     procs=[FillMissing, Categorify], \n",
    "#     cat_names=cat_names,\n",
    "#     cont_names=cont_names, \n",
    "# )\n",
    "\n",
    "assert( 'koi_disposition' not in databunch.train_ds.cont_names )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [],
   "source": [
    "# learn.load('disposition')  # load previously saved model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "# DOCS: https://docs.fast.ai/tabular.data.html#tabular_learner\n",
    "learn = tabular_learner(\n",
    "    data=databunch, \n",
    "    layers=[200, 200, 100, 100, 50, 50],\n",
    "    metrics=[accuracy],                           \n",
    "    wd=0.1,\n",
    "    emb_drop=0.5,\n",
    ")\n",
    "# learn  # very verbose output"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Train Model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Use the learning rate finder, and pick a point on the main downward slope. A little experimention was required to obtain super-convergence without divergence."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "LR Finder is complete, type {learner_name}.recorder.plot() to see the graph.\n"
     ]
    },
    {
     "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": [
    "learn.lr_find()\n",
    "learn.recorder.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: left;\">\n",
       "      <th>epoch</th>\n",
       "      <th>train_loss</th>\n",
       "      <th>valid_loss</th>\n",
       "      <th>accuracy</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>0.761726</td>\n",
       "      <td>0.730114</td>\n",
       "      <td>0.783250</td>\n",
       "      <td>00:04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>0.509670</td>\n",
       "      <td>0.510588</td>\n",
       "      <td>0.827792</td>\n",
       "      <td>00:04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>0.396001</td>\n",
       "      <td>0.493818</td>\n",
       "      <td>0.826851</td>\n",
       "      <td>00:04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>0.354286</td>\n",
       "      <td>0.430382</td>\n",
       "      <td>0.835320</td>\n",
       "      <td>00:04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>0.330938</td>\n",
       "      <td>0.497959</td>\n",
       "      <td>0.836888</td>\n",
       "      <td>00:04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5</td>\n",
       "      <td>0.320326</td>\n",
       "      <td>0.612741</td>\n",
       "      <td>0.832811</td>\n",
       "      <td>00:04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>6</td>\n",
       "      <td>0.322452</td>\n",
       "      <td>0.645063</td>\n",
       "      <td>0.837829</td>\n",
       "      <td>00:04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>7</td>\n",
       "      <td>0.311791</td>\n",
       "      <td>0.447237</td>\n",
       "      <td>0.740276</td>\n",
       "      <td>00:04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>8</td>\n",
       "      <td>0.308034</td>\n",
       "      <td>0.499473</td>\n",
       "      <td>0.744668</td>\n",
       "      <td>00:04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>9</td>\n",
       "      <td>0.312623</td>\n",
       "      <td>0.505758</td>\n",
       "      <td>0.738394</td>\n",
       "      <td>00:04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>10</td>\n",
       "      <td>0.308281</td>\n",
       "      <td>0.642768</td>\n",
       "      <td>0.831869</td>\n",
       "      <td>00:04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>11</td>\n",
       "      <td>0.300964</td>\n",
       "      <td>0.464024</td>\n",
       "      <td>0.846612</td>\n",
       "      <td>00:04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>12</td>\n",
       "      <td>0.301863</td>\n",
       "      <td>0.529177</td>\n",
       "      <td>0.736198</td>\n",
       "      <td>00:04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>13</td>\n",
       "      <td>0.297805</td>\n",
       "      <td>0.420321</td>\n",
       "      <td>0.846926</td>\n",
       "      <td>00:04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>14</td>\n",
       "      <td>0.297464</td>\n",
       "      <td>0.552689</td>\n",
       "      <td>0.734630</td>\n",
       "      <td>00:04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>15</td>\n",
       "      <td>0.293162</td>\n",
       "      <td>0.538370</td>\n",
       "      <td>0.850376</td>\n",
       "      <td>00:04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>16</td>\n",
       "      <td>0.284821</td>\n",
       "      <td>0.440495</td>\n",
       "      <td>0.854141</td>\n",
       "      <td>00:04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>17</td>\n",
       "      <td>0.289326</td>\n",
       "      <td>0.464633</td>\n",
       "      <td>0.835947</td>\n",
       "      <td>00:04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>18</td>\n",
       "      <td>0.290656</td>\n",
       "      <td>0.442832</td>\n",
       "      <td>0.851945</td>\n",
       "      <td>00:04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>19</td>\n",
       "      <td>0.288875</td>\n",
       "      <td>0.447987</td>\n",
       "      <td>0.837829</td>\n",
       "      <td>00:04</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# learn.fit_one_cycle(10, 1e-3)  # [200, 200, 200, 200]                     accuracy = 0.836297 | wd=0.2\n",
    "# learn.fit_one_cycle(10, 1e-4)  # [1000, 500, 250, 125]                    accuracy = 0.832636 | wd=0.2\n",
    "# learn.fit_one_cycle(10, 1e-4)  # [500, 250, 125]                          accuracy = 0.824268 | wd=0.2\n",
    "# learn.fit_one_cycle(10, 1e-3)  # [200, 200, 100, 100, 50, 50]             accuracy = 0.836297 | wd=0.2\n",
    "# learn.fit_one_cycle(10, 1e-3)  # [200, 200, 100, 100, 50, 50]             accuracy = 0.815900 | wd=0.1\n",
    "# learn.fit_one_cycle(100,1e-3)  # [200, 200, 100, 100, 50, 50]             accuracy = 0.273758\t0.399271\t0.830021\t00:04 | wd=default \n",
    "# learn.fit_one_cycle(20, 1e-3)  # [200, 200, 100, 100, 50, 50] wd=default           | 0.290141\t0.492101\t0.825314\t00:05 | \n",
    "# learn.fit_one_cycle(20, 1e-4)  # [200, 200, 100, 50] wd=0.1 emb_drop=0.5,          | 0.301931\t0.575451\t0.845044\t00:04\n",
    "# learn.fit_one_cycle(10, 1e-4)  # [200, 200, 100, 50] wd=0.1 emb_drop=0.5,          | 0.330207\t0.552282\t0.838143\t00:03\n",
    "# learn.fit_one_cycle(30, 2e-4)  # [200, 200, 100, 50] wd=0.1 emb_drop=0.5,          | 0.290738\t0.839517\t0.851317\t00:03\n",
    "# learn.fit_one_cycle(20, 1e-4)  # [200, 200, 100, 100, 50, 50] wd=0.2 emb_drop=0.5  | 0.286790\t0.734067\t0.848808\t00:03\n",
    "learn.fit_one_cycle(20, 1e-3)    # [200, 200, 100, 100, 50, 50] wd=0.2 emb_drop=0.5  | 0.288875\t0.447987\t0.837829\t00:04"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "NOTE: it is important that the validation error continues to follow a general downward trend without diverging either upwards or too far from the training error. \n",
    "\n",
    "There is some overfitting here, but the overall result is reasonable."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "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": [
    "learn.recorder.plot_losses()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [],
   "source": [
    "learn.save('disposition')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "### This method is horrendously slow \n",
    "# predictions = [ learn.predict(row)[0] for row in datalist ]  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Generate Predictions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "def label_predict(learn, preds):\n",
    "    return [ learn.data.classes[np.argmax(pred)] for pred in preds ]\n",
    "\n",
    "# HACK: Inject onehot_dataset in df_test, as learn.get_preds() is very much faster than learn.predict(row)[0]\n",
    "predict, _     = learn.get_preds(ds_type=DatasetType.Test)\n",
    "predict_labels = label_predict(learn, predict)\n",
    "assert len(predict) == len(onehot_dataset)\n",
    "\n",
    "onehot_dataset.drop('predict', axis=1, errors='ignore', inplace=True)\n",
    "onehot_dataset.insert(1, 'predict', predict_labels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy: 83.26%\n",
      "\n",
      "----------\n",
      "\n",
      "Confusion Matrix\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "predict         koi_disposition\n",
       "CANDIDATE       CANDIDATE          1865\n",
       "                CONFIRMED          898 \n",
       "                FALSE POSITIVE     132 \n",
       "CONFIRMED       CANDIDATE          544 \n",
       "                CONFIRMED          1397\n",
       "                FALSE POSITIVE     8   \n",
       "FALSE POSITIVE  CANDIDATE          11  \n",
       "                CONFIRMED          8   \n",
       "                FALSE POSITIVE     4701\n",
       "dtype: int64"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "----------\n",
      "\n",
      "Examples of each combination of true positive and false negative\n"
     ]
    },
    {
     "data": {
      "text/html": [
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       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>kepler_name</th>\n",
       "      <th>predict</th>\n",
       "      <th>koi_disposition</th>\n",
       "      <th>koi_disposition_CANDIDATE</th>\n",
       "      <th>koi_disposition_CONFIRMED</th>\n",
       "      <th>koi_disposition_FALSE POSITIVE</th>\n",
       "      <th>koi_pdisposition</th>\n",
       "      <th>koi_score</th>\n",
       "      <th>koi_fpflag_nt</th>\n",
       "      <th>koi_fpflag_ss</th>\n",
       "      <th>koi_fpflag_co</th>\n",
       "      <th>koi_fpflag_ec</th>\n",
       "      <th>koi_comment_ALL_TRANS_CHASES</th>\n",
       "      <th>koi_comment_ALT_ROBO_ODD_EVEN_TEST_FAIL</th>\n",
       "      <th>koi_comment_ALT_SEC_SAME_DEPTH_AS_PRI_COULD_BE_TWICE_TRUE_PERIOD</th>\n",
       "      <th>koi_comment_ALT_SIG_PRI_MINUS_SIG_POS_TOO_LOW</th>\n",
       "      <th>koi_comment_ALT_SIG_PRI_MINUS_SIG_TER_TOO_LOW</th>\n",
       "      <th>koi_comment_ALT_SIG_PRI_OVER_FRED_TOO_LOW</th>\n",
       "      <th>koi_comment_CENTROID_SIGNIF_UNCERTAIN</th>\n",
       "      <th>koi_comment_CENT_CROWDED</th>\n",
       "      <th>koi_comment_CENT_FEW_DIFFS</th>\n",
       "      <th>koi_comment_CENT_FEW_MEAS</th>\n",
       "      <th>koi_comment_CENT_KIC_POS</th>\n",
       "      <th>koi_comment_CENT_NOFITS</th>\n",
       "      <th>koi_comment_CENT_RESOLVED_OFFSET</th>\n",
       "      <th>koi_comment_CENT_SATURATED</th>\n",
       "      <th>koi_comment_CENT_UNCERTAIN</th>\n",
       "      <th>koi_comment_CENT_UNRESOLVED_OFFSET</th>\n",
       "      <th>koi_comment_CLEAR_APO</th>\n",
       "      <th>koi_comment_CROWDED_DIFF</th>\n",
       "      <th>koi_comment_DEEP_V_SHAPED</th>\n",
       "      <th>koi_comment_DEPTH_ODDEVEN_ALT</th>\n",
       "      <th>koi_comment_DEPTH_ODDEVEN_DV</th>\n",
       "      <th>koi_comment_DV_SIG_PRI_MINUS_SIG_POS_TOO_LOW</th>\n",
       "      <th>koi_comment_DV_SIG_PRI_OVER_FRED_TOO_LOW</th>\n",
       "      <th>koi_comment_EPHEM_MATCH</th>\n",
       "      <th>koi_comment_EYEBALL</th>\n",
       "      <th>koi_comment_FIT_FAILED</th>\n",
       "      <th>koi_comment_HALO_GHOST</th>\n",
       "      <th>koi_comment_HAS_SEC_TCE</th>\n",
       "      <th>koi_comment_INCONSISTENT_TRANS</th>\n",
       "      <th>koi_comment_INDIV_TRANS_CHASES</th>\n",
       "      <th>koi_comment_INDIV_TRANS_CHASES_MARSHALL</th>\n",
       "      <th>koi_comment_INDIV_TRANS_CHASES_MARSHALL_SKYE</th>\n",
       "      <th>koi_comment_INDIV_TRANS_CHASES_MARSHALL_ZUMA</th>\n",
       "      <th>koi_comment_INDIV_TRANS_CHASES_SKYE</th>\n",
       "      <th>koi_comment_INDIV_TRANS_MARSHALL</th>\n",
       "      <th>koi_comment_INDIV_TRANS_MARSHALL_SKYE</th>\n",
       "      <th>koi_comment_INDIV_TRANS_MARSHALL_ZUMA</th>\n",
       "      <th>koi_comment_INDIV_TRANS_RUBBLE</th>\n",
       "      <th>koi_comment_INDIV_TRANS_RUBBLE_MARSHALL_SKYE</th>\n",
       "      <th>koi_comment_INDIV_TRANS_RUBBLE_SKYE</th>\n",
       "      <th>koi_comment_INDIV_TRANS_RUBBLE_SKYE_ZUMA</th>\n",
       "      <th>koi_comment_INDIV_TRANS_RUBBLE_SKYE_ZUMA_TRACKER</th>\n",
       "      <th>koi_comment_INDIV_TRANS_SKYE</th>\n",
       "      <th>koi_comment_INDIV_TRANS_SKYE_ZUMA</th>\n",
       "      <th>koi_comment_INDIV_TRANS_SKYE_ZUMA_TRACKER</th>\n",
       "      <th>koi_comment_INDIV_TRANS_ZUMA</th>\n",
       "      <th>koi_comment_INVERT_DIFF</th>\n",
       "      <th>koi_comment_IS_SEC_TCE</th>\n",
       "      <th>koi_comment_KIC_OFFSET</th>\n",
