Making a new dataframe based on certain conditions
I have a dataframe object in R, sample of which is as follows:
4 5 3
4 5 9
4 5 2
4 6 4
4 10 4
4 10 3
4 10 7
4 10 2
4 9 3
4 9 7
4 10 4
4 10 3
4 6 8
4 5 4
12 3 6
12 4 1
12 4 2
12 4 7
From this dataframe, I want to create a new dataframe of 20 columns, as follows:
Only one row in the new dataframe,for each unique value in
$1
. Hence for this sample data, the new dataframe should have 2 rows(unique 4,12).$2
represents the column number of the new dataframe, in which the value of$3
(of this dataframe) is to be filled. If there are repeating cases, the median of the values of$3
is to be taken. For example, for
$1
value 4, 5 is repeated 4 times, and in the new dataframe, column 5 of the first row should have the value median(3,9,2,4) =3.All other column values are zero.
A sample output for this data would be as follows:
0 0 0 0 3 4 0 0 3 4 0 0 0 0 0 0 0 0 0 0
0 0 3 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
How can we do this in R? A huge thanks in advance!
r dataframe
add a comment |
I have a dataframe object in R, sample of which is as follows:
4 5 3
4 5 9
4 5 2
4 6 4
4 10 4
4 10 3
4 10 7
4 10 2
4 9 3
4 9 7
4 10 4
4 10 3
4 6 8
4 5 4
12 3 6
12 4 1
12 4 2
12 4 7
From this dataframe, I want to create a new dataframe of 20 columns, as follows:
Only one row in the new dataframe,for each unique value in
$1
. Hence for this sample data, the new dataframe should have 2 rows(unique 4,12).$2
represents the column number of the new dataframe, in which the value of$3
(of this dataframe) is to be filled. If there are repeating cases, the median of the values of$3
is to be taken. For example, for
$1
value 4, 5 is repeated 4 times, and in the new dataframe, column 5 of the first row should have the value median(3,9,2,4) =3.All other column values are zero.
A sample output for this data would be as follows:
0 0 0 0 3 4 0 0 3 4 0 0 0 0 0 0 0 0 0 0
0 0 3 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
How can we do this in R? A huge thanks in advance!
r dataframe
1
how can the median of(3,9,2,4)
be3
and how can the median ofc(4,8)
be 4??
– Onyambu
Nov 21 '18 at 17:23
add a comment |
I have a dataframe object in R, sample of which is as follows:
4 5 3
4 5 9
4 5 2
4 6 4
4 10 4
4 10 3
4 10 7
4 10 2
4 9 3
4 9 7
4 10 4
4 10 3
4 6 8
4 5 4
12 3 6
12 4 1
12 4 2
12 4 7
From this dataframe, I want to create a new dataframe of 20 columns, as follows:
Only one row in the new dataframe,for each unique value in
$1
. Hence for this sample data, the new dataframe should have 2 rows(unique 4,12).$2
represents the column number of the new dataframe, in which the value of$3
(of this dataframe) is to be filled. If there are repeating cases, the median of the values of$3
is to be taken. For example, for
$1
value 4, 5 is repeated 4 times, and in the new dataframe, column 5 of the first row should have the value median(3,9,2,4) =3.All other column values are zero.
A sample output for this data would be as follows:
0 0 0 0 3 4 0 0 3 4 0 0 0 0 0 0 0 0 0 0
0 0 3 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
How can we do this in R? A huge thanks in advance!
r dataframe
I have a dataframe object in R, sample of which is as follows:
4 5 3
4 5 9
4 5 2
4 6 4
4 10 4
4 10 3
4 10 7
4 10 2
4 9 3
4 9 7
4 10 4
4 10 3
4 6 8
4 5 4
12 3 6
12 4 1
12 4 2
12 4 7
From this dataframe, I want to create a new dataframe of 20 columns, as follows:
Only one row in the new dataframe,for each unique value in
$1
. Hence for this sample data, the new dataframe should have 2 rows(unique 4,12).$2
represents the column number of the new dataframe, in which the value of$3
(of this dataframe) is to be filled. If there are repeating cases, the median of the values of$3
is to be taken. For example, for
$1
value 4, 5 is repeated 4 times, and in the new dataframe, column 5 of the first row should have the value median(3,9,2,4) =3.All other column values are zero.
A sample output for this data would be as follows:
0 0 0 0 3 4 0 0 3 4 0 0 0 0 0 0 0 0 0 0
0 0 3 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
How can we do this in R? A huge thanks in advance!
r dataframe
r dataframe
asked Nov 21 '18 at 16:52
rishirishi
627
627
1
how can the median of(3,9,2,4)
be3
and how can the median ofc(4,8)
be 4??
– Onyambu
Nov 21 '18 at 17:23
add a comment |
1
how can the median of(3,9,2,4)
be3
and how can the median ofc(4,8)
be 4??
