diff --git a/alpha_spectroscopy/data/.RData b/alpha_spectroscopy/data/.RData
new file mode 100644
index 0000000..580dfbf
Binary files /dev/null and b/alpha_spectroscopy/data/.RData differ
diff --git a/alpha_spectroscopy/data/.Rhistory b/alpha_spectroscopy/data/.Rhistory
new file mode 100644
index 0000000..18d60da
--- /dev/null
+++ b/alpha_spectroscopy/data/.Rhistory
@@ -0,0 +1,512 @@
+help(seq)
+seq(0,8191)
+dim(seq(0,8191)
+0
+dim(radium)
+dim(radium[1])
+(radium[1,1]
+(radium[1,0]
+0
+radium[1,0]
+radium[1,1]
+plot(radium[1,1])
+mean(radium)
+mean(radium[1])
+summary(radium)
+sd(radium)
+radium[1]
+sd(radium[1])
+sd(radium[V1])
+sapply(radium,mean)
+sapply(radium,sd)
+hist(radium)
+sapply(radium,hist)
+x <- seq_along(r)
+x <- seq_along(radium)
+x
+x <- seq_along(radium[V1])
+x <- seq_along(radium[1)
+x <- seq_along(radium[1])
+x
+radiu
+radium
+f <- function(par)
+{
+m <- par[1]
+sd <- par[2]
+k <- par[3]
+yhat <- k * exp(-0.5 * ((x - m)/sd)^2)
+sum((r - rhat)^2)
+}
+optim(c(15,2,1),f,method="BFGS",control=list(reltol=1e-9))
+f <- function(par)
+{
+m <- par[1]
+sd <- par[2]
+k <- par[3]
+yhat <- k * exp(-0.5 * ((x - m)/sd)^2)
+sum((radium - rhat)^2)
+}
+optim(c(15,2,1),f,method="BFGS",control=list(reltol=1e-9))
+f <- function(par)
+{
+m <- par[1]
+sd <- par[2]
+k <- par[3]
+yhat <- k * exp(-0.5 * ((x - m)/sd)^2)
+sum((radium - yhat)^2)
+}
+optim(c(15,2,1),f,method="BFGS",control=list(reltol=1e-9))
+help(unlist)
+help(data)
+data
+data()
+radium
+row
+row.names(radium)
+names(radium)
+help(row)
+Radium <- as.numeric(radium[1,])
+Radium
+Radium <- as.numeric(radium[2,])
+Radium
+Radium <- as.numeric(radium[1,])
+Radium <- as.numeric(radium[1])
+radium[1,
+radium[1,]
+radium[1,]
+radium[1]
+Radium <- as.numeric(radium[1])
+Radium <- as.numeric(radium[1,2])
+Radium
+Radium <- as.numeric(radium[1,1])
+Radium
+radium[1,1]
+radium[2,1]
+radium[2,]
+radium[1,]
+radium[0,]
+radium
+radium["V1"]
+radium["V1sdf"]
+radium["V1"]
+radium[,]
+radium[,1]
+radium[,0]
+radium[,1]
+radium[,2]
+radium[,]
+Radium <- as.numeric(radium[,])
+Radium
+plot(seq(0,8191),Radium)
+plot(seq_along(Radium),Radium)
+plot(radium)
+mean(radium_
+mean(radium)
+sapply(radium,mean)
+skewness
+library(fBasics)
+test=c(5,6,7,8,9)
+test
+test[1:3]=0
+test
+radium[,70:180]
+radium[70:180]
+radium[1,70:180]
+radium[,70:180]
+radium[,]
+radium[,][70:180]
+radium[,1:3]
+radium[,]1:3]
+radium[,][1:3]
+radium[,][90:180]
+radium[,][:180]
+radium[,][90]
+radium[,][70]
+radium[,]
+plot(radium[,])
+radium$V1
+plot(radium$v1)
+plot(radium$V1)
+library("MASS")
+fitdistr(radium,"
+fitdistr(radium,"normal")
+help(fitdistr)
+fitdistr(Radium,"normal")
+hist
+hist(radium)
+hist(Radium)
+hist(Radium,prob=TRUE)
+dput(radium)
+dput(Radium)
+plot(Radium)
+x <- seq_along(radium)
+y <- radium
+f
+f <- function(par)
+m <- par[1]