       "      <th>koi_comment_LPP_ALT</th>\n",
       "      <th>koi_comment_LPP_ALT_TOO_HIGH</th>\n",
       "      <th>koi_comment_LPP_DV</th>\n",
       "      <th>koi_comment_LPP_DV_TOO_HIGH</th>\n",
       "      <th>koi_comment_MARSHALL_FAIL</th>\n",
       "      <th>koi_comment_MOD_NONUNIQ_ALT</th>\n",
       "      <th>koi_comment_MOD_NONUNIQ_DV</th>\n",
       "      <th>koi_comment_MOD_ODDEVEN_ALT</th>\n",
       "      <th>koi_comment_MOD_ODDEVEN_DV</th>\n",
       "      <th>koi_comment_MOD_POS_ALT</th>\n",
       "      <th>koi_comment_MOD_POS_DV</th>\n",
       "      <th>koi_comment_MOD_SEC_ALT</th>\n",
       "      <th>koi_comment_MOD_SEC_DV</th>\n",
       "      <th>koi_comment_MOD_TER_ALT</th>\n",
       "      <th>koi_comment_MOD_TER_DV</th>\n",
       "      <th>koi_comment_OTHER_TCE_AT_SAME_PERIOD_DIFF_EPOCH</th>\n",
       "      <th>koi_comment_PARENT_IS_002305372-pri</th>\n",
       "      <th>koi_comment_PARENT_IS_002449084-pri</th>\n",
       "      <th>koi_comment_PARENT_IS_003352751-pri</th>\n",
       "      <th>koi_comment_PARENT_IS_003858884-01</th>\n",
       "      <th>koi_comment_PARENT_IS_004482641-01</th>\n",
       "      <th>koi_comment_PARENT_IS_005024292-01</th>\n",
       "      <th>koi_comment_PARENT_IS_005036538-01</th>\n",
       "      <th>koi_comment_PARENT_IS_005343976-pri</th>\n",
       "      <th>koi_comment_PARENT_IS_005471619-pri</th>\n",
       "      <th>koi_comment_PARENT_IS_005513861-pri</th>\n",
       "      <th>koi_comment_PARENT_IS_006367628-pri</th>\n",
       "      <th>koi_comment_PARENT_IS_007258889-pri</th>\n",
       "      <th>koi_comment_PARENT_IS_007598128-pri</th>\n",
       "      <th>koi_comment_PARENT_IS_008265951-pri</th>\n",
       "      <th>koi_comment_PARENT_IS_008380743-pri</th>\n",
       "      <th>koi_comment_PARENT_IS_009541127-pri</th>\n",
       "      <th>koi_comment_PARENT_IS_009777062-01</th>\n",
       "      <th>koi_comment_PARENT_IS_010485137-pri</th>\n",
       "      <th>koi_comment_PARENT_IS_010858720-pri</th>\n",
       "      <th>koi_comment_PARENT_IS_012004679-pri</th>\n",
       "      <th>koi_comment_PARENT_IS_3597.01</th>\n",
       "      <th>koi_comment_PARENT_IS_3895.01</th>\n",
       "      <th>koi_comment_PARENT_IS_4673.01</th>\n",
       "      <th>koi_comment_PARENT_IS_489.01</th>\n",
       "      <th>koi_comment_PARENT_IS_5335.01</th>\n",
       "      <th>koi_comment_PARENT_IS_970.01</th>\n",
       "      <th>koi_comment_PARENT_IS_FL-Lyr-pri</th>\n",
       "      <th>koi_comment_PARENT_IS_RR-Lyr-pri</th>\n",
       "      <th>koi_comment_PARENT_IS_UZ-Lyr-pri</th>\n",
       "      <th>koi_comment_PARENT_IS_V2277-Cyg-pri</th>\n",
       "      <th>koi_comment_PARENT_IS_V380-Cyg-pri</th>\n",
       "      <th>koi_comment_PARENT_IS_V380-Cyg-sec</th>\n",
       "      <th>koi_comment_PARENT_IS_V850-Cyg-pri</th>\n",
       "      <th>koi_comment_PERIOD_ALIAS_ALT</th>\n",
       "      <th>koi_comment_PERIOD_ALIAS_DV</th>\n",
       "      <th>koi_comment_PERIOD_ALIAS_IN_ALT_DATA_SEEN_AT_3:1</th>\n",
       "      <th>koi_comment_PERIOD_ALIAS_IN_DV_DATA_SEEN_AT_3:1</th>\n",
       "      <th>koi_comment_PLANET_IN_STAR</th>\n",
       "      <th>koi_comment_PLANET_OCCULT_ALT</th>\n",
       "      <th>koi_comment_PLANET_OCCULT_DV</th>\n",
       "      <th>koi_comment_PLANET_PERIOD_IS_HALF_ALT</th>\n",
       "      <th>koi_comment_PLANET_PERIOD_IS_HALF_DV</th>\n",
       "      <th>koi_comment_RESIDUAL_TCE</th>\n",
       "      <th>koi_comment_RESID_OF_PREV_TCE</th>\n",
       "      <th>koi_comment_SAME_NTL_PERIOD</th>\n",
       "      <th>koi_comment_SAME_P_AS_PREV_NTL_TCE</th>\n",
       "      <th>koi_comment_SATURATED</th>\n",
       "      <th>koi_comment_SEASONAL_DEPTH_ALT</th>\n",
       "      <th>koi_comment_SEASONAL_DEPTH_DIFFS_IN_ALT</th>\n",
       "      <th>koi_comment_SEASONAL_DEPTH_DV</th>\n",
       "      <th>koi_comment_SIGNIF_OFFSET</th>\n",
       "      <th>koi_comment_SIG_SEC_IN_ALT_MODEL_SHIFT</th>\n",
       "      <th>koi_comment_SIG_SEC_IN_DV_MODEL_SHIFT</th>\n",
       "      <th>koi_comment_SWEET_EB</th>\n",
       "      <th>koi_comment_SWEET_NTL</th>\n",
       "      <th>koi_comment_TOO_FEW_CENTROIDS</th>\n",
       "      <th>koi_comment_TOO_FEW_QUARTERS</th>\n",
       "      <th>koi_comment_TRANSITS_NOT_CONSISTENT</th>\n",
       "      <th>koi_comment_TRANS_GAPPED</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>predict</th>\n",
       "      <th>koi_disposition</th>\n",
       "      <th>kepoi_name</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "    </tr>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <td rowspan=\"6\" valign=\"top\">CANDIDATE</td>\n",
       "      <td rowspan=\"2\" valign=\"top\">CANDIDATE</td>\n",
       "      <td>K00753.01</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>K00777.01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CANDIDATE</td>\n",
       "      <td>CANDIDATE</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>CANDIDATE</td>\n",
       "      <td>0.999</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td rowspan=\"2\" valign=\"top\">CONFIRMED</td>\n",
       "      <td>K00752.02</td>\n",
       "      <td>Kepler-227 c</td>\n",
       "      <td>CANDIDATE</td>\n",
       "      <td>CONFIRMED</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>CANDIDATE</td>\n",
       "      <td>0.969</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>K00756.03</td>\n",
       "      <td>Kepler-228 b</td>\n",
       "      <td>CANDIDATE</td>\n",
       "      <td>CONFIRMED</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>CANDIDATE</td>\n",
       "      <td>0.992</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td rowspan=\"2\" valign=\"top\">FALSE POSITIVE</td>\n",
       "      <td>K01046.01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CANDIDATE</td>\n",
       "      <td>FALSE POSITIVE</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>FALSE POSITIVE</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <td>K00983.01</td>\n",
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       "      <td>FALSE POSITIVE</td>\n",
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       "    <tr>\n",
       "      <td rowspan=\"6\" valign=\"top\">CONFIRMED</td>\n",
       "      <td rowspan=\"2\" valign=\"top\">CANDIDATE</td>\n",
       "      <td>K00760.01</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>CANDIDATE</td>\n",
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       "    <tr>\n",
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       "    <tr>\n",
       "      <td rowspan=\"2\" valign=\"top\">CONFIRMED</td>\n",
       "      <td>K00752.01</td>\n",
       "      <td>Kepler-227 b</td>\n",
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       "      <td>CONFIRMED</td>\n",
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       "    <tr>\n",
       "      <td>K00755.01</td>\n",
       "      <td>Kepler-664 b</td>\n",
       "      <td>CONFIRMED</td>\n",
       "      <td>CONFIRMED</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td rowspan=\"2\" valign=\"top\">FALSE POSITIVE</td>\n",
       "      <td>K01448.01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CONFIRMED</td>\n",
       "      <td>FALSE POSITIVE</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>FALSE POSITIVE</td>\n",
       "      <td>0.867</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>K00182.01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CONFIRMED</td>\n",
       "      <td>FALSE POSITIVE</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>FALSE POSITIVE</td>\n",
       "      <td>0.876</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td rowspan=\"6\" valign=\"top\">FALSE POSITIVE</td>\n",
       "      <td rowspan=\"2\" valign=\"top\">CANDIDATE</td>\n",
       "      <td>K04685.01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FALSE POSITIVE</td>\n",
       "      <td>CANDIDATE</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>CANDIDATE</td>\n",
       "      <td>0.815</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>K01788.02</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FALSE POSITIVE</td>\n",
       "      <td>CANDIDATE</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>CANDIDATE</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td rowspan=\"2\" valign=\"top\">CONFIRMED</td>\n",
       "      <td>K00125.01</td>\n",
       "      <td>Kepler-468 b</td>\n",
       "      <td>FALSE POSITIVE</td>\n",
       "      <td>CONFIRMED</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>FALSE POSITIVE</td>\n",
       "      <td>0.920</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>K00129.01</td>\n",
       "      <td>Kepler-470 b</td>\n",
       "      <td>FALSE POSITIVE</td>\n",
       "      <td>CONFIRMED</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>FALSE POSITIVE</td>\n",
       "      <td>1.000</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td rowspan=\"2\" valign=\"top\">FALSE POSITIVE</td>\n",
       "      <td>K00754.01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FALSE POSITIVE</td>\n",
       "      <td>FALSE POSITIVE</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>FALSE POSITIVE</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>K00114.01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FALSE POSITIVE</td>\n",
       "      <td>FALSE POSITIVE</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>FALSE POSITIVE</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>1</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                            kepler_name         predict koi_disposition  koi_disposition_CANDIDATE  koi_disposition_CONFIRMED  koi_disposition_FALSE POSITIVE koi_pdisposition  koi_score  koi_fpflag_nt  koi_fpflag_ss  koi_fpflag_co  koi_fpflag_ec  koi_comment_ALL_TRANS_CHASES  koi_comment_ALT_ROBO_ODD_EVEN_TEST_FAIL  koi_comment_ALT_SEC_SAME_DEPTH_AS_PRI_COULD_BE_TWICE_TRUE_PERIOD  koi_comment_ALT_SIG_PRI_MINUS_SIG_POS_TOO_LOW  koi_comment_ALT_SIG_PRI_MINUS_SIG_TER_TOO_LOW  koi_comment_ALT_SIG_PRI_OVER_FRED_TOO_LOW  koi_comment_CENTROID_SIGNIF_UNCERTAIN  koi_comment_CENT_CROWDED  koi_comment_CENT_FEW_DIFFS  koi_comment_CENT_FEW_MEAS  koi_comment_CENT_KIC_POS  koi_comment_CENT_NOFITS  koi_comment_CENT_RESOLVED_OFFSET  koi_comment_CENT_SATURATED  koi_comment_CENT_UNCERTAIN  koi_comment_CENT_UNRESOLVED_OFFSET  koi_comment_CLEAR_APO  koi_comment_CROWDED_DIFF  koi_comment_DEEP_V_SHAPED  koi_comment_DEPTH_ODDEVEN_ALT  koi_comment_DEPTH_ODDEVEN_DV  koi_comment_DV_SIG_PRI_MINUS_SIG_POS_TOO_LOW  koi_comment_DV_SIG_PRI_OVER_FRED_TOO_LOW  koi_comment_EPHEM_MATCH  koi_comment_EYEBALL  koi_comment_FIT_FAILED  koi_comment_HALO_GHOST  koi_comment_HAS_SEC_TCE  koi_comment_INCONSISTENT_TRANS  koi_comment_INDIV_TRANS_CHASES  koi_comment_INDIV_TRANS_CHASES_MARSHALL  koi_comment_INDIV_TRANS_CHASES_MARSHALL_SKYE  koi_comment_INDIV_TRANS_CHASES_MARSHALL_ZUMA  koi_comment_INDIV_TRANS_CHASES_SKYE  koi_comment_INDIV_TRANS_MARSHALL  koi_comment_INDIV_TRANS_MARSHALL_SKYE  koi_comment_INDIV_TRANS_MARSHALL_ZUMA  koi_comment_INDIV_TRANS_RUBBLE  koi_comment_INDIV_TRANS_RUBBLE_MARSHALL_SKYE  koi_comment_INDIV_TRANS_RUBBLE_SKYE  koi_comment_INDIV_TRANS_RUBBLE_SKYE_ZUMA  koi_comment_INDIV_TRANS_RUBBLE_SKYE_ZUMA_TRACKER  koi_comment_INDIV_TRANS_SKYE  koi_comment_INDIV_TRANS_SKYE_ZUMA  koi_comment_INDIV_TRANS_SKYE_ZUMA_TRACKER  koi_comment_INDIV_TRANS_ZUMA  koi_comment_INVERT_DIFF  koi_comment_IS_SEC_TCE  koi_comment_KIC_OFFSET  koi_comment_LPP_ALT  koi_comment_LPP_ALT_TOO_HIGH  koi_comment_LPP_DV  koi_comment_LPP_DV_TOO_HIGH  koi_comment_MARSHALL_FAIL  koi_comment_MOD_NONUNIQ_ALT  koi_comment_MOD_NONUNIQ_DV  koi_comment_MOD_ODDEVEN_ALT  koi_comment_MOD_ODDEVEN_DV  koi_comment_MOD_POS_ALT  koi_comment_MOD_POS_DV  koi_comment_MOD_SEC_ALT  koi_comment_MOD_SEC_DV  koi_comment_MOD_TER_ALT  koi_comment_MOD_TER_DV  koi_comment_OTHER_TCE_AT_SAME_PERIOD_DIFF_EPOCH  koi_comment_PARENT_IS_002305372-pri  koi_comment_PARENT_IS_002449084-pri  koi_comment_PARENT_IS_003352751-pri  koi_comment_PARENT_IS_003858884-01  koi_comment_PARENT_IS_004482641-01  koi_comment_PARENT_IS_005024292-01  koi_comment_PARENT_IS_005036538-01  koi_comment_PARENT_IS_005343976-pri  koi_comment_PARENT_IS_005471619-pri  koi_comment_PARENT_IS_005513861-pri  koi_comment_PARENT_IS_006367628-pri  koi_comment_PARENT_IS_007258889-pri  koi_comment_PARENT_IS_007598128-pri  koi_comment_PARENT_IS_008265951-pri  koi_comment_PARENT_IS_008380743-pri  koi_comment_PARENT_IS_009541127-pri  koi_comment_PARENT_IS_009777062-01  koi_comment_PARENT_IS_010485137-pri  koi_comment_PARENT_IS_010858720-pri  koi_comment_PARENT_IS_012004679-pri  koi_comment_PARENT_IS_3597.01  koi_comment_PARENT_IS_3895.01  koi_comment_PARENT_IS_4673.01  koi_comment_PARENT_IS_489.01  koi_comment_PARENT_IS_5335.01  koi_comment_PARENT_IS_970.01  koi_comment_PARENT_IS_FL-Lyr-pri  koi_comment_PARENT_IS_RR-Lyr-pri  koi_comment_PARENT_IS_UZ-Lyr-pri  koi_comment_PARENT_IS_V2277-Cyg-pri  koi_comment_PARENT_IS_V380-Cyg-pri  koi_comment_PARENT_IS_V380-Cyg-sec  koi_comment_PARENT_IS_V850-Cyg-pri  koi_comment_PERIOD_ALIAS_ALT  koi_comment_PERIOD_ALIAS_DV  koi_comment_PERIOD_ALIAS_IN_ALT_DATA_SEEN_AT_3:1  koi_comment_PERIOD_ALIAS_IN_DV_DATA_SEEN_AT_3:1  koi_comment_PLANET_IN_STAR  koi_comment_PLANET_OCCULT_ALT  koi_comment_PLANET_OCCULT_DV  koi_comment_PLANET_PERIOD_IS_HALF_ALT  koi_comment_PLANET_PERIOD_IS_HALF_DV  koi_comment_RESIDUAL_TCE  koi_comment_RESID_OF_PREV_TCE  koi_comment_SAME_NTL_PERIOD  koi_comment_SAME_P_AS_PREV_NTL_TCE  koi_comment_SATURATED  koi_comment_SEASONAL_DEPTH_ALT  koi_comment_SEASONAL_DEPTH_DIFFS_IN_ALT  koi_comment_SEASONAL_DEPTH_DV  koi_comment_SIGNIF_OFFSET  koi_comment_SIG_SEC_IN_ALT_MODEL_SHIFT  koi_comment_SIG_SEC_IN_DV_MODEL_SHIFT  koi_comment_SWEET_EB  koi_comment_SWEET_NTL  koi_comment_TOO_FEW_CENTROIDS  koi_comment_TOO_FEW_QUARTERS  koi_comment_TRANSITS_NOT_CONSISTENT  koi_comment_TRANS_GAPPED\n",
