sankey flow diagram: links going one axis to another has multiple links
I am using generic Diabetes data,
datGluBMIAge <- dat[, .(freq = sum(freq)), by=list(Glucose_cat, BMI_cat, Age_cat, Outcome_cat)]
datGluBMIAge<- datGluBMIAge[!(is.na(datGluBMIAge$Age_cat))]
datGluBMIAge<- datGluBMIAge[!(is.na(datGluBMIAge$Glucose_cat))]
datGluBMIAge<- datGluBMIAge[!(is.na(datGluBMIAge$BMI_cat))]
setnames(datGluBMIAge, old = c('Glucose_cat', 'Age_cat','Outcome_cat', 'BMI_cat'), new = c('Glucose', 'Age','Diabetes','BMI'))
ggplot(datGluBMIAge,aes(axis1= Diabetes, axis2=Glucose, axis3 = BMI, axis4 = Age, y = freq)) +
geom_alluvium(aes(fill=Diabetes),aes.bind=TRUE, reverse = FALSE, alpha=0.9) +
scale_fill_manual(labels = c("Negative", "Positive"), values = c("#0066BA", "#FF9400")) +
scale_x_discrete(limits = c("Diabetes", "Glucose","BMI", "Age"), expand = c(0, 0)) +
scale_y_continuous(labels = NULL, expand = c(0,0))+
theme(axis.text.x=element_text(margin = margin(t = 0, unit='pt')),
axis.title.x = element_text(vjust = 0),
panel.grid.major = element_blank(),
panel.grid.minor = element_blank(),
panel.background = element_blank(),
axis.line = element_blank(),
axis.ticks = element_blank(),
legend.position = "none")+
geom_stratum(alpha=1, reverse = FALSE) +
geom_text(stat="stratum", label.strata= TRUE, reverse = FALSE) +
ylab(NULL)+xlab(NULL) +
geom_vline(xintercept = 0)
Above code produces this plot:
I have two question based on the above plot
there are various links going from
Glucose="Normal"
toBMI='30-35'
, how do i arrange them such a way that i see only one link going fromGlucose="Normal"
toBMI='30-35'
and all the othersHow can I change the color scheme between axis?for example if I want different colors between Glucose and BMI,and even different color between BMI and Age? How can I do it using the ggalluvial library?
any leads would be appreciated. Thank you for your time. Regards,Trupti
r sankey-diagram
add a comment |
I am using generic Diabetes data,
datGluBMIAge <- dat[, .(freq = sum(freq)), by=list(Glucose_cat, BMI_cat, Age_cat, Outcome_cat)]
datGluBMIAge<- datGluBMIAge[!(is.na(datGluBMIAge$Age_cat))]
datGluBMIAge<- datGluBMIAge[!(is.na(datGluBMIAge$Glucose_cat))]
datGluBMIAge<- datGluBMIAge[!(is.na(datGluBMIAge$BMI_cat))]
setnames(datGluBMIAge, old = c('Glucose_cat', 'Age_cat','Outcome_cat', 'BMI_cat'), new = c('Glucose', 'Age','Diabetes','BMI'))
ggplot(datGluBMIAge,aes(axis1= Diabetes, axis2=Glucose, axis3 = BMI, axis4 = Age, y = freq)) +
geom_alluvium(aes(fill=Diabetes),aes.bind=TRUE, reverse = FALSE, alpha=0.9) +
scale_fill_manual(labels = c("Negative", "Positive"), values = c("#0066BA", "#FF9400")) +
scale_x_discrete(limits = c("Diabetes", "Glucose","BMI", "Age"), expand = c(0, 0)) +
scale_y_continuous(labels = NULL, expand = c(0,0))+
theme(axis.text.x=element_text(margin = margin(t = 0, unit='pt')),
axis.title.x = element_text(vjust = 0),
panel.grid.major = element_blank(),
panel.grid.minor = element_blank(),
panel.background = element_blank(),
axis.line = element_blank(),
axis.ticks = element_blank(),
legend.position = "none")+
geom_stratum(alpha=1, reverse = FALSE) +
geom_text(stat="stratum", label.strata= TRUE, reverse = FALSE) +
ylab(NULL)+xlab(NULL) +
geom_vline(xintercept = 0)
Above code produces this plot:
I have two question based on the above plot
there are various links going from
Glucose="Normal"
toBMI='30-35'
, how do i arrange them such a way that i see only one link going fromGlucose="Normal"
toBMI='30-35'
and all the othersHow can I change the color scheme between axis?for example if I want different colors between Glucose and BMI,and even different color between BMI and Age? How can I do it using the ggalluvial library?
