# data tong hop
t="C:\\Users\\pc\\Desktop\\data VA.csv"
tt=read.csv(t)
library(DescTools)
Desc(tt)
## -------------------------------------------------------------------------
## Describe tt (data.frame):
##
## data.frame: 3977 obs. of 59 variables
##
## Nr ColName Class NAs Levels
## 1 ID integer .
## 2 Sex integer .
## 3 Year integer .
## 4 Year.of.birth integer .
## 5 Age integer .
## 6 Weight numeric .
## 7 Time.1 integer 1 (0.0%)
## 8 Pre.dose.concentration..C0. numeric 940 (23.6%)
## 9 Dose.1 numeric .
## 10 Dose.2 numeric .
## 11 MMF.dose numeric 3 (0.1%)
## 12 Glucose numeric 321 (8.1%)
## 13 Creatinin numeric 279 (7.0%)
## 14 eGFR numeric 279 (7.0%)
## 15 Albumin numeric 553 (13.9%)
## 16 Cholesteron numeric 1316 (33.1%)
## 17 HDL.C numeric 1776 (44.7%)
## 18 LDL.C numeric 1783 (44.8%)
## 19 Triglycerid numeric 1349 (33.9%)
## 20 acid.uric numeric 1144 (28.8%)
## 21 Total.Bilirubin numeric 2214 (55.7%)
## 22 Directed.Bilirubin numeric 2224 (55.9%)
## 23 AST numeric 452 (11.4%)
## 24 ALT numeric 465 (11.7%)
## 25 Amylase numeric 3095 (77.8%)
## 26 GGT numeric 680 (17.1%)
## 27 HCT numeric 484 (12.2%)
## 28 Hb numeric 494 (12.4%)
## 29 Anaemia factor 494 (12.4%) (4):
## 1-Mild,
## 2-Moderate...
## 3-Normal,
## 4-Severe
## 30 Angina integer .
## 31 Headache integer 1 (0.0%)
## 32 Tired integer 1 (0.0%)
## 33 Insomnia integer 1 (0.0%)
## 34 Nause.or.vomit integer 1 (0.0%)
## 35 Seizures integer 1 (0.0%)
## 36 Anorexia integer .
## 37 Oliguria integer .
## 38 Neuphrotoxicity integer .
## 39 Chronic.Kidney.Disease integer .
## 40 Hemodialysis integer .
## 41 Urinary.tract.infections integer .
## 42 Fever integer 1 (0.0%)
## 43 respiratory.infections integer .
## 44 Bacterial.vaginosis integer .
## 45 Bacteremia integer .
## 46 Hepatitis.B integer .
## 47 hepatitis.C integer .
## 48 BK integer .
## 49 CMV integer .
## 50 Acute.rejection integer .
## 51 ALT.increasing factor 465 (11.7%) (4):
## 1-Mild,
## 2-Moderate...
## 3-Normal,
## 4-Servere
## 52 AST.increasing factor 452 (11.4%) (4):
## 1-Mild,
## 2-Moderate...
## 3-Normal,
## 4-Servere
## 53 Diarrhea integer .
## 54 Acute.pancreatitis integer .
## 55 Uric.acid factor 1144 (28.8%) (2):
## 1-Hyperuri...
## 2-Normal
## 56 Acute.gout integer .
## 57 Conversion integer .
## 58 Death integer .
## 59 X logical 3977 (100.0%)
##
##
## -------------------------------------------------------------------------
## 1 - ID (integer)
##
## length n NAs unique 0s mean meanCI
## 3'977 3'977 0 114 0 48.90 47.92
## 100.0% 0.0% 0.0% 49.88
##
## .05 .10 .25 median .75 .90 .95
## 3.00 6.00 21.00 47.00 73.00 95.00 105.00
##
## range sd vcoef mad IQR skew kurt
## 113.00 31.53 0.64 38.55 52.00 0.25 -0.97
##
## lowest : 1 (46), 2 (65), 3 (96), 4 (69), 5 (60)
## highest: 110 (20), 111 (12), 112 (18), 113 (24), 114 (13)
## -------------------------------------------------------------------------
## 2 - Sex (integer - dichotomous)
##
## length n NAs unique
## 3'977 3'977 0 2
## 100.0% 0.0%
##
## freq perc lci.95 uci.95'
## 0 878 22.1% 20.8% 23.4%
## 1 3'099 77.9% 76.6% 79.2%
##
## ' 95%-CI Wilson
## -------------------------------------------------------------------------
## 3 - Year (integer)
##
