EDA_Sandtable
Sai Li
05/07/2017
Load Package and Data
library(ggplot2)## Warning: package 'ggplot2' was built under R version 3.1.3library(psych)## Warning: package 'psych' was built under R version 3.1.3##
## Attaching package: 'psych'
##
## The following objects are masked from 'package:ggplot2':
##
## %+%, alphasetwd("~/Desktop/santable")
temp <- read.csv("cumulative.csv")Describe
## [1] "rowid" "kepid" "kepoi_name"
## [4] "kepler_name" "koi_disposition" "koi_pdisposition"
## [7] "koi_score" "koi_fpflag_nt" "koi_fpflag_ss"
## [10] "koi_fpflag_co" "koi_fpflag_ec" "koi_period"
## [13] "koi_period_err1" "koi_period_err2" "koi_time0bk"
## [16] "koi_time0bk_err1" "koi_time0bk_err2" "koi_impact"
## [19] "koi_impact_err1" "koi_impact_err2" "koi_duration"
## [22] "koi_duration_err1" "koi_duration_err2" "koi_depth"
## [25] "koi_depth_err1" "koi_depth_err2" "koi_prad"
## [28] "koi_prad_err1" "koi_prad_err2" "koi_teq"
## [31] "koi_teq_err1" "koi_teq_err2" "koi_insol"
## [34] "koi_insol_err1" "koi_insol_err2" "koi_model_snr"
## [37] "koi_tce_plnt_num" "koi_tce_delivname" "koi_steff"
## [40] "koi_steff_err1" "koi_steff_err2" "koi_slogg"
## [43] "koi_slogg_err1" "koi_slogg_err2" "koi_srad"
## [46] "koi_srad_err1" "koi_srad_err2" "ra"
## [49] "dec" "koi_kepmag"## rowid kepid kepoi_name kepler_name
## "integer" "integer" "factor" "factor"
## koi_disposition koi_pdisposition koi_score koi_fpflag_nt
## "factor" "factor" "numeric" "integer"
## koi_fpflag_ss koi_fpflag_co koi_fpflag_ec koi_period
## "integer" "integer" "integer" "numeric"
## koi_period_err1 koi_period_err2 koi_time0bk koi_time0bk_err1
## "numeric" "numeric" "numeric" "numeric"
## koi_time0bk_err2 koi_impact koi_impact_err1 koi_impact_err2
## "numeric" "numeric" "numeric" "numeric"
## koi_duration koi_duration_err1 koi_duration_err2 koi_depth
## "numeric" "numeric" "numeric" "numeric"
## koi_depth_err1 koi_depth_err2 koi_prad koi_prad_err1
## "numeric" "numeric" "numeric" "numeric"
## koi_prad_err2 koi_teq koi_teq_err1 koi_teq_err2
## "numeric" "integer" "logical" "logical"
## koi_insol koi_insol_err1 koi_insol_err2 koi_model_snr
## "numeric" "numeric" "numeric" "numeric"
## koi_tce_plnt_num koi_tce_delivname koi_steff koi_steff_err1
## "integer" "factor" "integer" "integer"
## koi_steff_err2 koi_slogg koi_slogg_err1 koi_slogg_err2
## "integer" "numeric" "numeric" "numeric"
## koi_srad koi_srad_err1 koi_srad_err2 ra
## "numeric" "numeric" "numeric" "numeric"
## dec koi_kepmag
## "numeric" "numeric"## rowid kepid kepoi_name kepler_name koi_disposition koi_pdisposition
## 1 1 10797460 K00752.01 Kepler-227 b CONFIRMED CANDIDATE
## 2 2 10797460 K00752.02 Kepler-227 c CONFIRMED CANDIDATE
## 3 3 10811496 K00753.01 FALSE POSITIVE FALSE POSITIVE
## 4 4 10848459 K00754.01 FALSE POSITIVE FALSE POSITIVE
## 5 5 10854555 K00755.01 Kepler-664 b CONFIRMED CANDIDATE
## 6 6 10872983 K00756.01 Kepler-228 d CONFIRMED CANDIDATE
## koi_score koi_fpflag_nt koi_fpflag_ss koi_fpflag_co koi_fpflag_ec
## 1 1.000 0 0 0 0
## 2 0.969 0 0 0 0
## 3 0.000 0 1 0 0
## 4 0.000 0 1 0 0
## 5 1.000 0 0 0 0
## 6 1.000 0 0 0 0
## koi_period koi_period_err1 koi_period_err2 koi_time0bk koi_time0bk_err1
## 1 9.488036 2.78e-05 -2.78e-05 170.5387 0.002160
## 2 54.418383 2.48e-04 -2.48e-04 162.5138 0.003520
## 3 19.899140 1.49e-05 -1.49e-05 175.8503 0.000581
## 4 1.736952 2.63e-07 -2.63e-07 170.3076 0.000115
## 5 2.525592 3.76e-06 -3.76e-06 171.5956 0.001130
## 6 11.094321 2.04e-05 -2.04e-05 171.2012 0.001410
## koi_time0bk_err2 koi_impact koi_impact_err1 koi_impact_err2 koi_duration
## 1 -0.002160 0.146 0.318 -0.146 2.95750
## 2 -0.003520 0.586 0.059 -0.443 4.50700
## 3 -0.000581 0.969 5.126 -0.077 1.78220
## 4 -0.000115 1.276 0.115 -0.092 2.40641
## 5 -0.001130 0.701 0.235 -0.478 1.65450
## 6 -0.001410 0.538 0.030 -0.428 4.59450
## koi_duration_err1 koi_duration_err2 koi_depth koi_depth_err1
## 1 0.08190 -0.08190 616 19.5
## 2 0.11600 -0.11600 875 35.5
## 3 0.03410 -0.03410 10800 171.0
## 4 0.00537 -0.00537 8080 12.8
## 5 0.04200 -0.04200 603 16.9
## 6 0.06100 -0.06100 1520 24.2
## koi_depth_err2 koi_prad koi_prad_err1 koi_prad_err2 koi_teq koi_teq_err1
## 1 -19.5 2.26 0.26 -0.15 793 NA
## 2 -35.5 2.83 0.32 -0.19 443 NA
## 3 -171.0 14.60 3.92 -1.31 638 NA
## 4 -12.8 33.46 8.50 -2.83 1395 NA
## 5 -16.9 2.75 0.88 -0.35 1406 NA
## 6 -24.2 3.90 1.27 -0.42 835 NA
## koi_teq_err2 koi_insol koi_insol_err1 koi_insol_err2 koi_model_snr
## 1 NA 93.59 29.45 -16.65 35.8
## 2 NA 9.11 2.87 -1.62 25.8
## 3 NA 39.30 31.04 -10.49 76.3
## 4 NA 891.96 668.95 -230.35 505.6
## 5 NA 926.16 874.33 -314.24 40.9
## 6 NA 114.81 112.85 -36.70 66.5
## koi_tce_plnt_num koi_tce_delivname koi_steff koi_steff_err1
## 1 1 q1_q17_dr25_tce 5455 81
## 2 2 q1_q17_dr25_tce 5455 81
## 3 1 q1_q17_dr25_tce 5853 158
## 4 1 q1_q17_dr25_tce 5805 157
## 5 1 q1_q17_dr25_tce 6031 169
## 6 1 q1_q17_dr25_tce 6046 189
## koi_steff_err2 koi_slogg koi_slogg_err1 koi_slogg_err2 koi_srad
## 1 -81 4.467 0.064 -0.096 0.927
## 2 -81 4.467 0.064 -0.096 0.927
## 3 -176 4.544 0.044 -0.176 0.868
## 4 -174 4.564 0.053 -0.168 0.791
## 5 -211 4.438 0.070 -0.210 1.046
## 6 -232 4.486 0.054 -0.229 0.972
## koi_srad_err1 koi_srad_err2 ra dec koi_kepmag
## 1 0.105 -0.061 291.9342 48.14165 15.347
## 2 0.105 -0.061 291.9342 48.14165 15.347
## 3 0.233 -0.078 297.0048 48.13413 15.436
## 4 0.201 -0.067 285.5346 48.28521 15.597
## 5 0.334 -0.133 288.7549 48.22620 15.509
## 6 0.315 -0.105 296.2861 48.22467 15.714## 'data.frame': 9564 obs. of 50 variables:
## $ rowid : int 1 2 3 4 5 6 7 8 9 10 ...
## $ kepid : int 10797460 10797460 10811496 10848459 10854555 10872983 10872983 10872983 6721123 10910878 ...
## $ kepoi_name : Factor w/ 9564 levels "K00001.01","K00002.01",..: 1081 1082 1083 1084 1085 1086 1087 1088 108 1089 ...
## $ kepler_name : Factor w/ 2295 levels "","Kepler-1 b",..: 1037 1038 1 1 1869 1041 1040 1039 1 1043 ...
## $ koi_disposition : Factor w/ 3 levels "CANDIDATE","CONFIRMED",..: 2 2 3 3 2 2 2 2 3 2 ...
## $ koi_pdisposition : Factor w/ 2 levels "CANDIDATE","FALSE POSITIVE": 1 1 2 2 1 1 1 1 2 1 ...
## $ koi_score : num 1 0.969 0 0 1 1 1 0.992 0 1 ...
## $ koi_fpflag_nt : int 0 0 0 0 0 0 0 0 0 0 ...
## $ koi_fpflag_ss : int 0 0 1 1 0 0 0 0 1 0 ...
## $ koi_fpflag_co : int 0 0 0 0 0 0 0 0 1 0 ...
## $ koi_fpflag_ec : int 0 0 0 0 0 0 0 0 0 0 ...
## $ koi_period : num 9.49 54.42 19.9 1.74 2.53 ...
## $ koi_period_err1 : num 2.78e-05 2.48e-04 1.49e-05 2.63e-07 3.76e-06 2.04e-05 1.05e-05 1.78e-05 2.13e-05 1.09e-05 ...
## $ koi_period_err2 : num -2.78e-05 -2.48e-04 -1.49e-05 -2.63e-07 -3.76e-06 -2.04e-05 -1.05e-05 -1.78e-05 -2.13e-05 -1.09e-05 ...
## $ koi_time0bk : num 171 163 176 170 172 ...
## $ koi_time0bk_err1 : num 0.00216 0.00352 0.000581 0.000115 0.00113 0.00141 0.0019 0.00461 0.00253 0.000517 ...
## $ koi_time0bk_err2 : num -0.00216 -0.00352 -0.000581 -0.000115 -0.00113 -0.00141 -0.0019 -0.00461 -0.00253 -0.000517 ...