       "predict        koi_disposition kepoi_name                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              \n",
       "CANDIDATE      CANDIDATE       K00753.01   NaN           CANDIDATE       CANDIDATE       1                          0                          0                               CANDIDATE        0.000      0              0              0              0              0                             0                                        0                                                                 0                                              0                                              0                                          0                                      0                         0                           0                          0                         0                        0                                 0                           0                           0                                   0                      0                         1                          0                              0                             0                                             0                                         0                        0                    0                       0                       0                        0                               0                               0                                        0                                             0                                             0                                    0                                 0                                      0                                      0                               0                                             0                                    0                                         0                                                 0                             0                                  0                                          0                             0                        0                       0                       0                    0                             0                   0                            0                          0                            0                           0                            0                           0                        0                       0                        0                       0                        0                       0                                                0                                    0                                    0                                    0                                   0                                   0                                   0                                   0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                   0                                    0                                    0                                    0                              0                              0                              0                             0                              0                             0                                 0                                 0                                 0                                    0                                   0                                   0                                   0                             0                            0                                                 0                                                0                           0                              0                             0                                      0                                     0                         0                              0                            0                                   0                      0                               0                                        0                              0                          0                                       0                                      0                     0                      0                              0                             0                                    0                       \n",
       "                               K00777.01   NaN           CANDIDATE       CANDIDATE       1                          0                          0                               CANDIDATE        0.999      0              0              0              0              0                             0                                        0                                                                 0                                              0                                              0                                          0                                      0                         0                           0                          0                         0                        0                                 0                           0                           0                                   0                      0                         0                          0                              0                             0                                             0                                         0                        0                    0                       0                       0                        0                               0                               0                                        0                                             0                                             0                                    0                                 0                                      0                                      0                               0                                             0                                    0                                         0                                                 0                             0                                  0                                          0                             0                        0                       0                       0                    0                             0                   0                            0                          0                            0                           0                            0                           0                        0                       0                        0                       0                        0                       0                                                0                                    0                                    0                                    0                                   0                                   0                                   0                                   0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                   0                                    0                                    0                                    0                              0                              0                              0                             0                              0                             0                                 0                                 0                                 0                                    0                                   0                                   0                                   0                             0                            0                                                 0                                                0                           0                              0                             0                                      0                                     0                         0                              0                            0                                   0                      0                               0                                        0                              0                          0                                       0                                      0                     0                      0                              0                             0                                    0                       \n",
       "               CONFIRMED       K00752.02   Kepler-227 c  CANDIDATE       CONFIRMED       0                          1                          0                               CANDIDATE        0.969      0              0              0              0              0                             0                                        0                                                                 0                                              0                                              0                                          0                                      0                         0                           0                          0                         0                        0                                 0                           0                           0                                   0                      0                         0                          0                              0                             0                                             0                                         0                        0                    0                       0                       0                        0                               0                               0                                        0                                             0                                             0                                    0                                 0                                      0                                      0                               0                                             0                                    0                                         0                                                 0                             0                                  0                                          0                             0                        0                       0                       0                    0                             0                   0                            0                          0                            0                           0                            0                           0                        0                       0                        0                       0                        0                       0                                                0                                    0                                    0                                    0                                   0                                   0                                   0                                   0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                   0                                    0                                    0                                    0                              0                              0                              0                             0                              0                             0                                 0                                 0                                 0                                    0                                   0                                   0                                   0                             0                            0                                                 0                                                0                           0                              0                             0                                      0                                     0                         0                              0                            0                                   0                      0                               0                                        0                              0                          0                                       0                                      0                     0                      0                              0                             0                                    0                       \n",