– Onyambu
Nov 21 '18 at 17:23
1
1
how can the median of
(3,9,2,4)
be 3
and how can the median of c(4,8)
be 4??– Onyambu
Nov 21 '18 at 17:23
how can the median of
(3,9,2,4)
be 3
and how can the median of c(4,8)
be 4??– Onyambu
Nov 21 '18 at 17:23
add a comment |
2 Answers
2
active
oldest
votes
Are you sure that your expected outcome is correct? I think there is an error in calculating the median in your question, as also pointed out in the comments. You could do it as follows:
library(dplyr)
df$V1 <- as.numeric(as.factor(df$V1))
values <- df %>% group_by(V1,V2) %>% summarise(median=median(V3))
new_df <- matrix(0,nrow=length(unique(df$V1)), ncol=20)
for(i in 1:nrow(new_df)){
for(j in 1:ncol(new_df)){
value <- values$median[values$V1==i & values$V2==j]
if(length(value)>0){
new_df[i,j] = value
}
}
}
new_df
[,1] [,2] [,3] [,4] [,5] [,6] [,7] [,8] [,9] [,10] [,11] [,12] [,13] [,14] [,15] [,16] [,17] [,18] [,19] [,20]
[1,] 0 0 0 0 3.5 6 0 0 5 3.5 0 0 0 0 0 0 0 0 0 0
[2,] 0 0 6 2 0.0 0 0 0 0 0.0 0 0 0 0 0 0 0 0 0 0
The outcome is slightly different though.
add a comment |
df = transform(df,V1=factor(V1))
fill = matrix(0,length(levels(df$V1)),20)
df2=aggregate(V3~.,df,function(x)floor(median(x)))
fill[cbind(as.integer(df2$V1),df2$V2)]=df2$V3
fill
[,1] [,2] [,3] [,4] [,5] [,6] [,7] [,8] [,9] [,10] [,11] [,12] [,13] [,14]
[1,] 0 0 0 0 3 6 0 0 5 3 0 0 0 0
[2,] 0 0 6 2 0 0 0 0 0 0 0 0 0 0
[,15] [,16] [,17] [,18] [,19] [,20]
[1,] 0 0 0 0 0 0
[2,] 0 0 0 0 0 0
add a comment |
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2 Answers
2
active
oldest
votes
2 Answers
2
active
oldest
votes
active
oldest
votes
active
oldest
votes
Are you sure that your expected outcome is correct? I think there is an error in calculating the median in your question, as also pointed out in the comments. You could do it as follows:
library(dplyr)
df$V1 <- as.numeric(as.factor(df$V1))
values <- df %>% group_by(V1,V2) %>% summarise(median=median(V3))
new_df <- matrix(0,nrow=length(unique(df$V1)), ncol=20)
for(i in 1:nrow(new_df)){
for(j in 1:ncol(new_df)){
value <- values$median[values$V1==i & values$V2==j]
if(length(value)>0){
new_df[i,j] = value
}
}
}
new_df
[,1] [,2] [,3] [,4] [,5] [,6] [,7] [,8] [,9] [,10] [,11] [,12] [,13] [,14] [,15] [,16] [,17] [,18] [,19] [,20]
[1,] 0 0 0 0 3.5 6 0 0 5 3.5 0 0 0 0 0 0 0 0 0 0
[2,] 0 0 6 2 0.0 0 0 0 0 0.0 0 0 0 0 0 0 0 0 0 0
The outcome is slightly different though.
add a comment |
Are you sure that your expected outcome is correct? I think there is an error in calculating the median in your question, as also pointed out in the comments. You could do it as follows:
library(dplyr)
df$V1 <- as.numeric(as.factor(df$V1))
values <- df %>% group_by(V1,V2) %>% summarise(median=median(V3))
new_df <- matrix(0,nrow=length(unique(df$V1)), ncol=20)
for(i in 1:nrow(new_df)){
for(j in 1:ncol(new_df)){
value <- values$median[values$V1==i & values$V2==j]
if(length(value)>0){
new_df[i,j] = value
}
}
}
new_df
[,1] [,2] [,3] [,4] [,5] [,6] [,7] [,8] [,9] [,10] [,11] [,12] [,13] [,14] [,15] [,16] [,17] [,18] [,19] [,20]
[1,] 0 0 0 0 3.5 6 0 0 5 3.5 0 0 0 0 0 0 0 0 0 0
[2,] 0 0 6 2 0.0 0 0 0 0 0.0 0 0 0 0 0 0 0 0 0 0
The outcome is slightly different though.
add a comment |
Are you sure that your expected outcome is correct? I think there is an error in calculating the median in your question, as also pointed out in the comments. You could do it as follows:
library(dplyr)
df$V1 <- as.numeric(as.factor(df$V1))
values <- df %>% group_by(V1,V2) %>% summarise(median=median(V3))
new_df <- matrix(0,nrow=length(unique(df$V1)), ncol=20)
for(i in 1:nrow(new_df)){
for(j in 1:ncol(new_df)){
value <- values$median[values$V1==i & values$V2==j]
if(length(value)>0){
new_df[i,j] = value
}
}
}
new_df
[,1] [,2] [,3] [,4] [,5] [,6] [,7] [,8] [,9] [,10] [,11] [,12] [,13] [,14] [,15] [,16] [,17] [,18] [,19] [,20]
[1,] 0 0 0 0 3.5 6 0 0 5 3.5 0 0 0 0 0 0 0 0 0 0
[2,] 0 0 6 2 0.0 0 0 0 0 0.0 0 0 0 0 0 0 0 0 0 0
The outcome is slightly different though.