+sd <- par[2]
+k <- par[3]
+f = function(par)
+{
+m = par[1]
+sd = par[2]
+k = par[3]
+yhat = k * exp(-0.5 * ((x - m)/sd)^2)
+sum((y - yhat)^2)
+}
+optim(c(15,2,1),f,method="BFGS",control=list(reltol=1e-9)
+optim(c(15,2,1),f,method="BFGS",control=list(reltol=1e-9))
+optim(c(12,3,2),f,method="BFGS",control=list(reltol=1e-9))
+cal = read.table("AM_calibration_curve")
+cal
+summary(cal)
+help(read.table)
+cal = read.table("AM_calibration_curve",header=TRUE)
+cal
+plot(cal)
+cal$count
+plot(cal$count)
+Cal = cal$count
+Cal
+plot(Cal)
+skewness(Cal)
+f
+g = function(par)
+m = par[1]
+sd = par[2]
+g = function(par)
+m = par[1]
+g = function(par)
+{
+m = par[1]
+sd = par[2]
+k = par[3]
+yhat = k * exp(-0.5 * ((x - m)/sd)^2)
+sum((y - yhat)^2)
+}
+x = Cal
+x = seq_along(Cal)
+x
+y = Cal
+optim(c(12,3,2),f,method="BFGS",control=list(reltol=1e-9))
+tab = data.frame(x,y)
+plot(tab)
+(res <- nls( r ~ k*exp(-1/2*(x-mu)^2/sigma^2), start=c(mu=15,sigma=5,k=1) , data = tab))
+tabv
+tab
+(res <- nls( r ~ k*exp(-1/2*(x-mu)^2/sigma^2), start=c(mu=15,sigma=5,k=1) , data = tab))
+(res <- nls( y ~ k*exp(-1/2*(x-mu)^2/sigma^2), start=c(mu=15,sigma=5,k=1) , data = tab))
+(res <- nls( y ~ k*exp(-1/2*(x-mu)^2/sigma^2), start=c(mu=15,sigma=5,k=1) , data = tab))
+red
+res
+summar(res)
+summary(res)
+(res <- nls( y ~ k*exp(-1/2*(x-mu)^2/sigma^2), start=c(mu=12,sigma=5,k=1) , data = tab))
+(res <- nls( y ~ k*exp(-1/2*(x-mu)^2/sigma^2), start=c(mu=12,sigma=3,k=1) , data = tab))
+v <- summary(res)$parameters[,"Estimate"]
+plot(y~x, data=tab)
+plot(function(x) v[3]*exp(-1/2*(x-v[1])^2/v[2]^2),col=2,add=T,xlim=range(tab$x) )
+(res <- nls( y ~ k*exp(-1/2*(x-mu)^2/sigma^2), start=c(mu=7500,sigma=200,k=1) , data = tab))
+(res <- nls( y ~ k*exp(-1/2*(x-mu)^2/sigma^2), start=c(mu=7500,sigma=20,k=1) , data = tab))
+plot(function(x) v[3]*exp(-1/2*(x-v[1])^2/v[2]^2),col=2,add=T,xlim=range(tab$x) )
+plot(function(x) v[3]*exp(-1/2*(x-v[1])^2/v[2]^2),col=2,add=T,xlim=range(tab$x) )
+plot(y~x, data=tab)
+plot(function(x) v[3]*exp(-1/2*(x-v[1])^2/v[2]^2),col=2,add=T,xlim=range(tab$x) )
+summary(res)
+v <- summary(res)$parameters[,"Estimate"]
+plot(r~x, data=tab)
+plot(y~x, data=tab)
+plot(function(x) v[3]*exp(-1/2*(x-v[1])^2/v[2]^2),col=2,add=T,xlim=range(tab$x) )
+plot(function(x) v[3]*exp(-1/2*(x-v[1])^2/v[2]^2),col=5,add=T,xlim=range(tab$x) )
+plot(function(x) v[3]*exp(-1/2*(x-v[1])^2/v[2]^2),col=3,add=T,xlim=range(tab$x) )
+plot(function(x) v[3]*exp(-1/2*(x-v[1])^2/v[2]^2),col=2,add=T,xlim=range(tab$x) )
+function(x) v[3]*exp(-1/2*(x-v[1])^2/v[2]^2),col=2,add=T,xlim=range(tab$x)
+function(x) v[3]*exp(-1/2*(x-v[1])^2/v[2]^2)
+v[3]*exp(-1/2*(x-v[1])^2/v[2]^2)
+plot(v[3]*exp(-1/2*(x-v[1])^2/v[2]^2))
+function(x) v[3]*exp(-1/2*(x-v[1])^2/v[2]^2),col=2,add=T,xlim=range(tab$x)
+plot(function(x) v[3]*exp(-1/2*(x-v[1])^2/v[2]^2),col=2,add=T,xlim=range(tab$x) )
