random numbers
runif(1,0,10)
x<-matrix(100,0,1),ncol=10)
---
set.seed(2)
sample(1:10,5)
sample(x,5)
sample(0:1,100)
sample(0:1,100,replace=T)
sum(sample(0:1,100,replace=T))
state.name
sample(state.name,10)
--
s<-sample(1:5,1000,replace=T,prob=c(.2,.2,.2,.2,.2))
9059868766
venkat
table(s)
---
rnom(1)
-------------
R version 3.3.2 (2016-10-31) -- "Sincere Pumpkin Patch"
Copyright (C) 2016 The R Foundation for Statistical Computing
Platform: x86_64-w64-mingw32/x64 (64-bit)
R is free software and comes with ABSOLUTELY NO WARRANTY.
You are welcome to redistribute it under certain conditions.
Type 'license()' or 'licence()' for distribution details.
R is a collaborative project with many contributors.
Type 'contributors()' for more information and
'citation()' on how to cite R or R packages in publications.
Type 'demo()' for some demos, 'help()' for on-line help, or
'help.start()' for an HTML browser interface to help.
Type 'q()' to quit R.
[Workspace loaded from ~/.RData]
> runif(1,1,10)
[1] 8.438811
> runif(1,1,10)
[1] 9.455057
> a= runif(1,1,10)
> a
[1] 1.533825
> a
[1] 1.533825
> a
[1] 1.533825
> a
[1] 1.533825
> a= runif(1,1,10)
> a
[1] 9.062645
> runif(4,1,10)
[1] 9.684915 7.945072 4.608548 8.766813
> runif(5,5,7)
[1] 6.302855 6.136968 6.119193 5.587079 6.033400
> an=matrix(runif(100,1,100),ncol=10)
> an
[,1] [,2] [,3] [,4]
[1,] 17.75432 64.42554 33.544375 15.82550
[2,] 85.59875 94.39768 63.713225 88.41076
[3,] 83.64417 18.05964 2.511536 70.60304
[4,] 78.92116 67.10841 64.811331 59.84145
[5,] 89.59182 25.41236 69.217753 32.94199
[6,] 97.07366 22.53897 77.627904 98.35555
[7,] 16.68177 47.42317 51.392915 65.47258
[8,] 38.17343 82.76507 60.983603 55.72940
[9,] 19.47498 29.37258 31.161065 84.21841
[10,] 31.23285 74.66430 83.368968 29.16913
[,5] [,6] [,7] [,8]
[1,] 86.260574 80.63066 30.94873 76.67941
[2,] 61.753046 96.18675 20.12761 31.23936
[3,] 21.795530 23.98979 33.31106 76.12806
[4,] 24.627176 94.27216 34.70041 25.61517
[5,] 7.915749 47.21915 37.51370 18.30664
[6,] 87.660562 28.54266 66.19067 86.56617
[7,] 8.286705 46.97633 11.86618 14.72213
[8,] 4.057239 41.99362 27.68719 37.26553
[9,] 30.313130 39.97871 61.40631 55.42384
[10,] 81.674761 13.22212 49.58386 76.71307
[,9] [,10]
[1,] 98.641094 44.12686
[2,] 45.728991 63.06460
[3,] 52.971145 43.99829
[4,] 59.973548 31.15030
[5,] 34.073597 39.13850
[6,] 1.354758 74.34744
[7,] 41.567044 14.93894
[8,] 56.111451 26.84879
[9,] 55.458226 24.62272
[10,] 48.216264 34.75815
> runif(4,1,10)
[1] 3.045298 3.537711 1.005564 4.479743
> runif(4,1,10)
[1] 1.405773 2.423582 9.293291 9.501379
> set.seed(1)
> runif(4,1,10)
[1] 3.389578 4.349115 6.155680 9.173870
