roccomp_8.ado
来自「是一个经济学管理应用软件 很难找的 但是经济学学生又必须用到」· ADO 代码 · 共 473 行
ADO
473 行
*! version 7.2.13 01apr2005
program define roccomp_8, rclass
version 6, missing
if _caller() < 8 {
roccomp_7 `0'
return add
exit
}
local vv : display "version " string(_caller()) ": "
syntax varlist(numeric min=2) [if] [in] [fweight] [, Graph SUMmary * ]
if "`if'"~="" {
local ifopt = "if `if'"
}
if "`in'"~="" {
local ifopt = "in `in'"
}
if "`weight'"~="" {
local wtopt = "[fweight `exp']"
}
local vars: word count `varlist'
if `vars'==2 {
`vv' _roccom1 `varlist' `if' `in' `wtopt', /*
*/ `graph' `summary' `options' /* ind */
}
else {
`vv' ROCcomp `varlist' `if' `in' `wtopt', /*
*/ `graph' `summary' `options' /* corr */
}
if"`graph'"=="" | "`summary'"~="" {
return scalar p = `r(p)'
return scalar df = `r(df)'
return scalar chi2 = `r(chi2)'
return scalar N_g = `r(groups)'
tempname V
mat `V'=r(V)
return matrix V `V'
}
end
program define ROCcomp, sclass /* Dependent (correlated) ROC curves */
version 6
local vv : display "version " string(_caller()) ": "
syntax varlist(numeric min=3) ///
[if] [in] [fweight] ///
[, ///
BINormal ///
Level(integer $S_level) ///
Graph ///
SEParate ///
TEST(string) ///
noREFline ///
SUMmary ///
* ///
]
if "`graph'"=="" {
syntax varlist(numeric min=3) ///
[if] [in] [fweight] ///
[, ///
BINormal ///
by(passthru) ///
Level(integer $S_level) ///
Graph ///
TEST(string) ///
SUMmary ///
]
}
else {
_get_gropts , graphopts(`options') ///
grbyable ///
nobycheck ///
getallowed(rlopts plot)
local by `"`s(varlist)'"' // causes error if not empty
local byopts `"`s(byopts)'"' // used with separate opt
local options `"`s(graphopts)'"'
local rlopts `"`s(rlopts)'"'
local plot `"`s(plot)'"'
_check4gropts rlopts, opt(`rlopts')
if `"`plot'"' != "" {
di in red "option plot() not allowed"
exit 198
}
}
if `level'<10 | `level'>99 {
di in red "level() invalid"
exit 198
}
if "`by'"~="" {
noi di in red "by() option not allowed with correlated samples"
noi di in red "perhaps you meant to use separate"
exit 191
}
marksample touse
tempvar spec sens
local bymax: word count `varlist'
local bymax= `bymax' - 1
gettoken D 0:0
unab D : `D'
tokenize `varlist'
local i 1
local j 2
while `j'<=`bymax'+1 {
local C`i'="``j''"
local i=`i'+1
local j=`j'+1
}
local grplist="`varlist'"
cap assert `D'==0 | `D'==1 if `touse'
if _rc~=0 {
noi di in red "true status variable `D' must be 0 or 1"
exit 198
}
if "`test'"~="" {
capture di `test'[1,1]
if _rc~=0 {
noi di in red "matrix `test' not found"
exit 198
}
local rows = colsof(`test')
capture assert `rows'==`bymax'
if _rc~=0 {
noi di in red "matrix `test' not of correct dimensions"
exit 198
}
}
qui summ `D' if `touse', meanonly
if r(min) == r(max) {
di in red "Outcome does not vary"
exit 198
}
tempfile gphfile
tempfile corfile
local sensgr=" "
tempvar id order
qui gen long `id'=_n
qui compress `id'
if `"`weight'"' =="" {
tempvar wv
qui gen int `wv' = 1 if `touse'
local weight="fweight"
}
else {
tempvar wv
qui gen double `wv' `exp'
}
local wt=`"[fweight=`wv']"'
tempvar bygrp x N area se lb ub
qui gen str12 `bygrp'= ""
label var `bygrp' "group"
qui gen double `x' = .
qui gen long `N'=.
qui gen double `area'=.
qui gen double `se'=.
qui gen double `lb'=.
qui gen double `ub'=.
local i 1
while `i' <= `bymax' {
preserve
qui keep if `touse'
tempvar C
gen double `C'=`C`i''
qui compress `C'
tokenize `grplist'
qui keep `D' `C' `wv' `bygrp' `C`i'' /*
*/ `id' `x' `N' `area' `se' `lb' `ub'
qui logistic `D' `C' `wt', asis
tempvar sens spec
qui `vv' lsens, nograph gensens(`sens') genspec(`spec')
if _b[`C']<0 {
tempvar mark
qui gen int `mark'=1 if `sens'==1 & `spec'==1
qui replace `mark'=1 if `sens'==0 & `spec'==0
qui replace `sens' = 1 -`sens' if `mark'!=1
qui replace `spec' = 1 -`spec' if `mark'!=1
}
qui `vv' roctab `D' `C' `wt' , level(`level')
qui replace `N'=r(N)
qui replace `area'=r(area)
qui replace `se'=r(se)
qui replace `lb'=r(lb)
qui replace `ub'=r(ub)
local group="`C`i''"
qui replace `bygrp'= `"`group'"'
gen `order'=`i'
rename `sens' sens`i'
local troc="0"+string(round(`area',0.0001))
local aroc=`"`group' ROC area: `troc'"'
label var sens`i' `"`aroc'"'
qui replace `x' = 1-`spec'
local sensgr="`sensgr' sens`i'"
local symbol `"`symbol' ."'