+plot(function(x) v[3]*exp(-1/2*(x-v[1])^2/v[2]^2),col=2,add=T,xlim=range(tab$x) )
+help(plot)
+plot(v[3]*exp(-1/2*(x-v[1])^2/v[2]^2),type=l)
+plot(v[3]*exp(-1/2*(x-v[1])^2/v[2]^2),l)
+help plot
+help(plot)
+plot(v[3]*exp(-1/2*(x-v[1])^2/v[2]^2),type="l")
+plot(v[3]*exp(-1/2*(x-v[1])^2/v[2]^2),col=2,type="l")
+plot(cal)
+plot(v[3]*exp(-1/2*(x-v[1])^2/v[2]^2),col=2,type="l")
+plot(y~x, data=tab)
+plot(v[3]*exp(-1/2*(x-v[1])^2/v[2]^2),col=2,type="l")
+plot(y~x, data=tab)
+plot(v[3]*exp(-1/2*(x-v[1])^2/v[2]^2),col=2,type="l",add=TRUE)
+plot(v[3]*exp(-1/2*(x-v[1])^2/v[2]^2),col=2,type="l",add=T)
+plot(function(x) v[3]*exp(-1/2*(x-v[1])^2/v[2]^2),col=2,add=T,xlim=range(tab$x) )
+plot(v[3]*exp(-1/2*(x-v[1])^2/v[2]^2),col=2,type="l",add="T)
+plot(v[3]*exp(-1/2*(x-v[1])^2/v[2]^2),col=2,type="l",add=T)
+plot(v[3]*exp(-1/2*(x-v[1])^2/v[2]^2),col=2,type="l",add=T,xlim=range(tab$x))
+plot(v[3]*exp(-1/2*(x-v[1])^2/v[2]^2),col=2,add=T,xlim=range(tab$x))
+plot(function(x) v[3]*exp(-1/2*(x-v[1])^2/v[2]^2),col=2,add=T,xlim=range(tab$x) )
+plot(v[3]*exp(-1/2*(x-v[1])^2/v[2]^2),col=2,add=T,xlim=range(tab$x))
+plot(function(x) v[3]*exp(-1/2*(x-v[1])^2/v[2]^2),col=2,add=T,xlim=range(tab$x) )
+help(plot_
+help(plot)
+help(plot)
+help(plot)
+plot(function(x) v[3]*exp(-1/2*(x-v[1])^2/v[2]^2),col=2,add=T)
+plot(v[3]*exp(-1/2*(x-v[1])^2/v[2]^2),col=2,add=T,xlim=range(tab$x))
+plot(y~x, data=tab)
+plot(v[3]*exp(-1/2*(x-v[1])^2/v[2]^2),col=2,add=T,xlim=range(tab$x))
+plot(y~x, data=tab)
+plot(function(x) v[3]*exp(-1/2*(x-v[1])^2/v[2]^2),col=2,add=T,xlim=range(tab$x))
+plot(function(x) v[3]*exp(-1/2*(x-v[1])^2/v[2]^2),col=2,add=T)
+plot(y~x, data=tab)
+plot(function(x) v[3]*exp(-1/2*(x-v[1])^2/v[2]^2),col=2,add=T)
+plot(function(x) v[3]*exp(-1/2*(x-v[1])^2/v[2]^2),col=2,add=T)
+plot(function(x) v[3]*exp(-1/2*(x-v[1])^2/v[2]^2),col=2,add=T,xlim=range(tab$x))
+plot(y~x, data=tab)
+plot(v[3]*exp(-1/2*(x-v[1])^2/v[2]^2),col=2,add=T,xlim=range(tab$x))
+plot(y~x, data=tab)
+plot(v[3]*exp(-1/2*(x-v[1])^2/v[2]^2),col=2,add=T,xlim=range(tab$x))
+plot(y~x, data=tab)
+plot(v[3]*exp(-1/2*(x-v[1])^2/v[2]^2),col=2,add=T,xlim=range(tab$x))
+plot(y~x, data=tab)
+plot(v[3]*exp(-1/2*(x-v[1])^2/v[2]^2),col=2,add=T,xlim=range(tab$x))
+plot(y~x, data=tab)
+plot(v[3]*exp(-1/2*(x-v[1])^2/v[2]^2),col=2,add=T,xlim=range(tab$x))
+plot(y~x, data=tab)
+help(nls)
+gumbel
+library(gumbel)
+help(gumbel)
+??gumbel
+help(maxit)
+library(fitdistrplus)
+library(fitdist)
+fitdist
+(res <- nls( y ~ (1/beta)*exp((x-alpha)/beta - exp((x - alpha)/beta)), start=c(alpha=7500,beta=50,) , data = tab))
+(res <- nls( y ~ (1/beta)*exp((x-alpha)/beta - exp((x - alpha)/beta)), start=c(alpha=7500,beta=50) , data = tab))
+(res <- nls( y ~ (1/beta)*exp((x-alpha)/beta - exp((x - alpha)/beta)), start=c(alpha=7500,beta=100) , data = tab))