## length n NAs unique 0s mean meanCI
## 3'977 3'977 0 9 0 2'016.38 2'016.35
## 100.0% 0.0% 0.0% 2'016.41
##
## .05 .10 .25 median .75 .90 .95
## 2'014.00 2'015.00 2'016.00 2'017.00 2'017.00 2'017.00 2'018.00
##
## range sd vcoef mad IQR skew kurt
## 16.00 1.10 0.00 1.48 1.00 0.13 9.61
##
##
## level freq perc cumfreq cumperc
## 1 2012 12 0.3% 12 0.3%
## 2 2013 23 0.6% 35 0.9%
## 3 2014 211 5.3% 246 6.2%
## 4 2015 473 11.9% 719 18.1%
## 5 2016 1'143 28.7% 1'862 46.8%
## 6 2017 1'738 43.7% 3'600 90.5%
## 7 2018 373 9.4% 3'973 99.9%
## 8 2019 1 0.0% 3'974 99.9%
## 9 2028 3 0.1% 3'977 100.0%
## -------------------------------------------------------------------------
## 4 - Year.of.birth (integer)
##
## length n NAs unique 0s mean meanCI
## 3'977 3'977 0 34 0 1'980.83 1'980.56
## 100.0% 0.0% 0.0% 1'981.11
##
## .05 .10 .25 median .75 .90 .95
## 1'964.00 1'969.00 1'975.00 1'981.00 1'988.00 1'992.00 1'992.00
##
## range sd vcoef mad IQR skew kurt
## 45.00 8.96 0.00 10.38 13.00 -0.68 0.49
##
## lowest : 1'952 (27), 1'953 (53), 1'960 (44), 1'964 (80), 1'967 (83)
## highest: 1'993 (20), 1'994 (71), 1'995 (28), 1'996 (44), 1'997 (13)
## -------------------------------------------------------------------------
## 5 - Age (integer)
##
## length n NAs unique 0s mean meanCI
## 3'977 3'977 0 43 0 35.55 35.27
## 100.0% 0.0% 0.0% 35.82
##
## .05 .10 .25 median .75 .90 .95
## 24.00 25.00 28.00 35.00 41.00 47.00 51.00
##
## range sd vcoef mad IQR skew kurt
## 46.00 8.96 0.25 10.38 13.00 0.70 0.50
##
## lowest : 20 (29), 21 (25), 22 (69), 23 (66), 24 (155)
## highest: 62 (30), 63 (8), 64 (12), 65 (26), 66 (4)
## -------------------------------------------------------------------------
## 6 - Weight (numeric)
##
## length n NAs unique 0s mean meanCI
## 3'977 3'977 0 40 0 53.88 53.60
## 100.0% 0.0% 0.0% 54.16
##
## .05 .10 .25 median .75 .90 .95
## 40.00 42.00 47.00 54.00 60.00 66.00 70.00
##
## range sd vcoef mad IQR skew kurt
## 48.00 8.99 0.17 8.90 13.00 0.30 -0.40
##
## lowest : 35.0 (18), 39.0 (163), 39.5 (17), 40.0 (33), 41.0 (20)
## highest: 72.0 (45), 77.0 (3), 78.0 (29), 80.5 (4), 83.0 (4)
## -------------------------------------------------------------------------
## 7 - Time.1 (integer)
##
## length n NAs unique 0s mean meanCI
## 3'977 3'976 1 956 114 269.01 258.47
## 100.0% 0.0% 2.9% 279.54
##
## .05 .10 .25 median .75 .90 .95
## 1.00 3.00 12.00 113.50 442.00 740.50 964.50
##
## range sd vcoef mad IQR skew kurt
## 2'052.00 338.81 1.26 163.83 430.00 1.62 2.79
##
## lowest : 0 (114), 1 (114), 2 (114), 3 (108), 4 (96)
## highest: 1'917, 1'954, 1'998, 2'031, 2'052
## -------------------------------------------------------------------------
## 8 - Pre.dose.concentration..C0. (numeric)
##
## length n NAs unique 0s mean meanCI
## 3'977 3'037 940 193 0 7.00 6.87
## 76.4% 23.6% 0.0% 7.13
##
## .05 .10 .25 median .75 .90 .95
## 3.00 3.50 4.70 6.10 8.40 11.30 13.70
##
## range sd vcoef mad IQR skew kurt
## 70.00 3.68 0.52 2.67 3.70 3.15 33.16
##
## lowest : 1.0, 1.1, 1.4 (3), 1.5, 1.6 (5)
## highest: 25.1, 27.2, 27.8, 31.2, 71.0
## -------------------------------------------------------------------------
## 9 - Dose.1 (numeric)
##
## length n NAs unique 