demographic
## Variable Summary
## 1 age 66.6 + 12.5 (22)
## 2 gender_0 16/22 (72.7 %)
## 3 gender_1 6/22 (27.3 %)
## 4 race_3 3/22 (13.6 %)
## 5 race_4 18/22 (81.8 %)
## 6 race_6 1/22 (4.5 %)
## 7 ethnicity_0 19/22 (86.4 %)
## 8 ethnicity_1 3/22 (13.6 %)
## 9 bmi 27.6 + 5.6 (22)
## 10 dialysis_vintage 889.8 + 920.5 (10)
## 11 access_0 1/21 (4.8 %)
## 12 access_1 2/21 (9.5 %)
## 13 access_2 10/21 (47.6 %)
## 14 access_3 4/21 (19 %)
## 15 access_4 2/21 (9.5 %)
## 16 access_6 2/21 (9.5 %)
## 17 cad_0 12/22 (54.5 %)
## 18 cad_1 10/22 (45.5 %)
## 19 dm_0 9/22 (40.9 %)
## 20 dm_1 13/22 (59.1 %)
## 21 chf_0 14/22 (63.6 %)
## 22 chf_1 8/22 (36.4 %)
## 23 htn_0 2/22 (9.1 %)
## 24 htn_1 20/22 (90.9 %)
## 25 pvd_0 20/22 (90.9 %)
## 26 pvd_1 2/22 (9.1 %)
## 27 na_pre 135.5 + 4.7 (22)
## 28 osm_pre 294.9 + 10.6 (22)
## 29 bnp_pre 16248.1 + 19394.8 (22)
## 30 Final.Leg 203.1 + 47 (22)
## 31 Net.Fluid.Balance 1670 + 1220.9 (22)
## 32 dti.sum 5.5 + 3.4 (22)
## 33 tds.sum 6.7 + 4.9 (22)
## 34 thirst_intensity 4 + 2.8 (22)
## 35 race2_4 18/22 (81.8 %)
## 36 race2_other 4/22 (18.2 %)
## 37 access2_2 10/21 (47.6 %)
## 38 access2_other 11/21 (52.4 %)
pairwise correlation
## na_pre osm_pre bnp_pre_ln Net.Fluid.Balance
## na_pre 1.00000000 0.64726445 0.26841922 -0.17986665
## osm_pre 0.64726445 1.00000000 0.03796424 -0.15946305
## bnp_pre_ln 0.26841922 0.03796424 1.00000000 0.02508619
## Net.Fluid.Balance -0.17986665 -0.15946305 0.02508619 1.00000000
## dti.sum -0.10646940 -0.06667083 -0.11639216 0.15650436
## tds.sum -0.05922523 -0.14388113 0.09407941 0.30318871
## thirst_intensity 0.33373445 0.31169513 0.12418871 -0.19749744
## dti.sum tds.sum thirst_intensity
## na_pre -0.10646940 -0.05922523 0.3337344
## osm_pre -0.06667083 -0.14388113 0.3116951
## bnp_pre_ln -0.11639216 0.09407941 0.1241887
## Net.Fluid.Balance 0.15650436 0.30318871 -0.1974974
## dti.sum 1.00000000 0.61123892 0.3316686
## tds.sum 0.61123892 1.00000000 0.3331333
## thirst_intensity 0.33166857 0.33313331 1.0000000

subset based on na_pre > 135

## na_pre osm_pre bnp_pre_ln Net.Fluid.Balance
## na_pre 1.00000000 -0.03225874 -0.1646251 -0.04039901
## osm_pre -0.03225874 1.00000000 -0.2335386 0.35571393
## bnp_pre_ln -0.16462512 -0.23353859 1.0000000 0.23836280
## Net.Fluid.Balance -0.04039901 0.35571393 0.2383628 1.00000000
## dti.sum -0.10836720 -0.06711915 0.1758212 -0.11820404
## tds.sum -0.07722676 -0.47468755 0.4425352 0.28680342
## thirst_intensity 0.24408765 -0.09079017 0.3545381 0.03418803
## dti.sum tds.sum thirst_intensity
## na_pre -0.10836720 -0.07722676 0.24408765
## osm_pre -0.06711915 -0.47468755 -0.09079017
## bnp_pre_ln 0.17582125 0.44253519 0.35453813
## Net.Fluid.Balance -0.11820404 0.28680342 0.03418803
## dti.sum 1.00000000 0.16498586 0.55547302
## tds.sum 0.16498586 1.00000000 0.44444084
## thirst_intensity 0.55547302 0.44444084 1.00000000
subset based on na_pre <= 135

## na_pre osm_pre bnp_pre_ln Net.Fluid.Balance
## na_pre 1.00000000 0.6256646 0.25194958 0.05376072
## osm_pre 0.62566457 1.0000000 -0.24220463 -0.28020187
## bnp_pre_ln 0.25194958 -0.2422046 1.00000000 -0.05270152
## Net.Fluid.Balance 0.05376072 -0.2802019 -0.05270152 1.00000000
## dti.sum 0.16065854 0.1612607 -0.51380874 0.26781296
## tds.sum 0.03839469 0.1225325 -0.49007405 0.29475808
## thirst_intensity 0.51626194 0.5969151 -0.26382744 -0.35797507
## dti.sum tds.sum thirst_intensity
## na_pre 0.1606585 0.03839469 0.5162619
## osm_pre 0.1612607 0.12253246 0.5969151
## bnp_pre_ln -0.5138087 -0.49007405 -0.2638274
## Net.Fluid.Balance 0.2678130 0.29475808 -0.3579751
## dti.sum 1.0000000 0.92061174 0.2263314
## tds.sum 0.9206117 1.00000000 0.2730011
## thirst_intensity 0.2263314 0.27300112 1.0000000
subset based on Net.Fluid.Balance > 2

## na_pre osm_pre bnp_pre_ln Net.Fluid.Balance
## na_pre 1.0000000 0.65579679 0.23477759 -0.1508675
## osm_pre 0.6557968 1.00000000 0.04151360 -0.1917523
## bnp_pre_ln 0.2347776 0.04151360 1.00000000 0.2054024
## Net.Fluid.Balance -0.1508675 -0.19175233 0.20540245 1.0000000
## dti.sum -0.1275942 -0.06927485 -0.14832140 0.1850619
## tds.sum -0.0829670 -0.15238490 0.09000733 0.3120349
## thirst_intensity 0.3332439 0.32010509 0.08960745 -0.1295863
## dti.sum tds.sum thirst_intensity
## na_pre -0.12759417 -0.08296700 0.33324389
## osm_pre -0.06927485 -0.15238490 0.32010509
## bnp_pre_ln -0.14832140 0.09000733 0.08960745
## Net.Fluid.Balance 0.18506192 0.31203490 -0.12958625
## dti.sum 1.00000000 0.60388210 0.34747705
## tds.sum 0.60388210 1.00000000 0.37592683
## thirst_intensity 0.34747705 0.37592683 1.00000000