+(res <- nls( y ~ (1/beta)*exp((x-alpha)/beta - exp((x - alpha)/beta)), start=c(alpha=7500,beta=1) , data = tab))
+(res <- nls( y ~ (1/beta)*exp((x-alpha)/beta - exp((x - alpha)/beta)), start=c(alpha=7000,beta=1) , data = tab))
+(res <- nls( y ~ (1/beta)*exp((x-alpha)/beta - exp((x - alpha)/beta)), start=c(alpha=7200,beta=10) , data = tab))
+plot(y~x, data=tab)
+v <- summary(res)$parameters[,"Estimate"]
+plot(function(x) (1/v[2])*exp((x-v[1])/v[2] - exp((x - v[1])/v[2]))
+plot(function(x) (1/v[2])*exp((x-v[1])/v[2] - exp((x - v[1])/v[2])),col=2,add=T,xlim=range(tab$x))
+function(x) (1/v[2])*exp((x-v[1])/v[2] - exp((x - v[1])/v[2]))
+(1/v[2])*exp((x-v[1])/v[2] - exp((x - v[1])/v[2]))
+(res <- nls( y ~ (1/beta)*exp((x-alpha)/beta - exp((x - alpha)/beta)), start=c(alpha=7200,beta=.1) , data = tab))
+(res <- nls( y ~ (1/beta)*exp((x-alpha)/beta - exp((x - alpha)/beta)), start=c(alpha=7200,beta=.15) , data = tab))
+(res <- nls( y ~ (1/beta)*exp((x-alpha)/beta - exp((x - alpha)/beta)), start=c(alpha=7200,beta=.01) , data = tab))
+(res <- nls( y ~ (1/beta)*exp((x-alpha)/beta - exp((x - alpha)/beta)), start=c(alpha=7200,beta=2) , data = tab))
+(res <- nls( y ~ (1/beta)*exp((x-alpha)/beta - exp((x - alpha)/beta)), start=c(alpha=6800,beta=2) , data = tab))
+(res <- nls( y ~ (1/beta)*exp((x-alpha)/beta - exp((x - alpha)/beta)), start=c(alpha=6900,beta=2) , data = tab))
+(res <- nls( y ~ (1/beta)*exp((x-alpha)/beta - exp((x - alpha)/beta)), start=c(alpha=6950,beta=2) , data = tab))
+(res <- nls( y ~ (1/beta)*exp((x-alpha)/beta - exp((x - alpha)/beta)), start=c(alpha=7550,beta=2) , data = tab))
+(res <- nls( y ~ (1/beta)*exp((x-alpha)/beta - exp((x - alpha)/beta)), start=c(alpha=7550,beta=3) , data = tab))
+(res <- nls( y ~ (1/beta)*exp((x-alpha)/beta - exp((x - alpha)/beta)), start=c(alpha=7550,beta=4) , data = tab))
+(res <- nls( y ~ (1/beta)*exp((x-alpha)/beta - exp((x - alpha)/beta)), start=c(alpha=7550,beta=14) , data = tab))
+(res <- nls( y ~ (1/beta)*exp((x-alpha)/beta - exp((x - alpha)/beta)), start=c(alpha=7350,beta=14) , data = tab))
+(res <- nls( y ~ (1/beta)*exp((x-alpha)/beta - exp((x - alpha)/beta)), start=c(alpha=7350,beta=19) , data = tab))
+(res <- nls( y ~ (1/beta)*exp((x-alpha)/beta - exp((x - alpha)/beta)), start=c(alpha=7350,beta=10) , data = tab))
+(res <- nls( y ~ (1/beta)*exp((x-alpha)/beta - exp((x - alpha)/beta)), start=c(alpha=7250,beta=10) , data = tab))
+(res <- nls( y ~ (1/beta)*exp((x-alpha)/beta - exp((x - alpha)/beta)), start=c(alpha=7254,beta=10) , data = tab))
+(res <- nls( y ~ (1/beta)*exp((x-alpha)/beta - exp((x - alpha)/beta)), start=c(alpha=7254,beta=15) , data = tab))
+(res <- nls( y ~ (1/beta)*exp((x-alpha)/beta - exp((x - alpha)/beta)), start=c(alpha=7254,beta=19) , data = tab))
