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Cohort diagnostics

Introduction

In this example we’re going to summarise cohort diagnostics results for cohorts of individuals with an ankle sprain, ankle fracture, forearm fracture, or a hip fracture using the Eunomia synthetic data.

Again, we’ll begin by creating our study cohorts.

library(CDMConnector)
library(CohortConstructor)
library(CodelistGenerator)
library(PatientProfiles)
library(CohortCharacteristics)
library(PhenotypeR)
library(dplyr)
library(ggplot2)

con <- DBI::dbConnect(duckdb::duckdb(),
  dbdir = CDMConnector::eunomia_dir()
)
cdm <- CDMConnector::cdm_from_con(con,
  cdm_schem = "main",
  write_schema = "main",
  cdm_name = "Eunomia"
)

cdm$injuries <- conceptCohort(cdm = cdm,
  conceptSet = list(
    "ankle_sprain" = 81151,
    "ankle_fracture" = 4059173,
    "forearm_fracture" = 4278672,
    "hip_fracture" = 4230399
  ),
  name = "injuries")

Cohort diagnostics

We can run cohort diagnostics analyses for each of our overall cohorts like so:

cohort_diag <- cohortDiagnostics(cdm$injuries)

Our results will include a summary of the overlap between our cohorts. We could visualise this

plotCohortOverlap(cohort_diag, uniqueCombinations = TRUE)

Moreover, our results will also include a summary of the characteristics of each cohort, stratified by age group and sex.