> runif(4,1,10)
[1] 2.815137 9.085507 9.502077 6.947180
> set.seed(1)
> runif(4,1,10)
[1] 3.389578 4.349115 6.155680 9.173870
> runif(4,1,10)
[1] 2.815137 9.085507 9.502077 6.947180
> runif(4,1,10)
[1] 6.662026 1.556076 2.853771 2.589011
> runif(4,1,10)
[1] 7.183206 4.456933 7.928573 5.479293
> set.seed(2)
> runif(4,1,10)
[1] 2.663940 7.321366 6.159937 2.512467
> runif(4,1,10)
[1] 9.494554 9.491275 2.162431 8.501039
> runif(4,1,10)
[1] 5.212167 5.949854 5.974067 3.150053
> set.seed(2)
> runif(4,1,10)
[1] 2.663940 7.321366 6.159937 2.512467
> runif(4,1,10)
[1] 9.494554 9.491275 2.162431 8.501039
> runif(4,1,10)
[1] 5.212167 5.949854 5.974067 3.150053
> sample(1:10,5)
[1] 8 2 4 6 7
> sample(1:60,5)
[1] 14 27 5 38 22
> sample(1:60,20)
[1] 51 9 21 28 59 20 52 8 1 56 41 43 25 30 39
[16] 13 47 7 42 45
> sample(1:60,5)
[1] 7 10 55 46 58
> x<-1:60
> x
[1] 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15
[16] 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30
[31] 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45
[46] 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60
> sample(x,5)
[1] 21 30 48 1 57
> sample(0:1,5)
Error in sample.int(length(x), size, replace, prob) :
cannot take a sample larger than the population when 'replace = FALSE'
> sample(0:2,5)
Error in sample.int(length(x), size, replace, prob) :
cannot take a sample larger than the population when 'replace = FALSE'
> sample(0:2,5,replace=T)
[1] 2 2 0 2 2
> sample(0:2,5,replace=T)
[1] 2 1 2 2 2
> sample(0:2,5,replace=F)
Error in sample.int(length(x), size, replace, prob) :
cannot take a sample larger than the population when 'replace = FALSE'
> sample(0:1,100,replace=T)
[1] 1 0 1 0 0 0 0 0 0 0 0 0 0 1 0 1 0 1 0 1 0 0
[23] 0 1 1 0 1 0 1 0 0 1 0 0 0 0 0 0 0 0 1 1 0 1
[45] 1 0 0 0 0 1 0 1 1 1 1 0 1 1 0 0 1 1 0 1 1 0
[67] 1 0 0 1 0 1 0 1 1 1 0 0 0 0 1 0 0 1 1 0 0 0
[89] 0 0 1 0 1 0 1 0 0 0 1 1
> sum(sample(0:1,100,replace=T))
[1] 48
> table(sample(0:1,100,replace=T))
0 1
51 49
> table(sample(0:1,100,replace=T))
0 1
45 55
> table(sample(0:1,100,replace=T))
0 1
47 53
> table(sample(0:1,100,replace=T))
0 1
49 51
> state.name
[1] "Alabama" "Alaska"
[3] "Arizona" "Arkansas"
[5] "California" "Colorado"
[7] "Connecticut" "Delaware"
[9] "Florida" "Georgia"
[11] "Hawaii" "Idaho"
[13] "Illinois" "Indiana"
[15] "Iowa" "Kansas"
[17] "Kentucky" "Louisiana"
[19] "Maine" "Maryland"
[21] "Massachusetts" "Michigan"
[23] "Minnesota" "Mississippi"
[25] "Missouri" "Montana"
[27] "Nebraska" "Nevada"
[29] "New Hampshire" "New Jersey"
[31] "New Mexico" "New York"
[33] "North Carolina" "North Dakota"
[35] "Ohio" "Oklahoma"
[37] "Oregon" "Pennsylvania"
