options(warn = -1)
library(readxl)
source('functions.R')
## Loading required package: survival
Sys.setlocale(category = "LC_ALL", locale = "Hebrew")
## [1] "LC_COLLATE=Hebrew_Israel.1255;LC_CTYPE=Hebrew_Israel.1255;LC_MONETARY=Hebrew_Israel.1255;LC_NUMERIC=C;LC_TIME=Hebrew_Israel.1255"
a18 <- read.csv("~/1R/Otzma/Otzma 2018 results.csv", stringsAsFactors=FALSE)
a17 <- read.csv("~/1R/Otzma/Otzma 2017 results.csv", stringsAsFactors=FALSE)
a18$call_date=as.Date.character(a18$call_date,"%d-%m-%y") # only for 2018
a18$start_date=as.Date.character(a18$start_date,"%d-%m-%y") # only for 2018
a18$finish_date=as.Date.character(a18$finish_date,"%d-%m-%y") # only for 2018
#a17$call_date=as.Date.character(a17$call_date) # only for 2017 option 2
#a17$start_date=as.Date.character(a17$start_date) # only for 2017 option 2
#a17$finish_date=as.Date.character(a17$finish_date,"%d/%m/%y") # only for 2017 option 2
a17$call_date=as.Date.character(a17$call_date,"%d-%m-%y") # only for 2017
a17$start_date=as.Date.character(a17$start_date,"%d-%m-%y") # only for 2017
a17$finish_date=as.Date.character(a17$finish_date,"%d-%m-%y") # only for 2017
au0 <- a17[,c(3,5:19)] # for 2017
au0 = rbind(au0,a18[,c(3,5:19)]) # add 2018
au1=au0[au0$machine=="eagle" | au0$machine=="matrix",]
au1=au1[order(au1$start_date),]
au1=au1[!is.na(au1$responsibility),]
au1$responsibility=as.factor(au1$responsibility)
fn="dt cnc results 2017&2018 17-17-2018.txt"
origin=as.numeric(as.Date.character(c("2012-01-01","2014-01-01","2018-01-01")))
f=file(description = fn, open = "wt", encoding = "UTF-8")
o.ix=1
for (x in c("0","1","2")) {
m1=au1[au1$machine_ix==x,]
m1=data.frame(m1,dt=rep(0,length(m1[[1]])), ttr=rep(0,length(m1[[1]])))
sum1=summary(m1$responsibility)
for (i in 1:length(sum1)) {
t1=names(sum1[i])
m_=m1[m1$responsibility==t1,]
n=length(m_$machine)
if (n<3) next
m = build_dt1(m_)
t<-"delta-T Fit "
t=paste(t,m$machine[1],m$machine_ix[1],t1)
print(t)
write(t, f)
write(paste("TTFF,",(as.numeric(m$dt[1])-origin[o.ix])),f)
m$dt[1]=1
#m=m[2:length(m[[1]]),]
n=length(m$machine)
e=NULL
if (n>3) {
e=compare_discrete(m,paste("Discrete",t))
}
if (n>2) {
e=rbind(e,compare_conti(m,paste("Continuous",t)) )
#e=compare_conti(m,paste("Continuous",t))
}
if (!is.null(e)) write.csv(e[order(e[,1], e[,2]),], f)
if (n>3) {
e=fit_dt(m,t)
write(paste("MEAN,",e$mean),f)
write(paste("SD,",e$sd),f)
write(paste("SKEWNESS,",e$skewness),f)
write(paste("KUROSIS,",e$kurtosis),f)
}
}
o.ix=o.ix+1
}
## [1] "delta-T Fit eagle 0 בקרות"
## [1] "Discrete delta-T Fit eagle 0 בקרות"
## [1] "P-L GoF: 0.158802176534259"
## [1] "P-L xmin: 3"
## [1] "P-L pars: 1.65"
## [1] "L-N GoF: 0.158233429750904"
## [1] "L-n xmin: 1"
## [1] "L-N pars: 1.99708424701571" "L-N pars: 1.59005761188005"
## [1] "LogNormal fit: 2.16661722121041 - -31.5034270882966"
## [2] "LogNormal fit: 1.42243847052944 - -31.5034270882966"
## [1] "Exponential fit: 0.0427807486631016 - -33.213336601398"
## [1] "Poisson GoF: 0.440612536384657"
## [1] "Poisson xmin: 11"
## [1] "Poisson pars: 54.999999985892"
## [1] "Exp GoF: 0.341814269156538"
## [1] "Exp xmin: 11"
## [1] "Exp pars: 0.0224876872264454"
## [1] "Continuous delta-T Fit eagle 0 בקרות"
## [1] "P-L GoF: 0.174794828320758"
## [1] "P-L xmin: 3"
## [1] "P-L pars: 1.73"
## [1] "L-N GoF: 0.147222379583443"
## [1] "L-n xmin: 1"
## [1] "L-N pars: 2.34496275442313" "L-N pars: 1.36776180220464"
## [1] "Weibull GoF: 