Mastectomy
AGE
## # A tibble: 2 x 5
## mastectomy m sd n percent
## <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 0 63.3 13.7 97235 72.0
## 2 1 58.0 13.4 37749 28.0
RACE
## # A tibble: 12 x 4
## # Groups: mastectomy [2]
## mastectomy RACE n percent
## <dbl> <dbl> <dbl> <dbl>
## 1 0 1 64822 66.7
## 2 0 2 18514 19.0
## 3 0 3 8256 8.49
## 4 0 4 1774 1.82
## 5 0 5 351 0.361
## 6 0 6 3518 3.62
## 7 1 1 26064 69.0
## 8 1 2 4990 13.2
## 9 1 3 3114 8.25
## 10 1 4 1322 3.50
## 11 1 5 126 0.334
## 12 1 6 2133 5.65
resident income
## # A tibble: 8 x 4
## # Groups: mastectomy [2]
## mastectomy MEDINCSTQ n percent
## <dbl> <dbl> <dbl> <dbl>
## 1 0 1 26362 27.1
## 2 0 2 24358 25.1
## 3 0 3 23591 24.3
## 4 0 4 22924 23.6
## 5 1 1 7892 20.9
## 6 1 2 8723 23.1
## 7 1 3 9510 25.2
## 8 1 4 11624 30.8
insurance
## # A tibble: 12 x 4
## # Groups: mastectomy [2]
## mastectomy PAY1 n percent
## <dbl> <dbl> <dbl> <dbl>
## 1 0 1 49690 51.1
## 2 0 2 12500 12.9
## 3 0 3 31105 32.0
## 4 0 4 1735 1.78
## 5 0 5 566 0.582
## 6 0 6 1639 1.69
## 7 1 1 11985 31.7
## 8 1 2 3681 9.75
## 9 1 3 20726 54.9
## 10 1 4 546 1.45
## 11 1 5 210 0.556
## 12 1 6 601 1.59
Reconstruction
AGE
## # A tibble: 2 x 5
## reconstruction m sd n percent
## <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 0 62.3 13.9 127642 94.6
## 2 1 53.1 10.1 7342 5.44
RACE
## # A tibble: 12 x 4
## # Groups: reconstruction [2]
## reconstruction RACE n percent
## <dbl> <dbl> <dbl> <dbl>
## 1 0 1 86060 67.4
## 2 0 2 22411 17.6
## 3 0 3 10693 8.38
## 4 0 4 2854 2.24
## 5 0 5 463 0.363
## 6 0 6 5161 4.04
## 7 1 1 4826 65.7
## 8 1 2 1093 14.9
## 9 1 3 677 9.22
## 10 1 4 242 3.30
## 11 1 5 14 0.191
## 12 1 6 490 6.67
resident income
## # A tibble: 8 x 4
## # Groups: reconstruction [2]
## reconstruction MEDINCSTQ n percent
## <dbl> <dbl> <dbl> <dbl>
## 1 0 1 33014 25.9
## 2 0 2 31602 24.8
## 3 0 3 31200 24.4
## 4 0 4 31826 24.9
## 5 1 1 1240 16.9
## 6 1 2 1479 20.1
## 7 1 3 1901 25.9
## 8 1 4 2722 37.1
insurance
## # A tibble: 12 x 4
## # Groups: reconstruction [2]
## reconstruction PAY1 n percent
## <dbl> <dbl> <dbl> <dbl>
## 1 0 1 60616 47.5
## 2 0 2 15509 12.2
## 3 0 3 46483 36.4
## 4 0 4 2195 1.72
## 5 0 5 754 0.591
## 6 0 6 2085 1.63
## 7 1 1 1059 14.4
## 8 1 2 672 9.15
## 9 1 3 5348 72.8
## 10 1 4 86 1.17
## 11 1 5 22 0.300
## 12 1 6 155 2.11
Table 2, 2012,2013 (before expansion)