       "                               K00756.03   Kepler-228 b  CANDIDATE       CONFIRMED       0                          1                          0                               CANDIDATE        0.992      0              0              0              0              0                             0                                        0                                                                 0                                              0                                              0                                          0                                      0                         0                           0                          0                         0                        0                                 0                           0                           0                                   0                      0                         0                          0                              0                             0                                             0                                         0                        0                    0                       0                       0                        0                               0                               0                                        0                                             0                                             0                                    0                                 0                                      0                                      0                               0                                             0                                    0                                         0                                                 0                             0                                  0                                          0                             0                        0                       0                       0                    0                             0                   0                            0                          0                            0                           0                            0                           0                        0                       0                        0                       0                        0                       0                                                0                                    0                                    0                                    0                                   0                                   0                                   0                                   0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                   0                                    0                                    0                                    0                              0                              0                              0                             0                              0                             0                                 0                                 0                                 0                                    0                                   0                                   0                                   0                             0                            0                                                 0                                                0                           0                              0                             0                                      0                                     0                         0                              0                            0                                   0                      0                               0                                        0                              0                          0                                       0                                      0                     0                      0                              0                             0                                    0                       \n",
       "               FALSE POSITIVE  K01046.01   NaN           CANDIDATE       FALSE POSITIVE  0                          0                          1                               FALSE POSITIVE   0.000      0              0              0              0              0                             0                                        0                                                                 0                                              0                                              0                                          0                                      0                         0                           0                          0                         0                        0                                 0                           0                           0                                   0                      0                         0                          0                              0                             0                                             0                                         0                        0                    0                       0                       0                        0                               0                               0                                        0                                             0                                             0                                    0                                 0                                      0                                      0                               0                                             0                                    0                                         0                                                 0                             0                                  0                                          0                             0                        0                       0                       0                    0                             0                   0                            0                          0                            0                           0                            0                           0                        0                       0                        0                       0                        0                       0                                                0                                    0                                    0                                    0                                   0                                   0                                   0                                   0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                   0                                    0                                    0                                    0                              0                              0                              0                             0                              0                             0                                 0                                 0                                 0                                    0                                   0                                   0                                   0                             0                            0                                                 0                                                0                           0                              0                             0                                      0                                     0                         0                              0                            0                                   0                      0                               0                                        0                              0                          0                                       0                                      0                     0                      0                              0                             0                                    0                       \n",
       "                               K00983.01   NaN           CANDIDATE       FALSE POSITIVE  0                          0                          1                               FALSE POSITIVE   0.000      0              0              0              0              0                             0                                        0                                                                 0                                              0                                              0                                          0                                      0                         0                           0                          0                         0                        0                                 0                           0                           0                                   0                      0                         0                          0                              0                             0                                             0                                         0                        0                    0                       0                       0                        0                               0                               0                                        0                                             0                                             0                                    0                                 0                                      0                                      0                               0                                             0                                    0                                         0                                                 0                             0                                  0                                          0                             0                        0                       0                       0                    0                             0                   0                            0                          0                            0                           0                            0                           0                        0                       0                        0                       0                        0                       0                                                0                                    0                                    0                                    0                                   0                                   0                                   0                                   0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                   0                                    0                                    0                                    0                              0                              0                              0                             0                              0                             0                                 0                                 0                                 0                                    0                                   0                                   0                                   0                             0                            0                                                 0                                                0                           0                              0                             0                                      0                                     0                         0                              0                            0                                   0                      0                               0                                        0                              0                          0                                       0                                      0                     0                      0                              0                             0                                    0                       \n",