0.142191735875766"
## [1] "Weibull xmin: 1"
## [1] "Weibull pars: 0.582085155548289" "Weibull pars: 13.7993311269272"
## [1] "Exp GoF: 0.235270211411272"
## [1] "Exp xmin: 5"
## [1] "Exp pars: 0.03"
## [1] "cont fit+"
## summary statistics
## ------
## min: 1 max: 93
## median: 7
## mean: 23.375
## estimated sd: 34.33423
## estimated skewness: 1.660196
## estimated kurtosis: 4.57583
## Fitting of the distribution ' weibull ' by maximum likelihood
## Parameters:
## estimate Std. Error
## shape 0.7107695 0.1887856
## scale 18.2015478 9.6192886
## Fitting of the distribution ' lnorm ' by maximum likelihood
## Parameters:
## estimate Std. Error
## meanlog 2.166617 0.5029079
## sdlog 1.422438 0.3556088
## Fitting of the distribution ' exp ' by maximum likelihood
## Parameters:
## estimate Std. Error
## rate 0.04278075 0.01511701
## Goodness-of-fit statistics
## 1-mle-weibull 2-mle-lnorm 3-mle-exp
## Kolmogorov-Smirnov statistic 0.24702899 0.18541958 0.3746347
## Cramer-von Mises statistic 0.08383831 0.04899857 0.2707628
## Anderson-Darling statistic 0.47633204 0.31740827 1.4496867
##
## Goodness-of-fit criteria
## 1-mle-weibull 2-mle-lnorm 3-mle-exp
## Akaike's Information Criterion 68.48549 67.00685 68.42667
## Bayesian Information Criterion 68.64437 67.16574 68.50611
## 1-mle-weibull 2-mle-lnorm 3-mle-exp
## 0.05402980 0.18151573 0.03652897
## 1-mle-weibull 2-mle-lnorm 3-mle-exp
## 0.2470290 0.1854196 0.3746347
## 1-mle-weibull 2-mle-lnorm 3-mle-exp
## 68.48549 67.00685 68.42667
## [1] "delta-T Fit eagle 0 חשמל"
## [1] "Discrete delta-T Fit eagle 0 חשמל"
## [1] "P-L GoF: 0.21471904564231"
## [1] "P-L xmin: 41"
## [1] "P-L pars: 5"
## [1] "L-N GoF: 0.159516704555357"
## [1] "L-n xmin: 3"
## [1] "L-N pars: 3.25487555636251" "L-N pars: 0.825602887311944"
## [1] "LogNormal fit: 2.75811444756571 - -58.6502515285956"
## [2] "LogNormal fit: 1.3972483372091 - -58.6502515285956"
## [1] "Exponential fit: 0.0357142857142857 - -56.3186586322776"
## [1] "Poisson GoF: 0.269676677723024"
## [1] "Poisson xmin: 27"
## [1] "Poisson pars: 43.6622663160881"
## [1] "Exp GoF: 0.153504967014784"
## [1] "Exp xmin: 1"
## [1] "Exp pars: 0.0363768103752839"
## [1] "Continuous delta-T Fit eagle 0 חשמל"
## [1] "P-L GoF: 0.150297176793947"
## [1] "P-L xmin: 41"
## [1] "P-L pars: 5"
## [1] "L-N GoF: 0.132005863603725"
## [1] "L-n xmin: 18"
## [1] "L-N pars: 3.63373086278193" "L-N pars: 0.368692007313411"
## [1] "Weibull GoF: 0.103576557988707"
## [1] "Weibull xmin: 3"
## [1] "Weibull pars: 2.55166680502029" "Weibull pars: 40.5454089669106"
## [1] "Exp GoF: 0.185690699942103"
## [1] "Exp xmin: 1"
## [1] "Exp pars: 0.04"
## [1] "cont fit+"
## summary statistics
## ------
## min: 1 max: 59
## median: 27
## mean: 28
## estimated sd: 20.57507
## estimated skewness: 0.1229292
## estimated kurtosis: 1.736485
## Fitting of the distribution ' weibull ' by maximum likelihood
## Parameters:
## estimate Std. Error
## shape 1.104797 0.2678071
## scale 28.850591 7.5417802
## Fitting of the distribution ' lnorm ' by maximum likelihood
## Parameters:
## estimate Std. Error
## meanlog 2.758114 0.3875270
## sdlog 1.397248 0.2740223
## Fitting of the distribution ' exp ' by maximum likelihood
## Parameters:
## estimate Std. Error
## rate 0.03571429 0.009897588
## Goodness-of-fit statistics
## 1-mle-weibull 2-mle-lnorm 3-mle-exp
## Kolmogorov-Smirnov statistic 0.15570626 0.2352787 0.1665197