tableCharacteristics(cohort_diag, groupColumn = c("age_group", "sex"))
CDM name
Eunomia
Variable name Variable level Estimate name Cohort name
ankle_fracture ankle_sprain forearm_fracture hip_fracture
overall; overall
Number records - N 464 1,915 569 138
Number subjects - N 427 1,357 510 132
Cohort start date - Median [Q25 - Q75] 1981-01-15 [1965-03-11 - 1997-08-03] 1982-11-09 [1968-06-15 - 1999-04-13] 1981-07-24 [1967-03-05 - 2000-12-16] 1996-09-17 [1977-09-20 - 2010-06-22]
Range 1911-09-07 to 2019-06-23 1912-02-25 to 2019-05-30 1917-08-16 to 2019-06-26 1927-12-14 to 2019-05-08
Cohort end date - Median [Q25 - Q75] 1981-02-28 [1965-04-11 - 1997-10-12] 1982-12-10 [1968-07-06 - 1999-05-09] 1981-08-23 [1967-04-10 - 2001-02-27] 1996-11-16 [1977-12-04 - 2010-07-22]
Range 1911-12-06 to 2019-06-23 1912-03-10 to 2019-05-30 1917-11-14 to 2019-06-26 1928-03-13 to 2019-06-07
Age - Median [Q25 - Q75] 16 [9 - 43] 21 [9 - 41] 17 [9 - 46] 40 [13 - 66]
Mean (SD) 27.38 (24.70) 26.63 (21.03) 28.69 (25.97) 40.06 (28.82)
Range 0 to 107 0 to 105 0 to 106 1 to 108
Sex Female N (%) 238 (51.29%) 954 (49.82%) 286 (50.26%) 74 (53.62%)
Male N (%) 226 (48.71%) 961 (50.18%) 283 (49.74%) 64 (46.38%)
Prior observation - Median [Q25 - Q75] 6,030 [3,360 - 16,032] 7,833 [3,628 - 15,147] 6,289 [3,390 - 16,847] 14,522 [4,801 - 24,401]
Mean (SD) 10,196.57 (9,011.31) 9,918.17 (7,672.74) 10,670.43 (9,480.30) 14,821.73 (10,521.89)
Range 299 to 39,430 299 to 38,429 299 to 38,943 390 to 39,792
Future observation - Median [Q25 - Q75] 13,748 [6,878 - 19,331] 12,868 [6,860 - 18,078] 13,165 [5,988 - 18,548] 7,798 [2,874 - 14,913]
Mean (SD) 13,470.92 (8,215.96) 12,865.11 (7,543.50) 12,913.27 (7,929.17) 9,167.33 (7,160.81)
Range 1 to 39,051 0 to 38,403 0 to 36,654 0 to 29,045
Days in cohort - Median [Q25 - Q75] 61 [31 - 91] 22 [15 - 29] 61 [31 - 91] 61 [31 - 91]
Mean (SD) 61.65 (25.39) 25.02 (8.00) 62.16 (25.33) 59.26 (24.79)
Range 1 to 92 1 to 37 1 to 91 1 to 91
Number visits prior year - Median [Q25 - Q75] 0.00 [0.00 - 0.00] 0.00 [0.00 - 0.00] 0.00 [0.00 - 0.00] 0.00 [0.00 - 0.00]
Mean (SD) 0.00 (0.00) 0.00 (0.06) 0.00 (0.00) 0.00 (0.00)
Range 0.00 to 0.00 0.00 to 1.00 0.00 to 0.00 0.00 to 0.00
0 to 17; overall
Number records - N 251 868 301 50
Number subjects - N 240 747 286 50
Cohort start date - Median [Q25 - Q75] 1968-03-30 [1956-05-28 - 1979-01-14] 1970-07-06 [1958-07-31 - 1979-10-24] 1969-08-10 [1961-01-11 - 1978-05-10] 1976-05-15 [1964-11-06 - 1984-02-09]
Range 1911-09-07 to 1998-02-11 1912-02-25 to 2001-01-26 1917-08-16 to 2000-04-09 1927-12-14 to 1999-07-10
Cohort end date - Median [Q25 - Q75] 1968-04-29 [1956-07-07 - 1979-03-29] 1970-08-03 [1958-08-14 - 1979-11-11] 1969-11-08 [1961-02-10 - 1978-07-04] 1976-06-29 [1965-01-21 - 1984-03-25]
Range 1911-12-06 to 1998-03-13 1912-03-10 to 2001-02-09 1917-11-14 to 2000-06-08 1928-03-13 to 1999-09-08
Age - Median [Q25 - Q75] 9 [4 - 13] 8 [4 - 13] 9 [5 - 13] 10 [6 - 14]
Mean (SD) 8.92 (5.09) 8.41 (5.21) 8.96 (5.00) 9.54 (4.76)
Range 0 to 17 0 to 17 0 to 17 1 to 17
Sex Female N (%) 125 (49.80%) 426 (49.08%) 149 (49.50%) 25 (50.00%)
Male N (%) 126 (50.20%) 442 (50.92%) 152 (50.50%) 25 (50.00%)
Prior observation - Median [Q25 - Q75] 3,508 [1,818 - 5,034] 3,240 [1,650 - 4,914] 3,485 [2,010 - 4,950] 3,647 [2,278 - 5,177]
Mean (SD) 3,461.88 (1,832.30) 3,275.87 (1,870.90) 3,467.39 (1,805.28) 3,677.30 (1,723.16)
Range 299 to 6,559 299 to 6,570 299 to 6,561 390 to 6,450
Future observation - Median [Q25 - Q75] 18,496 [14,586 - 21,928] 17,485 [14,273 - 21,778] 17,699 [14,328 - 20,947] 15,382 [12,772 - 19,052]
Mean (SD) 18,667.22 (5,783.59) 18,159.81 (5,457.40) 18,291.55 (5,524.40) 16,301.10 (4,968.44)
Range 7,561 to 39,051 6,706 to 38,403 6,870 to 36,654 6,667 to 29,045
Days in cohort - Median [Q25 - Q75] 61 [31 - 91] 22 [20 - 29] 61 [31 - 91] 61 [31 - 91]
Mean (SD) 62.20 (25.70) 25.21 (7.74) 63.99 (25.15) 62.20 (24.96)
Range 31 to 91 15 to 37 31 to 91 31 to 91
Number visits prior year - Median [Q25 - Q75] 0.00 [0.00 - 0.00] 0.00 [0.00 - 0.00] 0.00 [0.00 - 0.00] 0.00 [0.00 - 0.00]