## $ koi_impact : num 0.146 0.586 0.969 1.276 0.701 ...
## $ koi_impact_err1 : num 0.318 0.059 5.126 0.115 0.235 ...
## $ koi_impact_err2 : num -0.146 -0.443 -0.077 -0.092 -0.478 -0.428 -0.532 -0.523 -0.044 -0.052 ...
## $ koi_duration : num 2.96 4.51 1.78 2.41 1.65 ...
## $ koi_duration_err1: num 0.0819 0.116 0.0341 0.00537 0.042 0.061 0.0673 0.165 0.136 0.0241 ...
## $ koi_duration_err2: num -0.0819 -0.116 -0.0341 -0.00537 -0.042 -0.061 -0.0673 -0.165 -0.136 -0.0241 ...
## $ koi_depth : num 616 875 10800 8080 603 1520 686 227 234 4910 ...
## $ koi_depth_err1 : num 19.5 35.5 171 12.8 16.9 24.2 18.7 16.8 5.8 33.3 ...
## $ koi_depth_err2 : num -19.5 -35.5 -171 -12.8 -16.9 -24.2 -18.7 -16.8 -5.8 -33.3 ...
## $ koi_prad : num 2.26 2.83 14.6 33.46 2.75 ...
## $ koi_prad_err1 : num 0.26 0.32 3.92 8.5 0.88 1.27 0.9 0.52 6.45 0.22 ...
## $ koi_prad_err2 : num -0.15 -0.19 -1.31 -2.83 -0.35 -0.42 -0.3 -0.17 -9.67 -0.49 ...
## $ koi_teq : int 793 443 638 1395 1406 835 1160 1360 1342 600 ...
## $ koi_teq_err1 : logi NA NA NA NA NA NA ...
## $ koi_teq_err2 : logi NA NA NA NA NA NA ...
## $ koi_insol : num 93.59 9.11 39.3 891.96 926.16 ...
## $ koi_insol_err1 : num 29.45 2.87 31.04 668.95 874.33 ...
## $ koi_insol_err2 : num -16.65 -1.62 -10.49 -230.35 -314.24 ...
## $ koi_model_snr : num 35.8 25.8 76.3 505.6 40.9 ...
## $ koi_tce_plnt_num : int 1 2 1 1 1 1 2 3 1 1 ...
## $ koi_tce_delivname: Factor w/ 4 levels "","q1_q16_tce",..: 4 4 4 4 4 4 4 4 4 4 ...
## $ koi_steff : int 5455 5455 5853 5805 6031 6046 6046 6046 6227 5031 ...
## $ koi_steff_err1 : int 81 81 158 157 169 189 189 189 111 75 ...
## $ koi_steff_err2 : int -81 -81 -176 -174 -211 -232 -232 -232 -124 -83 ...
## $ koi_slogg : num 4.47 4.47 4.54 4.56 4.44 ...
## $ koi_slogg_err1 : num 0.064 0.064 0.044 0.053 0.07 0.054 0.054 0.054 0.182 0.083 ...
## $ koi_slogg_err2 : num -0.096 -0.096 -0.176 -0.168 -0.21 -0.229 -0.229 -0.229 -0.098 -0.028 ...
## $ koi_srad : num 0.927 0.927 0.868 0.791 1.046 ...
## $ koi_srad_err1 : num 0.105 0.105 0.233 0.201 0.334 0.315 0.315 0.315 0.322 0.033 ...
## $ koi_srad_err2 : num -0.061 -0.061 -0.078 -0.067 -0.133 -0.105 -0.105 -0.105 -0.483 -0.072 ...
## $ ra : num 292 292 297 286 289 ...
## $ dec : num 48.1 48.1 48.1 48.3 48.2 ...
## $ koi_kepmag : num 15.3 15.3 15.4 15.6 15.5 ...Explore simple correlation relationship
## [1] "rowid" "kepid" "koi_score"
## [4] "koi_fpflag_nt" "koi_fpflag_ss" "koi_fpflag_co"
## [7] "koi_fpflag_ec" "koi_period" "koi_period_err1"
## [10] "koi_period_err2" "koi_time0bk" "koi_time0bk_err1"
## [13] "koi_time0bk_err2" "koi_impact" "koi_impact_err1"
## [16] "koi_impact_err2" "koi_duration" "koi_duration_err1"
## [19] "koi_duration_err2" "koi_depth" "koi_depth_err1"
## [22] "koi_depth_err2" "koi_prad" "koi_prad_err1"
## [25] "koi_prad_err2" "koi_teq" "koi_insol"
## [28] "koi_insol_err1" "koi_insol_err2" "koi_model_snr"
## [31] "koi_tce_plnt_num" "koi_steff" "koi_steff_err1"
## [34] "koi_steff_err2" "koi_slogg" "koi_slogg_err1"
## [37] "koi_slogg_err2" "koi_srad" "koi_srad_err1"
## [40] "koi_srad_err2" "ra" "dec"
## [43] "koi_kepmag"## koi_score koi_fpflag_nt koi_fpflag_ss koi_fpflag_co
## koi_score 1.00000000 -0.3424611377 -0.59104349 -0.528998764
## koi_fpflag_nt -0.34246114 1.0000000000 -0.20925597 0.065738183
## koi_fpflag_ss -0.59104349 -0.2092559726 1.00000000 0.128751746
## koi_fpflag_co -0.52899876 0.0657381834 0.12875175 1.000000000
## koi_fpflag_ec -0.40478820 0.1184038489 0.07757178 0.548555948
## koi_period -0.07532416 0.3200610041 -0.09801639 -0.133886529
## koi_period_err1 -0.09449368 0.2912818657 -0.09786037 -0.050956581
## koi_period_err2 0.09449368 -0.2912818657 0.09786037 0.050956581
## koi_time0bk -0.01497097 0.1754293357 -0.06683601 -0.093169362
## koi_time0bk_err1 -0.02611194 0.1908073141 -0.14703562 0.002426706
## koi_time0bk_err2 0.02611194 -0.1908073141 0.14703562 -0.002426706
## koi_impact -0.22604294 0.0220497411 0.26076728 0.086766792
## koi_impact_err1 -0.11961055 -0.0040963765 0.14098010 0.104927531
## koi_impact_err2 -0.07673157 -0.0081944126 0.12288589 -0.030498051
## koi_duration -0.17595331 0.3164981246 0.02440906 -0.037142063
## koi_duration_err1 -0.09730151 0.3186787382 -0.17297700 0.040613275
## koi_duration_err2 0.09730151 -0.3186787382 0.17297700 -0.040613275
## koi_depth -0.30001296 -0.0152557855 0.42753075 -0.144661958
## koi_depth_err1 -0.15572231 0.0436904604 0.19544117 -0.077498653
## koi_depth_err2 0.15572231 -0.0436904604 -0.19544117 0.077498653
## koi_prad -0.07478594 -0.0011445808 0.10170418 -0.004961751
## koi_prad_err1 -0.05481488 -0.0005943025 0.07462089 -0.009661466
## koi_prad_err2 0.04996188 0.0002202911 -0.06797055 0.007395300
## koi_teq -0.30533145 0.0824691737 0.17456104 0.255458758
## koi_insol -0.02949660 0.0032024233 0.02916283 0.016600202
## koi_insol_err1 -0.04165570 0.0177401881 0.03328870 0.016906614
## koi_insol_err2 0.02461360 -0.0061525679 -0.02233216 -0.010627724
## koi_model_snr -0.27428766 -0.0444512579 0.43029242 -0.146722413
## koi_tce_plnt_num 0.21359487 0.0457509610 -0.20153854 -0.135236230
## koi_steff -0.19183281 0.0990049067 0.13219689 0.026417608
## koi_steff_err1 -0.37240941 0.1149343688 0.24737551 0.172134896
## koi_steff_err2 0.33348224 -0.1334602326 -0.21097424 -0.133836262
## koi_slogg 0.15216267 -0.1209150719 -0.07867107 -0.024219869
## koi_slogg_err1 -0.16420789 0.0804951365 0.12894250 -0.012850837
## koi_slogg_err2 0.22758592 -0.0560395481 -0.15855415 -0.124287084
## koi_srad -0.07393171 0.0384464714 0.04603739 0.033941745
## koi_srad_err1 -0.11643350 0.0597563686 0.07283203 0.039345677
## koi_srad_err2 0.08270795 -0.0573427810 -0.04883964 -0.022785000
## ra -0.16791300 0.0266698623 0.08810613 0.164348637
## dec 0.09240048 -0.0370942329 -0.04575819 -0.105361630
## koi_kepmag 0.05177317 -0.0763278806 -0.02500423 0.060430427
## koi_fpflag_ec koi_period koi_period_err1
## koi_score -0.404788198 -0.0753241645 -0.094493682
## koi_fpflag_nt 0.118403849 0.3200610041 0.291281866
## koi_fpflag_ss 0.077571779 -0.0980163935 -0.097860372
## koi_fpflag_co 0.548555948 -0.1338865294 -0.050956581
## koi_fpflag_ec 1.000000000 -0.1150370468 -0.051886845
## koi_period -0.115037047 1.0000000000 0.615943813
## koi_period_err1 -0.051886845 0.6159438130 1.000000000
## koi_period_err2 0.051886845 -0.6159438130 -1.000000000
## koi_time0bk -0.076511648 0.6199671309 0.408648516
## koi_time0bk_err1 0.043985686 0.2033742806 0.415477538
## koi_time0bk_err2 -0.043985686 -0.2033742806 -0.415477538
## koi_impact 0.049047203 -0.0334493702 -0.041121380
## koi_impact_err1 0.034282145 0.0446828350 0.014198504
## koi_impact_err2 -0.012750211 -0.0258258253 -0.024998578
## koi_duration 0.028991691 0.3615225564 0.252325824
## koi_duration_err1 0.085286693 0.3346576460 0.562057515
## koi_duration_err2 -0.085286693 -0.3346576460 -0.562057515
## koi_depth -0.106780319 -0.0439105911 -0.055804900
## koi_depth_err1 -0.062581614 0.0141895653 0.024934576
## koi_depth_err2 0.062581614 -0.0141895653 -0.024934576
## koi_prad -0.008020999 -0.0112658183 -0.010918432
## koi_prad_err1 -0.007120881 -0.0101261672 -0.008451706
## koi_prad_err2 0.006086301 0.0098571882 0.007655172
## koi_teq 0.212349945 -0.3533892245 -0.174512392
## koi_insol 0.031769209 -0.0189453018 -0.008351501
## koi_insol_err1 0.039720040 -0.0264369382 -0.011615289
## koi_insol_err2 -0.026367368 0.0176999086 0.007767012
## koi_model_snr -0.104346335 -0.0326514393 -0.062464627
## koi_tce_plnt_num -0.110617833 0.0266866521 0.046341657
## koi_steff 0.020432976 0.0246578374 0.025175419
## koi_steff_err1 0.130086154 -0.0143855154 0.040933078
## koi_steff_err2 -0.095253613 0.0020528370 -0.034365969
## koi_slogg -0.005058147 -0.0499756533 -0.020152341
## koi_slogg_err1 -0.013210003 0.0144325618 0.019128733
## koi_slogg_err2 -0.095669734 -0.0095153001 -0.038587251
## koi_srad 0.026087995 0.0177599627 0.022076474
## koi_srad_err1 0.039921259 -0.0002060266 0.010077477
## koi_srad_err2 -0.017620822 -0.0074812571 -0.012759567
## ra 0.073037312 -0.0414521312 -0.025718516
## dec -0.044757966 0.0212580962 0.022010267
## koi_kepmag 0.039739387 -0.0275309030 -0.027146393
## koi_period_err2 koi_time0bk koi_time0bk_err1
## koi_score 0.094493682 -0.0149709650 -0.0261119409
## koi_fpflag_nt -0.291281866 0.1754293357 0.1908073141
## koi_fpflag_ss 0.097860372 -0.0668360082 -0.1470356233
## koi_fpflag_co 0.050956581 -0.0931693619 0.0024267063
## koi_fpflag_ec 0.051886845 -0.0765116479 0.0439856856
## koi_period -0.615943813 0.6199671309 0.2033742806
## koi_period_err1 -1.000000000 0.4086485158 0.4154775384
## koi_period_err2 1.000000000 -0.4086485158 -0.4154775384
## koi_time0bk -0.408648516 1.0000000000 0.1016440904
## koi_time0bk_err1 -0.415477538 0.1016440904 1.0000000000
## koi_time0bk_err2 0.415477538 -0.1016440904 -1.0000000000
## koi_impact 0.041121380 0.0123470251 -0.0582281650
## koi_impact_err1 -0.014198504 0.0688514165 -0.0097304647
## koi_impact_err2 0.024998578 -0.0425776647 -0.0333811028
## koi_duration -0.252325824 0.2139164351 0.1686438770
## koi_duration_err1 -0.562057515 0.1880010667 0.5255058864
## koi_duration_err2 0.562057515 -0.1880010667 -0.5255058864
## koi_depth 0.055804900 -0.0398783277 -0.1035046311
## koi_depth_err1 -0.024934576 0.0005657364 0.0855922646
## koi_depth_err2 0.024934576 -0.0005657364 -0.0855922646
## koi_prad 0.010918432 -0.0046764427 -0.0196910099
## koi_prad_err1 0.008451706 -0.0045869043 -0.0146453056
## koi_prad_err2 -0.007655172 0.0092516199 0.0123366766
## koi_teq 0.174512392 -0.2786941508 -0.0688875808
## koi_insol 0.008351501 -0.0183859062 -0.0004200712
## koi_insol_err1 0.011615289 -0.0239700827 -0.0025268820
## koi_insol_err2 -0.007767012 0.0174242273 -0.0025323231
## koi_model_snr 0.062464627 -0.0307022223 -0.1187697953
## koi_tce_plnt_num -0.046341657 0.0352880158 0.0584155388
## koi_steff -0.025175419 -0.0049199220 0.0388301310
## koi_steff_err1 -0.040933078 0.0014262339 0.0382746737
## koi_steff_err2 0.034365969 0.0017009686 -0.0378803861
## koi_slogg 0.020152341 0.0089030896 -0.0380110695
## koi_slogg_err1 -0.019128733 -0.0323216884 0.0303088345
## koi_slogg_err2 0.038587251 -0.0037780833 -0.0572244354
## koi_srad -0.022076474 -0.0008582497 0.0439772007
## koi_srad_err1 -0.010077477 -0.0107390667 0.0391247688
## koi_srad_err2 0.012759567 0.0085927582 -0.0392174360
## ra 0.025718516 -0.0256999733 -0.0101267983
## dec -0.022010267 0.0085022511 0.0007916010
## koi_kepmag 0.027146393 0.0324977180 -0.0170258263
## koi_time0bk_err2 koi_impact koi_impact_err1
## koi_score 0.0261119409 -2.260429e-01 -0.119610545
## koi_fpflag_nt -0.1908073141 2.204974e-02 -0.004096376
## koi_fpflag_ss 0.1470356233 2.607673e-01 0.140980099
## koi_fpflag_co -0.0024267063 8.676679e-02 0.104927531
## koi_fpflag_ec -0.0439856856 4.904720e-02 0.034282145
## koi_period -0.2033742806 -3.344937e-02 0.044682835
## koi_period_err1 -0.4154775384 -4.112138e-02 0.014198504
## koi_period_err2 0.4154775384 4.112138e-02 -0.014198504
## koi_time0bk -0.1016440904 1.234703e-02 0.068851417
## koi_time0bk_err1 -1.0000000000 -5.822816e-02 -0.009730465
## koi_time0bk_err2 1.0000000000 5.822816e-02 0.009730465
## koi_impact 0.0582281650 1.000000e+00 0.303859432
## koi_impact_err1 0.0097304647 3.038594e-01 1.000000000
## koi_impact_err2 0.0333811028 -4.334161e-01 -0.426553243
## koi_duration -0.1686438770 5.961213e-02 0.006453659
## koi_duration_err1 -0.5255058864 -3.449564e-02 0.020483380
## koi_duration_err2 0.5255058864 3.449564e-02 -0.020483380
## koi_depth 0.1035046311 3.720598e-02 -0.049433385
## koi_depth_err1 -0.0855922646 7.092143e-02 0.039038701
## koi_depth_err2 0.0855922646 -7.092143e-02 -0.039038701
## koi_prad 0.0196910099 5.289883e-01 0.060220898
## koi_prad_err1 0.0146453056 5.042383e-01 0.044026891
## koi_prad_err2 -0.0123366766 -4.519220e-01 -0.028935388
## koi_teq 0.0688875808 5.961842e-02 -0.074291593
## koi_insol 0.0004200712 -8.589593e-03 -0.007035053
## koi_insol_err1 0.0025268820 3.946997e-05 -0.008646214
## koi_insol_err2 0.0025323231 6.071740e-03 0.006591124
## koi_model_snr 0.1187697953 4.296954e-02 -0.058655118
## koi_tce_plnt_num -0.0584155388 -4.864727e-02 -0.018385353
## koi_steff -0.0388301310 7.812657e-02 -0.008822157
## koi_steff_err1 -0.0382746737 1.256431e-01 0.054828787
## koi_steff_err2 0.0378803861 -1.100923e-01 -0.042179671
## koi_slogg 0.0380110695 -3.530394e-02 0.003634440
## koi_slogg_err1 -0.0303088345 7.238161e-02 0.008825016
## koi_slogg_err2 0.0572244354 -1.029972e-01 -0.046418173
## koi_srad -0.0439772007 9.291364e-04 0.006862859
## koi_srad_err1 -0.0391247688 3.295207e-02 0.011953931
## koi_srad_err2 0.0392174360 -1.327414e-02 -0.006653165
## ra 0.0101267983 5.552536e-02 0.026198698
## dec -0.0007916010 -2.087840e-02 -0.031374970
## koi_kepmag 0.0170258263 6.325697e-03 0.045766811
## koi_impact_err2 koi_duration koi_duration_err1
## koi_score -0.076731573 -0.175953308 -0.097301506
## koi_fpflag_nt -0.008194413 0.316498125 0.318678738
## koi_fpflag_ss 0.122885886 0.024409061 -0.172977001
## koi_fpflag_co -0.030498051 -0.037142063 0.040613275
## koi_fpflag_ec -0.012750211 0.028991691 0.085286693
## koi_period -0.025825825 0.361522556 0.334657646
## koi_period_err1 -0.024998578 0.252325824 0.562057515
## koi_period_err2 0.024998578 -0.252325824 -0.562057515
## koi_time0bk -0.042577665 0.213916435 0.188001067
## koi_time0bk_err1 -0.033381103 0.168643877 0.525505886
## koi_time0bk_err2 0.033381103 -0.168643877 -0.525505886
## koi_impact -0.433416089 0.059612134 -0.034495644
## koi_impact_err1 -0.426553243 0.006453659 0.020483380
## koi_impact_err2 1.000000000 -0.002426706 -0.067070901
## koi_duration -0.002426706 1.000000000 0.346584021
## koi_duration_err1 -0.067070901 0.346584021 1.000000000
## koi_duration_err2 0.067070901 -0.346584021 -1.000000000
## koi_depth 0.148491508 0.095965165 -0.133922139
## koi_depth_err1 0.027684201 0.055581541 0.026850365
## koi_depth_err2 -0.027684201 -0.055581541 -0.026850365
## koi_prad -0.056408069 0.020177483 -0.022690063
## koi_prad_err1 -0.044373134 0.014043402 -0.016960844
## koi_prad_err2 0.012486289 -0.014328847 0.014413410
## koi_teq 0.068381677 -0.187978758 -0.093558064
## koi_insol 0.007234320 -0.016659874 -0.004498869
## koi_insol_err1 0.010259038 -0.021424671 -0.005558180
## koi_insol_err2 -0.004776276 0.016069692 0.002069782
## koi_model_snr 0.164337886 0.106444489 -0.147466844
## koi_tce_plnt_num -0.068255248 -0.012931589 0.038903230
## koi_steff 0.031688433 0.112241224 0.051951543
## koi_steff_err1 0.024847647 0.058302381 0.055245713
## koi_steff_err2 -0.028740917 -0.059134566 -0.055494481
## koi_slogg -0.031452461 -0.141104694 -0.051722729
## koi_slogg_err1 0.037557485 0.110883189 0.033737479
## koi_slogg_err2 -0.009152803 -0.067036536 -0.063841098
## koi_srad 0.010725068 0.020886384 0.036695999
