path="/Users/mauriciogutierrez/Library/Mobile Documents/com~apple~CloudDocs/estadisticas";
pathfunctions=paste(path,"/general_functions_new.R",sep="")
pathtodosbase=paste(path,"/mariana_elhordoy/datos_bariatica_tsh_alterada.xls",sep="")
source(pathfunctions)
## Loading required package: XLConnectJars
## XLConnect 0.2-11 by Mirai Solutions GmbH [aut],
## Martin Studer [cre],
## The Apache Software Foundation [ctb, cph] (Apache POI, Apache Commons
## Codec),
## Stephen Colebourne [ctb, cph] (Joda-Time Java library)
## http://www.mirai-solutions.com ,
## http://miraisolutions.wordpress.com
## Loading required package: reshape2
## Loading required package: stringr
todos=readexcel(pathtodosbase,"Hoja3")
todos$imc_inicial=as.numeric(todos$imc_inicial)
todos$tsh_previo=as.numeric(todos$tsh_previo)
todos$t4_previo=as.numeric(todos$t4_previo)
todos$imc_12meses=as.numeric(todos$imc_12meses)
todos$tsh_12meses=as.numeric(todos$tsh_12meses)
means(todos,todos$edad)
##
## edad
## n 15
## Mean 43.2
## Median 42
## Sd 13.09
## Min 21
## Max 67
## Range 46
## Q1 34.5
## Q3 52
## Iqr 17.5
## Normality 0.921
## ICI 42.98
## SCI 43.42
## Summary Mean[ICI-ICS] --> 43.2(42.98-43.42)
freq(todos,todos$sexo,c("F","M"),using_na=T)
##
## absolute relative cumulative ici ics
## F 13 86.67 86.67 59.54 98.34
## M 2 13.33 100 1.66 40.46
## Total 15 100.00
means(todos,todos$edad,todos$sexo,c("F","M"))
##
## sexo = F sexo = M
## n 13 2
## Mean 42.54 47.5
## Median 42 47.5
## Sd 11.53 27.58
## Min 21 28
## Max 60 67
## Range 39 39
## Q1 35 37.75
## Q3 51 57.25
## Iqr 16 19.5
## Normal 0.821 -1
## IIC 42.33 -1
## ICS 42.74 -1
## Summary2 42 (35-51) 47.5 (37.75-57.25)
## Summary Median[Q1-Q3]
## Groups Homocedastics
## Normality No
## Differences No
## p-value 0.865
## Method Kruskal-Wallis
means(todos,todos$imc_inicial)
##
## imc_inicial
## n 15
## Mean 50.63
## Median 49.27
## Sd 9.96
## Min 36.32
## Max 72.07
## Range 35.75
## Q1 43.08
## Q3 55.64
## Iqr 12.56
## Normality 0.384
## ICI 50.47
## SCI 50.8
## Summary Mean[ICI-ICS] --> 50.63(50.47-50.8)
means(todos,todos$imc_inicial,todos$sexo,c("F","M"))
##
## sexo = F sexo = M
## n 13 2
## Mean 51.22 46.8
## Median 49.27 46.8
## Sd 10.52 5.23
## Min 36.32 43.1
## Max 72.07 50.5
## Range 35.75 7.4
## Q1 43.06 44.95
## Q3 59.48 48.65
## Iqr 16.42 3.7
## Normal 0.637 -1
## IIC 51.04 -1
## ICS 51.41 -1
## Summary2 49.27 (43.06-59.48) 46.8 (44.95-48.65)
## Summary Median[Q1-Q3]
## Groups Homocedastics
## Normality No
## Differences No
## p-value 0.933
## Method Wilcoxon
means(todos,todos$tsh_previo)
##
## tsh_previo
## n 15
## Mean 6.32
## Median 6.49
## Sd 1.28
## Min 4.46
## Max 9.07
## Range 4.61
## Q1 5.31
## Q3 7.12
## Iqr 1.8
## Normality 0.779
## ICI 6.3
## SCI 6.34
## Summary Mean[ICI-ICS] --> 6.32(6.3-6.34)
means(todos,todos$t4_previo)