age
## # A tibble: 12 x 4
## # Groups: expanded [2]
## expanded age_c n percent
## <dbl> <dbl> <dbl> <dbl>
## 1 0 1 21 0.567
## 2 0 2 275 7.43
## 3 0 3 1110 30.0
## 4 0 4 1364 36.8
## 5 0 5 452 12.2
## 6 0 6 481 13.0
## 7 1 1 13 0.792
## 8 1 2 117 7.13
## 9 1 3 499 30.4
## 10 1 4 585 35.6
## 11 1 5 206 12.5
## 12 1 6 222 13.5
race
## # A tibble: 12 x 4
## # Groups: expanded [2]
## expanded RACE n percent
## <dbl> <dbl> <dbl> <dbl>
## 1 0 1 2411 65.1
## 2 0 2 510 13.8
## 3 0 3 272 7.35
## 4 0 4 138 3.73
## 5 0 5 8 0.216
## 6 0 6 364 9.83
## 7 1 1 1103 67.2
## 8 1 2 278 16.9
## 9 1 3 213 13.0
## 10 1 4 21 1.28
## 11 1 5 3 0.183
## 12 1 6 24 1.46
diabete chrinic
## # A tibble: 4 x 4
## # Groups: expanded [2]
## expanded CM_DMCX n percent
## <dbl> <dbl> <dbl> <dbl>
## 1 0 0 3689 99.6
## 2 0 1 14 0.378
## 3 1 0 1632 99.4
## 4 1 1 10 0.609
diabete
## # A tibble: 4 x 4
## # Groups: expanded [2]
## expanded CM_DM n percent
## <dbl> <dbl> <dbl> <dbl>
## 1 0 0 3433 92.7
## 2 0 1 270 7.29
## 3 1 0 1511 92.0
## 4 1 1 131 7.98
obesity
## # A tibble: 4 x 4
## # Groups: expanded [2]
## expanded CM_OBESE n percent
## <dbl> <dbl> <dbl> <dbl>
## 1 0 0 3348 90.4
## 2 0 1 355 9.59
## 3 1 0 1471 89.6
## 4 1 1 171 10.4
smoking
## # A tibble: 4 x 4
## # Groups: expanded [2]
## expanded smoke n percent
## <dbl> <dbl> <dbl> <dbl>
## 1 0 0 2968 80.2
## 2 0 1 735 19.8
## 3 1 0 1381 84.1
## 4 1 1 261 15.9
irra
## # A tibble: 4 x 4
## # Groups: expanded [2]
## expanded irra n percent
## <dbl> <dbl> <dbl> <dbl>
## 1 0 0 3445 93.0
## 2 0 1 258 6.97
## 3 1 0 1405 85.6
## 4 1 1 237 14.4
comorbidity
## # A tibble: 4 x 4
## # Groups: expanded [2]
## expanded comorbidity5 n percent
## <dbl> <dbl> <dbl> <dbl>
## 1 0 0 3641 98.3
## 2 0 1 62 1.67
## 3 1 0 1618 98.5
## 4 1 1 24 1.46
mental
## # A tibble: 4 x 4
## # Groups: expanded [2]
## expanded mental n percent
## <dbl> <dbl> <dbl> <dbl>
## 1 0 0 3014 81.4
## 2 0 1 689 18.6
## 3 1 0 1361 82.9
## 4 1 1 281 17.1
income
## # A tibble: 8 x 4
## # Groups: expanded [2]
## expanded MEDINCSTQ n percent
## <dbl> <dbl> <dbl> <dbl>
## 1 0 1 613 16.6
## 2 0 2 707 19.1
## 3 0 3 993 26.8
## 4 0 4 1390 37.5
## 5 1 1 278 16.9
## 6 1 2 339 20.6
## 7 1 3 409 24.9
## 8 1 4 616 37.5
insurance
## # A tibble: 12 x 4
## # Groups: expanded [2]
## expanded PAY1 n percent
## <dbl> <dbl> <dbl> <dbl>
## 1 0 1 508 13.7
## 2 0 2 368 9.94
## 3 0 3 2741 74.0
## 4 0 4 36 0.972
## 5 0 5 3 0.0810
## 6 0 6 47 1.27
## 7 1 1 257 15.7
## 8 1 2 98 5.97
## 9 1 3 1186 72.2
## 10 1 4 32 1.95
## 11 1 5 6 0.365
## 12 1 6 63 3.84
extended stay
## # A tibble: 4 x 4
## # Groups: expanded [2]
## expanded LOS75 n percent
## <dbl> <dbl> <dbl> <dbl>
## 1 0 0 3281 88.6
## 2 0 1 422 11.4
## 3 1 0 1428 87.0
## 4 1 1 214 13.0
cost
## # A tibble: 2 x 3
## expanded m sd
## <dbl> <dbl> <dbl>
## 1 0 21805. 12864.
## 2 1 23312. 12625.
complication
## # A tibble: 4 x 4
## # Groups: expanded [2]
## expanded any_complication n percent
## <dbl> <dbl> <dbl> <dbl>
## 1 0 0 3453 93.2
## 2 0 1 250 6.75
## 3 1 0 1525 92.9
## 4 1 1 117 7.13
## # A tibble: 2 x 3
## expanded m sd
## <dbl> <dbl> <dbl>
## 1 0 0.0805 0.328
## 2 1 0.0883 0.354
Table 2, 2015 (after expansion)