       "CONFIRMED      CANDIDATE       K00760.01   NaN           CONFIRMED       CANDIDATE       1                          0                          0                               CANDIDATE        1.000      0              0              0              0              0                             0                                        0                                                                 0                                              0                                              0                                          0                                      0                         0                           0                          0                         0                        0                                 0                           0                           0                                   0                      0                         0                          0                              0                             0                                             0                                         0                        0                    0                       0                       0                        0                               0                               0                                        0                                             0                                             0                                    0                                 0                                      0                                      0                               0                                             0                                    0                                         0                                                 0                             0                                  0                                          0                             0                        0                       0                       0                    0                             0                   0                            0                          0                            0                           0                            0                           0                        0                       0                        0                       0                        0                       0                                                0                                    0                                    0                                    0                                   0                                   0                                   0                                   0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                   0                                    0                                    0                                    0                              0                              0                              0                             0                              0                             0                                 0                                 0                                 0                                    0                                   0                                   0                                   0                             0                            0                                                 0                                                0                           0                              0                             0                                      0                                     0                         0                              0                            0                                   0                      0                               0                                        0                              0                          0                                       0                                      0                     0                      0                              0                             0                                    0                       \n",
       "                               K00797.01   NaN           CONFIRMED       CANDIDATE       1                          0                          0                               CANDIDATE        1.000      0              0              0              0              0                             0                                        0                                                                 0                                              0                                              0                                          0                                      0                         0                           0                          0                         0                        0                                 0                           0                           0                                   0                      0                         0                          0                              0                             0                                             0                                         0                        0                    0                       0                       0                        0                               0                               0                                        0                                             0                                             0                                    0                                 0                                      0                                      0                               0                                             0                                    0                                         0                                                 0                             0                                  0                                          0                             0                        0                       0                       0                    0                             0                   0                            0                          0                            0                           0                            0                           0                        0                       0                        0                       0                        0                       0                                                0                                    0                                    0                                    0                                   0                                   0                                   0                                   0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                   0                                    0                                    0                                    0                              0                              0                              0                             0                              0                             0                                 0                                 0                                 0                                    0                                   0                                   0                                   0                             0                            0                                                 0                                                0                           0                              0                             0                                      0                                     0                         0                              0                            0                                   0                      0                               0                                        0                              0                          0                                       0                                      0                     0                      0                              0                             0                                    0                       \n",
       "               CONFIRMED       K00752.01   Kepler-227 b  CONFIRMED       CONFIRMED       0                          1                          0                               CANDIDATE        1.000      0              0              0              0              0                             0                                        0                                                                 0                                              0                                              0                                          0                                      0                         0                           0                          0                         0                        0                                 0                           0                           0                                   0                      0                         0                          0                              0                             0                                             0                                         0                        0                    0                       0                       0                        0                               0                               0                                        0                                             0                                             0                                    0                                 0                                      0                                      0                               0                                             0                                    0                                         0                                                 0                             0                                  0                                          0                             0                        0                       0                       0                    0                             0                   0                            0                          0                            0                           0                            0                           0                        0                       0                        0                       0                        0                       0                                                0                                    0                                    0                                    0                                   0                                   0                                   0                                   0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                   0                                    0                                    0                                    0                              0                              0                              0                             0                              0                             0                                 0                                 0                                 0                                    0                                   0                                   0                                   0                             0                            0                                                 0                                                0                           0                              0                             0                                      0                                     0                         0                              0                            0                                   0                      0                               0                                        0                              0                          0                                       0                                      0                     0                      0                              0                             0                                    0                       \n",