##
## t4_previo
## n 15
## Mean 1.16
## Median 1.11
## Sd 0.22
## Min 0.89
## Max 1.83
## Range 0.94
## Q1 1.08
## Q3 1.21
## Iqr 0.13
## Normality 0.003
## ICI 1.16
## SCI 1.17
## Summary Median[Q1-Q3] -->1.11(1.08-1.21)
means(todos,todos$tsh_previo,todos$sexo,c("F","M"))
##
## sexo = F sexo = M
## n 13 2
## Mean 6.49 5.25
## Median 6.53 5.25
## Sd 1.26 1.12
## Min 4.51 4.46
## Max 9.07 6.04
## Range 4.56 1.58
## Q1 5.36 4.85
## Q3 7.16 5.65
## Iqr 1.8 0.79
## Normal 0.839 -1
## IIC 6.46 -1
## ICS 6.51 -1
## Summary2 6.53 (5.36-7.16) 5.25 (4.85-5.65)
## Summary Median[Q1-Q3]
## Groups Homocedastics
## Normality No
## Differences No
## p-value 0.229
## Method Wilcoxon
lineal(todos$tsh_previo,todos$imc_inicial,labely="tsh previo",labelx="imc inicial")
##
## Call:
## lm(formula = y ~ x)
##
## Coefficients:
## (Intercept) x
## 3.73267 0.05111
##
## [1] "r2=0.158"
## [1] "p=0.143"
#excluir outlier (paciente 48) de t4
sin_outlier=todos[which(todos$paciente!=48),]
lineal(sin_outlier$tsh_previo,sin_outlier$t4_previo,labely="tsh previo",labelx="t4l previo")
##
## Call:
## lm(formula = y ~ x)
##
## Coefficients:
## (Intercept) x
## 14.492 -7.381
##
## [1] "r2=0.431"
## [1] "p=0.011"
means(todos,todos$imc_12meses)
##
## imc_12meses
## n 15
## Mean 32.44
## Median 35.36
## Sd 5.67
## Min 23.43
## Max 41.2
## Range 17.77
## Q1 26.4
## Q3 36.79
## Iqr 10.39
## Normality 0.084
## ICI 32.34
## SCI 32.53
## Summary Mean[ICI-ICS] --> 32.44(32.34-32.53)
means(todos,todos$tsh_12meses)
##
## tsh_12meses
## n 15
## Mean 1.88
## Median 1.51
## Sd 1.1
## Min 0.45
## Max 4.08
## Range 3.63
## Q1 1.16
## Q3 2.46
## Iqr 1.3
## Normality 0.326
## ICI 1.86
## SCI 1.89
## Summary Mean[ICI-ICS] --> 1.88(1.86-1.89)
matched_means(todos,todos$imc_inicial,todos$imc_12meses)
##
## imc_inicial imc_12meses
## n 15 15
## Mean 50.63 32.44
## Median 49.27 35.36
## Sd 9.96 5.67
## Min 36.32 23.43
## Max 72.07 41.2
## Range 35.75 17.77
## Q1 43.08 26.4
## Q3 55.64 36.79
## Iqr 12.56 10.39
## Normal 0.384 0.084
## IIC 50.47 32.34
## ICS 50.8 32.53
## Summary Median[Q1-Q3] 35.36 ( 26.4 - 36.79 )
## Groups Heteroscedastic
## Normality Yes
## Differences Yes
## p-value <0.001
## Method t-Student(Satterhwaite)
matched_means(todos,todos$tsh_previo,todos$tsh_12meses)
##
## tsh_previo tsh_12meses
## n 15 15
## Mean 6.32 1.88
## Median 6.49 1.51
## Sd 1.28 1.1
## Min 4.46 0.45
## Max 9.07 4.08
## Range 4.61 3.63
## Q1 5.31 1.16
## Q3 7.12 2.46
## Iqr 1.8 1.3
## Normal 0.779 0.326
## IIC 6.3 1.86
## ICS 6.34 1.89
## Summary Mean[ICI-ICS] 1.88 ( 1.86 - 1.89 )
## Groups Homocedastics
## Normality Yes
## Differences Yes
## p-value <0.001
## Method t-Student(Pooled)
lineal(todos$tsh_12meses,todos$imc_12meses,labely="tsh 12 meses",labelx="imc 12 meses")
##
## Call:
## lm(formula = y ~ x)
##
## Coefficients:
## (Intercept) x
## 1.19287 0.02106
##
## [1] "r2=0.012"
## [1] "p=0.7"