age
## # A tibble: 12 x 4
## # Groups: expanded [2]
## expanded age_c n percent
## <dbl> <dbl> <dbl> <dbl>
## 1 0 1 5 0.380
## 2 0 2 85 6.45
## 3 0 3 375 28.5
## 4 0 4 491 37.3
## 5 0 5 172 13.1
## 6 0 6 189 14.4
## 7 1 1 7 1.03
## 8 1 2 55 8.09
## 9 1 3 195 28.7
## 10 1 4 218 32.1
## 11 1 5 81 11.9
## 12 1 6 124 18.2
race
## # A tibble: 12 x 4
## # Groups: expanded [2]
## expanded RACE n percent
## <dbl> <dbl> <dbl> <dbl>
## 1 0 1 878 66.7
## 2 0 2 184 14.0
## 3 0 3 90 6.83
## 4 0 4 73 5.54
## 5 0 5 2 0.152
## 6 0 6 90 6.83
## 7 1 1 434 63.8
## 8 1 2 121 17.8
## 9 1 3 102 15
## 10 1 4 10 1.47
## 11 1 5 1 0.147
## 12 1 6 12 1.76
diabete chrinic
## # A tibble: 4 x 4
## # Groups: expanded [2]
## expanded CM_DMCX n percent
## <dbl> <dbl> <dbl> <dbl>
## 1 0 0 1314 99.8
## 2 0 1 3 0.228
## 3 1 0 677 99.6
## 4 1 1 3 0.441
diabete
## # A tibble: 4 x 4
## # Groups: expanded [2]
## expanded CM_DM n percent
## <dbl> <dbl> <dbl> <dbl>
## 1 0 0 1209 91.8
## 2 0 1 108 8.20
## 3 1 0 628 92.4
## 4 1 1 52 7.65
obesity
## # A tibble: 4 x 4
## # Groups: expanded [2]
## expanded CM_OBESE n percent
## <dbl> <dbl> <dbl> <dbl>
## 1 0 0 1157 87.9
## 2 0 1 160 12.1
## 3 1 0 570 83.8
## 4 1 1 110 16.2
smoking
## # A tibble: 4 x 4
## # Groups: expanded [2]
## expanded smoke n percent
## <dbl> <dbl> <dbl> <dbl>
## 1 0 0 1016 77.1
## 2 0 1 301 22.9
## 3 1 0 521 76.6
## 4 1 1 159 23.4
irra
## # A tibble: 4 x 4
## # Groups: expanded [2]
## expanded irra n percent
## <dbl> <dbl> <dbl> <dbl>
## 1 0 0 1168 88.7
## 2 0 1 149 11.3
## 3 1 0 551 81.0
## 4 1 1 129 19.0
comorbidity
## # A tibble: 4 x 4
## # Groups: expanded [2]
## expanded comorbidity5 n percent
## <dbl> <dbl> <dbl> <dbl>
## 1 0 0 1295 98.3
## 2 0 1 22 1.67
## 3 1 0 662 97.4
## 4 1 1 18 2.65
mental
## # A tibble: 4 x 4
## # Groups: expanded [2]
## expanded mental n percent
## <dbl> <dbl> <dbl> <dbl>
## 1 0 0 1061 80.6
## 2 0 1 256 19.4
## 3 1 0 510 75
## 4 1 1 170 25
income
## # A tibble: 8 x 4
## # Groups: expanded [2]
## expanded MEDINCSTQ n percent
## <dbl> <dbl> <dbl> <dbl>
## 1 0 1 210 15.9
## 2 0 2 276 21.0
## 3 0 3 334 25.4
## 4 0 4 497 37.7
## 5 1 1 139 20.4
## 6 1 2 157 23.1
## 7 1 3 165 24.3
## 8 1 4 219 32.2
insurance
## # A tibble: 12 x 4
## # Groups: expanded [2]
## expanded PAY1 n percent
## <dbl> <dbl> <dbl> <dbl>
## 1 0 1 170 12.9
## 2 0 2 151 11.5
## 3 0 3 961 73.0
## 4 0 4 11 0.835
## 5 0 5 4 0.304
## 6 0 6 20 1.52
## 7 1 1 124 18.2
## 8 1 2 55 8.09
## 9 1 3 460 67.6
## 10 1 4 7 1.03
## 11 1 5 9 1.32
## 12 1 6 25 3.68
extended stay
## # A tibble: 4 x 4
## # Groups: expanded [2]
## expanded LOS75 n percent
## <dbl> <dbl> <dbl> <dbl>
## 1 0 0 1066 80.9
## 2 0 1 251 19.1
## 3 1 0 484 71.2
## 4 1 1 196 28.8
cost
## # A tibble: 2 x 3
## expanded m sd
## <dbl> <dbl> <dbl>
## 1 0 23646. 13623.
## 2 1 24994. 13157.
complication
## # A tibble: 4 x 4
## # Groups: expanded [2]
## expanded any_complication n percent
## <dbl> <dbl> <dbl> <dbl>
## 1 0 0 1238 94.0
## 2 0 1 79 6.00
## 3 1 0 633 93.1
## 4 1 1 47 6.91
## # A tibble: 2 x 3
## expanded m sd
## <dbl> <dbl> <dbl>
## 1 0 0.0699 0.311
## 2 1 0.0868 0.356