       "                               K00755.01   Kepler-664 b  CONFIRMED       CONFIRMED       0                          1                          0                               CANDIDATE        1.000      0              0              0              0              0                             0                                        0                                                                 0                                              0                                              0                                          0                                      0                         0                           0                          0                         0                        0                                 0                           0                           0                                   0                      0                         0                          0                              0                             0                                             0                                         0                        0                    0                       0                       0                        0                               0                               0                                        0                                             0                                             0                                    0                                 0                                      0                                      0                               0                                             0                                    0                                         0                                                 0                             0                                  0                                          0                             0                        0                       0                       0                    0                             0                   0                            0                          0                            0                           0                            0                           0                        0                       0                        0                       0                        0                       0                                                0                                    0                                    0                                    0                                   0                                   0                                   0                                   0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                   0                                    0                                    0                                    0                              0                              0                              0                             0                              0                             0                                 0                                 0                                 0                                    0                                   0                                   0                                   0                             0                            0                                                 0                                                0                           0                              0                             0                                      0                                     0                         0                              0                            0                                   0                      0                               0                                        0                              0                          0                                       0                                      0                     0                      0                              0                             0                                    0                       \n",
       "               FALSE POSITIVE  K01448.01   NaN           CONFIRMED       FALSE POSITIVE  0                          0                          1                               FALSE POSITIVE   0.867      0              1              0              0              0                             0                                        0                                                                 0                                              0                                              0                                          0                                      0                         0                           0                          0                         0                        0                                 0                           0                           0                                   0                      0                         0                          0                              0                             0                                             0                                         0                        0                    0                       0                       1                        0                               0                               0                                        0                                             0                                             0                                    0                                 0                                      0                                      0                               0                                             0                                    0                                         0                                                 0                             0                                  0                                          0                             0                        0                       0                       0                    0                             0                   0                            0                          0                            0                           0                            0                           0                        0                       1                        1                       0                        0                       0                                                0                                    0                                    0                                    0                                   0                                   0                                   0                                   0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                   0                                    0                                    0                                    0                              0                              0                              0                             0                              0                             0                                 0                                 0                                 0                                    0                                   0                                   0                                   0                             0                            0                                                 0                                                0                           1                              0                             0                                      0                                     0                         0                              0                            0                                   0                      0                               0                                        0                              0                          0                                       0                                      0                     0                      0                              0                             0                                    0                       \n",
       "                               K00182.01   NaN           CONFIRMED       FALSE POSITIVE  0                          0                          1                               FALSE POSITIVE   0.876      0              1              0              0              0                             0                                        0                                                                 0                                              0                                              0                                          0                                      0                         0                           0                          0                         0                        0                                 0                           0                           0                                   0                      0                         0                          0                              0                             0                                             0                                         0                        0                    0                       0                       1                        0                               0                               0                                        0                                             0                                             0                                    0                                 0                                      0                                      0                               0                                             0                                    0                                         0                                                 0                             0                                  0                                          0                             0                        0                       0                       0                    0                             0                   0                            0                          0                            0                           0                            0                           0                        0                       1                        1                       0                        0                       0                                                0                                    0                                    0                                    0                                   0                                   0                                   0                                   0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                   0                                    0                                    0                                    0                              0                              0                              0                             0                              0                             0                                 0                                 0                                 0                                    0                                   0                                   0                                   0                             0                            0                                                 0                                                0                           1                              0                             0                                      0                                     0                         0                              0                            0                                   0                      0                               0                                        0                              0                          0                                       0                                      0                     0                      0                              0                             0                                    0                       \n",