Mean (SD) 0.00 (0.00) 0.00 (0.00) 0.00 (0.00) 0.00 (0.00)
Range 0.00 to 0.00 0.00 to 0.00 0.00 to 0.00 0.00 to 0.00
18 to 64; overall
Number records - N 147 938 182 51
Number subjects - N 142 791 179 50
Cohort start date - Median [Q25 - Q75] 1995-11-27 [1983-10-04 - 2009-05-01] 1996-02-16 [1982-08-23 - 2007-03-26] 1998-04-28 [1985-11-11 - 2009-05-22] 2002-12-17 [1992-04-15 - 2011-06-19]
Range 1930-10-04 to 2019-06-23 1932-12-06 to 2019-05-30 1935-06-21 to 2019-06-26 1963-12-08 to 2019-05-02
Cohort end date - Median [Q25 - Q75] 1995-12-28 [1983-12-17 - 2009-06-15] 1996-03-12 [1982-09-25 - 2007-04-16] 1998-07-05 [1986-01-02 - 2009-07-23] 2003-01-16 [1992-05-29 - 2011-08-04]
Range 1931-01-02 to 2019-06-23 1932-12-27 to 2019-05-30 1935-09-19 to 2019-06-26 1964-03-07 to 2019-05-02
Age - Median [Q25 - Q75] 36 [28 - 47] 37 [27 - 48] 37 [28 - 48] 45 [32 - 51]
Mean (SD) 37.71 (12.35) 37.83 (12.66) 38.49 (13.16) 42.33 (12.18)
Range 18 to 64 18 to 64 18 to 64 18 to 63
Sex Female N (%) 82 (55.78%) 472 (50.32%) 91 (50.00%) 24 (47.06%)
Male N (%) 65 (44.22%) 466 (49.68%) 91 (50.00%) 27 (52.94%)
Prior observation - Median [Q25 - Q75] 13,244 [10,366 - 17,479] 13,678 [10,020 - 17,819] 13,612 [10,408 - 17,711] 16,680 [12,038 - 18,940]
Mean (SD) 13,954.35 (4,509.30) 14,002.36 (4,627.27) 14,244.92 (4,791.56) 15,665.18 (4,466.65)
Range 6,584 to 23,643 6,582 to 23,698 6,600 to 23,586 6,720 to 23,182
Future observation - Median [Q25 - Q75] 8,433 [3,614 - 12,386] 8,135 [4,146 - 12,839] 7,529 [3,497 - 11,726] 5,840 [2,666 - 9,629]
Mean (SD) 8,946.63 (6,473.27) 8,952.83 (6,094.18) 8,236.24 (5,846.51) 6,429.78 (4,944.85)
Range 1 to 32,302 0 to 29,652 0 to 23,534 0 to 18,533
Days in cohort - Median [Q25 - Q75] 61 [31 - 91] 22 [15 - 29] 61 [31 - 91] 61 [31 - 91]
Mean (SD) 59.98 (24.92) 24.93 (8.19) 60.34 (25.80) 59.82 (24.71)
Range 1 to 92 1 to 37 1 to 91 1 to 91
Number visits prior year - Median [Q25 - Q75] 0.00 [0.00 - 0.00] 0.00 [0.00 - 0.00] 0.00 [0.00 - 0.00] 0.00 [0.00 - 0.00]
Mean (SD) 0.00 (0.00) 0.01 (0.09) 0.00 (0.00) 0.00 (0.00)
Range 0.00 to 0.00 0.00 to 1.00 0.00 to 0.00 0.00 to 0.00
65 to 150; overall
Number records - N 66 109 86 37
Number subjects - N 64 97 77 34
Cohort start date - Median [Q25 - Q75] 2009-09-01 [1996-08-17 - 2015-02-05] 2008-08-06 [1992-09-23 - 2014-08-04] 2007-12-15 [1999-11-04 - 2013-12-27] 2010-09-19 [2005-10-29 - 2016-01-26]
Range 1979-09-01 to 2018-11-15 1974-01-05 to 2019-04-16 1978-12-07 to 2018-11-01 1982-01-17 to 2019-05-08
Cohort end date - Median [Q25 - Q75] 2009-10-16 [1996-11-07 - 2015-04-21] 2008-09-10 [1992-10-07 - 2014-08-18] 2008-01-14 [1999-12-27 - 2014-01-06] 2010-10-19 [2005-12-28 - 2016-03-26]
Range 1979-10-31 to 2019-02-13 1974-02-02 to 2019-04-16 1979-02-05 to 2019-01-30 1982-04-17 to 2019-06-07
Age - Median [Q25 - Q75] 73 [68 - 78] 73 [68 - 80] 73 [69 - 84] 73 [70 - 86]
Mean (SD) 74.61 (9.01) 75.25 (9.44) 77.00 (10.27) 78.16 (11.46)
Range 65 to 107 65 to 105 66 to 106 66 to 108
Sex Female N (%) 31 (46.97%) 56 (51.38%) 46 (53.49%) 25 (67.57%)
Male N (%) 35 (53.03%) 53 (48.62%) 40 (46.51%) 12 (32.43%)
Prior observation - Median [Q25 - Q75] 26,724 [25,064 - 28,546] 26,794 [24,901 - 29,553] 26,872 [25,460 - 30,707] 26,753 [25,671 - 31,411]
Mean (SD) 27,439.20 (3,297.58) 27,666.35 (3,474.94) 28,316.43 (3,749.65) 28,719.19 (4,189.58)
Range 23,871 to 39,430 23,795 to 38,429 24,201 to 38,943 24,305 to 39,792
Future observation - Median [Q25 - Q75] 2,806 [1,077 - 4,952] 2,930 [1,375 - 6,596] 3,278 [1,359 - 5,919] 2,808 [729 - 4,647]
Mean (SD) 3,786.08 (3,499.75) 4,368.95 (4,008.34) 3,987.22 (3,122.37) 3,300.49 (3,302.12)
Range 18 to 14,540 0 to 16,285 9 to 13,417 30 to 13,595
Days in cohort - Median [Q25 - Q75] 61 [31 - 91] 22 [15 - 29] 61 [31 - 91] 61 [31 - 61]
Mean (SD) 63.27 (25.41) 24.29 (8.37) 59.60 (24.74) 54.51 (24.63)
Range 1 to 91 1 to 36 1 to 91 31 to 91
Number visits prior year - Median [Q25 - Q75] 0.00 [0.00 - 0.00] 0.00 [0.00 - 0.00] 0.00 [0.00 - 0.00] 0.00 [0.00 - 0.00]