qui keep `bygrp' `x' sens`i' `N' `area' `se' /*
*/ `lb' `ub' `D' `C' `wv' `id' `order'
qui gen int keep=1
if `"`binormal'"'~= "" {
di in gr "Fitting binormal model for: " in ye "`group'"
qui inspect `C'
if r(N_unique)>20 & "`continuous'"=="" {
di in gr in smcl "{p 3 3}note: " /*
*/ "variable " in ye abbrev("`group'",12) /*
*/ in gr " has over 20 unique values; rocfit's " /*
*/ "continuous(.) option assumed {p_end}"
qui `vv' rocfit `D' `C' `wt' ,cont(.)
}
else {
qui `vv' rocfit `D' `C' `wt'
}
local a=_b[intercep]
local b=_b[slope]
qui replace `area' = e(area)
qui replace `se' = e(se_area)
local alpha=invnorm(.5+`level'/200)
qui replace `lb' = `area' - `alpha'*`se'
qui replace `ub' = `area' + `alpha'*`se'
qui replace `N' = e(N)
local Nobs=_N
local nobs=`Nobs'+300
qui set obs `nobs'
tempvar k zfpf
qui gen int `k'=1 if _n>`Nobs'
qui replace `bygrp'= `bygrp'[_n-1] if `bygrp'==""
qui replace `x'=0 if `k'==1 & _n==`Nobs'+1
qui replace `x'=`x'[_n-1]+1/300 if `x'>=. & `k'==1
qui gen double `zfpf'= invnorm(`x') if `k'==1
qui gen double yhat`i'=`b'*`zfpf' + `a'
qui replace yhat`i'=normprob(yhat`i')
qui replace yhat`i'=0 if _n==_N
qui replace `x'=0 if _n==_N
qui replace sens`i'=0 if _n==_N
qui replace yhat`i'=1 if _n==_N-1
qui replace `x'=1 if _n==_N-1
qui replace `x'=1 if sens`i'==1
qui replace sens`i'=1 if `x'==1
local troc="0"+string(round(`area',0.0001))
local aroc=`"`group' ROC area: `troc'"'
label var sens`i' `"`aroc'"'
local sensgr="`sensgr' yhat`i'"
local symbol `"`symbol' none"'
}
sum `wv' if `D'==0, meanonly
local nn = r(sum)
sum `wv' if `D'==1, meanonly
local na = r(sum)
local mgrp= `bygrp'
if `i'~=1 {
qui append using `"`gphfile'"'
}
qui save `"`gphfile'"', replace
qui keep if `bygrp'==`"`mgrp'"'
qui keep `id' `D' `C' `area' `wv' `order'
tempvar v01 v10
qui gen double `v01'=.
qui gen double `v10'=.
COMparea `D' `C' `wv' `na' `nn' `area' `v01' `v10'
rename `v01' v01`i'
rename `v10' v10`i'
rename `wv' wv
qui keep `D' `id' v01`i' v10`i' wv `order'
sort `id'
if `i'~=1 {
qui merge `id' using `"`corfile'"'
qui drop _merge
}
sort `id'
qui save `"`corfile'"', replace
restore
local i=`i'+1
}
preserve
qui use `"`gphfile'"', clear
if `"`graph'"' ~= `""' { /* set graph7 defaults */
format `sensgr' `x' %4.2f
label var `x' `"1 - Specificity"'
sort `x' `sensgr'
if `"`separate'"'~="" {
local byopt `"by(`bygrp', `byopts')"'
sort `bygrp' `x' `sensgr'
}
if `"`refline'"'=="" {
local rlgraph ///
(function y=x, ///
range(`x') ///
n(2) ///
clstyle(refline) ///
yvarlabel("Reference") ///
`rlopts' /// graph opts
)
}
noi version 8: graph twoway ///
(connected `sensgr' `x', ///
sort ///
msymbol(`symbol') ///
ytitle("Sensitivity") ///
xtitle("1-Specificity") ///
ylabels(0(.25)1, pgmgrid) ///
xlabels(0(.25)1, pgmgrid) ///
legend(order(`lorder')) ///
`byopt' ///
`options' /// graph opts
) ///
`rlgraph' ///
// blank
}
if `"`binormal'"'~="" {
qui keep if keep==1
}
qui keep if `bygrp'~=""
sort `bygrp'
if "`graph'"=="" | "`summary'" ~="" {
qui by `bygrp':keep if _n==1
qui gen double p=round(`area'*`N', 1)
sort `order'
if `"`binormal'"'~= "" {
di in gr _n _col(31) "ROC"
}
else {
di in smcl in gr _n _col(31) /*