0s mean meanCI
## 3'977 3'977 0 17 11 5.08 5.03
## 100.0% 0.0% 0.3% 5.13
##
## .05 .10 .25 median .75 .90 .95
## 2.00 2.50 4.00 5.50 6.00 7.00 7.00
##
## range sd vcoef mad IQR skew kurt
## 9.00 1.53 0.30 0.74 2.00 -0.64 -0.07
##
## lowest : 0.0 (11), 1.0 (17), 1.5 (62), 2.0 (166), 2.5 (147)
## highest: 6.5 (70), 7.0 (392), 7.5 (3), 8.0 (95), 9.0 (5)
## -------------------------------------------------------------------------
## 10 - Dose.2 (numeric)
##
## length n NAs unique 0s mean meanCI
## 3'977 3'977 0 229 11 0.09590 0.09498
## 100.0% 0.0% 0.3% 0.09683
##
## .05 .10 .25 median .75 .90 .95
## 0.03770 0.05130 0.07890 0.10000 0.11630 0.12924 0.14290
##
## range sd vcoef mad IQR skew kurt
## 0.17070 0.02971 0.30977 0.02669 0.03740 -0.47226 0.09613
##
## lowest : 0.0 (11), 0.0167 (6), 0.0182 (10), 0.0208, 0.0211 (3)
## highest: 0.1579, 0.1591 (11), 0.1628 (3), 0.1667 (13), 0.1707 (13)
## -------------------------------------------------------------------------
## 11 - MMF.dose (numeric)
##
## length n NAs unique 0s mean meanCI
## 3'977 3'974 3 9 16 1.87 1.86
## 99.9% 0.1% 0.4% 1.88
##
## .05 .10 .25 median .75 .90 .95
## 1.00 1.50 2.00 2.00 2.00 2.00 2.00
##
## range sd vcoef mad IQR skew kurt
## 3.00 0.31 0.17 0.00 0.00 -2.43 7.80
##
##
## level freq perc cumfreq cumperc
## 1 0 16 0.4% 16 0.4%
## 2 0.5 12 0.3% 28 0.7%
## 3 0.75 23 0.6% 51 1.3%
## 4 1 177 4.5% 228 5.7%
## 5 1.25 3 0.1% 231 5.8%
## 6 1.5 546 13.7% 777 19.6%
## 7 1.75 32 0.8% 809 20.4%
## 8 2 3'156 79.4% 3'965 99.8%
## 9 3 9 0.2% 3'974 100.0%
## -------------------------------------------------------------------------
## 12 - Glucose (numeric)
##
## length n NAs unique 0s mean meanCI
## 3'977 3'656 321 597 0 6.1122 5.9892
## 91.9% 8.1% 0.0% 6.2351
##
## .05 .10 .25 median .75 .90 .95
## 4.4000 4.6300 4.9800 5.4000 6.2325 8.3050 9.9150
##
## range sd vcoef mad IQR skew kurt
## 147.4000 3.7903 0.6201 0.7710 1.2525 24.4711 833.4159
##
## lowest : 1.6, 1.8, 2.31, 2.45, 2.63
## highest: 24.5, 25.9, 58.0, 125.9, 149.0
## -------------------------------------------------------------------------
## 13 - Creatinin (numeric)
##
## length n NAs unique 0s mean meanCI
## 3'977 3'698 279 1'033 0 153.40 149.15
## 93.0% 7.0% 0.0% 157.65
##
## .05 .10 .25 median .75 .90 .95
## 74.00 81.00 97.00 117.25 145.45 221.00 430.30
##
## range sd vcoef mad IQR skew kurt
## 1'277.20 131.84 0.86 34.47 48.45 3.97 18.88
##
## lowest : 11.8, 12.0, 43.74, 45.2, 45.4
## highest: 1'144.0, 1'174.91, 1'210.0, 1'246.0, 1'289.0
## -------------------------------------------------------------------------
## 14 - eGFR (numeric)
##
## length n NAs unique 0s mean meanCI
## 3'977 3'698 279 2'914 0 61.45878 60.48248
## 93.0% 7.0% 0.0% 62.43508
##
## .05 .10 .25 median .75 .90 .95
## 13.89831 29.28509 48.85502 62.68580 74.92628 86.88172 95.29941
##
## range sd vcoef mad IQR skew kurt
## 886.44910 30.28135 0.49271 19.31146 26.07125 10.98711 298.81727
##
## lowest : 4.079, 4.1662, 4.3879, 4.497, 4.5725
## highest: 181.3784, 186.246, 208.6404, 885.4681, 890.5281
## -------------------------------------------------------------------------
## 15 - Albumin (numeric)
##
## length n NAs unique 0s mean meanCI
## 3'977 