Mean (SD) 0.00 (0.00) 0.00 (0.00) 0.00 (0.00) 0.00 (0.00)
Range 0.00 to 0.00 0.00 to 0.00 0.00 to 0.00 0.00 to 0.00
overall; Female
Number records - N 238 954 286 74
Number subjects - N 216 683 258 72
Cohort start date - Median [Q25 - Q75] 1979-10-31 [1967-02-23 - 1996-12-21] 1983-12-13 [1968-06-20 - 1999-07-03] 1982-07-11 [1968-10-06 - 2001-12-28] 2000-10-14 [1982-02-09 - 2011-01-26]
Range 1911-09-07 to 2019-06-23 1912-02-25 to 2019-05-18 1917-08-16 to 2019-06-26 1950-04-08 to 2019-05-08
Cohort end date - Median [Q25 - Q75] 1980-01-28 [1967-05-17 - 1997-02-19] 1984-01-10 [1968-07-14 - 1999-07-23] 1982-09-23 [1968-12-11 - 2002-02-26] 2000-12-29 [1982-04-25 - 2011-03-19]
Range 1911-12-06 to 2019-06-23 1912-03-10 to 2019-05-18 1917-11-14 to 2019-06-26 1950-06-07 to 2019-06-07
Age - Median [Q25 - Q75] 16 [9 - 40] 22 [9 - 41] 17 [8 - 51] 45 [14 - 71]
Mean (SD) 27.24 (23.72) 26.79 (21.16) 29.39 (26.34) 44.12 (30.65)
Range 0 to 107 0 to 105 0 to 104 1 to 108
Sex Female N (%) 238 (100.00%) 954 (100.00%) 286 (100.00%) 74 (100.00%)
Prior observation - Median [Q25 - Q75] 6,198 [3,548 - 14,737] 8,100 [3,514 - 14,981] 6,276 [3,218 - 18,626] 16,734 [5,370 - 26,008]
Mean (SD) 10,138.33 (8,651.02) 9,977.45 (7,717.87) 10,926.73 (9,612.31) 16,310.07 (11,178.21)
Range 300 to 39,430 299 to 38,429 299 to 37,997 660 to 39,792
Future observation - Median [Q25 - Q75] 14,035 [7,282 - 18,757] 12,474 [6,525 - 18,147] 12,234 [5,636 - 18,307] 5,855 [2,782 - 13,223]
Mean (SD) 13,397.66 (8,055.29) 12,852.19 (7,825.05) 12,468.30 (7,865.00) 8,522.16 (7,089.05)
Range 1 to 39,051 0 to 38,403 0 to 35,314 30 to 25,044
Days in cohort - Median [Q25 - Q75] 61 [31 - 91] 22 [15 - 29] 61 [31 - 91] 61 [31 - 61]
Mean (SD) 62.51 (25.36) 24.98 (8.15) 62.57 (25.63) 56.14 (23.83)
Range 1 to 92 1 to 37 1 to 91 31 to 91
Number visits prior year - Median [Q25 - Q75] 0.00 [0.00 - 0.00] 0.00 [0.00 - 0.00] 0.00 [0.00 - 0.00] 0.00 [0.00 - 0.00]
Mean (SD) 0.00 (0.00) 0.01 (0.07) 0.00 (0.00) 0.00 (0.00)
Range 0.00 to 0.00 0.00 to 1.00 0.00 to 0.00 0.00 to 0.00
overall; Male
Number records - N 226 961 283 64
Number subjects - N 211 674 252 60
Cohort start date - Median [Q25 - Q75] 1982-01-17 [1963-08-14 - 2000-05-02] 1982-03-12 [1968-06-13 - 1998-10-19] 1979-05-25 [1966-05-30 - 2000-10-10] 1990-07-31 [1976-08-08 - 2008-06-08]
Range 1926-10-29 to 2018-10-29 1915-09-01 to 2019-05-30 1918-04-19 to 2018-07-21 1927-12-14 to 2019-05-02
Cohort end date - Median [Q25 - Q75] 1982-03-19 [1963-10-13 - 2000-06-16] 1982-03-26 [1968-07-03 - 1998-11-16] 1979-06-24 [1966-07-17 - 2000-11-21] 1990-09-29 [1976-09-30 - 2008-07-23]
Range 1927-01-27 to 2018-12-28 1915-09-15 to 2019-05-30 1918-05-19 to 2018-09-10 1928-03-13 to 2019-05-02
Age - Median [Q25 - Q75] 15 [8 - 47] 20 [10 - 41] 17 [9 - 41] 32 [12 - 53]
Mean (SD) 27.54 (25.75) 26.47 (20.91) 27.99 (25.63) 35.36 (26.00)
Range 0 to 101 0 to 99 0 to 106 1 to 99
Sex Male N (%) 226 (100.00%) 961 (100.00%) 283 (100.00%) 64 (100.00%)
Prior observation - Median [Q25 - Q75] 5,723 [3,067 - 17,362] 7,530 [3,659 - 15,324] 6,314 [3,624 - 15,188] 11,808 [4,717 - 19,428]
Mean (SD) 10,257.91 (9,394.70) 9,859.33 (7,631.24) 10,411.40 (9,354.88) 13,100.84 (9,505.47)
Range 299 to 36,901 300 to 36,425 300 to 38,943 390 to 36,253
Future observation - Median [Q25 - Q75] 13,505 [6,293 - 19,988] 13,104 [7,152 - 17,963] 14,227 [6,633 - 18,876] 10,402 [3,698 - 15,274]
Mean (SD) 13,548.08 (8,399.05) 12,877.94 (7,257.26) 13,362.96 (7,982.18) 9,913.31 (7,226.46)
Range 61 to 33,602 0 to 35,615 9 to 36,654 0 to 29,045
Days in cohort - Median [Q25 - Q75] 61 [31 - 91] 22 [22 - 29] 61 [31 - 91] 61 [31 - 91]
Mean (SD) 60.74 (25.44) 25.06 (7.86) 61.74 (25.06) 62.88 (25.57)
Range 31 to 91 1 to 37 1 to 91 1 to 91
Number visits prior year - Median [Q25 - Q75] 0.00 [0.00 - 0.00] 0.00 [0.00 - 0.00] 0.00 [0.00 - 0.00] 0.00 [0.00 - 0.00]
Mean (SD) 0.00 (0.00) 0.00 (0.05) 0.00 (0.00) 0.00 (0.00)
Range 0.00 to 0.00 0.00 to 1.00 0.00 to 0.00 0.00 to 0.00