       "FALSE POSITIVE CANDIDATE       K04685.01   NaN           FALSE POSITIVE  CANDIDATE       1                          0                          0                               CANDIDATE        0.815      0              0              0              0              0                             0                                        0                                                                 0                                              0                                              0                                          0                                      0                         0                           1                          0                         0                        0                                 0                           0                           0                                   0                      0                         0                          0                              0                             0                                             0                                         0                        0                    0                       0                       1                        0                               0                               0                                        0                                             0                                             0                                    0                                 0                                      0                                      0                               0                                             0                                    0                                         0                                                 0                             0                                  0                                          0                             0                        0                       0                       0                    0                             0                   0                            0                          0                            0                           0                            0                           0                        0                       1                        1                       0                        0                       0                                                0                                    0                                    0                                    0                                   0                                   0                                   0                                   0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                   0                                    0                                    0                                    0                              0                              0                              0                             0                              0                             0                                 0                                 0                                 0                                    0                                   0                                   0                                   0                             0                            0                                                 0                                                0                           0                              0                             1                                      0                                     0                         0                              0                            0                                   0                      0                               0                                        0                              0                          0                                       0                                      0                     0                      0                              0                             0                                    0                       \n",
       "                               K01788.02   NaN           FALSE POSITIVE  CANDIDATE       1                          0                          0                               CANDIDATE        0.000      0              0              0              0              0                             0                                        0                                                                 0                                              0                                              0                                          0                                      0                         0                           0                          0                         0                        0                                 0                           0                           0                                   0                      0                         0                          0                              0                             0                                             0                                         0                        0                    0                       0                       0                        0                               0                               0                                        0                                             0                                             0                                    0                                 1                                      0                                      0                               0                                             0                                    0                                         0                                                 0                             0                                  0                                          0                             0                        0                       0                       0                    0                             0                   0                            0                          0                            0                           0                            0                           0                        0                       0                        0                       0                        0                       0                                                0                                    0                                    0                                    0                                   0                                   0                                   0                                   0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                   0                                    0                                    0                                    0                              0                              0                              0                             0                              0                             0                                 0                                 0                                 0                                    0                                   0                                   0                                   0                             0                            0                                                 0                                                0                           0                              0                             0                                      0                                     0                         0                              0                            0                                   0                      0                               0                                        0                              0                          0                                       0                                      0                     0                      0                              0                             0                                    0                       \n",
       "               CONFIRMED       K00125.01   Kepler-468 b  FALSE POSITIVE  CONFIRMED       0                          1                          0                               FALSE POSITIVE   0.920      0              1              0              0              0                             0                                        0                                                                 0                                              0                                              0                                          0                                      0                         0                           0                          0                         0                        0                                 0                           0                           0                                   0                      0                         0                          0                              0                             0                                             0                                         0                        0                    0                       0                       0                        0                               0                               0                                        0                                             0                                             0                                    0                                 0                                      0                                      0                               0                                             0                                    0                                         0                                                 0                             0                                  0                                          0                             0                        0                       0                       0                    0                             0                   0                            0                          0                            0                           0                            0                           0                        0                       0                        0                       0                        0                       0                                                0                                    0                                    0                                    0                                   0                                   0                                   0                                   0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                   0                                    0                                    0                                    0                              0                              0                              0                             0                              0                             0                                 0                                 0                                 0                                    0                                   0                                   0                                   0                             0                            0                                                 0                                                0                           0                              0                             0                                      0                                     0                         0                              0                            0                                   0                      0                               0                                        0                              0                          0                                       0                                      0                     0                      0                              0                             0                                    0                       \n",