## koi_srad_err1 0.022756104 0.046705237 0.038902124
## koi_srad_err2 -0.013912056 -0.027012453 -0.044535389
## ra 0.016047021 0.040303938 0.009359382
## dec -0.001107939 -0.025790596 -0.012459212
## koi_kepmag -0.027282020 -0.105427580 -0.034445589
## koi_duration_err2 koi_depth koi_depth_err1
## koi_score 0.097301506 -0.300012964 -0.1557223113
## koi_fpflag_nt -0.318678738 -0.015255785 0.0436904604
## koi_fpflag_ss 0.172977001 0.427530745 0.1954411738
## koi_fpflag_co -0.040613275 -0.144661958 -0.0774986530
## koi_fpflag_ec -0.085286693 -0.106780319 -0.0625816140
## koi_period -0.334657646 -0.043910591 0.0141895653
## koi_period_err1 -0.562057515 -0.055804900 0.0249345757
## koi_period_err2 0.562057515 0.055804900 -0.0249345757
## koi_time0bk -0.188001067 -0.039878328 0.0005657364
## koi_time0bk_err1 -0.525505886 -0.103504631 0.0855922646
## koi_time0bk_err2 0.525505886 0.103504631 -0.0855922646
## koi_impact 0.034495644 0.037205981 0.0709214324
## koi_impact_err1 -0.020483380 -0.049433385 0.0390387013
## koi_impact_err2 0.067070901 0.148491508 0.0276842011
## koi_duration -0.346584021 0.095965165 0.0555815408
## koi_duration_err1 -1.000000000 -0.133922139 0.0268503652
## koi_duration_err2 1.000000000 0.133922139 -0.0268503652
## koi_depth 0.133922139 1.000000000 0.3658503036
## koi_depth_err1 -0.026850365 0.365850304 1.0000000000
## koi_depth_err2 0.026850365 -0.365850304 -1.0000000000
## koi_prad 0.022690063 0.088275404 0.1054587453
## koi_prad_err1 0.016960844 0.068303144 0.0999955135
## koi_prad_err2 -0.014413410 -0.064448326 -0.0974366244
## koi_teq 0.093558064 0.076729861 0.0155918308
## koi_insol 0.004498869 -0.005858456 -0.0039563565
## koi_insol_err1 0.005558180 -0.003005204 -0.0013865570
## koi_insol_err2 -0.002069782 0.003621196 0.0021007060
## koi_model_snr 0.147466844 0.605816764 0.0773092029
## koi_tce_plnt_num -0.038903230 -0.103201516 -0.0400375490
## koi_steff -0.051951543 0.138625503 0.0264002351
## koi_steff_err1 -0.055245713 0.174154369 0.1015159504
## koi_steff_err2 0.055494481 -0.161567404 -0.0966669615
## koi_slogg 0.051722729 -0.026602035 -0.0063350552
## koi_slogg_err1 -0.033737479 0.123147684 0.0460854451
## koi_slogg_err2 0.063841098 -0.083347433 -0.0269603958
## koi_srad -0.036695999 -0.014469712 -0.0023763042
## koi_srad_err1 -0.038902124 0.010886688 0.0151683141
## koi_srad_err2 0.044535389 -0.001779007 -0.0091942986
## ra -0.009359382 0.020296822 -0.0006332183
## dec 0.012459212 -0.011740913 -0.0177037818
## koi_kepmag 0.034445589 -0.002148620 0.0736497318
## koi_depth_err2 koi_prad koi_prad_err1 koi_prad_err2
## koi_score 0.1557223113 -0.074785942 -0.0548148802 0.0499618822
## koi_fpflag_nt -0.0436904604 -0.001144581 -0.0005943025 0.0002202911
## koi_fpflag_ss -0.1954411738 0.101704181 0.0746208863 -0.0679705512
## koi_fpflag_co 0.0774986530 -0.004961751 -0.0096614665 0.0073953005
## koi_fpflag_ec 0.0625816140 -0.008020999 -0.0071208807 0.0060863009
## koi_period -0.0141895653 -0.011265818 -0.0101261672 0.0098571882
## koi_period_err1 -0.0249345757 -0.010918432 -0.0084517057 0.0076551724
## koi_period_err2 0.0249345757 0.010918432 0.0084517057 -0.0076551724
## koi_time0bk -0.0005657364 -0.004676443 -0.0045869043 0.0092516199
## koi_time0bk_err1 -0.0855922646 -0.019691010 -0.0146453056 0.0123366766
## koi_time0bk_err2 0.0855922646 0.019691010 0.0146453056 -0.0123366766
## koi_impact -0.0709214324 0.528988255 0.5042382649 -0.4519220359
## koi_impact_err1 -0.0390387013 0.060220898 0.0440268909 -0.0289353884
## koi_impact_err2 -0.0276842011 -0.056408069 -0.0443731335 0.0124862895
## koi_duration -0.0555815408 0.020177483 0.0140434018 -0.0143288472
## koi_duration_err1 -0.0268503652 -0.022690063 -0.0169608441 0.0144134102
## koi_duration_err2 0.0268503652 0.022690063 0.0169608441 -0.0144134102
## koi_depth -0.3658503036 0.088275404 0.0683031442 -0.0644483259
## koi_depth_err1 -1.0000000000 0.105458745 0.0999955135 -0.0974366244
## koi_depth_err2 1.0000000000 -0.105458745 -0.0999955135 0.0974366244
## koi_prad -0.1054587453 1.000000000 0.9811830517 -0.9810631710
## koi_prad_err1 -0.0999955135 0.981183052 1.0000000000 -0.9912373817
## koi_prad_err2 0.0974366244 -0.981063171 -0.9912373817 1.0000000000
## koi_teq -0.0155918308 0.122518005 0.0814348636 -0.1009998505
## koi_insol 0.0039563565 0.045357911 0.0145476345 -0.0244100702
## koi_insol_err1 0.0013865570 0.061433943 0.0356088263 -0.0419218023
## koi_insol_err2 -0.0021007060 -0.035153781 -0.0142454685 0.0242766557
## koi_model_snr -0.0773092029 0.056334110 0.0399042828 -0.0374383364
## koi_tce_plnt_num 0.0400375490 -0.021902501 -0.0165147693 0.0133841296
## koi_steff -0.0264002351 -0.007122889 -0.0019680840 0.0043047310
## koi_steff_err1 -0.1015159504 0.017492807 0.0205820389 -0.0162542863
## koi_steff_err2 0.0966669615 -0.023178615 -0.0197142577 0.0204033480
## koi_slogg 0.0063350552 -0.162400513 -0.1056524032 0.1337283854
## koi_slogg_err1 -0.0460854451 0.073688283 0.0680408964 -0.0922005577
## koi_slogg_err2 0.0269603958 -0.034196499 -0.0479279715 0.0324118308
## koi_srad 0.0023763042 0.169659243 0.0758062090 -0.1034729836
## koi_srad_err1 -0.0151683141 0.192718822 0.1375570527 -0.1435042445
## koi_srad_err2 0.0091942986 -0.142130226 -0.0787269208 0.1147544054
## ra 0.0006332183 0.023936614 0.0170270492 -0.0202644354
## dec 0.0177037818 -0.002370378 0.0025122006 -0.0015389802
## koi_kepmag -0.0736497318 -0.011900846 0.0070375908 0.0066649490
## koi_teq koi_insol koi_insol_err1 koi_insol_err2
## koi_score -0.30533145 -0.0294965974 -4.165570e-02 0.024613599
## koi_fpflag_nt 0.08246917 0.0032024233 1.774019e-02 -0.006152568
## koi_fpflag_ss 0.17456104 0.0291628292 3.328870e-02 -0.022332163
## koi_fpflag_co 0.25545876 0.0166002016 1.690661e-02 -0.010627724
## koi_fpflag_ec 0.21234995 0.0317692090 3.972004e-02 -0.026367368
## koi_period -0.35338922 -0.0189453018 -2.643694e-02 0.017699909
## koi_period_err1 -0.17451239 -0.0083515011 -1.161529e-02 0.007767012
## koi_period_err2 0.17451239 0.0083515011 1.161529e-02 -0.007767012
## koi_time0bk -0.27869415 -0.0183859062 -2.397008e-02 0.017424227
## koi_time0bk_err1 -0.06888758 -0.0004200712 -2.526882e-03 -0.002532323
## koi_time0bk_err2 0.06888758 0.0004200712 2.526882e-03 0.002532323
## koi_impact 0.05961842 -0.0085895928 3.946997e-05 0.006071740
## koi_impact_err1 -0.07429159 -0.0070350526 -8.646214e-03 0.006591124
## koi_impact_err2 0.06838168 0.0072343200 1.025904e-02 -0.004776276
## koi_duration -0.18797876 -0.0166598739 -2.142467e-02 0.016069692
## koi_duration_err1 -0.09355806 -0.0044988688 -5.558180e-03 0.002069782
## koi_duration_err2 0.09355806 0.0044988688 5.558180e-03 -0.002069782
## koi_depth 0.07672986 -0.0058584557 -3.005204e-03 0.003621196
## koi_depth_err1 0.01559183 -0.0039563565 -1.386557e-03 0.002100706
## koi_depth_err2 -0.01559183 0.0039563565 1.386557e-03 -0.002100706
## koi_prad 0.12251800 0.0453579108 6.143394e-02 -0.035153781
## koi_prad_err1 0.08143486 0.0145476345 3.560883e-02 -0.014245469
## koi_prad_err2 -0.10099985 -0.0244100702 -4.192180e-02 0.024276656
## koi_teq 1.00000000 0.4199966453 4.534900e-01 -0.396058005
## koi_insol 0.41999665 1.0000000000 9.522804e-01 -0.966039822
## koi_insol_err1 0.45348996 0.9522804019 1.000000e+00 -0.906653715
## koi_insol_err2 -0.39605801 -0.9660398216 -9.066537e-01 1.000000000
## koi_model_snr 0.03258185 -0.0084228609 -8.037731e-03 0.007398973