You can also visualise the age distribution:

tableCharacteristics(cohort_diag, groupColumn = c("age_group", "sex"))
CDM name
Eunomia
Variable name Variable level Estimate name Cohort name
ankle_fracture ankle_sprain forearm_fracture hip_fracture
overall; overall
Number records - N 464 1,915 569 138
Number subjects - N 427 1,357 510 132
Cohort start date - Median [Q25 - Q75] 1981-01-15 [1965-03-11 - 1997-08-03] 1982-11-09 [1968-06-15 - 1999-04-13] 1981-07-24 [1967-03-05 - 2000-12-16] 1996-09-17 [1977-09-20 - 2010-06-22]
Range 1911-09-07 to 2019-06-23 1912-02-25 to 2019-05-30 1917-08-16 to 2019-06-26 1927-12-14 to 2019-05-08
Cohort end date - Median [Q25 - Q75] 1981-02-28 [1965-04-11 - 1997-10-12] 1982-12-10 [1968-07-06 - 1999-05-09] 1981-08-23 [1967-04-10 - 2001-02-27] 1996-11-16 [1977-12-04 - 2010-07-22]
Range 1911-12-06 to 2019-06-23 1912-03-10 to 2019-05-30 1917-11-14 to 2019-06-26 1928-03-13 to 2019-06-07
Age - Median [Q25 - Q75] 16 [9 - 43] 21 [9 - 41] 17 [9 - 46] 40 [13 - 66]
Mean (SD) 27.38 (24.70) 26.63 (21.03) 28.69 (25.97) 40.06 (28.82)
Range 0 to 107 0 to 105 0 to 106 1 to 108
Sex Female N (%) 238 (51.29%) 954 (49.82%) 286 (50.26%) 74 (53.62%)
Male N (%) 226 (48.71%) 961 (50.18%) 283 (49.74%) 64 (46.38%)
Prior observation - Median [Q25 - Q75] 6,030 [3,360 - 16,032] 7,833 [3,628 - 15,147] 6,289 [3,390 - 16,847] 14,522 [4,801 - 24,401]
Mean (SD) 10,196.57 (9,011.31) 9,918.17 (7,672.74) 10,670.43 (9,480.30) 14,821.73 (10,521.89)
Range 299 to 39,430 299 to 38,429 299 to 38,943 390 to 39,792
Future observation - Median [Q25 - Q75] 13,748 [6,878 - 19,331] 12,868 [6,860 - 18,078] 13,165 [5,988 - 18,548] 7,798 [2,874 - 14,913]
Mean (SD) 13,470.92 (8,215.96) 12,865.11 (7,543.50) 12,913.27 (7,929.17) 9,167.33 (7,160.81)
Range 1 to 39,051 0 to 38,403 0 to 36,654 0 to 29,045
Days in cohort - Median [Q25 - Q75] 61 [31 - 91] 22 [15 - 29] 61 [31 - 91] 61 [31 - 91]
Mean (SD) 61.65 (25.39) 25.02 (8.00) 62.16 (25.33) 59.26 (24.79)
Range 1 to 92 1 to 37 1 to 91 1 to 91
Number visits prior year - Median [Q25 - Q75] 0.00 [0.00 - 0.00] 0.00 [0.00 - 0.00] 0.00 [0.00 - 0.00] 0.00 [0.00 - 0.00]
Mean (SD) 0.00 (0.00) 0.00 (0.06) 0.00 (0.00) 0.00 (0.00)
Range 0.00 to 0.00 0.00 to 1.00 0.00 to 0.00 0.00 to 0.00
0 to 17; overall
Number records - N 251 868 301 50
Number subjects - N 240 747 286 50
Cohort start date - Median [Q25 - Q75] 1968-03-30 [1956-05-28 - 1979-01-14] 1970-07-06 [1958-07-31 - 1979-10-24] 1969-08-10 [1961-01-11 - 1978-05-10] 1976-05-15 [1964-11-06 - 1984-02-09]
Range 1911-09-07 to 1998-02-11 1912-02-25 to 2001-01-26 1917-08-16 to 2000-04-09 1927-12-14 to 1999-07-10
Cohort end date - Median [Q25 - Q75] 1968-04-29 [1956-07-07 - 1979-03-29] 1970-08-03 [1958-08-14 - 1979-11-11] 1969-11-08 [1961-02-10 - 1978-07-04] 1976-06-29 [1965-01-21 - 1984-03-25]
Range 1911-12-06 to 1998-03-13 1912-03-10 to 2001-02-09 1917-11-14 to 2000-06-08 1928-03-13 to 1999-09-08
Age - Median [Q25 - Q75] 9 [4 - 13] 8 [4 - 13] 9 [5 - 13] 10 [6 - 14]
Mean (SD) 8.92 (5.09) 8.41 (5.21) 8.96 (5.00) 9.54 (4.76)