## Cramer-von Mises statistic 0.09317085 0.1869702 0.1084923
## Anderson-Darling statistic 0.72958025 1.1152857 0.6977440
##
## Goodness-of-fit criteria
## 1-mle-weibull 2-mle-lnorm 3-mle-exp
## Akaike's Information Criterion 116.4745 121.3005 114.6373
## Bayesian Information Criterion 117.6044 122.4304 115.2023
## 1-mle-weibull 2-mle-lnorm 3-mle-exp
## 0.02018012 0.06523841 0.16263694
## 1-mle-weibull 2-mle-lnorm 3-mle-exp
## 0.1557063 0.2352787 0.1665197
## 1-mle-weibull 2-mle-lnorm 3-mle-exp
## 116.4745 121.3005 114.6373
## [1] "delta-T Fit eagle 0 מכונות"
## [1] "Discrete delta-T Fit eagle 0 מכונות"
## [1] "P-L GoF: 0.14941650897327"
## [1] "P-L xmin: 22"
## [1] "P-L pars: 3.34"
## [1] "L-N GoF: 0.0829575029348313"
## [1] "L-n xmin: 1"
## [1] "L-N pars: 1.9451744639058" "L-N pars: 1.22136602124167"
## [1] "LogNormal fit: 1.9977882706341 - -121.157392448782"
## [2] "LogNormal fit: 1.15803651937065 - -121.157392448782"
## [1] "Exponential fit: 0.0708333333333333 - -124.012469695716"
## [1] "Poisson GoF: 0.372876002062257"
## [1] "Poisson xmin: 8"
## [1] "Poisson pars: 25.9997879631509"
## [1] "Exp GoF: 0.132178679418065"
## [1] "Exp xmin: 7"
## [1] "Exp pars: 0.0544140594414452"
## [1] "Continuous delta-T Fit eagle 0 מכונות"
## [1] "P-L GoF: 0.147519571385953"
## [1] "P-L xmin: 29"
## [1] "P-L pars: 4.17"
## [1] "L-N GoF: 0.0861706178220314"
## [1] "L-n xmin: 17"
## [1] "L-N pars: 2.82777372083225" "L-N pars: 0.756435410437184"
## [1] "Weibull GoF: 0.103867836079782"
## [1] "Weibull xmin: 17"
## [1] "Weibull pars: 0.60028224295599" "Weibull pars: 5.31378715362886"
## [1] "Exp GoF: 0.0878676674458052"
## [1] "Exp xmin: 17"
## [1] "Exp pars: 0.06"
## [1] "cont fit+"
## summary statistics
## ------
## min: 1 max: 101
## median: 6.5
## mean: 14.11765
## estimated sd: 18.97968
## estimated skewness: 3.169153
## estimated kurtosis: 15.98399
## Fitting of the distribution ' weibull ' by maximum likelihood
## Parameters:
## estimate Std. Error
## shape 0.8894247 0.1120886
## scale 13.2120004 2.7022244
## Fitting of the distribution ' lnorm ' by maximum likelihood
## Parameters:
## estimate Std. Error
## meanlog 1.997788 0.1986016
## sdlog 1.158037 0.1404321
## Fitting of the distribution ' exp ' by maximum likelihood
## Parameters:
## estimate Std. Error
## rate 0.07083333 0.01214539
## Goodness-of-fit statistics
## 1-mle-weibull 2-mle-lnorm 3-mle-exp
## Kolmogorov-Smirnov statistic 0.14491352 0.09213600 0.1850607
## Cramer-von Mises statistic 0.09848292 0.05198073 0.1879074
## Anderson-Darling statistic 0.61759430 0.35439525 0.9724573
##
## Goodness-of-fit criteria
## 1-mle-weibull 2-mle-lnorm 3-mle-exp
## Akaike's Information Criterion 251.0984 246.3148 250.0249
## Bayesian Information Criterion 254.1511 249.3675 251.5513
## 1-mle-weibull 2-mle-lnorm 3-mle-exp
## 0.1507007 0.1733507 0.1148424
## 1-mle-weibull 2-mle-lnorm 3-mle-exp
## 0.1449135 0.0921360 0.1850607
## 1-mle-weibull 2-mle-lnorm 3-mle-exp
## 251.0984 246.3148 250.0249
## [1] "delta-T Fit matrix 1 בקרות"
## [1] "Continuous delta-T Fit matrix 1 בקרות"
## [1] "P-L GoF: 0.365155322088903"
## [1] "P-L xmin: 1"
## [1] "P-L pars: 1.5"
## [1] "L-N GoF: Inf"
## [1] "L-n xmin: NA"
## [1] "L-N pars: NA" "L-N pars: NA"
## [1] "Weibull GoF: Inf"
## [1] "Weibull xmin: NA"
## [1] "Weibull pars: NA" "Weibull pars: NA"
## [1] "Exp GoF: 0.306009610886041"
## [1] "Exp xmin: 1"
## [1] "Exp