Are you sure that your expected outcome is correct? I think there is an error in calculating the median in your question, as also pointed out in the comments. You could do it as follows:
library(dplyr)
df$V1 <- as.numeric(as.factor(df$V1))
values <- df %>% group_by(V1,V2) %>% summarise(median=median(V3))
new_df <- matrix(0,nrow=length(unique(df$V1)), ncol=20)
for(i in 1:nrow(new_df)){
for(j in 1:ncol(new_df)){
value <- values$median[values$V1==i & values$V2==j]
if(length(value)>0){
new_df[i,j] = value
}
}
}
new_df
[,1] [,2] [,3] [,4] [,5] [,6] [,7] [,8] [,9] [,10] [,11] [,12] [,13] [,14] [,15] [,16] [,17] [,18] [,19] [,20]
[1,] 0 0 0 0 3.5 6 0 0 5 3.5 0 0 0 0 0 0 0 0 0 0
[2,] 0 0 6 2 0.0 0 0 0 0 0.0 0 0 0 0 0 0 0 0 0 0
The outcome is slightly different though.
answered Nov 21 '18 at 17:46
otwtmotwtm
36110
36110
add a comment |
add a comment |
df = transform(df,V1=factor(V1))
fill = matrix(0,length(levels(df$V1)),20)
df2=aggregate(V3~.,df,function(x)floor(median(x)))
fill[cbind(as.integer(df2$V1),df2$V2)]=df2$V3
fill
[,1] [,2] [,3] [,4] [,5] [,6] [,7] [,8] [,9] [,10] [,11] [,12] [,13] [,14]
[1,] 0 0 0 0 3 6 0 0 5 3 0 0 0 0
[2,] 0 0 6 2 0 0 0 0 0 0 0 0 0 0
[,15] [,16] [,17] [,18] [,19] [,20]
[1,] 0 0 0 0 0 0
[2,] 0 0 0 0 0 0
add a comment |
df = transform(df,V1=factor(V1))
fill = matrix(0,length(levels(df$V1)),20)
df2=aggregate(V3~.,df,function(x)floor(median(x)))
fill[cbind(as.integer(df2$V1),df2$V2)]=df2$V3
fill
[,1] [,2] [,3] [,4] [,5] [,6] [,7] [,8] [,9] [,10] [,11] [,12] [,13] [,14]
[1,] 0 0 0 0 3 6 0 0 5 3 0 0 0 0
[2,] 0 0 6 2 0 0 0 0 0 0 0 0 0 0
[,15] [,16] [,17] [,18] [,19] [,20]
[1,] 0 0 0 0 0 0
[2,] 0 0 0 0 0 0
add a comment |
df = transform(df,V1=factor(V1))
fill = matrix(0,length(levels(df$V1)),20)
df2=aggregate(V3~.,df,function(x)floor(median(x)))
fill[cbind(as.integer(df2$V1),df2$V2)]=df2$V3
fill
[,1] [,2] [,3] [,4] [,5] [,6] [,7] [,8] [,9] [,10] [,11] [,12] [,13] [,14]
[1,] 0 0 0 0 3 6 0 0 5 3 0 0 0 0
[2,] 0 0 6 2 0 0 0 0 0 0 0 0 0 0
[,15] [,16] [,17] [,18] [,19] [,20]
[1,] 0 0 0 0 0 0
[2,] 0 0 0 0 0 0
df = transform(df,V1=factor(V1))
fill = matrix(0,length(levels(df$V1)),20)
df2=aggregate(V3~.,df,function(x)floor(median(x)))
fill[cbind(as.integer(df2$V1),df2$V2)]=df2$V3
fill
[,1] [,2] [,3] [,4] [,5] [,6] [,7] [,8] [,9] [,10] [,11] [,12] [,13] [,14]
[1,] 0 0 0 0 3 6 0 0 5 3 0 0 0 0
[2,] 0 0 6 2 0 0 0 0 0 0 0 0 0 0
[,15] [,16] [,17] [,18] [,19] [,20]
[1,] 0 0 0 0 0 0
[2,] 0 0 0 0 0 0
answered Nov 21 '18 at 17:57
OnyambuOnyambu
15.8k1521
15.8k1521
add a comment |
add a comment |
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1
how can the median of
(3,9,2,4)
be3
and how can the median ofc(4,8)
be 4??– Onyambu
Nov 21 '18 at 17:23