[39] "Rhode Island" "South Carolina"
[41] "South Dakota" "Tennessee"
[43] "Texas" "Utah"
[45] "Vermont" "Virginia"
[47] "Washington" "West Virginia"
[49] "Wisconsin" "Wyoming"
> sample(state.name,5)
[1] "Mississippi" "Virginia"
[3] "Massachusetts" "Alaska"
[5] "Oklahoma"
> sample(0:1,100,replace=T)
[1] 0 1 0 0 0 1 0 0 1 1 1 1 0 1 0 1 0 0 0 1 1 1
[23] 1 0 0 0 0 1 0 1 1 1 1 1 1 1 1 0 0 1 0 1 0 1
[45] 0 0 0 1 0 1 1 1 0 1 1 1 0 0 1 0 1 0 0 0 1 0
[67] 1 1 0 0 1 1 0 0 0 1 1 0 0 1 1 0 0 0 0 0 1 1
[89] 0 1 0 1 1 0 0 0 1 1 1 0
> sample(0:5,100,replace=T)
[1] 2 5 3 0 1 3 2 2 0 5 4 4 2 3 2 5 3 5 0 4 0 2
[23] 1 3 4 0 0 5 1 3 4 4 4 2 3 0 1 0 5 1 3 4 1 2
[45] 2 1 5 0 2 5 3 3 5 3 0 0 0 3 0 0 0 2 4 0 0 5
[67] 3 0 3 5 5 3 3 4 3 0 0 5 5 4 0 5 2 4 0 4 0 4
[89] 1 0 5 3 2 0 2 2 5 0 5 5
> table(sample(0:5,100,replace=T))
0 1 2 3 4 5
19 16 17 21 10 17
> sample(0:5,100,replace=T,prob=c(.2,.2,.2,.2,.2))
Error in sample.int(length(x), size, replace, prob) :
incorrect number of probabilities
> sample(1:5,100,replace=T,prob=c(.2,.2,.2,.2,.2))
[1] 1 1 3 2 4 2 5 4 5 2 1 2 5 1 2 4 4 1 4 2 5 5
[23] 4 4 1 2 3 2 3 4 1 4 2 3 2 5 4 3 2 3 1 4 3 1
[45] 3 3 3 1 2 2 2 1 2 2 5 4 3 2 5 1 3 5 1 5 3 1
[67] 1 5 5 4 2 5 2 4 5 5 5 5 4 4 1 4 1 5 3 1 5 4
[89] 2 1 4 4 2 2 2 3 3 1 4 1
> a=sample(1:5,100,replace=T,prob=c(.2,.2,.2,.2,.2))
> table(a)
a
1 2 3 4 5
31 17 22 15 15
> table(a)
a
1 2 3 4 5
31 17 22 15 15
> a=sample(1:5,100,replace=T,prob=c(.2,.2,.2,.2,.2))
> a
[1] 2 4 2 3 5 2 5 3 3 4 3 1 4 3 2 5 4 2 1 4 1 4
[23] 1 2 3 5 4 4 4 2 4 2 2 2 3 4 4 2 4 3 5 1 3 1
[45] 1 4 1 1 1 5 3 2 3 3 1 2 1 5 5 5 5 4 4 4 5 1
[67] 2 2 1 3 5 5 4 3 5 5 5 4 1 4 3 1 2 5 1 3 2 2
[89] 5 1 5 2 1 4 1 5 2 2 1 1
> table(a)
a
1 2 3 4 5
22 21 16 21 20
> a=sample(1:5,100,replace=T,prob=c(.6,.1,.1,.1,.1))
> a
[1] 1 1 5 1 1 2 1 1 4 1 1 5 3 1 1 1 1 1 1 1 1 1
[23] 1 4 3 1 5 3 2 1 1 1 5 2 1 2 1 3 2 1 1 2 2 1
[45] 1 1 3 1 2 1 1 1 1 1 5 2 1 2 4 1 1 5 1 1 2 4
[67] 1 1 1 1 1 5 1 1 1 3 1 1 3 2 3 1 1 1 1 1 1 1
[89] 1 1 1 1 1 1 1 1 1 1 1 1
> table(a)
a
1 2 3 4 5
69 12 8 4 7
> a=sample(1:5,100,replace=T,prob=c(.2,.4,.1,.1,.1))
> table(a)
a
1 2 3 4 5
23 41 7 15 14
runif(1,0,10)
x<-matrix(100,0,1),ncol=10)
---
set.seed(2)
sample(1:10,5)
sample(x,5)
sample(0:1,100)
sample(0:1,100,replace=T)
sum(sample(0:1,100,replace=T))
state.name
sample(state.name,10)
--
s<-sample(1:5,1000,replace=T,prob=c(.2,.2,.2,.2,.2))
9059868766
venkat
table(s)
---
rnom(1)
-------------
R version 3.3.2 (2016-10-31) -- "Sincere Pumpkin Patch"
Copyright (C) 2016 The R Foundation for Statistical Computing
Platform: x86_64-w64-mingw32/x64 (64-bit)
R is free software and comes with ABSOLUTELY NO WARRANTY.