pars: 0.02"
## [1] "delta-T Fit matrix 1 חשמל"
## [1] "Discrete delta-T Fit matrix 1 חשמל"
## [1] "P-L GoF: 0.228275396935948"
## [1] "P-L xmin: 24"
## [1] "P-L pars: 2.42"
## [1] "L-N GoF: 0.229546325547355"
## [1] "L-n xmin: 24"
## [1] "L-N pars: -21.8098954130087" "L-N pars: 4.30348311633524"
## [1] "LogNormal fit: 3.07949624550534 - -44.6570531115624"
## [2] "LogNormal fit: 1.58956439210005 - -44.6570531115624"
## [1] "Exponential fit: 0.0208816705336427 - -43.8199516149078"
## [1] "Poisson GoF: 0.3999998832337"
## [1] "Poisson xmin: 28"
## [1] "Poisson pars: 75.9999999853959"
## [1] "Exp GoF: 0.180868032468316"
## [1] "Exp xmin: 1"
## [1] "Exp pars: 0.0211168023501253"
## [1] "Continuous delta-T Fit matrix 1 חשמל"
## [1] "P-L GoF: 0.233665108915999"
## [1] "P-L xmin: 24"
## [1] "P-L pars: 2.47"
## [1] "L-N GoF: 0.131308729370107"
## [1] "L-n xmin: 28"
## [1] "L-N pars: 4.23918650020381" "L-N pars: 0.625863045337499"
## [1] "Weibull GoF: 0.123016620270787"
## [1] "Weibull xmin: 1"
## [1] "Weibull pars: 1.02590517569796" "Weibull pars: 53.3809315009395"
## [1] "Exp GoF: 0.146494132270852"
## [1] "Exp xmin: 1"
## [1] "Exp pars: 0.02"
## [1] "cont fit+"
## summary statistics
## ------
## min: 1 max: 163
## median: 28
## mean: 47.88889
## estimated sd: 51.21632
## estimated skewness: 1.603515
## estimated kurtosis: 5.719161
## Fitting of the distribution ' weibull ' by maximum likelihood
## Parameters:
## estimate Std. Error
## shape 0.8545696 0.2329316
## scale 44.5332900 18.2232994
## Fitting of the distribution ' lnorm ' by maximum likelihood
## Parameters:
## estimate Std. Error
## meanlog 3.079496 0.5298548
## sdlog 1.589564 0.3746633
## Fitting of the distribution ' exp ' by maximum likelihood
## Parameters:
## estimate Std. Error
## rate 0.02088167 0.006944551
## Goodness-of-fit statistics
## 1-mle-weibull 2-mle-lnorm 3-mle-exp
## Kolmogorov-Smirnov statistic 0.22323866 0.3024975 0.18131895
## Cramer-von Mises statistic 0.05781359 0.1101759 0.05613488
## Anderson-Darling statistic 0.37164126 0.6203584 0.50093965
##
## Goodness-of-fit criteria
## 1-mle-weibull 2-mle-lnorm 3-mle-exp
## Akaike's Information Criterion 91.28279 93.31411 89.63990
## Bayesian Information Criterion 91.67724 93.70856 89.83713
## 1-mle-weibull 2-mle-lnorm 3-mle-exp
## 0.02609324 0.01401423 0.01242956
## 1-mle-weibull 2-mle-lnorm 3-mle-exp
## 0.2232387 0.3024975 0.1813190
## 1-mle-weibull 2-mle-lnorm 3-mle-exp
## 91.28279 93.31411 89.63990
## [1] "delta-T Fit matrix 1 כללי"
## [1] "Discrete delta-T Fit matrix 1 כללי"
## [1] "P-L GoF: 0.321683516783708"
## [1] "P-L xmin: 63"
## [1] "P-L pars: 3.89"
## [1] "L-N GoF: 0.277975977224799"
## [1] "L-n xmin: 1"
## [1] "L-N pars: 3.15208034634612" "L-N pars: 1.76811317879026"
## [1] "LogNormal fit: 3.22580632406075 - -36.1284820324626"
## [2] "LogNormal fit: 1.67609529939542 - -36.1284820324626"
## [1] "Exponential fit: 0.0177664974619289 - -35.2130853216983"
## [1] "Poisson GoF: 0.333333333192078"
## [1] "Poisson xmin: 5"
## [1] "Poisson pars: 65.5000000047723"
## [1] "Exp GoF: 0.242718081195022"
## [1] "Exp xmin: 1"
## [1] "Exp pars: 0.0179448045888978"
## [1] "Continuous delta-T Fit matrix 1 כללי"
## [1] "P-L GoF: 0.326145750946371"
## [1] "P-L xmin: 63"
## [1] "P-L pars: 3.95"
## [1] "L-N GoF: 0.140127464003704"
## [1] "L-n xmin: 5"
## [1] "L-N pars: 4.194189793238" "L-N pars: 0.625763489803253"
## [1] "Weibull