3'424 553 799 0 42.783 42.463
## 86.1% 13.9% 0.0% 43.104
##
## .05 .10 .25 median .75 .90 .95
## 32.300 34.700 39.895 43.755 46.100 48.200 49.580
##
## range sd vcoef mad IQR skew kurt
## 386.080 9.558 0.223 4.322 6.205 22.646 778.792
##
## lowest : 3.92, 4.09, 5.05, 5.6, 18.0
## highest: 57.4, 68.02, 113.0, 339.6, 390.0
## -------------------------------------------------------------------------
## 16 - Cholesteron (numeric)
##
## length n NAs unique 0s mean meanCI
## 3'977 2'661 1'316 535 0 4.81 4.74
## 66.9% 33.1% 0.0% 4.87
##
## .05 .10 .25 median .75 .90 .95
## 3.06 3.42 4.00 4.71 5.42 6.16 6.79
##
## range sd vcoef mad IQR skew kurt
## 44.54 1.75 0.36 1.05 1.42 13.69 309.64
##
## lowest : 0.96, 0.99, 1.0, 1.2 (2), 1.42
## highest: 10.43, 12.03, 44.4, 45.2, 45.5
## -------------------------------------------------------------------------
## 17 - HDL.C (numeric)
##
## length n NAs unique 0s mean meanCI
## 3'977 2'201 1'776 168 1 1.18 1.16
## 55.3% 44.7% 0.0% 1.21
##
## .05 .10 .25 median .75 .90 .95
## 0.73 0.80 0.96 1.14 1.35 1.56 1.70
##
## range sd vcoef mad IQR skew kurt
## 21.80 0.55 0.46 0.28 0.39 24.84 925.85
##
## lowest : 0.0, 0.39, 0.46, 0.48 (2), 0.5
## highest: 3.1, 3.16, 3.8, 4.58, 21.8
## -------------------------------------------------------------------------
## 18 - LDL.C (numeric)
##
## length n NAs unique 0s mean meanCI
## 3'977 2'194 1'783 380 0 3.39 2.97
## 55.2% 44.8% 0.0% 3.80
##
## .05 .10 .25 median .75 .90 .95
## 1.87 2.08 2.52 3.05 3.60 4.18 4.55
##
## range sd vcoef mad IQR skew kurt
## 411.19 9.90 2.92 0.82 1.08 36.70 1'420.70
##
## lowest : 0.81, 0.92 (2), 0.97, 1.1, 1.17
## highest: 7.3, 9.8, 17.5, 218.0, 412.0
## -------------------------------------------------------------------------
## 19 - Triglycerid (numeric)
##
## length n NAs unique 0s mean meanCI
## 3'977 2'628 1'349 500 0 3.7933 2.8464
## 66.1% 33.9% 0.0% 4.7403
##
## .05 .10 .25 median .75 .90 .95
## 0.8000 0.9600 1.3000 1.8400 2.6100 3.6800 4.6965
##
## range sd vcoef mad IQR skew kurt
## 606.6800 24.7567 6.5264 0.9192 1.3100 16.4352 289.8924
##
## lowest : 0.32, 0.37, 0.38, 0.45, 0.46 (2)
## highest: 367.66, 369.63, 392.4, 424.5, 607.0
## -------------------------------------------------------------------------
## 20 - acid.uric (numeric)
##
## length n NAs unique 0s mean meanCI
## 3'977 2'833 1'144 1'105 0 374.517 369.637
## 71.2% 28.8% 0.0% 379.398
##
## .05 .10 .25 median .75 .90 .95
## 211.680 240.000 309.000 371.000 434.200 494.000 541.354
##
## range sd vcoef mad IQR skew kurt
## 3'777.000 132.485 0.354 93.404 125.200 8.465 184.882
##
## lowest : 2.3, 2.55, 3.0, 4.3, 6.4
## highest: 1'123.0, 1'800.0, 2'237.0, 2'239.0, 3'779.300
## -------------------------------------------------------------------------
## 21 - Total.Bilirubin (numeric)
##
## length n NAs unique 0s mean meanCI
## 3'977 1'763 2'214 298 0 11.92 11.38
## 44.3% 55.7% 0.0% 12.45
##
## .05 .10 .25 median .75 .90 .95
## 5.31 6.12 7.50 9.30 12.10 17.20 23.64
##
## range sd vcoef mad IQR skew kurt
## 125.90 11.44 0.96 3.26 4.60 5.51 36.35
##
## lowest : 0.7, 0.8, 1.2, 1.4 (2), 1.8
## highest: 105.5, 108.7, 109.6, 119.8, 126.6
## -------------------------------------------------------------------------