## koi_tce_plnt_num -0.11374925 -0.0094692607 -9.689110e-03 0.006526456
## koi_steff 0.25971827 -0.0563804572 -4.556956e-02 0.048636999
## koi_steff_err1 0.15644169 -0.0290565920 -1.041339e-02 0.023126448
## koi_steff_err2 -0.23219076 0.0116021867 -8.396800e-03 -0.001759011
## koi_slogg -0.56634553 -0.2829436148 -3.149796e-01 0.261228196
## koi_slogg_err1 0.28116340 0.0231924000 4.871129e-02 -0.032661073
## koi_slogg_err2 -0.10680389 0.0274639888 8.342346e-03 -0.021720790
## koi_srad 0.45590864 0.5477892970 5.464327e-01 -0.527626213
## koi_srad_err1 0.42910145 0.3272027131 4.224429e-01 -0.320553029
## koi_srad_err2 -0.43199127 -0.5157998715 -5.046185e-01 0.574153696
## ra 0.11899658 0.0243446462 2.342931e-02 -0.026095704
## dec -0.05859282 -0.0161471629 -1.621678e-02 0.016765671
## koi_kepmag -0.28077476 -0.0682436285 -8.376080e-02 0.066586413
## koi_model_snr koi_tce_plnt_num koi_steff
## koi_score -0.274287658 0.213594871 -0.191832815
## koi_fpflag_nt -0.044451258 0.045750961 0.099004907
## koi_fpflag_ss 0.430292417 -0.201538543 0.132196890
## koi_fpflag_co -0.146722413 -0.135236230 0.026417608
## koi_fpflag_ec -0.104346335 -0.110617833 0.020432976
## koi_period -0.032651439 0.026686652 0.024657837
## koi_period_err1 -0.062464627 0.046341657 0.025175419
## koi_period_err2 0.062464627 -0.046341657 -0.025175419
## koi_time0bk -0.030702222 0.035288016 -0.004919922
## koi_time0bk_err1 -0.118769795 0.058415539 0.038830131
## koi_time0bk_err2 0.118769795 -0.058415539 -0.038830131
## koi_impact 0.042969538 -0.048647273 0.078126566
## koi_impact_err1 -0.058655118 -0.018385353 -0.008822157
## koi_impact_err2 0.164337886 -0.068255248 0.031688433
## koi_duration 0.106444489 -0.012931589 0.112241224
## koi_duration_err1 -0.147466844 0.038903230 0.051951543
## koi_duration_err2 0.147466844 -0.038903230 -0.051951543
## koi_depth 0.605816764 -0.103201516 0.138625503
## koi_depth_err1 0.077309203 -0.040037549 0.026400235
## koi_depth_err2 -0.077309203 0.040037549 -0.026400235
## koi_prad 0.056334110 -0.021902501 -0.007122889
## koi_prad_err1 0.039904283 -0.016514769 -0.001968084
## koi_prad_err2 -0.037438336 0.013384130 0.004304731
## koi_teq 0.032581851 -0.113749252 0.259718275
## koi_insol -0.008422861 -0.009469261 -0.056380457
## koi_insol_err1 -0.008037731 -0.009689110 -0.045569564
## koi_insol_err2 0.007398973 0.006526456 0.048636999
## koi_model_snr 1.000000000 -0.111723343 0.164560445
## koi_tce_plnt_num -0.111723343 1.000000000 -0.102775682
## koi_steff 0.164560445 -0.102775682 1.000000000
## koi_steff_err1 0.137002657 -0.187131370 0.458518670
## koi_steff_err2 -0.136239249 0.168145020 -0.577775556
## koi_slogg -0.059693057 0.042355021 -0.162100347
## koi_slogg_err1 0.129262430 -0.053376611 0.222569676
## koi_slogg_err2 -0.087120861 0.165551389 -0.455656580
## koi_srad -0.008470398 0.008763607 -0.114137378
## koi_srad_err1 0.017416577 -0.015839190 -0.037975719
## koi_srad_err2 -0.006492838 -0.034036296 0.069104589
## ra 0.040231774 -0.052636063 0.109128118
## dec -0.002214161 0.025298390 -0.026186537
## koi_kepmag -0.141375807 -0.029769491 -0.333919557
## koi_steff_err1 koi_steff_err2 koi_slogg
## koi_score -0.372409410 0.333482237 0.152162673
## koi_fpflag_nt 0.114934369 -0.133460233 -0.120915072
## koi_fpflag_ss 0.247375506 -0.210974237 -0.078671071
## koi_fpflag_co 0.172134896 -0.133836262 -0.024219869
## koi_fpflag_ec 0.130086154 -0.095253613 -0.005058147
## koi_period -0.014385515 0.002052837 -0.049975653
## koi_period_err1 0.040933078 -0.034365969 -0.020152341
## koi_period_err2 -0.040933078 0.034365969 0.020152341
## koi_time0bk 0.001426234 0.001700969 0.008903090
## koi_time0bk_err1 0.038274674 -0.037880386 -0.038011070
## koi_time0bk_err2 -0.038274674 0.037880386 0.038011070
## koi_impact 0.125643054 -0.110092297 -0.035303944
## koi_impact_err1 0.054828787 -0.042179671 0.003634440
## koi_impact_err2 0.024847647 -0.028740917 -0.031452461
## koi_duration 0.058302381 -0.059134566 -0.141104694
## koi_duration_err1 0.055245713 -0.055494481 -0.051722729
## koi_duration_err2 -0.055245713 0.055494481 0.051722729
## koi_depth 0.174154369 -0.161567404 -0.026602035
## koi_depth_err1 0.101515950 -0.096666962 -0.006335055
## koi_depth_err2 -0.101515950 0.096666962 0.006335055
## koi_prad 0.017492807 -0.023178615 -0.162400513
## koi_prad_err1 0.020582039 -0.019714258 -0.105652403
## koi_prad_err2 -0.016254286 0.020403348 0.133728385
## koi_teq 0.156441694 -0.232190764 -0.566345530
## koi_insol -0.029056592 0.011602187 -0.282943615
## koi_insol_err1 -0.010413386 -0.008396800 -0.314979626
## koi_insol_err2 0.023126448 -0.001759011 0.261228196
## koi_model_snr 0.137002657 -0.136239249 -0.059693057
## koi_tce_plnt_num -0.187131370 0.168145020 0.042355021
## koi_steff 0.458518670 -0.577775556 -0.162100347
## koi_steff_err1 1.000000000 -0.838382277 0.053356459
## koi_steff_err2 -0.838382277 1.000000000 0.062739049
## koi_slogg 0.053356459 0.062739049 1.000000000
## koi_slogg_err1 0.206657509 -0.150946814 -0.500939806
## koi_slogg_err2 -0.507843937 0.458517192 0.033200012
## koi_srad -0.076424465 0.019954473 -0.653958769
## koi_srad_err1 0.014561245 -0.050993832 -0.625908501
## koi_srad_err2 0.029092693 0.026758074 0.575510199
## ra 0.139048351 -0.129469961 -0.080073713
## dec -0.016457176 0.005656468 0.051838437
## koi_kepmag 0.082398263 0.034882331 0.473661949
## koi_slogg_err1 koi_slogg_err2 koi_srad
## koi_score -0.164207892 0.2275859207 -0.0739317110
## koi_fpflag_nt 0.080495137 -0.0560395481 0.0384464714
## koi_fpflag_ss 0.128942504 -0.1585541459 0.0460373864
## koi_fpflag_co -0.012850837 -0.1242870842 0.0339417447
## koi_fpflag_ec -0.013210003 -0.0956697342 0.0260879948
## koi_period 0.014432562 -0.0095153001 0.0177599627
## koi_period_err1 0.019128733 -0.0385872509 0.0220764736
## koi_period_err2 -0.019128733 0.0385872509 -0.0220764736
## koi_time0bk -0.032321688 -0.0037780833 -0.0008582497
## koi_time0bk_err1 0.030308835 -0.0572244354 0.0439772007
## koi_time0bk_err2 -0.030308835 0.0572244354 -0.0439772007
## koi_impact 0.072381610 -0.1029971541 0.0009291364
## koi_impact_err1 0.008825016 -0.0464181730 0.0068628591
## koi_impact_err2 0.037557485 -0.0091528035 0.0107250681
## koi_duration 0.110883189 -0.0670365356 0.0208863842
## koi_duration_err1 0.033737479 -0.0638410983 0.0366959989
## koi_duration_err2 -0.033737479 0.0638410983 -0.0366959989
## koi_depth 0.123147684 -0.0833474334 -0.0144697125
## koi_depth_err1 0.046085445 -0.0269603958 -0.0023763042
## koi_depth_err2 -0.046085445 0.0269603958 0.0023763042
## koi_prad 0.073688283 -0.0341964995 0.1696592426
## koi_prad_err1 0.068040896 -0.0479279715 0.0758062090
## koi_prad_err2 -0.092200558 0.0324118308 -0.1034729836
## koi_teq 0.281163400 -0.1068038902 0.4559086417
## koi_insol 0.023192400 0.0274639888 0.5477892970
## koi_insol_err1 0.048711287 0.0083423464 0.5464327251
## koi_insol_err2 -0.032661073 -0.0217207904 -0.5276262127
## koi_model_snr 0.129262430 -0.0871208610 -0.0084703976
## koi_tce_plnt_num -0.053376611 0.1655513886 0.0087636067
## koi_steff 0.222569676 -0.4556565804 -0.1141373785
## koi_steff_err1 0.206657509 -0.5078439373 -0.0764244647
## koi_steff_err2 -0.150946814 0.4585171922 0.0199544726
## koi_slogg -0.500939806 0.0332000123 -0.6539587687
## koi_slogg_err1 1.000000000 -0.2488896040 0.0896892251
## koi_slogg_err2 -0.248889604 1.0000000000 0.0396171170
## koi_srad 