GoF: 0.15106712605906"
## [1] "Weibull xmin: 1"
## [1] "Weibull pars: 1.31189885675124" "Weibull pars: 70.0288046638948"
## [1] "Exp GoF: 0.282044353489521"
## [1] "Exp xmin: 1"
## [1] "Exp pars: 0.02"
## [1] "cont fit+"
## summary statistics
## ------
## min: 1 max: 118
## median: 63
## mean: 56.28571
## estimated sd: 48.92755
## estimated skewness: 0.1666737
## estimated kurtosis: 1.140204
## Fitting of the distribution ' weibull ' by maximum likelihood
## Parameters:
## estimate Std. Error
## shape 0.8692174 0.2853922
## scale 53.2154927 24.1795090
## Fitting of the distribution ' lnorm ' by maximum likelihood
## Parameters:
## estimate Std. Error
## meanlog 3.225806 0.6335045
## sdlog 1.676095 0.4479546
## Fitting of the distribution ' exp ' by maximum likelihood
## Parameters:
## estimate Std. Error
## rate 0.0177665 0.006693752
## <simpleError in ans[!test & ok] <- rep(no, length.out = length(ans))[!test & ok]: replacement has length zero>
## NULL
## NULL
## NULL
## NULL
## [1] "delta-T Fit matrix 1 מכונות"
## [1] "Discrete delta-T Fit matrix 1 מכונות"
## [1] "P-L GoF: 0.0877652604138505"
## [1] "P-L xmin: 8"
## [1] "P-L pars: 2.65"
## [1] "L-N GoF: 0.0978839208794516"
## [1] "L-n xmin: 3"
## [1] "L-N pars: 1.96628459626747" "L-N pars: 0.931948771324101"
## [1] "LogNormal fit: 1.80478939527431 - -148.731079208384"
## [2] "LogNormal fit: 1.08481250438448 - -148.731079208384"
## [1] "Exponential fit: 0.0969827586206897 - -149.994992810517"
## [1] "Poisson GoF: 0.249458623282498"
## [1] "Poisson xmin: 23"
## [1] "Poisson pars: 41.7375483161366"
## [1] "Exp GoF: 0.10639794965218"
## [1] "Exp xmin: 1"
## [1] "Exp pars: 0.102016902653445"
## [1] "Continuous delta-T Fit matrix 1 מכונות"
## [1] "P-L GoF: 0.0949388391897608"
## [1] "P-L xmin: 9"
## [1] "P-L pars: 2.87"
## [1] "L-N GoF: 0.129268605925594"
## [1] "L-n xmin: 7"
## [1] "L-N pars: 1.26000842910331" "L-N pars: 1.10905978575963"
## [1] "Weibull GoF: 0.129072142063447"
## [1] "Weibull xmin: 7"
## [1] "Weibull pars: 0.401994331091552" "Weibull pars: 0.510559827400379"
## [1] "Exp GoF: 0.135135135135135"
## [1] "Exp xmin: 3"
## [1] "Exp pars: 0.11"
## [1] "cont fit+"
## summary statistics
## ------
## min: 1 max: 61
## median: 8
## mean: 10.31111
## estimated sd: 11.85293
## estimated skewness: 2.659479
## estimated kurtosis: 11.20771
## Fitting of the distribution ' weibull ' by maximum likelihood
## Parameters:
## estimate Std. Error
## shape 1.001768 0.1104271
## scale 10.320809 1.6258929
## Fitting of the distribution ' lnorm ' by maximum likelihood
## Parameters:
## estimate Std. Error
## meanlog 1.804789 0.1617143
## sdlog 1.084813 0.1143488
## Fitting of the distribution ' exp ' by maximum likelihood
## Parameters:
## estimate Std. Error
## rate 0.09698276 0.0144558
## Goodness-of-fit statistics
## 1-mle-weibull 2-mle-lnorm 3-mle-exp
## Kolmogorov-Smirnov statistic 0.1240435 0.1332685 0.1239034
## Cramer-von Mises statistic 0.1001107 0.1455702 0.1001311
## Anderson-Darling statistic 0.7800800 1.0525319 0.7794744
##
## Goodness-of-fit criteria
## 1-mle-weibull 2-mle-lnorm 3-mle-exp
## Akaike's Information Criterion 303.9897 301.4622 301.9900
## Bayesian Information Criterion 307.6030 305.0755 303.7966
## 1-mle-weibull 2-mle-lnorm 3-mle-exp
## 2.146519e-02 2.187812e-05 4.284484e-02
## 1-mle-weibull 2-mle-lnorm 3-mle-exp
## 0.1240435 0.1332685 0.1239034
## 1-mle-weibull 2-mle-lnorm 