## 22 - Directed.Bilirubin (numeric)
##
## length n NAs unique 0s mean meanCI
## 3'977 1'753 2'224 216 3 3.120 2.817
## 44.1% 55.9% 0.1% 3.423
##
## .05 .10 .25 median .75 .90 .95
## 0.548 0.800 1.300 1.900 2.800 4.300 6.000
##
## range sd vcoef mad IQR skew kurt
## 96.400 6.475 2.075 1.038 1.500 7.377 64.786
##
## lowest : 0.0 (3), 0.1 (13), 0.18, 0.2 (15), 0.27
## highest: 59.0, 63.7, 66.0, 68.2, 96.4
## -------------------------------------------------------------------------
## 23 - AST (numeric)
##
## length n NAs unique 0s mean meanCI
## 3'977 3'525 452 554 0 23.01 22.44
## 88.6% 11.4% 0.0% 23.57
##
## .05 .10 .25 median .75 .90 .95
## 11.00 13.00 16.00 19.30 24.00 33.00 43.48
##
## range sd vcoef mad IQR skew kurt
## 360.20 17.01 0.74 5.63 8.00 6.76 78.10
##
## lowest : 0.6, 1.07, 5.0, 5.3, 6.0
## highest: 193.9, 194.4, 201.1, 249.3, 360.8
## -------------------------------------------------------------------------
## 24 - ALT (numeric)
##
## length n NAs unique 0s mean meanCI
## 3'977 3'512 465 754 1 26.676 25.657
## 88.3% 11.7% 0.0% 27.696
##
## .05 .10 .25 median .75 .90 .95
## 7.500 9.173 13.000 19.000 28.715 47.000 71.000
##
## range sd vcoef mad IQR skew kurt
## 666.500 30.826 1.156 10.378 15.715 6.533 78.854
##
## lowest : 0.0, 0.7, 1.0 (6), 1.13, 2.0 (12)
## highest: 288.0, 308.8, 363.0, 402.3, 666.5
## -------------------------------------------------------------------------
## 25 - Amylase (numeric)
##
## length n NAs unique 0s mean meanCI
## 3'977 882 3'095 225 0 94.62 84.80
## 22.2% 77.8% 0.0% 104.45
##
## .05 .10 .25 median .75 .90 .95
## 32.03 38.00 51.00 70.00 98.00 141.00 170.95
##
## range sd vcoef mad IQR skew kurt
## 2'474.22 148.63 1.57 34.10 47.00 10.60 137.40
##
## lowest : 4.78, 19.0, 20.0, 21.0 (2), 22.0
## highest: 1'074.0, 1'240.0, 1'917.0, 2'011.0, 2'479.0
## -------------------------------------------------------------------------
## 26 - GGT (numeric)
##
## length n NAs unique 0s mean meanCI
## 3'977 3'297 680 1'058 0 61.81 57.57
## 82.9% 17.1% 0.0% 66.05
##
## .05 .10 .25 median .75 .90 .95
## 11.70 14.00 20.00 31.40 55.80 106.40 179.34
##
## range sd vcoef mad IQR skew kurt
## 1'381.00 124.23 2.01 21.35 35.80 6.57 49.84
##
## lowest : 1.0 (3), 2.0 (2), 3.0, 3.99, 5.2
## highest: 1'252.0, 1'273.0, 1'352.0, 1'369.0, 1'382.0
## -------------------------------------------------------------------------
## 27 - HCT (numeric)
##
## length n NAs unique 0s mean meanCI
## 3'977 3'493 484 750 2 0.89410 0.47463
## 87.8% 12.2% 0.1% 1.31356
##
## .05 .10 .25 median .75 .90 .95
## 0.25700 0.27502 0.31940 0.37700 0.42400 0.46000 0.48100
##
## range sd vcoef mad IQR skew kurt
## 383.00000 12.64428 14.14197 0.07858 0.10460 24.76367 624.47763
##
## lowest : 0.0 (2), 0.154, 0.17, 0.177, 0.18 (2)
## highest: 271.0, 286.0, 289.0, 327.0, 383.0
## -------------------------------------------------------------------------
## 28 - Hb (numeric)
##
## length n NAs unique 0s mean meanCI
## 3'977 3'483 494 237 0 122.111 120.725
## 87.6% 12.4% 0.0% 123.496
##
## .05 .10 .25 median .75 .90 .95
## 84.000 90.616 103.000 123.000 139.000 150.000 157.000
##
## range sd vcoef mad IQR skew kurt