Range 0 to 17 0 to 17 0 to 17 1 to 17
Sex Female N (%) 125 (49.80%) 426 (49.08%) 149 (49.50%) 25 (50.00%)
Male N (%) 126 (50.20%) 442 (50.92%) 152 (50.50%) 25 (50.00%)
Prior observation - Median [Q25 - Q75] 3,508 [1,818 - 5,034] 3,240 [1,650 - 4,914] 3,485 [2,010 - 4,950] 3,647 [2,278 - 5,177]
Mean (SD) 3,461.88 (1,832.30) 3,275.87 (1,870.90) 3,467.39 (1,805.28) 3,677.30 (1,723.16)
Range 299 to 6,559 299 to 6,570 299 to 6,561 390 to 6,450
Future observation - Median [Q25 - Q75] 18,496 [14,586 - 21,928] 17,485 [14,273 - 21,778] 17,699 [14,328 - 20,947] 15,382 [12,772 - 19,052]
Mean (SD) 18,667.22 (5,783.59) 18,159.81 (5,457.40) 18,291.55 (5,524.40) 16,301.10 (4,968.44)
Range 7,561 to 39,051 6,706 to 38,403 6,870 to 36,654 6,667 to 29,045
Days in cohort - Median [Q25 - Q75] 61 [31 - 91] 22 [20 - 29] 61 [31 - 91] 61 [31 - 91]
Mean (SD) 62.20 (25.70) 25.21 (7.74) 63.99 (25.15) 62.20 (24.96)
Range 31 to 91 15 to 37 31 to 91 31 to 91
Number visits prior year - Median [Q25 - Q75] 0.00 [0.00 - 0.00] 0.00 [0.00 - 0.00] 0.00 [0.00 - 0.00] 0.00 [0.00 - 0.00]
Mean (SD) 0.00 (0.00) 0.00 (0.00) 0.00 (0.00) 0.00 (0.00)
Range 0.00 to 0.00 0.00 to 0.00 0.00 to 0.00 0.00 to 0.00
18 to 64; overall
Number records - N 147 938 182 51
Number subjects - N 142 791 179 50
Cohort start date - Median [Q25 - Q75] 1995-11-27 [1983-10-04 - 2009-05-01] 1996-02-16 [1982-08-23 - 2007-03-26] 1998-04-28 [1985-11-11 - 2009-05-22] 2002-12-17 [1992-04-15 - 2011-06-19]
Range 1930-10-04 to 2019-06-23 1932-12-06 to 2019-05-30 1935-06-21 to 2019-06-26 1963-12-08 to 2019-05-02
Cohort end date - Median [Q25 - Q75] 1995-12-28 [1983-12-17 - 2009-06-15] 1996-03-12 [1982-09-25 - 2007-04-16] 1998-07-05 [1986-01-02 - 2009-07-23] 2003-01-16 [1992-05-29 - 2011-08-04]
Range 1931-01-02 to 2019-06-23 1932-12-27 to 2019-05-30 1935-09-19 to 2019-06-26 1964-03-07 to 2019-05-02
Age - Median [Q25 - Q75] 36 [28 - 47] 37 [27 - 48] 37 [28 - 48] 45 [32 - 51]
Mean (SD) 37.71 (12.35) 37.83 (12.66) 38.49 (13.16) 42.33 (12.18)
Range 18 to 64 18 to 64 18 to 64 18 to 63
Sex Female N (%) 82 (55.78%) 472 (50.32%) 91 (50.00%) 24 (47.06%)
Male N (%) 65 (44.22%) 466 (49.68%) 91 (50.00%) 27 (52.94%)
Prior observation - Median [Q25 - Q75] 13,244 [10,366 - 17,479] 13,678 [10,020 - 17,819] 13,612 [10,408 - 17,711] 16,680 [12,038 - 18,940]
Mean (SD) 13,954.35 (4,509.30) 14,002.36 (4,627.27) 14,244.92 (4,791.56) 15,665.18 (4,466.65)
Range 6,584 to 23,643 6,582 to 23,698 6,600 to 23,586 6,720 to 23,182
Future observation - Median [Q25 - Q75] 8,433 [3,614 - 12,386] 8,135 [4,146 - 12,839] 7,529 [3,497 - 11,726] 5,840 [2,666 - 9,629]
Mean (SD) 8,946.63 (6,473.27) 8,952.83 (6,094.18) 8,236.24 (5,846.51) 6,429.78 (4,944.85)
Range 1 to 32,302 0 to 29,652 0 to 23,534 0 to 18,533
Days in cohort - Median [Q25 - Q75] 61 [31 - 91] 22 [15 - 29] 61 [31 - 91] 61 [31 - 91]
Mean (SD) 59.98 (24.92) 24.93 (8.19) 60.34 (25.80) 59.82 (24.71)
Range 1 to 92 1 to 37 1 to 91 1 to 91
Number visits prior year - Median [Q25 - Q75] 0.00 [0.00 - 0.00] 0.00 [0.00 - 0.00] 0.00 [0.00 - 0.00] 0.00 [0.00 - 0.00]