0.089689225 0.0396171170 1.0000000000
## koi_srad_err1 0.211355227 -0.1379033701 0.7776006758
## koi_srad_err2 -0.200802399 0.0121719920 -0.8546053669
## ra 0.085823784 -0.1082668649 0.0449628496
## dec -0.034489364 0.0004455714 -0.0276024258
## koi_kepmag -0.322417234 -0.0732110189 -0.1795572001
## koi_srad_err1 koi_srad_err2 ra dec
## koi_score -0.1164334985 0.082707949 -0.1679130011 0.0924004830
## koi_fpflag_nt 0.0597563686 -0.057342781 0.0266698623 -0.0370942329
## koi_fpflag_ss 0.0728320313 -0.048839637 0.0881061299 -0.0457581923
## koi_fpflag_co 0.0393456775 -0.022785000 0.1643486372 -0.1053616300
## koi_fpflag_ec 0.0399212587 -0.017620822 0.0730373115 -0.0447579665
## koi_period -0.0002060266 -0.007481257 -0.0414521312 0.0212580962
## koi_period_err1 0.0100774767 -0.012759567 -0.0257185160 0.0220102668
## koi_period_err2 -0.0100774767 0.012759567 0.0257185160 -0.0220102668
## koi_time0bk -0.0107390667 0.008592758 -0.0256999733 0.0085022511
## koi_time0bk_err1 0.0391247688 -0.039217436 -0.0101267983 0.0007916010
## koi_time0bk_err2 -0.0391247688 0.039217436 0.0101267983 -0.0007916010
## koi_impact 0.0329520668 -0.013274144 0.0555253605 -0.0208783951
## koi_impact_err1 0.0119539308 -0.006653165 0.0261986984 -0.0313749699
## koi_impact_err2 0.0227561036 -0.013912056 0.0160470213 -0.0011079389
## koi_duration 0.0467052373 -0.027012453 0.0403039383 -0.0257905957
## koi_duration_err1 0.0389021238 -0.044535389 0.0093593825 -0.0124592119
## koi_duration_err2 -0.0389021238 0.044535389 -0.0093593825 0.0124592119
## koi_depth 0.0108866882 -0.001779007 0.0202968216 -0.0117409128
## koi_depth_err1 0.0151683141 -0.009194299 -0.0006332183 -0.0177037818
## koi_depth_err2 -0.0151683141 0.009194299 0.0006332183 0.0177037818
## koi_prad 0.1927188219 -0.142130226 0.0239366142 -0.0023703777
## koi_prad_err1 0.1375570527 -0.078726921 0.0170270492 0.0025122006
## koi_prad_err2 -0.1435042445 0.114754405 -0.0202644354 -0.0015389802
## koi_teq 0.4291014508 -0.431991269 0.1189965771 -0.0585928208
## koi_insol 0.3272027131 -0.515799871 0.0243446462 -0.0161471629
## koi_insol_err1 0.4224428516 -0.504618503 0.0234293064 -0.0162167812
## koi_insol_err2 -0.3205530295 0.574153696 -0.0260957040 0.0167656714
## koi_model_snr 0.0174165768 -0.006492838 0.0402317738 -0.0022141614
## koi_tce_plnt_num -0.0158391900 -0.034036296 -0.0526360630 0.0252983903
## koi_steff -0.0379757190 0.069104589 0.1091281184 -0.0261865372
## koi_steff_err1 0.0145612452 0.029092693 0.1390483514 -0.0164571759
## koi_steff_err2 -0.0509938318 0.026758074 -0.1294699605 0.0056564676
## koi_slogg -0.6259085012 0.575510199 -0.0800737132 0.0518384368
## koi_slogg_err1 0.2113552274 -0.200802399 0.0858237843 -0.0344893640
## koi_slogg_err2 -0.1379033701 0.012171992 -0.1082668649 0.0004455714
## koi_srad 0.7776006758 -0.854605367 0.0449628496 -0.0276024258
## koi_srad_err1 1.0000000000 -0.726587800 0.0594657754 -0.0261239938
## koi_srad_err2 -0.7265878003 1.000000000 -0.0549559286 0.0273059238
## ra 0.0594657754 -0.054955929 1.0000000000 -0.0218091465
## dec -0.0261239938 0.027305924 -0.0218091465 1.0000000000
## koi_kepmag -0.1914933298 0.171501856 0.0114943931 0.0125674499
## koi_kepmag
## koi_score 0.051773175
## koi_fpflag_nt -0.076327881
## koi_fpflag_ss -0.025004233
## koi_fpflag_co 0.060430427
## koi_fpflag_ec 0.039739387
## koi_period -0.027530903
## koi_period_err1 -0.027146393
## koi_period_err2 0.027146393
## koi_time0bk 0.032497718
## koi_time0bk_err1 -0.017025826
## koi_time0bk_err2 0.017025826
## koi_impact 0.006325697
## koi_impact_err1 0.045766811
## koi_impact_err2 -0.027282020
## koi_duration -0.105427580
## koi_duration_err1 -0.034445589
## koi_duration_err2 0.034445589
## koi_depth -0.002148620
## koi_depth_err1 0.073649732
## koi_depth_err2 -0.073649732
## koi_prad -0.011900846
## koi_prad_err1 0.007037591
## koi_prad_err2 0.006664949
## koi_teq -0.280774765
## koi_insol -0.068243629
## koi_insol_err1 -0.083760801
## koi_insol_err2 0.066586413
## koi_model_snr -0.141375807
## koi_tce_plnt_num -0.029769491
## koi_steff -0.333919557
## koi_steff_err1 0.082398263
## koi_steff_err2 0.034882331
## koi_slogg 0.473661949
## koi_slogg_err1 -0.322417234
## koi_slogg_err2 -0.073211019
## koi_srad -0.179557200
## koi_srad_err1 -0.191493330
## koi_srad_err2 0.171501856
## ra 0.011494393
## dec 0.012567450
## koi_kepmag 1.000000000## koi_score koi_fpflag_nt koi_fpflag_ss koi_fpflag_co
## koi_score 1.0000000 -0.3424611 -0.5910435 -0.5289988
## koi_fpflag_nt -0.3424611 1.0000000 -0.2092560 NA
## koi_fpflag_ss -0.5910435 -0.2092560 1.0000000 NA
## koi_fpflag_co -0.5289988 NA NA 1.0000000
## koi_fpflag_ec -0.4047882 NA NA 0.5485559
## koi_period NA 0.3200610 NA NA
## koi_period_err1 NA 0.2912819 NA NA
## koi_period_err2 NA -0.2912819 NA NA
## koi_time0bk NA NA NA NA
## koi_time0bk_err1 NA NA NA NA
## koi_time0bk_err2 NA NA NA NA
## koi_impact -0.2260429 NA 0.2607673 NA
## koi_impact_err1 NA NA NA NA
## koi_impact_err2 NA NA NA NA
## koi_duration NA 0.3164981 NA NA
## koi_duration_err1 NA 0.3186787 NA NA
## koi_duration_err2 NA -0.3186787 NA NA
## koi_depth -0.3000130 NA 0.4275307 NA
## koi_depth_err1 NA NA NA NA
## koi_depth_err2 NA NA NA NA
## koi_prad NA NA NA NA
## koi_prad_err1 NA NA NA NA
## koi_prad_err2 NA NA NA NA
## koi_teq -0.3053315 NA NA 0.2554588
## koi_insol NA NA NA NA
## koi_insol_err1 NA NA NA NA
## koi_insol_err2 NA NA NA NA
## koi_model_snr -0.2742877 NA 0.4302924 NA
## koi_tce_plnt_num 0.2135949 NA -0.2015385 NA
## koi_steff NA NA NA NA
## koi_steff_err1 -0.3724094 NA 0.2473755 NA
## koi_steff_err2 0.3334822 NA -0.2109742 NA
## koi_slogg NA NA NA NA
## koi_slogg_err1 NA NA NA NA
## koi_slogg_err2 0.2275859 NA NA NA
## koi_srad NA NA NA NA
## koi_srad_err1 NA NA NA NA
## koi_srad_err2 NA NA NA NA
## ra NA NA NA NA
## dec NA NA NA NA
## koi_kepmag NA NA NA NA
## koi_fpflag_ec koi_period koi_period_err1 koi_period_err2
## koi_score -0.4047882 NA NA NA
## koi_fpflag_nt NA 0.3200610 0.2912819 -0.2912819
## koi_fpflag_ss NA NA NA NA
## koi_fpflag_co 0.5485559 NA NA NA
## koi_fpflag_ec 1.0000000 NA NA NA
## koi_period NA 1.0000000 0.6159438 -0.6159438
## koi_period_err1 NA 0.6159438 1.0000000 -1.0000000
## koi_period_err2 NA -0.6159438 -1.0000000 1.0000000
## koi_time0bk NA 0.6199671 0.4086485 -0.4086485
## koi_time0bk_err1 NA 0.2033743 0.4154775 -0.4154775
## koi_time0bk_err2 NA -0.2033743 -0.4154775 0.4154775
## koi_impact NA NA NA NA
## koi_impact_err1 NA NA NA NA
## koi_impact_err2 NA NA NA NA
## koi_duration NA 0.3615226 0.2523258 -0.2523258
## koi_duration_err1 NA 0.3346576 0.5620575 -0.5620575
## koi_duration_err2 NA -0.3346576 -0.5620575 0.5620575
## koi_depth NA NA NA NA
## koi_depth_err1 NA NA NA NA
## koi_depth_err2 NA NA NA NA
## koi_prad NA NA NA NA
## koi_prad_err1 NA NA NA NA
## koi_prad_err2 NA NA NA NA
## koi_teq 0.2123499 -0.3533892 NA NA
## koi_insol NA NA NA NA
## koi_insol_err1 NA NA NA NA
## koi_insol_err2 NA NA NA NA
## koi_model_snr NA NA NA NA
## koi_tce_plnt_num NA NA NA NA
## koi_steff NA NA NA NA
## koi_steff_err1 NA NA NA NA
## koi_steff_err2 NA NA NA NA
## koi_slogg NA NA NA NA
## koi_slogg_err1 NA NA NA NA
## koi_slogg_err2 NA NA NA NA
## koi_srad NA NA NA NA
## koi_srad_err1 NA NA NA NA
## koi_srad_err2 NA NA NA NA
## ra NA NA NA NA
## dec NA NA NA NA
## koi_kepmag NA NA NA NA
## koi_time0bk koi_time0bk_err1 koi_time0bk_err2 koi_impact
## koi_score NA