## 1'433.631 41.708 0.342 26.687 36.000 19.809 574.612
##
## lowest : 0.369, 5.31, 11.0, 36.0, 59.0 (2)
## highest: 182.0 (3), 186.0 (2), 1'126.0, 1'327.0, 1'434.0
## -------------------------------------------------------------------------
## 29 - Anaemia (factor)
##
## length n NAs unique levels dupes
## 3'977 3'483 494 4 4 y
## 87.6% 12.4%
##
## level freq perc cumfreq cumperc
## 1 Normal 1'520 43.6% 1'520 43.6%
## 2 Moderate 1'087 31.2% 2'607 74.8%
## 3 Mild 763 21.9% 3'370 96.8%
## 4 Severe 113 3.2% 3'483 100.0%
## -------------------------------------------------------------------------
## 30 - Angina (integer - dichotomous)
##
## length n NAs unique
## 3'977 3'977 0 2
## 100.0% 0.0%
##
## freq perc lci.95 uci.95'
## 0 3'962 99.6% 99.4% 99.8%
## 1 15 0.4% 0.2% 0.6%
##
## ' 95%-CI Wilson
## -------------------------------------------------------------------------
## 31 - Headache (integer - dichotomous)
##
## length n NAs unique
## 3'977 3'976 1 2
## 100.0% 0.0%
##
## freq perc lci.95 uci.95'
## 0 3'970 99.8% 99.7% 99.9%
## 1 6 0.2% 0.1% 0.3%
##
## ' 95%-CI Wilson
## -------------------------------------------------------------------------
## 32 - Tired (integer - dichotomous)
##
## length n NAs unique
## 3'977 3'976 1 2
## 100.0% 0.0%
##
## freq perc lci.95 uci.95'
## 0 3'975 100.0% 99.9% 100.0%
## 1 1 0.0% 0.0% 0.1%
##
## ' 95%-CI Wilson
## -------------------------------------------------------------------------
## 33 - Insomnia (integer - dichotomous)
##
## length n NAs unique
## 3'977 3'976 1 2
## 100.0% 0.0%
##
## freq perc lci.95 uci.95'
## 0 3'968 99.8% 99.6% 99.9%
## 1 8 0.2% 0.1% 0.4%
##
## ' 95%-CI Wilson
## -------------------------------------------------------------------------
## 34 - Nause.or.vomit (integer - dichotomous)
##
## length n NAs unique
## 3'977 3'976 1 2
## 100.0% 0.0%
##
## freq perc lci.95 uci.95'
## 0 3'973 99.9% 99.8% 100.0%
## 1 3 0.1% 0.0% 0.2%
##
## ' 95%-CI Wilson
## -------------------------------------------------------------------------
## 35 - Seizures (integer - dichotomous)
##
## length n NAs unique
## 3'977 3'976 1 1
## 100.0% 0.0%
##
## freq perc lci.95 uci.95'
## 0 3'976 100.0% 99.9% 100.0%
##
## ' 95%-CI Wilson
## -------------------------------------------------------------------------
## 36 - Anorexia (integer - dichotomous)
##
## length n NAs unique
## 3'977 3'977 0 2
## 100.0% 0.0%
##
## freq perc lci.95 uci.95'
## 0 3'976 100.0% 99.9% 100.0%
## 1 1 0.0% 0.0% 0.1%
##
## ' 95%-CI Wilson
## -------------------------------------------------------------------------
## 37 - Oliguria (integer - dichotomous)
##
## length n NAs unique
## 3'977 3'977 0 2
## 100.0% 0.0%
##
## freq perc lci.95 uci.95'
## 0 3'975 99.9% 99.8% 100.0%
## 1 2 0.1% 0.0% 0.2%
##
## ' 95%-CI Wilson
## -------------------------------------------------------------------------
## 38 - Neuphrotoxicity (integer - dichotomous)
##
## length n NAs unique
## 3'977 3'977 0 2
## 100.0% 0.0%
##
## freq perc lci.95 uci.95'
## 0 3'976 100.0% 99.9% 100.0%
## 1 1 0.0% 0.0% 0.1%
##
## ' 95%-CI Wilson
## -------------------------------------------------------------------------
## 39 - Chronic.Kidney.Disease (integer - dichotomous)