You are welcome to redistribute it under certain conditions.
Type 'license()' or 'licence()' for distribution details.
R is a collaborative project with many contributors.
Type 'contributors()' for more information and
'citation()' on how to cite R or R packages in publications.
Type 'demo()' for some demos, 'help()' for on-line help, or
'help.start()' for an HTML browser interface to help.
Type 'q()' to quit R.
[Workspace loaded from ~/.RData]
> runif(1,1,10)
[1] 8.438811
> runif(1,1,10)
[1] 9.455057
> a= runif(1,1,10)
> a
[1] 1.533825
> a
[1] 1.533825
> a
[1] 1.533825
> a
[1] 1.533825
> a= runif(1,1,10)
> a
[1] 9.062645
> runif(4,1,10)
[1] 9.684915 7.945072 4.608548 8.766813
> runif(5,5,7)
[1] 6.302855 6.136968 6.119193 5.587079 6.033400
> an=matrix(runif(100,1,100),ncol=10)
> an
[,1] [,2] [,3] [,4]
[1,] 17.75432 64.42554 33.544375 15.82550
[2,] 85.59875 94.39768 63.713225 88.41076
[3,] 83.64417 18.05964 2.511536 70.60304
[4,] 78.92116 67.10841 64.811331 59.84145
[5,] 89.59182 25.41236 69.217753 32.94199
[6,] 97.07366 22.53897 77.627904 98.35555
[7,] 16.68177 47.42317 51.392915 65.47258
[8,] 38.17343 82.76507 60.983603 55.72940
[9,] 19.47498 29.37258 31.161065 84.21841
[10,] 31.23285 74.66430 83.368968 29.16913
[,5] [,6] [,7] [,8]
[1,] 86.260574 80.63066 30.94873 76.67941
[2,] 61.753046 96.18675 20.12761 31.23936
[3,] 21.795530 23.98979 33.31106 76.12806
[4,] 24.627176 94.27216 34.70041 25.61517
[5,] 7.915749 47.21915 37.51370 18.30664
[6,] 87.660562 28.54266 66.19067 86.56617
[7,] 8.286705 46.97633 11.86618 14.72213
[8,] 4.057239 41.99362 27.68719 37.26553
[9,] 30.313130 39.97871 61.40631 55.42384
[10,] 81.674761 13.22212 49.58386 76.71307
[,9] [,10]
[1,] 98.641094 44.12686
[2,] 45.728991 63.06460
[3,] 52.971145 43.99829
[4,] 59.973548 31.15030
[5,] 34.073597 39.13850
[6,] 1.354758 74.34744
[7,] 41.567044 14.93894
[8,] 56.111451 26.84879
[9,] 55.458226 24.62272
[10,] 48.216264 34.75815
> runif(4,1,10)
[1] 3.045298 3.537711 1.005564 4.479743
> runif(4,1,10)
[1] 1.405773 2.423582 9.293291 9.501379
> set.seed(1)
> runif(4,1,10)
[1] 3.389578 4.349115 6.155680 9.173870
> runif(4,1,10)
[1] 2.815137 9.085507 9.502077 6.947180
> set.seed(1)
> runif(4,1,10)
[1] 3.389578 4.349115 6.155680 9.173870
> runif(4,1,10)
[1] 2.815137 9.085507 9.502077 6.947180
> runif(4,1,10)