+(res <- nls( y ~ (1/beta)*exp((x-alpha)/beta - exp((x - alpha)/beta)), start=c(alpha=7254,beta=100) , data = tab))
+(res <- nls( y ~ (1/beta)*exp((x-alpha)/beta - exp((x - alpha)/beta)), start=c(alpha=7254,beta=100) , data = tab))
+(res <- nls( y ~ (1/beta)*exp((-x-alpha)/beta - exp((-x - alpha)/beta)), start=c(alpha=7254,beta=100) , data = tab))
+library(gumbel)
+help(fitdistr)
+help(fitdistr)
+fitdistr(x,"Gamma")
+fitdistr(x,"gamma")
+fitdistr(y,"gamma")
+fitdistr(y~x,"gamma")
+x
+1
+y
+help(fitdistr)
+x3 <- rweibull(100, shape = 4, scale = 100)
+x3
+fitdistr(y,"gamma")
+fitdistr(y,"weibull"")
+fitdistr(y,"weibull")
+help(fitdistr)
+fitdistr(y,"weibull")
+y
+fitdistr(y,"gamma")
+help(nls)
+help(nls.control)
+tab
+man(nls)
+help(nls)
+y
+help(~)
+help("~")
+help(formula)
+(res <- nls( y ~ k*exp(-1/2*(x-mu)^2/sigma^2), start=c(mu=15,sigma=5,k=1) , data = tab))
+(res <- nls( y ~ k*exp(-1/2*(x-mu)^2/sigma^2), start=c(mu=7200,sigma=5,k=1) , data = tab))
+(res <- nls( y ~ k*exp(-1/2*(x-mu)^2/sigma^2), start=c(mu=7200,sigma=50,k=1) , data = tab))
+(res <- nls( y ~ k*exp(-1/2*(x-mu)^2/sigma^2), start=c(mu=7200,sigma=50,k=1) , y))
+(res <- nls( y ~ k*exp(-1/2*(x-mu)^2/sigma^2), start=c(mu=7200,sigma=50,k=1) , cal))
+cal
+(res <- nls( y ~ k*exp(-1/2*(x-mu)^2/sigma^2), start=c(mu=7200,sigma=50,k=1) , cal))
+(res <- nls( y ~ k*exp(-1/2*(x-mu)^2/sigma^2), start=c(mu=7200,sigma=50,k=1) , cal))
+help(nls)
+help(nls.control)
+(res <- nls( y ~ k*exp(-1/2*(x-mu)^2/sigma^2), start=c(mu=7200,sigma=50,k=1) , cal, control=minFactor(0.0002))
+(res <- nls( y ~ k*exp(-1/2*(x-mu)^2/sigma^2), start=c(mu=7200,sigma=50,k=1) , cal, control=minFactor(0.0002)))
+help(nls.control)
+help(nls.control)
+nls.control(minFactor=0.0001)
+(res <- nls( y ~ k*exp(-1/2*(x-mu)^2/sigma^2), start=c(mu=7200,sigma=50,k=1) , cal))
+(res <- nls( y ~ k*exp(-1/2*(x-mu)^2/sigma^2), start=c(mu=7200,sigma=50,k=1) , cal).control(minFactor=0.0001))
+help(nls.control)
+(res <- nls( y ~ k*exp(-1/2*(x-mu)^2/sigma^2), start=c(mu=7200,sigma=50,k=1) , cal).control(minFactor=1/2048))
+nls.control(minFactor=0.0001)
+nls.control
+1/1024
+nls.control(minFactor=0.0001); 
+nls.control(minFactor=0.0001) 
+nls.control(minFactor=0.0001) bls
+nls.control(minFactor=0.0001) nls
+nls.control(minFactor=0.0001) nls()
+nls.control(minFactor=0.0001); nls()
+(res <- nls( y ~ k*exp(-1/2*(x-mu)^2/sigma^2), start=c(mu=7200,sigma=50,k=1) , cal).control(minFactor=1/2048))
+(res <- nls( y ~ k*exp(-1/2*(x-mu)^2/sigma^2), start=c(mu=7200,sigma=50,k=1) , cal))
+nls.control(minFactor=0.0001); (res <- nls( y ~ k*exp(-1/2*(x-mu)^2/sigma^2), start=c(mu=7200,sigma=50,k=1) , cal))
+help(nls.control)
+nls.control(minFactor=1/2048)
+nls.control(minFactor=1/4096)
+nls.control(minFactor=0.0001); (res <- nls( y ~ k*exp(-1/2*(x-mu)^2/sigma^2), start=c(mu=7200,sigma=50,k=1) , cal))