3-mle-exp
## 303.9897 301.4622 301.9900
## [1] "delta-T Fit matrix 1 מסגרות"
## [1] "Discrete delta-T Fit matrix 1 מסגרות"
## [1] "P-L GoF: 0.437594111678142"
## [1] "P-L xmin: 1"
## [1] "P-L pars: 1.5"
## [1] "L-N GoF: 0.300979125302937"
## [1] "L-n xmin: 1"
## [1] "L-N pars: 1.95796349414156" "L-N pars: 3.07708079719701"
## [1] "LogNormal fit: 3.04101300406689 - -21.1972133015966"
## [2] "LogNormal fit: 2.31486596674472 - -21.1972133015966"
## [1] "Exponential fit: 0.0097323600973236 - -22.5291954135054"
## [1] "Poisson GoF: 0.5"
## [1] "Poisson xmin: 1"
## [1] "Poisson pars: 102.750000000249"
## [1] "Exp GoF: 0.337448253032119"
## [1] "Exp xmin: 5"
## [1] "Exp pars: 0.00760982107706961"
## [1] "Continuous delta-T Fit matrix 1 מסגרות"
## [1] "P-L GoF: 0.418621154122884"
## [1] "P-L xmin: 1"
## [1] "P-L pars: 1.5"
## [1] "L-N GoF: 0.210239494637762"
## [1] "L-n xmin: 1"
## [1] "L-N pars: 3.98850992080736" "L-N pars: 1.8174175983331"
## [1] "Weibull GoF: 0.190927409552351"
## [1] "Weibull xmin: 1"
## [1] "Weibull pars: 0.768831758871794" "Weibull pars: 119.183511391755"
## [1] "Exp GoF: 0.27686983985157"
## [1] "Exp xmin: 1"
## [1] "Exp pars: 0.01"
## [1] "cont fit+"
## summary statistics
## ------
## min: 1 max: 254
## median: 78
## mean: 102.75
## estimated sd: 122.6278
## estimated skewness: 0.5730134
## estimated kurtosis: 0.2201699
## Fitting of the distribution ' weibull ' by maximum likelihood
## Parameters:
## estimate Std. Error
## shape 0.5297679 0.2206577
## scale 64.6215598 64.3200445
## Fitting of the distribution ' lnorm ' by maximum likelihood
## Parameters:
## estimate Std. Error
## meanlog 3.041013 1.157433
## sdlog 2.314866 0.818428
## Fitting of the distribution ' exp ' by maximum likelihood
## Parameters:
## estimate Std. Error
## rate 0.00973236 0.004814158
## <simpleError in ans[!test & ok] <- rep(no, length.out = length(ans))[!test & ok]: replacement has length zero>
## NULL
## NULL
## NULL
## NULL
## [1] "delta-T Fit matrix 2 חשמל"
## [1] "Discrete delta-T Fit matrix 2 חשמל"
## [1] "P-L GoF: 0.163303031700674"
## [1] "P-L xmin: 20"
## [1] "P-L pars: 3.1"
## [1] "L-N GoF: 0.171249808333911"
## [1] "L-n xmin: 20"
## [1] "L-N pars: 0.574022266447369" "L-N pars: 1.24761428138053"
## [1] "LogNormal fit: 2.31280361458532 - -29.1443946434841"
## [2] "LogNormal fit: 1.53993899388298 - -29.1443946434841"
## [1] "Exponential fit: 0.0460526315789474 - -28.5457926025367"
## [1] "Poisson GoF: 0.391636951567081"
## [1] "Poisson xmin: 11"
## [1] "Poisson pars: 29.999542593147"
## [1] "Exp GoF: 0.169787165816572"
## [1] "Exp xmin: 11"
## [1] "Exp pars: 0.0512997427346405"
## [1] "Continuous delta-T Fit matrix 2 חשמל"
## [1] "P-L GoF: 0.1707984508811"
## [1] "P-L xmin: 20"
## [1] "P-L pars: 3.21"
## [1] "L-N GoF: 0.143665791467024"
## [1] "L-n xmin: 11"
## [1] "L-N pars: 3.43628203326265" "L-N pars: 0.44423868229735"
## [1] "Weibull GoF: 0.134320224029048"
## [1] "Weibull xmin: 11"
## [1] "Weibull pars: 1.85205718080596" "Weibull pars: 35.8923227113262"
## [1] "Exp GoF: 0.162371848378227"
## [1] "Exp xmin: 11"
## [1] "Exp pars: 0.05"
## [1] "cont fit+"
## summary statistics
## ------
## min: 1 max: 63
## median: 20
## mean: 21.71429
## estimated sd: 21.51522
## estimated skewness: 1.222879
## estimated kurtosis: 4.77445
## Fitting of the distribution ' weibull ' by maximum likelihood
## Parameters:
## estimate Std. Error