NA NA -0.2260429
## koi_fpflag_nt NA NA NA NA
## koi_fpflag_ss NA NA NA 0.2607673
## koi_fpflag_co NA NA NA NA
## koi_fpflag_ec NA NA NA NA
## koi_period 0.6199671 0.2033743 -0.2033743 NA
## koi_period_err1 0.4086485 0.4154775 -0.4154775 NA
## koi_period_err2 -0.4086485 -0.4154775 0.4154775 NA
## koi_time0bk 1.0000000 NA NA NA
## koi_time0bk_err1 NA 1.0000000 -1.0000000 NA
## koi_time0bk_err2 NA -1.0000000 1.0000000 NA
## koi_impact NA NA NA 1.0000000
## koi_impact_err1 NA NA NA 0.3038594
## koi_impact_err2 NA NA NA -0.4334161
## koi_duration 0.2139164 NA NA NA
## koi_duration_err1 NA 0.5255059 -0.5255059 NA
## koi_duration_err2 NA -0.5255059 0.5255059 NA
## koi_depth NA NA NA NA
## koi_depth_err1 NA NA NA NA
## koi_depth_err2 NA NA NA NA
## koi_prad NA NA NA 0.5289883
## koi_prad_err1 NA NA NA 0.5042383
## koi_prad_err2 NA NA NA -0.4519220
## koi_teq -0.2786942 NA NA NA
## koi_insol NA NA NA NA
## koi_insol_err1 NA NA NA NA
## koi_insol_err2 NA NA NA NA
## koi_model_snr NA NA NA NA
## koi_tce_plnt_num NA NA NA NA
## koi_steff NA NA NA NA
## koi_steff_err1 NA NA NA NA
## koi_steff_err2 NA NA NA NA
## koi_slogg NA NA NA NA
## koi_slogg_err1 NA NA NA NA
## koi_slogg_err2 NA NA NA NA
## koi_srad NA NA NA NA
## koi_srad_err1 NA NA NA NA
## koi_srad_err2 NA NA NA NA
## ra NA NA NA NA
## dec NA NA NA NA
## koi_kepmag NA NA NA NA
## koi_impact_err1 koi_impact_err2 koi_duration
## koi_score NA NA NA
## koi_fpflag_nt NA NA 0.3164981
## koi_fpflag_ss NA NA NA
## koi_fpflag_co NA NA NA
## koi_fpflag_ec NA NA NA
## koi_period NA NA 0.3615226
## koi_period_err1 NA NA 0.2523258
## koi_period_err2 NA NA -0.2523258
## koi_time0bk NA NA 0.2139164
## koi_time0bk_err1 NA NA NA
## koi_time0bk_err2 NA NA NA
## koi_impact 0.3038594 -0.4334161 NA
## koi_impact_err1 1.0000000 -0.4265532 NA
## koi_impact_err2 -0.4265532 1.0000000 NA
## koi_duration NA NA 1.0000000
## koi_duration_err1 NA NA 0.3465840
## koi_duration_err2 NA NA -0.3465840
## koi_depth NA NA NA
## koi_depth_err1 NA NA NA
## koi_depth_err2 NA NA NA
## koi_prad NA NA NA
## koi_prad_err1 NA NA NA
## koi_prad_err2 NA NA NA
## koi_teq NA NA NA
## koi_insol NA NA NA
## koi_insol_err1 NA NA NA
## koi_insol_err2 NA NA NA
## koi_model_snr NA NA NA
## koi_tce_plnt_num NA NA NA
## koi_steff NA NA NA
## koi_steff_err1 NA NA NA
## koi_steff_err2 NA NA NA
## koi_slogg NA NA NA
## koi_slogg_err1 NA NA NA
## koi_slogg_err2 NA NA NA
## koi_srad NA NA NA
## koi_srad_err1 NA NA NA
## koi_srad_err2 NA NA NA
## ra NA NA NA
## dec NA NA NA
## koi_kepmag NA NA NA
## koi_duration_err1 koi_duration_err2 koi_depth
## koi_score NA NA -0.3000130
## koi_fpflag_nt 0.3186787 -0.3186787 NA
## koi_fpflag_ss NA NA 0.4275307
## koi_fpflag_co NA NA NA
## koi_fpflag_ec NA NA NA
## koi_period 0.3346576 -0.3346576 NA
## koi_period_err1 0.5620575 -0.5620575 NA
## koi_period_err2 -0.5620575 0.5620575 NA
## koi_time0bk NA NA NA
## koi_time0bk_err1 0.5255059 -0.5255059 NA
## koi_time0bk_err2 -0.5255059 0.5255059 NA
## koi_impact NA NA NA
## koi_impact_err1 NA NA NA
## koi_impact_err2 NA NA NA
## koi_duration 0.3465840 -0.3465840 NA
## koi_duration_err1 1.0000000 -1.0000000 NA
## koi_duration_err2 -1.0000000 1.0000000 NA
## koi_depth NA NA 1.0000000
## koi_depth_err1 NA NA 0.3658503
## koi_depth_err2 NA NA -0.3658503
## koi_prad NA NA NA
## koi_prad_err1 NA NA NA
## koi_prad_err2 NA NA NA
## koi_teq NA NA NA
## koi_insol NA NA NA
## koi_insol_err1 NA NA NA
## koi_insol_err2 NA NA NA
## koi_model_snr NA NA 0.6058168
## koi_tce_plnt_num NA NA NA
## koi_steff NA NA NA
## koi_steff_err1 NA NA NA
## koi_steff_err2 NA NA NA
## koi_slogg NA NA NA
## koi_slogg_err1 NA NA NA
## koi_slogg_err2 NA NA NA
## koi_srad NA NA NA
## koi_srad_err1 NA NA NA
## koi_srad_err2 NA NA NA
## ra NA NA NA
## dec NA NA NA
## koi_kepmag NA NA NA
## koi_depth_err1 koi_depth_err2 koi_prad koi_prad_err1
## koi_score NA NA NA NA
## koi_fpflag_nt NA NA NA NA
## koi_fpflag_ss NA NA NA NA
## koi_fpflag_co NA NA NA NA
## koi_fpflag_ec NA NA NA NA
## koi_period NA NA NA NA
## koi_period_err1 NA NA NA NA
## koi_period_err2 NA NA NA NA
## koi_time0bk NA NA NA NA
## koi_time0bk_err1 NA NA NA NA
## koi_time0bk_err2 NA NA NA NA
## koi_impact NA NA 0.5289883 0.5042383
## koi_impact_err1 NA NA NA NA
## koi_impact_err2 NA NA NA NA
## koi_duration NA NA NA NA
## koi_duration_err1 NA NA NA NA
## koi_duration_err2 NA NA NA NA
## koi_depth 0.3658503 -0.3658503 NA NA
## koi_depth_err1 1.0000000 -1.0000000 NA NA
## koi_depth_err2 -1.0000000 1.0000000 NA NA
## koi_prad NA NA 1.0000000 0.9811831
## koi_prad_err1 NA NA 0.9811831 1.0000000
## koi_prad_err2 NA NA -0.9810632 -0.9912374
## koi_teq NA NA NA NA
## koi_insol NA NA NA NA
## koi_insol_err1 NA NA NA NA
## koi_insol_err2 NA NA NA NA
## koi_model_snr NA NA NA NA
## koi_tce_plnt_num NA NA NA NA
## koi_steff NA NA NA NA
## koi_steff_err1 NA NA NA NA
## koi_steff_err2 NA NA NA NA
## koi_slogg NA NA NA NA
## koi_slogg_err1 NA NA NA NA
## koi_slogg_err2 NA NA NA NA
## koi_srad NA NA NA NA
## koi_srad_err1 NA NA NA NA
## koi_srad_err2 NA NA NA NA
## ra NA NA NA NA
## dec NA NA NA NA
## koi_kepmag NA NA NA NA
## koi_prad_err2 koi_teq koi_insol koi_insol_err1
## koi_score NA -0.3053315 NA NA
## koi_fpflag_nt NA NA NA NA
## koi_fpflag_ss NA NA NA NA
## koi_fpflag_co NA 0.2554588 NA NA
## koi_fpflag_ec NA 0.2123499 NA NA
## koi_period NA -0.3533892 NA NA
## koi_period_err1 NA NA NA NA
## koi_period_err2 NA NA NA NA
## koi_time0bk NA -0.2786942 NA NA
## koi_time0bk_err1 NA NA NA NA
## koi_time0bk_err2 NA NA NA NA
## koi_impact -0.4519220 NA NA NA
## koi_impact_err1 NA NA NA NA
## koi_impact_err2 NA NA NA NA
## koi_duration NA NA NA NA
## koi_duration_err1 NA NA NA NA
## koi_duration_err2 NA NA NA NA
## koi_depth NA NA NA NA
## koi_depth_err1 NA NA NA NA
## koi_depth_err2 NA NA NA NA
## koi_prad -0.9810632 NA NA NA
## koi_prad_err1 -0.9912374 NA NA NA
## koi_prad_err2 1.0000000 NA NA NA
## koi_teq NA 1.0000000 0.4199966 0.4534900
## koi_insol NA 0.4199966 1.0000000 0.9522804
## koi_insol_err1 NA 0.4534900 0.9522804 1.0000000
## koi_insol_err2 NA -0.3960580 -0.9660398 -0.9066537
## koi_model_snr NA NA NA NA
## koi_tce_plnt_num NA NA NA NA
## koi_steff NA 0.2597183 NA NA
## koi_steff_err1 NA NA NA NA
## koi_steff_err2 NA -0.2321908 NA NA
## koi_slogg NA -0.5663455 -0.2829436 -0.3149796
## koi_slogg_err1 NA 0.2811634 NA NA
## koi_slogg_err2 NA NA NA NA
## koi_srad NA 0.4559086 0.5477893 0.5464327
## koi_srad_err1 NA 0.4291015 0.3272027 0.4224429
## koi_srad_err2 NA -0.4319913 -0.5157999 -0.5046185
## ra NA NA NA NA
## dec NA NA NA NA
## koi_kepmag NA -0.2807748 NA NA
## koi_insol_err2 koi_model_snr koi_tce_plnt_num koi_steff
## koi_score NA -0.2742877 0.2135949 NA
## koi_fpflag_nt NA NA NA NA
## koi_fpflag_ss NA 0.4302924 -0.2015385 NA
## koi_fpflag_co NA NA NA NA
## koi_fpflag_ec NA NA NA NA
## koi_period NA NA NA NA
## koi_period_err1 NA NA NA NA
## koi_period_err2 NA NA NA NA
## koi_time0bk NA NA NA NA
## koi_time0bk_err1 NA NA NA NA
## koi_time0bk_err2 NA NA NA NA
## koi_impact NA NA NA NA
## koi_impact_err1 NA NA NA NA
## koi_impact_err2 NA NA NA NA
## koi_duration NA NA NA NA
## koi_duration_err1 NA NA NA NA
## koi_duration_err2 NA NA NA NA
## koi_depth NA 0.6058168 NA NA
## koi_depth_err1 NA NA NA NA
## koi_depth_err2 NA NA NA NA
## koi_prad NA NA NA NA
## koi_prad_err1 NA NA NA NA
## koi_prad_err2 NA NA NA NA
## koi_teq -0.3960580 NA NA 0.2597183