+(res <- nls( y ~ k*exp(-1/2*(x-mu)^2/sigma^2), start=c(mu=7200,sigma=50,k=1) , cal))
+nls.control(minFactor=1/4096)
+(res <- nls( y ~ k*exp(-1/2*(x-mu)^2/sigma^2), start=c(mu=7200,sigma=50,k=1) , cal))
+help(nls)
+help(nls)
+help(nls)
+(res <- nls( y ~ k*exp(-1/2*(x-mu)^2/sigma^2), start=c(mu=7200,sigma=50,k=1) , data = cal))
+(res <- nls( y ~ k*exp(-1/2*(x-mu)^2/sigma^2), cal, start=c(mu=7200,sigma=50,k=1)))
+(res <- nls( y ~ k*exp(-1/2*(x-mu)^2/sigma^2), cal, start=c(mu=7200,sigma=50,k=1),control=list(minFactor=1/4096)))
+v <- summary(res)$parameters[,"Estimate"]
+plot(y~x, data=tab)
+plot(function(x) v[3]*exp(-1/2*(x-v[1])^2/v[2]^2),col=2,add=T,xlim=range(tab$x) )
+tab
+(res <- nls( y ~ (1/beta)*exp((x-alpha)/beta - exp((x - alpha)/beta)), data=y,start=c(alpha=7200,beta=10),control=list(minFactor=1/4096)))
+(res <- nls( y ~ (1/beta)*exp((x-alpha)/beta - exp((x - alpha)/beta)), y,start=c(alpha=7200,beta=10),control=list(minFactor=1/4096)))
+(res <- nls( y ~ (1/beta)*exp((x-alpha)/beta - exp((x - alpha)/beta)), cal,start=c(alpha=7200,beta=10),control=list(minFactor=1/4096)))
+res
+(res <- nls( y ~ (1/beta)*exp((x-alpha)/beta - exp((x - alpha)/beta)), cal,start=c(alpha=7200,beta=10)))
+(res <- nls( y ~ (1/beta)*exp((x-alpha)/beta - exp((x - alpha)/beta)), cal,start=c(alpha=7200,beta=1)))
+(res <- nls( y ~ (1/beta)*exp((x-alpha)/beta - exp((x - alpha)/beta)), cal,start=c(alpha=7200,beta=1),control=list(minFactor=1/4096)))
+help(nls.control)
+(res <- nls( y ~ (1/beta)*exp((x-alpha)/beta - exp((x - alpha)/beta)), cal,start=c(alpha=7200,beta=1),control=list(minFactor=1/4096,maxiter=100)))
+(res <- nls( y ~ (1/beta)*exp((x-alpha)/beta - exp((x - alpha)/beta)), cal,start=c(alpha=7200,beta=1),control=list(minFactor=1/4096,maxiter=200)))
+(res <- nls( y ~ (1/beta)*exp((x-alpha)/beta - exp((x - alpha)/beta)), data=y,start=c(alpha=7200,beta=1),control=list(minFactor=1/8192,maxiter=1000)))
+cal
+y
+(res <- nls( y ~ (1/beta)*exp((x-alpha)/beta - exp((x - alpha)/beta)), data=cal,start=c(alpha=7200,beta=1),control=list(minFactor=1/8192,maxiter=1000)))
+(res <- nls( y ~ (1/beta)*exp((x-alpha)/beta - exp((x - alpha)/beta)), data=cal,start=c(alpha=7200,beta=1),control=list(minFactor=1/16384,maxiter=1000)))
+(res <- nls( y ~ (1/beta)*exp((x-alpha)/beta - exp((x - alpha)/beta)), data=cal,start=c(alpha=7200,beta=1),control=list(minFactor=1/50000,maxiter=1000)))
+(res <- nls( y ~ (1/beta)*exp((x-alpha)/beta - exp((x - alpha)/beta)), data=cal,start=c(alpha=7800,beta=1),control=list(minFactor=1/50000,maxiter=1000)))
+(res <- nls( y ~ k*exp(-1/2*(x-mu)^2/sigma^2), start=c(mu=15,sigma=5,k=1) , data = tab))
+(res <- nls( y ~ k*exp(-1/2*(x-mu)^2/sigma^2), start=c(mu=7500,sigma=50,k=1) , data = tab)))
+(res <- nls( y ~ k*exp(-1/2*(x-mu)^2/sigma^2), start=c(mu=7500,sigma=50,k=1) , data = tab)