## shape 0.8773932 0.2777199
## scale 20.5105327 9.2673445
## Fitting of the distribution ' lnorm ' by maximum likelihood
## Parameters:
## estimate Std. Error
## meanlog 2.312804 0.5820422
## sdlog 1.539939 0.4115652
## Fitting of the distribution ' exp ' by maximum likelihood
## Parameters:
## estimate Std. Error
## rate 0.04605263 0.01739805
## <simpleError in ans[!test & ok] <- rep(no, length.out = length(ans))[!test & ok]: replacement has length zero>
## NULL
## NULL
## NULL
## NULL
## [1] "delta-T Fit matrix 2 כללי"
## [1] "Discrete delta-T Fit matrix 2 כללי"
## [1] "P-L GoF: 0.393319341539368"
## [1] "P-L xmin: 1"
## [1] "P-L pars: 1.5"
## [1] "L-N GoF: 0.274392562643596"
## [1] "L-n xmin: 1"
## [1] "L-N pars: 1.79374399645958" "L-N pars: 2.45247953251414"
## [1] "LogNormal fit: 2.51623147460341 - -18.3241873461105"
## [2] "LogNormal fit: 1.90765898634113 - -18.3241873461105"
## [1] "Exponential fit: 0.0235294117647059 - -18.9980163037215"
## [1] "Poisson GoF: 0.356076986465442"
## [1] "Poisson xmin: 4"
## [1] "Poisson pars: 56.333332969187"
## [1] "Exp GoF: 0.314569661343123"
## [1] "Exp xmin: 4"
## [1] "Exp pars: 0.0189419432210178"
## [1] "Continuous delta-T Fit matrix 2 כללי"
## [1] "P-L GoF: 0.361324950943693"
## [1] "P-L xmin: 1"
## [1] "P-L pars: 1.5"
## [1] "L-N GoF: 0.163951814791747"
## [1] "L-n xmin: 1"
## [1] "L-N pars: 3.30426373946755" "L-N pars: 1.48606515096854"
## [1] "Weibull GoF: 0.177763327486291"
## [1] "Weibull xmin: 1"
## [1] "Weibull pars: 0.874551396203758" "Weibull pars: 51.6610825639708"
## [1] "Exp GoF: 0.191764533584249"
## [1] "Exp xmin: 1"
## [1] "Exp pars: 0.02"
## [1] "cont fit+"
## summary statistics
## ------
## min: 1 max: 113
## median: 28
## mean: 42.5
## estimated sd: 52.48809
## estimated skewness: 1.026799
## estimated kurtosis: 2.620176
## Fitting of the distribution ' weibull ' by maximum likelihood
## Parameters:
## estimate Std. Error
## shape 0.6313312 0.2594455
## scale 31.4675750 26.3057775
## Fitting of the distribution ' lnorm ' by maximum likelihood
## Parameters:
## estimate Std. Error
## meanlog 2.516231 0.9538295
## sdlog 1.907659 0.6744585
## Fitting of the distribution ' exp ' by maximum likelihood
## Parameters:
## estimate Std. Error
## rate 0.02352941 0.01174341
## <simpleError in ans[!test & ok] <- rep(no, length.out = length(ans))[!test & ok]: replacement has length zero>
## NULL
## NULL
## NULL
## NULL
## [1] "delta-T Fit matrix 2 מכונות"
## [1] "Discrete delta-T Fit matrix 2 מכונות"
## [1] "P-L GoF: 0.118281810477243"
## [1] "P-L xmin: 6"
## [1] "P-L pars: 1.91"
## [1] "L-N GoF: 0.0950760925692842"
## [1] "L-n xmin: 1"
## [1] "L-N pars: 1.18801271446358" "L-N pars: 1.50719183736277"
## [1] "LogNormal fit: 1.52119496310624 - -78.6555510143306"
## [2] "LogNormal fit: 1.22886200785823 - -78.6555510143306"
## [1] "Exponential fit: 0.0862068965517241 - -86.275127452808"
## [1] "Poisson GoF: 0.333333325637481"
## [1] "Poisson xmin: 23"
## [1] "Poisson pars: 61.9999993331997"
## [1] "Exp GoF: 0.256637560933383"
## [1] "Exp xmin: 8"
## [1] "Exp pars: 0.0329801296906595"
## [1] "Continuous delta-T Fit matrix 2 מכונות"
## [1] "P-L GoF: 0.126226570009461"
## [1] "P-L xmin: 6"
## [1] "P-L pars: 1.99"
## [1] "L-N GoF: 0.109071784725105"
## [1] "L-n xmin: 4"
## [1] "L-N pars: -6.30376427993072" "L-N pars: 3.18041713205563"
## [1] "Weibull GoF: 0.13506619264925"
## [1] "Weibull xmin: 