## koi_insol -0.9660398 NA NA NA
## koi_insol_err1 -0.9066537 NA NA NA
## koi_insol_err2 1.0000000 NA NA NA
## koi_model_snr NA 1.0000000 NA NA
## koi_tce_plnt_num NA NA 1.0000000 NA
## koi_steff NA NA NA 1.0000000
## koi_steff_err1 NA NA NA 0.4585187
## koi_steff_err2 NA NA NA -0.5777756
## koi_slogg 0.2612282 NA NA NA
## koi_slogg_err1 NA NA NA 0.2225697
## koi_slogg_err2 NA NA NA -0.4556566
## koi_srad -0.5276262 NA NA NA
## koi_srad_err1 -0.3205530 NA NA NA
## koi_srad_err2 0.5741537 NA NA NA
## ra NA NA NA NA
## dec NA NA NA NA
## koi_kepmag NA NA NA -0.3339196
## koi_steff_err1 koi_steff_err2 koi_slogg koi_slogg_err1
## koi_score -0.3724094 0.3334822 NA NA
## koi_fpflag_nt NA NA NA NA
## koi_fpflag_ss 0.2473755 -0.2109742 NA NA
## koi_fpflag_co NA NA NA NA
## koi_fpflag_ec NA NA NA NA
## koi_period NA NA NA NA
## koi_period_err1 NA NA NA NA
## koi_period_err2 NA NA NA NA
## koi_time0bk NA NA NA NA
## koi_time0bk_err1 NA NA NA NA
## koi_time0bk_err2 NA NA NA NA
## koi_impact NA NA NA NA
## koi_impact_err1 NA NA NA NA
## koi_impact_err2 NA NA NA NA
## koi_duration NA NA NA NA
## koi_duration_err1 NA NA NA NA
## koi_duration_err2 NA NA NA NA
## koi_depth NA NA NA NA
## koi_depth_err1 NA NA NA NA
## koi_depth_err2 NA NA NA NA
## koi_prad NA NA NA NA
## koi_prad_err1 NA NA NA NA
## koi_prad_err2 NA NA NA NA
## koi_teq NA -0.2321908 -0.5663455 0.2811634
## koi_insol NA NA -0.2829436 NA
## koi_insol_err1 NA NA -0.3149796 NA
## koi_insol_err2 NA NA 0.2612282 NA
## koi_model_snr NA NA NA NA
## koi_tce_plnt_num NA NA NA NA
## koi_steff 0.4585187 -0.5777756 NA 0.2225697
## koi_steff_err1 1.0000000 -0.8383823 NA 0.2066575
## koi_steff_err2 -0.8383823 1.0000000 NA NA
## koi_slogg NA NA 1.0000000 -0.5009398
## koi_slogg_err1 0.2066575 NA -0.5009398 1.0000000
## koi_slogg_err2 -0.5078439 0.4585172 NA -0.2488896
## koi_srad NA NA -0.6539588 NA
## koi_srad_err1 NA NA -0.6259085 0.2113552
## koi_srad_err2 NA NA 0.5755102 -0.2008024
## ra NA NA NA NA
## dec NA NA NA NA
## koi_kepmag NA NA 0.4736619 -0.3224172
## koi_slogg_err2 koi_srad koi_srad_err1 koi_srad_err2 ra
## koi_score 0.2275859 NA NA NA NA
## koi_fpflag_nt NA NA NA NA NA
## koi_fpflag_ss NA NA NA NA NA
## koi_fpflag_co NA NA NA NA NA
## koi_fpflag_ec NA NA NA NA NA
## koi_period NA NA NA NA NA
## koi_period_err1 NA NA NA NA NA
## koi_period_err2 NA NA NA NA NA
## koi_time0bk NA NA NA NA NA
## koi_time0bk_err1 NA NA NA NA NA
## koi_time0bk_err2 NA NA NA NA NA
## koi_impact NA NA NA NA NA
## koi_impact_err1 NA NA NA NA NA
## koi_impact_err2 NA NA NA NA NA
## koi_duration NA NA NA NA NA
## koi_duration_err1 NA NA NA NA NA
## koi_duration_err2 NA NA NA NA NA
## koi_depth NA NA NA NA NA
## koi_depth_err1 NA NA NA NA NA
## koi_depth_err2 NA NA NA NA NA
## koi_prad NA NA NA NA NA
## koi_prad_err1 NA NA NA NA NA
## koi_prad_err2 NA NA NA NA NA
## koi_teq NA 0.4559086 0.4291015 -0.4319913 NA
## koi_insol NA 0.5477893 0.3272027 -0.5157999 NA
## koi_insol_err1 NA 0.5464327 0.4224429 -0.5046185 NA
## koi_insol_err2 NA -0.5276262 -0.3205530 0.5741537 NA
## koi_model_snr NA NA NA NA NA
## koi_tce_plnt_num NA NA NA NA NA
## koi_steff -0.4556566 NA NA NA NA
## koi_steff_err1 -0.5078439 NA NA NA NA
## koi_steff_err2 0.4585172 NA NA NA NA
## koi_slogg NA -0.6539588 -0.6259085 0.5755102 NA
## koi_slogg_err1 -0.2488896 NA 0.2113552 -0.2008024 NA
## koi_slogg_err2 1.0000000 NA NA NA NA
## koi_srad NA 1.0000000 0.7776007 -0.8546054 NA
## koi_srad_err1 NA 0.7776007 1.0000000 -0.7265878 NA
## koi_srad_err2 NA -0.8546054 -0.7265878 1.0000000 NA
## ra NA NA NA NA 1
## dec NA NA NA NA NA
## koi_kepmag NA NA NA NA NA
## dec koi_kepmag
## koi_score NA NA
## koi_fpflag_nt NA NA
## koi_fpflag_ss NA NA
## koi_fpflag_co NA NA
## koi_fpflag_ec NA NA
## koi_period NA NA
## koi_period_err1 NA NA
## koi_period_err2 NA NA
## koi_time0bk NA NA
## koi_time0bk_err1 NA NA
## koi_time0bk_err2 NA NA
## koi_impact NA NA
## koi_impact_err1 NA NA
## koi_impact_err2 NA NA
## koi_duration NA NA
## koi_duration_err1 NA NA
## koi_duration_err2 NA NA
## koi_depth NA NA
## koi_depth_err1 NA NA
## koi_depth_err2 NA NA
## koi_prad NA NA
## koi_prad_err1 NA NA
## koi_prad_err2 NA NA
## koi_teq NA -0.2807748
## koi_insol NA NA
## koi_insol_err1 NA NA
## koi_insol_err2 NA NA
## koi_model_snr NA NA
## koi_tce_plnt_num NA NA
## koi_steff NA -0.3339196
## koi_steff_err1 NA NA
## koi_steff_err2 NA NA
## koi_slogg NA 0.4736619
## koi_slogg_err1 NA -0.3224172
## koi_slogg_err2 NA NA
## koi_srad NA NA
## koi_srad_err1 NA NA
## koi_srad_err2 NA NA
## ra NA NA
## dec 1 NA
## koi_kepmag NA 1.0000000I saw “koi_insol” has a strong correlation with “koi_srad”, “koi_srad_err1”, so I would like to look into their relationship 
##
## Call:
## lm(formula = koi_insol ~ koi_srad, data = data_p)
##
## Residuals:
## Min 1Q Median 3Q Max
## -2.85913 -0.66699 0.03673 0.69488 2.62652
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -0.004176 0.009580 -0.436 0.663
## koi_srad 0.390785 0.009581 40.787 <2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.919 on 9199 degrees of freedom
## (363 observations deleted due to missingness)
## Multiple R-squared: 0.1532, Adjusted R-squared: 0.1531
## F-statistic: 1664 on 1 and 9199 DF, p-value: < 2.2e-16## Warning: Removed 363 rows containing non-finite values (stat_smooth).
## Warning: Removed 363 rows containing non-finite values (stat_smooth).
##
## Call:
## lm(formula = koi_insol ~ koi_srad_err1, data = data_p)
##
## Residuals:
## Min 1Q Median 3Q Max
## -2.9458 -0.6655 0.0503 0.7065 3.3587
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -0.007428 0.009971 -0.745 0.456
## koi_srad_err1 0.308427 0.009972 30.930 <2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.951 on 9094 degrees of freedom
## (468 observations deleted due to missingness)
## Multiple R-squared: 0.09518, Adjusted R-squared: 0.09508
## F-statistic: 956.6 on 1 and 9094 DF, p-value: < 2.2e-16##
## Call:
## lm(formula = koi_insol ~ koi_srad + koi_srad_err1, data = data_p)
##
## Residuals:
## Min 1Q Median 3Q Max
## -2.9183 -0.6683 0.0374 0.6911 2.5887
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -0.008672 0.009634 -0.900 0.368
## koi_srad 0.409365 0.016058 25.493 <2e-16 ***
## koi_srad_err1 -0.021814 0.016144 -1.351 0.177
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.9188 on 9093 degrees of freedom
## (468 observations deleted due to missingness)
## Multiple R-squared: 0.1555, Adjusted R-squared: 0.1554
## F-statistic: 837.4 on 2 and 9093 DF, p-value: < 2.2e-16Then I would like to look at the relationship between koi_insol,koi_srad, and koi_srad_err1 and consider the interaction term
##
## Call:
## lm(formula = koi_insol ~ koi_srad * koi_srad_err1, data = data_p)
##
## Residuals:
## Min 1Q Median 3Q Max
## -2.63140 -0.66327 0.04262 0.69376 2.57940
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.003713 0.009862 0.376 0.707
## koi_srad 0.431153 0.016485 26.154 < 2e-16 ***
## koi_srad_err1 0.017586 0.017551 1.002 0.316
## koi_srad:koi_srad_err1 -0.015436 0.002723 -5.669 1.48e-08 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.9172 on 9092 degrees of freedom
## (468 observations deleted due to missingness)
## Multiple R-squared: 0.1585, Adjusted R-squared: 0.1582
## F-statistic: 570.9 on 3 and 9092 DF, p-value: < 2.2e-16##
## High Low
## 3591 5505## Warning: Removed 363 rows containing non-finite values (stat_smooth).