+(res <- nls( y ~ k*exp(-1/2*(x-mu)^2/sigma^2), start=c(mu=7500,sigma=50,k=1) , data = tab))
+(res <- nls( y ~ k*exp(-1/2*(x-mu)^2/sigma^2), start=c(mu=7800,sigma=50,k=1) , data = tab))
+help(write)
+v[3]*exp(-1/2*(x-v[1])^2/v[2]^2)
+write(v[3]*exp(-1/2*(x-v[1])^2/v[2]^2),file="calibration_gaussian")
+help(write)
+write(v[3]*exp(-1/2*(x-v[1])^2/v[2]^2),file="calibration_gaussian".ncolumns=1)
+write(v[3]*exp(-1/2*(x-v[1])^2/v[2]^2),file="calibration_gaussian",ncolumns=1)
+plot(cal)
+plot(x)
+plot(y)
+help(plot)
+plot(y,xlab="channel")
+plot(y,xlab="Channel")
+plot(y,xlab="Channel",ylab="Count")
+help(plot)
+help(axis)
+axis(1,labels=FALSe)
+axis(1,labels=FALSE)
+axis(1,labels=FALSE)
+axis(1,labels=TRUE)
+axis(2)
+box()
+rnorm
+require(stats)
+rnorm
+plot(1:4,rnorm(4),axes=FALSe)
+plot(1:4,rnorm(4),axes=FALSE)
+plot(1:4,rnorm(4),axes=FALSE)
+plot(1:4,rnorm(4),axes=FALSE)
+plot(1:4,rnorm(4),axes=FALSE)
+plot(1:4,rnorm(4),axes=FALSE)
+plot(1:4,rnorm(4),axes=FALSE)
+plot(y,xlab="Channel",ylab="Count")
+lines(v[3]*exp(-1/2*(x-v[1])^2/v[2]^2))
+lines(v[3]*exp(-1/2*(x-v[1])^2/v[2]^2),col=red)
+lines(v[3]*exp(-1/2*(x-v[1])^2/v[2]^2),col=2)
+plot(v[3]*exp(-1/2*(x-v[1])^2/v[2]^2),col=2)
+plot(y,xlab="Channel",ylab="Count")
+plot(v[3]*exp(-1/2*(x-v[1])^2/v[2]^2),col=2)
+plot(y,xlab="Channel",ylab="Count")
+points(v[3]*exp(-1/2*(x-v[1])^2/v[2]^2),col=2)
+undo
+undo()
+cancel()
+plot(y,xlab="Channel",ylab="Count")
+help(lines)
+lines(v[3]*exp(-1/2*(x-v[1])^2/v[2]^2),col=2)
+help(points)
+lines(v[3]*exp(-1/2*(x-v[1])^2/v[2]^2),col=2,lwd=2)
+plot(y,xlab="Channel",ylab="Count",lwd=4)
+plot(y,xlab="Channel",ylab="Count",lwd=1)
+plot(y,xlab="Channel",ylab="Count",lwd=.5)
+lines(v[3]*exp(-1/2*(x-v[1])^2/v[2]^2),col=2,lwd=2)
+man(hist)
+help(hist)
+hist(x)
+hist(y)
+help(hist)
+help(hist,freq=TRUE)
+hist(y,freq=TRUE)
+hist(y)
+hist(y,freq=TRUE)
+help(hist,freq=TRUE)
+help(hist)
+hist(x~y,freq=TRUE)
+hist(x~y)
+x
+y
+hist(cal)
+hist(x)
+axis
+help(axis)
+axis(ylim=c(0,1000))
+axis(list(ylim=c(0,1000)))
+help(axis)
+hist(x,ylim=c(0,1000))
+plot(y,xlab="Channel",ylab="Count",lwd=4,pch="x")
+plot(y,xlab="Channel",ylab="Count",lwd=4,pch="-")
+plot(y,xlab="Channel",ylab="Count",lwd=4,pch="─")
+lines(v[3]*exp(-1/2*(x-v[1])^2/v[2]^2),col=2,lwd=2)
+abline(v = 7913.63,col=3)
+abline(v = 7913.63,col=2)
+abline(v = 7913.63,col=1)
+abline(v = 7913.63,col=4)
+abline(v = 7913.63,col=5)
+abline(v = 7913.63,col=4,lwd=2)
+abline(v = 7813.63,col=4,lwd=2)
+plot(y,xlab="Channel",ylab="Count",lwd=4,pch="─")
+lines(v[3]*exp(-1/2*(x-v[1])^2/v[2]^2),col=2,lwd=2)
+plot(y,xlab="Channel",ylab="Count",lwd=4,pch="─")
+lines(v[3]*exp(-1/2*(x-v[1])^2/v[2]^2),col=2,lwd=2)
+abline(v = 7813.63,col=4,lwd=2)
+dev.print(pdf,'calibration.pdf')
+q()
diff --git a/alpha_spectroscopy/data/4_3.csv b/alpha_spectroscopy/data/4_3.csv
new file mode 100644
index 0000000..046a55d