4"
## [1] "Weibull pars: 0.199680942901582" "Weibull pars: 0.00460377830993915"
## [1] "Exp GoF: 0.146959357293924"
## [1] "Exp xmin: 8"
## [1] "Exp pars: 0.03"
## [1] "cont fit+"
## summary statistics
## ------
## min: 1 max: 99
## median: 5
## mean: 11.6
## estimated sd: 22.33458
## estimated skewness: 3.254631
## estimated kurtosis: 13.78821
## Fitting of the distribution ' weibull ' by maximum likelihood
## Parameters:
## estimate Std. Error
## shape 0.7238806 0.1008989
## scale 8.8246942 2.5961854
## Fitting of the distribution ' lnorm ' by maximum likelihood
## Parameters:
## estimate Std. Error
## meanlog 1.521195 0.2457724
## sdlog 1.228862 0.1737868
## Fitting of the distribution ' exp ' by maximum likelihood
## Parameters:
## estimate Std. Error
## rate 0.0862069 0.01723906
## Goodness-of-fit statistics
## 1-mle-weibull 2-mle-lnorm 3-mle-exp
## Kolmogorov-Smirnov statistic 0.1939853 0.12481541 0.3069224
## Cramer-von Mises statistic 0.2015352 0.08025593 0.6709283
## Anderson-Darling statistic 1.2692918 0.59831322 3.5191785
##
## Goodness-of-fit criteria
## 1-mle-weibull 2-mle-lnorm 3-mle-exp
## Akaike's Information Criterion 169.9731 161.3111 174.5503
## Bayesian Information Criterion 172.4108 163.7489 175.7691
## 1-mle-weibull 2-mle-lnorm 3-mle-exp
## 0.108515649 0.196759821 0.007089424
## 1-mle-weibull 2-mle-lnorm 3-mle-exp
## 0.1939853 0.1248154 0.3069224
## 1-mle-weibull 2-mle-lnorm 3-mle-exp
## 169.9731 161.3111 174.5503
## [1] "delta-T Fit matrix 2 מסגרות"
## [1] "Discrete delta-T Fit matrix 2 מסגרות"
## [1] "P-L GoF: 0.252514851288637"
## [1] "P-L xmin: 2"
## [1] "P-L pars: 1.55"
## [1] "L-N GoF: 0.19753036338833"
## [1] "L-n xmin: 1"
## [1] "L-N pars: 1.67713593766633" "L-N pars: 1.63247136922859"
## [1] "LogNormal fit: 1.93928819547356 - -25.8448906879525"
## [2] "LogNormal fit: 1.39640421184072 - -25.8448906879525"
## [1] "Exponential fit: 0.0630630630630631 - -26.3453403657991"
## [1] "Poisson GoF: 0.399995526679527"
## [1] "Poisson xmin: 3"
## [1] "Poisson pars: 21.5999977637734"
## [1] "Exp GoF: 0.285398979765331"
## [1] "Exp xmin: 4"
## [1] "Exp pars: 0.0439707055621266"
## [1] "Continuous delta-T Fit matrix 2 מסגרות"
## [1] "P-L GoF: 0.217968501835692"
## [1] "P-L xmin: 1"
## [1] "P-L pars: 1.52"
## [1] "L-N GoF: 0.160344956601872"
## [1] "L-n xmin: 1"
## [1] "L-N pars: 2.03635786853555" "L-N pars: 1.43363736142169"
## [1] "Weibull GoF: 0.183264563109808"
## [1] "Weibull xmin: 1"
## [1] "Weibull pars: 0.694128078700398" "Weibull pars: 12.4209945664895"
## [1] "Exp GoF: 0.224724224508375"
## [1] "Exp xmin: 2"
## [1] "Exp pars: 0.06"
## [1] "cont fit+"
## summary statistics
## ------
## min: 1 max: 42
## median: 4
## mean: 15.85714
## estimated sd: 18.05019
## estimated skewness: 0.8173641
## estimated kurtosis: 1.499197
## Fitting of the distribution ' weibull ' by maximum likelihood
## Parameters:
## estimate Std. Error
## shape 0.802683 0.2415932
## scale 14.021383 6.9909258
## Fitting of the distribution ' lnorm ' by maximum likelihood
## Parameters:
## estimate Std. Error
## meanlog 1.939288 0.5277912
## sdlog 1.396404 0.3732039
## Fitting of the distribution ' exp ' by maximum likelihood
## Parameters:
## estimate Std. Error
## rate 0.06306306 0.0238296
## <simpleError in ans[!test & ok] <- rep(no, length.out = length(ans))[!test & ok]: replacement has length zero>
## NULL
## NULL
## NULL
## NULL
close(f)