Mean (SD) 0.00 (0.00) 0.01 (0.09) 0.00 (0.00) 0.00 (0.00)
Range 0.00 to 0.00 0.00 to 1.00 0.00 to 0.00 0.00 to 0.00
65 to 150; overall
Number records - N 66 109 86 37
Number subjects - N 64 97 77 34
Cohort start date - Median [Q25 - Q75] 2009-09-01 [1996-08-17 - 2015-02-05] 2008-08-06 [1992-09-23 - 2014-08-04] 2007-12-15 [1999-11-04 - 2013-12-27] 2010-09-19 [2005-10-29 - 2016-01-26]
Range 1979-09-01 to 2018-11-15 1974-01-05 to 2019-04-16 1978-12-07 to 2018-11-01 1982-01-17 to 2019-05-08
Cohort end date - Median [Q25 - Q75] 2009-10-16 [1996-11-07 - 2015-04-21] 2008-09-10 [1992-10-07 - 2014-08-18] 2008-01-14 [1999-12-27 - 2014-01-06] 2010-10-19 [2005-12-28 - 2016-03-26]
Range 1979-10-31 to 2019-02-13 1974-02-02 to 2019-04-16 1979-02-05 to 2019-01-30 1982-04-17 to 2019-06-07
Age - Median [Q25 - Q75] 73 [68 - 78] 73 [68 - 80] 73 [69 - 84] 73 [70 - 86]
Mean (SD) 74.61 (9.01) 75.25 (9.44) 77.00 (10.27) 78.16 (11.46)
Range 65 to 107 65 to 105 66 to 106 66 to 108
Sex Female N (%) 31 (46.97%) 56 (51.38%) 46 (53.49%) 25 (67.57%)
Male N (%) 35 (53.03%) 53 (48.62%) 40 (46.51%) 12 (32.43%)
Prior observation - Median [Q25 - Q75] 26,724 [25,064 - 28,546] 26,794 [24,901 - 29,553] 26,872 [25,460 - 30,707] 26,753 [25,671 - 31,411]
Mean (SD) 27,439.20 (3,297.58) 27,666.35 (3,474.94) 28,316.43 (3,749.65) 28,719.19 (4,189.58)
Range 23,871 to 39,430 23,795 to 38,429 24,201 to 38,943 24,305 to 39,792
Future observation - Median [Q25 - Q75] 2,806 [1,077 - 4,952] 2,930 [1,375 - 6,596] 3,278 [1,359 - 5,919] 2,808 [729 - 4,647]
Mean (SD) 3,786.08 (3,499.75) 4,368.95 (4,008.34) 3,987.22 (3,122.37) 3,300.49 (3,302.12)
Range 18 to 14,540 0 to 16,285 9 to 13,417 30 to 13,595
Days in cohort - Median [Q25 - Q75] 61 [31 - 91] 22 [15 - 29] 61 [31 - 91] 61 [31 - 61]
Mean (SD) 63.27 (25.41) 24.29 (8.37) 59.60 (24.74) 54.51 (24.63)
Range 1 to 91 1 to 36 1 to 91 31 to 91
Number visits prior year - Median [Q25 - Q75] 0.00 [0.00 - 0.00] 0.00 [0.00 - 0.00] 0.00 [0.00 - 0.00] 0.00 [0.00 - 0.00]
Mean (SD) 0.00 (0.00) 0.00 (0.00) 0.00 (0.00) 0.00 (0.00)
Range 0.00 to 0.00 0.00 to 0.00 0.00 to 0.00 0.00 to 0.00
overall; Female
Number records - N 238 954 286 74
Number subjects - N 216 683 258 72
Cohort start date - Median [Q25 - Q75] 1979-10-31 [1967-02-23 - 1996-12-21] 1983-12-13 [1968-06-20 - 1999-07-03] 1982-07-11 [1968-10-06 - 2001-12-28] 2000-10-14 [1982-02-09 - 2011-01-26]
Range 1911-09-07 to 2019-06-23 1912-02-25 to 2019-05-18 1917-08-16 to 2019-06-26 1950-04-08 to 2019-05-08
Cohort end date - Median [Q25 - Q75] 1980-01-28 [1967-05-17 - 1997-02-19] 1984-01-10 [1968-07-14 - 1999-07-23] 1982-09-23 [1968-12-11 - 2002-02-26] 2000-12-29 [1982-04-25 - 2011-03-19]
Range 1911-12-06 to 2019-06-23 1912-03-10 to 2019-05-18 1917-11-14 to 2019-06-26 1950-06-07 to 2019-06-07
Age - Median [Q25 - Q75] 16 [9 - 40] 22 [9 - 41] 17 [8 - 51] 45 [14 - 71]
Mean (SD) 27.24 (23.72) 26.79 (21.16) 29.39 (26.34) 44.12 (30.65)
Range 0 to 107 0 to 105 0 to 104 1 to 108
Sex Female N (%) 238 (100.00%) 954 (100.00%) 286 (100.00%) 74 (100.00%)