##
## length n NAs unique
## 3'977 3'977 0 2
## 100.0% 0.0%
##
## freq perc lci.95 uci.95'
## 0 3'971 99.8% 99.7% 99.9%
## 1 6 0.2% 0.1% 0.3%
##
## ' 95%-CI Wilson
## -------------------------------------------------------------------------
## 40 - Hemodialysis (integer - dichotomous)
##
## length n NAs unique
## 3'977 3'977 0 2
## 100.0% 0.0%
##
## freq perc lci.95 uci.95'
## 0 3'956 99.5% 99.2% 99.7%
## 1 21 0.5% 0.3% 0.8%
##
## ' 95%-CI Wilson
## -------------------------------------------------------------------------
## 41 - Urinary.tract.infections (integer - dichotomous)
##
## length n NAs unique
## 3'977 3'977 0 2
## 100.0% 0.0%
##
## freq perc lci.95 uci.95'
## 0 3'970 99.8% 99.6% 99.9%
## 1 7 0.2% 0.1% 0.4%
##
## ' 95%-CI Wilson
## -------------------------------------------------------------------------
## 42 - Fever (integer - dichotomous)
##
## length n NAs unique
## 3'977 3'976 1 2
## 100.0% 0.0%
##
## freq perc lci.95 uci.95'
## 0 3'954 99.4% 99.2% 99.6%
## 1 22 0.6% 0.4% 0.8%
##
## ' 95%-CI Wilson
## -------------------------------------------------------------------------
## 43 - respiratory.infections (integer - dichotomous)
##
## length n NAs unique
## 3'977 3'977 0 2
## 100.0% 0.0%
##
## freq perc lci.95 uci.95'
## 0 3'967 99.7% 99.5% 99.9%
## 1 10 0.3% 0.1% 0.5%
##
## ' 95%-CI Wilson
## -------------------------------------------------------------------------
## 44 - Bacterial.vaginosis (integer - dichotomous)
##
## length n NAs unique
## 3'977 3'977 0 2
## 100.0% 0.0%
##
## freq perc lci.95 uci.95'
## 0 3'975 99.9% 99.8% 100.0%
## 1 2 0.1% 0.0% 0.2%
##
## ' 95%-CI Wilson
## -------------------------------------------------------------------------
## 45 - Bacteremia (integer - dichotomous)
##
## length n NAs unique
## 3'977 3'977 0 2
## 100.0% 0.0%
##
## freq perc lci.95 uci.95'
## 0 3'976 100.0% 99.9% 100.0%
## 1 1 0.0% 0.0% 0.1%
##
## ' 95%-CI Wilson
## -------------------------------------------------------------------------
## 46 - Hepatitis.B (integer - dichotomous)
##
## length n NAs unique
## 3'977 3'977 0 2
## 100.0% 0.0%
##
## freq perc lci.95 uci.95'
## 0 3'970 99.8% 99.6% 99.9%
## 1 7 0.2% 0.1% 0.4%
##
## ' 95%-CI Wilson
## -------------------------------------------------------------------------
## 47 - hepatitis.C (integer - dichotomous)
##
## length n NAs unique
## 3'977 3'977 0 2
## 100.0% 0.0%
##
## freq perc lci.95 uci.95'
## 0 3'974 99.9% 99.8% 100.0%
## 1 3 0.1% 0.0% 0.2%
##
## ' 95%-CI Wilson
## -------------------------------------------------------------------------
## 48 - BK (integer - dichotomous)
##
## length n NAs unique
## 3'977 3'977 0 2
## 100.0% 0.0%
##
## freq perc lci.95 uci.95'
## 0 3'973 99.9% 99.7% 100.0%
## 1 4 0.1% 0.0% 0.3%
##
## ' 95%-CI Wilson
## -------------------------------------------------------------------------
## 49 - CMV (integer - dichotomous)
##
## length n NAs unique
## 3'977 3'977 0 2
## 100.0% 0.0%
##
## freq perc lci.95 uci.95'
## 0 3'969 99.8% 99.6% 99.9%
## 1 8 0.2% 0.1% 0.4%
##
## ' 95%-CI Wilson
## -------------------------------------------------------------------------
## 50 - Acute.rejection (integer)
##
## length n NAs unique 0s mean meanCI