[1] 6.662026 1.556076 2.853771 2.589011
> runif(4,1,10)
[1] 7.183206 4.456933 7.928573 5.479293
> set.seed(2)
> runif(4,1,10)
[1] 2.663940 7.321366 6.159937 2.512467
> runif(4,1,10)
[1] 9.494554 9.491275 2.162431 8.501039
> runif(4,1,10)
[1] 5.212167 5.949854 5.974067 3.150053
> set.seed(2)
> runif(4,1,10)
[1] 2.663940 7.321366 6.159937 2.512467
> runif(4,1,10)
[1] 9.494554 9.491275 2.162431 8.501039
> runif(4,1,10)
[1] 5.212167 5.949854 5.974067 3.150053
> sample(1:10,5)
[1] 8 2 4 6 7
> sample(1:60,5)
[1] 14 27 5 38 22
> sample(1:60,20)
[1] 51 9 21 28 59 20 52 8 1 56 41 43 25 30 39
[16] 13 47 7 42 45
> sample(1:60,5)
[1] 7 10 55 46 58
> x<-1:60
> x
[1] 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15
[16] 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30
[31] 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45
[46] 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60
> sample(x,5)
[1] 21 30 48 1 57
> sample(0:1,5)
Error in sample.int(length(x), size, replace, prob) :
cannot take a sample larger than the population when 'replace = FALSE'
> sample(0:2,5)
Error in sample.int(length(x), size, replace, prob) :
cannot take a sample larger than the population when 'replace = FALSE'
> sample(0:2,5,replace=T)
[1] 2 2 0 2 2
> sample(0:2,5,replace=T)
[1] 2 1 2 2 2
> sample(0:2,5,replace=F)
Error in sample.int(length(x), size, replace, prob) :
cannot take a sample larger than the population when 'replace = FALSE'
> sample(0:1,100,replace=T)
[1] 1 0 1 0 0 0 0 0 0 0 0 0 0 1 0 1 0 1 0 1 0 0
[23] 0 1 1 0 1 0 1 0 0 1 0 0 0 0 0 0 0 0 1 1 0 1
[45] 1 0 0 0 0 1 0 1 1 1 1 0 1 1 0 0 1 1 0 1 1 0
[67] 1 0 0 1 0 1 0 1 1 1 0 0 0 0 1 0 0 1 1 0 0 0
[89] 0 0 1 0 1 0 1 0 0 0 1 1
> sum(sample(0:1,100,replace=T))
[1] 48
> table(sample(0:1,100,replace=T))
0 1
51 49
> table(sample(0:1,100,replace=T))
0 1
45 55
> table(sample(0:1,100,replace=T))
0 1
47 53
> table(sample(0:1,100,replace=T))
0 1
49 51
> state.name
[1] "Alabama" "Alaska"
[3] "Arizona" "Arkansas"
[5] "California" "Colorado"
[7] "Connecticut" "Delaware"
[9] "Florida" "Georgia"
[11] "Hawaii" "Idaho"
[13] "Illinois" "Indiana"
[15] "Iowa" "Kansas"
[17] "Kentucky" "Louisiana"
[19] "Maine" "Maryland"
[21] "Massachusetts" "Michigan"
[23] "Minnesota" "Mississippi"
[25] "Missouri" "Montana"
[27] "Nebraska" "Nevada"