Prior observation - Median [Q25 - Q75] 6,198 [3,548 - 14,737] 8,100 [3,514 - 14,981] 6,276 [3,218 - 18,626] 16,734 [5,370 - 26,008]
Mean (SD) 10,138.33 (8,651.02) 9,977.45 (7,717.87) 10,926.73 (9,612.31) 16,310.07 (11,178.21)
Range 300 to 39,430 299 to 38,429 299 to 37,997 660 to 39,792
Future observation - Median [Q25 - Q75] 14,035 [7,282 - 18,757] 12,474 [6,525 - 18,147] 12,234 [5,636 - 18,307] 5,855 [2,782 - 13,223]
Mean (SD) 13,397.66 (8,055.29) 12,852.19 (7,825.05) 12,468.30 (7,865.00) 8,522.16 (7,089.05)
Range 1 to 39,051 0 to 38,403 0 to 35,314 30 to 25,044
Days in cohort - Median [Q25 - Q75] 61 [31 - 91] 22 [15 - 29] 61 [31 - 91] 61 [31 - 61]
Mean (SD) 62.51 (25.36) 24.98 (8.15) 62.57 (25.63) 56.14 (23.83)
Range 1 to 92 1 to 37 1 to 91 31 to 91
Number visits prior year - Median [Q25 - Q75] 0.00 [0.00 - 0.00] 0.00 [0.00 - 0.00] 0.00 [0.00 - 0.00] 0.00 [0.00 - 0.00]
Mean (SD) 0.00 (0.00) 0.01 (0.07) 0.00 (0.00) 0.00 (0.00)
Range 0.00 to 0.00 0.00 to 1.00 0.00 to 0.00 0.00 to 0.00
overall; Male
Number records - N 226 961 283 64
Number subjects - N 211 674 252 60
Cohort start date - Median [Q25 - Q75] 1982-01-17 [1963-08-14 - 2000-05-02] 1982-03-12 [1968-06-13 - 1998-10-19] 1979-05-25 [1966-05-30 - 2000-10-10] 1990-07-31 [1976-08-08 - 2008-06-08]
Range 1926-10-29 to 2018-10-29 1915-09-01 to 2019-05-30 1918-04-19 to 2018-07-21 1927-12-14 to 2019-05-02
Cohort end date - Median [Q25 - Q75] 1982-03-19 [1963-10-13 - 2000-06-16] 1982-03-26 [1968-07-03 - 1998-11-16] 1979-06-24 [1966-07-17 - 2000-11-21] 1990-09-29 [1976-09-30 - 2008-07-23]
Range 1927-01-27 to 2018-12-28 1915-09-15 to 2019-05-30 1918-05-19 to 2018-09-10 1928-03-13 to 2019-05-02
Age - Median [Q25 - Q75] 15 [8 - 47] 20 [10 - 41] 17 [9 - 41] 32 [12 - 53]
Mean (SD) 27.54 (25.75) 26.47 (20.91) 27.99 (25.63) 35.36 (26.00)
Range 0 to 101 0 to 99 0 to 106 1 to 99
Sex Male N (%) 226 (100.00%) 961 (100.00%) 283 (100.00%) 64 (100.00%)
Prior observation - Median [Q25 - Q75] 5,723 [3,067 - 17,362] 7,530 [3,659 - 15,324] 6,314 [3,624 - 15,188] 11,808 [4,717 - 19,428]
Mean (SD) 10,257.91 (9,394.70) 9,859.33 (7,631.24) 10,411.40 (9,354.88) 13,100.84 (9,505.47)
Range 299 to 36,901 300 to 36,425 300 to 38,943 390 to 36,253
Future observation - Median [Q25 - Q75] 13,505 [6,293 - 19,988] 13,104 [7,152 - 17,963] 14,227 [6,633 - 18,876] 10,402 [3,698 - 15,274]
Mean (SD) 13,548.08 (8,399.05) 12,877.94 (7,257.26) 13,362.96 (7,982.18) 9,913.31 (7,226.46)
Range 61 to 33,602 0 to 35,615 9 to 36,654 0 to 29,045
Days in cohort - Median [Q25 - Q75] 61 [31 - 91] 22 [22 - 29] 61 [31 - 91] 61 [31 - 91]
Mean (SD) 60.74 (25.44) 25.06 (7.86) 61.74 (25.06) 62.88 (25.57)
Range 31 to 91 1 to 37 1 to 91 1 to 91
Number visits prior year - Median [Q25 - Q75] 0.00 [0.00 - 0.00] 0.00 [0.00 - 0.00] 0.00 [0.00 - 0.00] 0.00 [0.00 - 0.00]
Mean (SD) 0.00 (0.00) 0.00 (0.05) 0.00 (0.00) 0.00 (0.00)
Range 0.00 to 0.00 0.00 to 1.00 0.00 to 0.00 0.00 to 0.00

These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.
Health stats visible at Monitor.