*/ "ROC" _col(54) "{c -}Asymptotic Normal{hline 2}"
}
di in smcl in gr "`Gc'" _col(17) /*
*/ " Obs Area Std. Err." /*
*/" [`level'% Conf. Interval]" _n "{hline 73}"
qui replace `bygrp'=abbrev(`bygrp',12)
local i 1
while `i' <= `bymax' {
di in ye `bygrp'[`i'] _col(15) in yel %8.0f `N'[`i'] /*
*/ _col(26) %8.4f `area'[`i'] _col(39) %8.4f `se'[`i']/*
*/ _col(54) %8.5f `lb'[`i'] _col(66) %8.5f `ub'[`i']
local i=`i'+1
}
di in smcl in gr "{hline 73}"
if "`test'"=="" {
di in gr "Ho: " _c
tempname test
mat `test'=J(comb(`bymax',2), `bymax', 0)
local i 1 /* row */
local j 1 /* col */
local k 1
local mymax=`bymax'
while `i' <= comb(`bymax',2) {
if `j'<`mymax' {
mat `test'[`i',`k'] = 1
mat `test'[`i',`j'+1] = -1
if `i'<`mymax' {
di in gr /*
*/ "area(" in ye `bygrp'[`i'] in gr ") = " _c
}
local i=`i'+1
local j=`j'+1
}
else {
local j=`k'+1
local k=`k'+1
}
}
di in gr "area(" in ye `bygrp'[`bymax'] in gr ")
}
else {
di in gr /*
*/ "Ho: Comparison as defined by contrast matrix: " /*
*/ in ye `"`test'"'
}
MYTEst `bymax' `D' `nn' `na' `area' `"`test'"' `"`corfile'"'
}
end
prog def COMparea, sclass
args D C wv na nn area v01 v10
tempvar Phi
qui gen double `Phi'=.
sort `D' `C'
local i=1
while `i'<=_N {
tempvar phi
local x=`C'[`i']
if `D'[`i']==1 {
qui gen float `phi'=`wv' if `C'<`x' & `D'==0
qui replace `phi'= 0.5*`wv' if `C'==`x' & `D'==0
qui replace `phi'= 0 if `C'>`x' & `D'==0
qui sum `phi', meanonly
qui replace `Phi'=r(sum) if _n==`i'
}
else {
qui gen float `phi'=`wv' if `C'>`x' & `D'==1
qui replace `phi'= 0.5*`wv' if `C'==`x' & `D'==1
qui replace `phi'= 0 if `C'<`x' & `D'==1
qui sum `phi', meanonly
qui replace `Phi'=r(sum) if _n==`i'
}
qui drop `phi'
local i=`i'+1
}
qui replace `v10'=`Phi'/(`nn') if `D'==1
qui replace `v01'=`Phi'/(`na') if `D'==0
qui drop `Phi'
qui replace `v01'=(`v01'-`area')
qui replace `v10'=(`v10'-`area')
end
prog def MYTEst, rclass
gettoken bymax 0:0
gettoken D 0:0
gettoken nn 0:0
gettoken na 0:0
gettoken area 0:0
gettoken test 0:0
local corfile `0'
tempname T
mat `T'=J(1, `bymax',1)
local i 1
while `i'<=`bymax' {
mat `T'[1,`i']=`area'[`i']
local i=`i'+ 1
}
qui use `"`corfile'"', clear
tempname S10 S01 S
mat `S10'=J(`bymax',`bymax',1)
mat `S01'=J(`bymax',`bymax',1)
local r 1
while `r'<=`bymax' {
local c 1
while `c'<=`bymax' {
tempvar pd01 pd10 sd01 sd10
qui gen double `pd01'=v01`r'*v01`c'
qui gen double `pd10'=v10`r'*v10`c'
qui egen double `sd01'=sum(`pd01'*wv)
qui egen double `sd10'=sum(`pd10'*wv)
qui replace `sd10'=`sd10'/(`na'-1)
qui replace `sd01'=`sd01'/(`nn'-1)
local d10=`sd10'
local d01=`sd01'
mat `S10'[`r',`c'] = `d10'
mat `S01'[`r',`c'] = `d01'
local c=`c'+1
}
local r=`r'+1
}
mat `S'=(1/`na')*`S10' + (1/`nn')*`S01'
tempname Cont L V R x2 iV
mat `L'=`test'
mat `Cont'=`L'*`T''
mat `V'=`L'*`S'*`L''
mat `iV'=syminv(`V')
local df=colsof(`V')-diag0cnt(`iV')
mat `R'=`Cont''*`iV'*`Cont'
scalar `x2'=`R'[1,1]
di in gr " chi2(" in ye `df' in gr ") = " in ye %8.2f `x2' /*
*/ in gr " Prob>chi2 = " in ye %8.4f chiprob(`df',`x2')
return local groups=`bymax'
return local chi2=`x2'
return local df=`df'
return local p=chiprob(`df',`x2')
return matrix V `S'
end
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