[29] "New Hampshire" "New Jersey"
[31] "New Mexico" "New York"
[33] "North Carolina" "North Dakota"
[35] "Ohio" "Oklahoma"
[37] "Oregon" "Pennsylvania"
[39] "Rhode Island" "South Carolina"
[41] "South Dakota" "Tennessee"
[43] "Texas" "Utah"
[45] "Vermont" "Virginia"
[47] "Washington" "West Virginia"
[49] "Wisconsin" "Wyoming"
> sample(state.name,5)
[1] "Mississippi" "Virginia"
[3] "Massachusetts" "Alaska"
[5] "Oklahoma"
> sample(0:1,100,replace=T)
[1] 0 1 0 0 0 1 0 0 1 1 1 1 0 1 0 1 0 0 0 1 1 1
[23] 1 0 0 0 0 1 0 1 1 1 1 1 1 1 1 0 0 1 0 1 0 1
[45] 0 0 0 1 0 1 1 1 0 1 1 1 0 0 1 0 1 0 0 0 1 0
[67] 1 1 0 0 1 1 0 0 0 1 1 0 0 1 1 0 0 0 0 0 1 1
[89] 0 1 0 1 1 0 0 0 1 1 1 0
> sample(0:5,100,replace=T)
[1] 2 5 3 0 1 3 2 2 0 5 4 4 2 3 2 5 3 5 0 4 0 2
[23] 1 3 4 0 0 5 1 3 4 4 4 2 3 0 1 0 5 1 3 4 1 2
[45] 2 1 5 0 2 5 3 3 5 3 0 0 0 3 0 0 0 2 4 0 0 5
[67] 3 0 3 5 5 3 3 4 3 0 0 5 5 4 0 5 2 4 0 4 0 4
[89] 1 0 5 3 2 0 2 2 5 0 5 5
> table(sample(0:5,100,replace=T))
0 1 2 3 4 5
19 16 17 21 10 17
> sample(0:5,100,replace=T,prob=c(.2,.2,.2,.2,.2))
Error in sample.int(length(x), size, replace, prob) :
incorrect number of probabilities
> sample(1:5,100,replace=T,prob=c(.2,.2,.2,.2,.2))
[1] 1 1 3 2 4 2 5 4 5 2 1 2 5 1 2 4 4 1 4 2 5 5
[23] 4 4 1 2 3 2 3 4 1 4 2 3 2 5 4 3 2 3 1 4 3 1
[45] 3 3 3 1 2 2 2 1 2 2 5 4 3 2 5 1 3 5 1 5 3 1
[67] 1 5 5 4 2 5 2 4 5 5 5 5 4 4 1 4 1 5 3 1 5 4
[89] 2 1 4 4 2 2 2 3 3 1 4 1
> a=sample(1:5,100,replace=T,prob=c(.2,.2,.2,.2,.2))
> table(a)
a
1 2 3 4 5
31 17 22 15 15
> table(a)
a
1 2 3 4 5
31 17 22 15 15
> a=sample(1:5,100,replace=T,prob=c(.2,.2,.2,.2,.2))
> a
[1] 2 4 2 3 5 2 5 3 3 4 3 1 4 3 2 5 4 2 1 4 1 4
[23] 1 2 3 5 4 4 4 2 4 2 2 2 3 4 4 2 4 3 5 1 3 1
[45] 1 4 1 1 1 5 3 2 3 3 1 2 1 5 5 5 5 4 4 4 5 1
[67] 2 2 1 3 5 5 4 3 5 5 5 4 1 4 3 1 2 5 1 3 2 2
[89] 5 1 5 2 1 4 1 5 2 2 1 1
> table(a)
a
1 2 3 4 5
22 21 16 21 20
> a=sample(1:5,100,replace=T,prob=c(.6,.1,.1,.1,.1))
> a
[1] 1 1 5 1 1 2 1 1 4 1 1 5 3 1 1 1 1 1 1 1 1 1
[23] 1 4 3 1 5 3 2 1 1 1 5 2 1 2 1 3 2 1 1 2 2 1
[45] 1 1 3 1 2 1 1 1 1 1 5 2 1 2 4 1 1 5 1 1 2 4
[67] 1 1 1 1 1 5 1 1 1 3 1 1 3 2 3 1 1 1 1 1 1 1
[89] 1 1 1 1 1 1 1 1 1 1 1 1
> table(a)
a
1 2 3 4 5
69 12 8 4 7
> a=sample(1:5,100,replace=T,prob=c(.2,.4,.1,.1,.1))
> table(a)
a
1 2 3 4 5
23 41 7 15 14
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