## 3'977 3'977 0 3 3'973 0.00 -0.00
## 100.0% 0.0% 99.9% 0.00
##
## .05 .10 .25 median .75 .90 .95
## 0.00 0.00 0.00 0.00 0.00 0.00 0.00
##
## range sd vcoef mad IQR skew kurt
## 2.00 0.06 32.47 0.00 0.00 33.58 1'147.56
##
##
## level freq perc cumfreq cumperc
## 1 0 3'973 99.9% 3'973 99.9%
## 2 1 1 0.0% 3'974 99.9%
## 3 2 3 0.1% 3'977 100.0%
## -------------------------------------------------------------------------
## 51 - ALT.increasing (factor)
##
## length n NAs unique levels dupes
## 3'977 3'512 465 4 4 y
## 88.3% 11.7%
##
## level freq perc cumfreq cumperc
## 1 Normal 3'362 95.7% 3'362 95.7%
## 2 Mild 129 3.7% 3'491 99.4%
## 3 Moderate 17 0.5% 3'508 99.9%
## 4 Servere 4 0.1% 3'512 100.0%
## -------------------------------------------------------------------------
## 52 - AST.increasing (factor)
##
## length n NAs unique levels dupes
## 3'977 3'525 452 4 4 y
## 88.6% 11.4%
##
## level freq perc cumfreq cumperc
## 1 Normal 3'463 98.2% 3'463 98.2%
## 2 Mild 58 1.6% 3'521 99.9%
## 3 Moderate 3 0.1% 3'524 100.0%
## 4 Servere 1 0.0% 3'525 100.0%
## -------------------------------------------------------------------------
## 53 - Diarrhea (integer - dichotomous)
##
## length n NAs unique
## 3'977 3'977 0 2
## 100.0% 0.0%
##
## freq perc lci.95 uci.95'
## 0 3'962 99.6% 99.4% 99.8%
## 1 15 0.4% 0.2% 0.6%
##
## ' 95%-CI Wilson
## -------------------------------------------------------------------------
## 54 - Acute.pancreatitis (integer - dichotomous)
##
## length n NAs unique
## 3'977 3'977 0 2
## 100.0% 0.0%
##
## freq perc lci.95 uci.95'
## 0 3'971 99.8% 99.7% 99.9%
## 1 6 0.2% 0.1% 0.3%
##
## ' 95%-CI Wilson
## -------------------------------------------------------------------------
## 55 - Uric.acid (factor - dichotomous)
##
## length n NAs unique
## 3'977 2'833 1'144 2
## 71.2% 28.8%
##
## freq perc lci.95 uci.95'
## Hyperuricemia 358 12.6% 11.5% 13.9%
## Normal 2'475 87.4% 86.1% 88.5%
##
## ' 95%-CI Wilson
## -------------------------------------------------------------------------
## 56 - Acute.gout (integer - dichotomous)
##
## length n NAs unique
## 3'977 3'977 0 2
## 100.0% 0.0%
##
## freq perc lci.95 uci.95'
## 0 3'973 99.9% 99.7% 100.0%
## 1 4 0.1% 0.0% 0.3%
##
## ' 95%-CI Wilson
## -------------------------------------------------------------------------
## 57 - Conversion (integer)
##
## length n NAs unique 0s mean meanCI
## 3'977 3'977 0 3 3'963 0.00 0.00
## 100.0% 0.0% 99.6% 0.01
##
## .05 .10 .25 median .75 .90 .95
## 0.00 0.00 0.00 0.00 0.00 0.00 0.00
##
## range sd vcoef mad IQR skew kurt
## 2.00 0.08 17.84 0.00 0.00 19.90 430.39
##
##
## level freq perc cumfreq cumperc
## 1 0 3'963 99.6% 3'963 99.6%
## 2 1 10 0.3% 3'973 99.9%
## 3 2 4 0.1% 3'977 100.0%
## -------------------------------------------------------------------------
## 58 - Death (integer - dichotomous)
##
## length n NAs unique
## 3'977 3'977 0 2
## 100.0% 0.0%
##
## freq perc lci.95 uci.95'
## 0 3'975 99.9% 99.8% 100.0%
## 1 2 0.1% 0.0% 0.2%
##
## ' 95%-CI Wilson
## -------------------------------------------------------------------------
## 59 - X (logical)
##
## length n NAs unique
## 3'977 0 3'977 NA
## 0.0% 100.0%
##
## Nothing to plot in X