--- /dev/null
+++ b/alpha_spectroscopy/data/4_3.csv
@@ -0,0 +1,8201 @@
+,,,,,,,,mag,err
+,,,,tl,e(tl),alphas,s(cm),3.85,0.05
+,,,,3012.56,0.005,11956,r(cm),0.525,0.05
+,,,millitor,mag,err,,,,
+Species,Am 241,,Vacuum Start,30,2.5,,,,
+Measure Date,01/20/17 09:03 PM,,Vacuum Stop,25,2.5,,activity,853.7152602585,82.0586795771
+Measure Time,3012,3601,,,,,,,
+,,,,,,,,,
+Channel,Particle Energy,Count,Count without Noise,,,,,,
+0,0,0,0,,,,,,
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diff --git a/alpha_spectroscopy/data/5_1_100.csv b/alpha_spectroscopy/data/5_1_100.csv
new file mode 100644
index 0000000..74a8788
--- /dev/null
+++ b/alpha_spectroscopy/data/5_1_100.csv
@@ -0,0 +1,8200 @@
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+,,,,,,,,,,,
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+,,,Vacuum,Hg,Hg,Hg,Hg,Hg,Hg,Hg,millitorr
+Species,Am 241,,mag,0,4,8,12,16,20,23.9,30
+Measure Date,01/21/17 03:58 AM,,err,1,1,1,1,1,1,1,2.5
+Measure Time,6648,7761,,51,63,66,78,86,84,81,81
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diff --git a/alpha_spectroscopy/data/5_1_25.csv b/alpha_spectroscopy/data/5_1_25.csv
new file mode 100644
index 0000000..e26c5c4
--- /dev/null
+++ b/alpha_spectroscopy/data/5_1_25.csv
@@ -0,0 +1,8200 @@
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diff --git a/alpha_spectroscopy/data/5_1_50.csv b/alpha_spectroscopy/data/5_1_50.csv
new file mode 100644
index 0000000..25a0a43
--- /dev/null
+++ b/alpha_spectroscopy/data/5_1_50.csv
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diff --git a/alpha_spectroscopy/data/5_1_noabsorber.csv b/alpha_spectroscopy/data/5_1_noabsorber.csv
new file mode 100644
index 0000000..4fafc2b
--- /dev/null
+++ b/alpha_spectroscopy/data/5_1_noabsorber.csv
@@ -0,0 +1,8200 @@
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diff --git a/alpha_spectroscopy/data/5_2.csv b/alpha_spectroscopy/data/5_2.csv
new file mode 100644
index 0000000..f1bcdd8
--- /dev/null
+++ b/alpha_spectroscopy/data/5_2.csv
@@ -0,0 +1,26 @@
+ΔE,Δx (microinch),,fit line,,ΔE/Δx,,lead_density,,,
+0,0,5,intercept,slope,MeV/microinch,,mg/cm^3,,,
+-0.29,25,5,-0.002,-0.01173,0,,8908,,,
+-0.6,50,5,,,-0.0116,,,,,
+-1.17,100,5,,,-0.012,,,,,
+,,,,,-0.0117,,,,,
+,,,,,,,,,,
+,Δx (cm),,Δx (mg/cm^2),err,ΔE,,,,,
+0,0,0.0000127,0,0.1131316,0,,,,,
+-0.29,0.0000635,0.0000127,0.565658,0.1131316,-0.29,,,,,
+-0.6,0.000127,0.0000127,1.131316,0.1131316,-0.6,,,,,
+-1.17,0.000254,0.0000127,2.262632,0.1131316,-1.17,,,,,
+,,,,,,,,,,
+,,,,,,,,,,
+,,Vacuum,Hg,Hg,Hg,Hg,Hg,Hg,Hg,millitorr
+,,mag,0,4,8,12,16,20,23.9,30
+For gaseous,,err,1,1,1,1,1,1,1,2.5
+ΔE,err,,0,0,0,0,0,0,0,0
+3.43,0.1,,,,,,,,,
+3.83,0.1,,,,,,,,,
+4.16,0.1,,,,,,,,,
+4.45,0.1,,,,,,,,,
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+5.03,0.1,,,,,,,,,
+5.27,0.1,,,,,,,,,
+5.53,0.1,,,,,,,,,