       "                               K00129.01   Kepler-470 b  FALSE POSITIVE  CONFIRMED       0                          1                          0                               FALSE POSITIVE   1.000      0              1              0              0              0                             0                                        0                                                                 0                                              0                                              0                                          0                                      0                         0                           0                          0                         0                        0                                 0                           0                           0                                   0                      0                         0                          0                              0                             0                                             0                                         0                        0                    0                       0                       0                        0                               0                               0                                        0                                             0                                             0                                    0                                 0                                      0                                      0                               0                                             0                                    0                                         0                                                 0                             0                                  0                                          0                             0                        0                       0                       0                    0                             0                   0                            0                          0                            0                           0                            0                           0                        0                       0                        0                       0                        0                       0                                                0                                    0                                    0                                    0                                   0                                   0                                   0                                   0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                   0                                    0                                    0                                    0                              0                              0                              0                             0                              0                             0                                 0                                 0                                 0                                    0                                   0                                   0                                   0                             0                            0                                                 0                                                0                           0                              0                             0                                      0                                     0                         0                              0                            0                                   0                      0                               0                                        0                              0                          0                                       0                                      0                     0                      0                              0                             0                                    0                       \n",
       "               FALSE POSITIVE  K00754.01   NaN           FALSE POSITIVE  FALSE POSITIVE  0                          0                          1                               FALSE POSITIVE   0.000      0              1              0              0              0                             0                                        0                                                                 0                                              0                                              0                                          0                                      0                         0                           0                          0                         0                        0                                 0                           0                           0                                   0                      0                         1                          0                              0                             0                                             0                                         0                        0                    0                       0                       0                        0                               0                               0                                        0                                             0                                             0                                    0                                 0                                      0                                      0                               0                                             0                                    0                                         0                                                 0                             0                                  0                                          0                             0                        0                       0                       0                    0                             0                   0                            0                          0                            0                           1                            1                           0                        0                       0                        0                       0                        0                       0                                                0                                    0                                    0                                    0                                   0                                   0                                   0                                   0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                   0                                    0                                    0                                    0                              0                              0                              0                             0                              0                             0                                 0                                 0                                 0                                    0                                   0                                   0                                   0                             0                            0                                                 0                                                0                           0                              0                             0                                      0                                     0                         0                              0                            0                                   0                      0                               0                                        0                              0                          0                                       0                                      0                     0                      0                              0                             0                                    0                       \n",
       "                               K00114.01   NaN           FALSE POSITIVE  FALSE POSITIVE  0                          0                          1                               FALSE POSITIVE   0.000      0              1              1              0              0                             0                                        0                                                                 0                                              0                                              0                                          0                                      0                         0                           0                          0                         0                        1                                 0                           0                           0                                   0                      0                         0                          0                              0                             0                                             0                                         0                        0                    0                       0                       1                        0                               0                               0                                        0                                             0                                             0                                    0                                 0                                      0                                      0                               0                                             0                                    0                                         0                                                 0                             0                                  0                                          0                             0                        0                       0                       0                    0                             0                   0                            0                          0                            0                           0                            0                           0                        0                       1                        1                       0                        0                       0                                                0                                    0                                    0                                    0                                   0                                   0                                   0                                   0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                    0                                   0                                    0                                    0                                    0                              0                              0                              0                             0                              0                             0                                 0                                 0                                 0                                    0                                   0                                   0                                   0                             0                            0                                                 0                                                0                           0                              0                             0                                      0                                     0                         0                              0                            0                                   0                      0                               0                                        0                              0                          0                                       0                                      0                     0                      0                              0                             0                                    0                       "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "accuracy = onehot_dataset.query('predict == koi_disposition').shape[0] / onehot_dataset.shape[0]\n",
    "\n",
    "with pd.option_context('display.max_rows', None, 'display.max_columns', None):\n",
    "    print(f'Accuracy: {round(accuracy*100, 2)}%' )\n",
    "    print('\\n----------\\n')\n",
    "    print('Confusion Matrix')\n",
    "    display( onehot_dataset\n",
    "            .sort_values(['predict', 'koi_disposition']) \n",
    "            .groupby(['predict', 'koi_disposition']) \n",
    "            .size()\n",
    "    )    \n",
    "    print('\\n----------\\n')\n",
    "    print('Examples of each combination of true positive and false negative')\n",
    "    display( onehot_dataset\n",
    "            # .query('predict != koi_disposition')\n",
    "            .sort_values(['predict', 'koi_disposition']) \n",
    "            .groupby(['predict', 'koi_disposition']) \n",
    "            .apply(lambda group:group.head(2))\n",
    "   )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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