any leads would be appreciated. Thank you for your time. Regards,Trupti
r sankey-diagram
@MrFlick could you please take time to address my concern? I see it very similar to link
– Trupti
Oct 26 '18 at 9:28
add a comment |
I am using generic Diabetes data,
datGluBMIAge <- dat[, .(freq = sum(freq)), by=list(Glucose_cat, BMI_cat, Age_cat, Outcome_cat)]
datGluBMIAge<- datGluBMIAge[!(is.na(datGluBMIAge$Age_cat))]
datGluBMIAge<- datGluBMIAge[!(is.na(datGluBMIAge$Glucose_cat))]
datGluBMIAge<- datGluBMIAge[!(is.na(datGluBMIAge$BMI_cat))]
setnames(datGluBMIAge, old = c('Glucose_cat', 'Age_cat','Outcome_cat', 'BMI_cat'), new = c('Glucose', 'Age','Diabetes','BMI'))
ggplot(datGluBMIAge,aes(axis1= Diabetes, axis2=Glucose, axis3 = BMI, axis4 = Age, y = freq)) +
geom_alluvium(aes(fill=Diabetes),aes.bind=TRUE, reverse = FALSE, alpha=0.9) +
scale_fill_manual(labels = c("Negative", "Positive"), values = c("#0066BA", "#FF9400")) +
scale_x_discrete(limits = c("Diabetes", "Glucose","BMI", "Age"), expand = c(0, 0)) +
scale_y_continuous(labels = NULL, expand = c(0,0))+
theme(axis.text.x=element_text(margin = margin(t = 0, unit='pt')),
axis.title.x = element_text(vjust = 0),
panel.grid.major = element_blank(),
panel.grid.minor = element_blank(),
panel.background = element_blank(),
axis.line = element_blank(),
axis.ticks = element_blank(),
legend.position = "none")+
geom_stratum(alpha=1, reverse = FALSE) +
geom_text(stat="stratum", label.strata= TRUE, reverse = FALSE) +
ylab(NULL)+xlab(NULL) +
geom_vline(xintercept = 0)
Above code produces this plot:
I have two question based on the above plot
there are various links going from
Glucose="Normal"
toBMI='30-35'
, how do i arrange them such a way that i see only one link going fromGlucose="Normal"
toBMI='30-35'
and all the othersHow can I change the color scheme between axis?for example if I want different colors between Glucose and BMI,and even different color between BMI and Age? How can I do it using the ggalluvial library?
any leads would be appreciated. Thank you for your time. Regards,Trupti
r sankey-diagram
I am using generic Diabetes data,
datGluBMIAge <- dat[, .(freq = sum(freq)), by=list(Glucose_cat, BMI_cat, Age_cat, Outcome_cat)]
datGluBMIAge<- datGluBMIAge[!(is.na(datGluBMIAge$Age_cat))]
datGluBMIAge<- datGluBMIAge[!(is.na(datGluBMIAge$Glucose_cat))]
datGluBMIAge<- datGluBMIAge[!(is.na(datGluBMIAge$BMI_cat))]
setnames(datGluBMIAge, old = c('Glucose_cat', 'Age_cat','Outcome_cat', 'BMI_cat'), new = c('Glucose', 'Age','Diabetes','BMI'))
ggplot(datGluBMIAge,aes(axis1= Diabetes, axis2=Glucose, axis3 = BMI, axis4 = Age, y = freq)) +
geom_alluvium(aes(fill=Diabetes),aes.bind=TRUE, reverse = FALSE, alpha=0.9) +
scale_fill_manual(labels = c("Negative", "Positive"), values = c("#0066BA", "#FF9400")) +
scale_x_discrete(limits = c("Diabetes", "Glucose","BMI", "Age"), expand = c(0, 0)) +
scale_y_continuous(labels = NULL, expand = c(0,0))+
theme(axis.text.x=element_text(margin = margin(t = 0, unit='pt')),
axis.title.x = element_text(vjust = 0),
panel.grid.major = element_blank(),
panel.grid.minor = element_blank(),
panel.background = element_blank(),
axis.line = element_blank(),
axis.ticks = element_blank(),
legend.position = "none")+
geom_stratum(alpha=1, reverse = FALSE) +
geom_text(stat="stratum", label.strata= TRUE, reverse = FALSE) +
ylab(NULL)+xlab(NULL) +
geom_vline(xintercept = 0)
Above code produces this plot:
I have two question based on the above plot
there are various links going from
Glucose="Normal"
toBMI='30-35'
, how do i arrange them such a way that i see only one link going fromGlucose="Normal"
toBMI='30-35'
and all the othersHow can I change the color scheme between axis?for example if I want different colors between Glucose and BMI,and even different color between BMI and Age? How can I do it using the ggalluvial library?
any leads would be appreciated. Thank you for your time. Regards,Trupti
r sankey-diagram
r sankey-diagram
edited Oct 25 '18 at 14:45
Jaap
57k21122136
57k21122136
asked Oct 25 '18 at 13:32
TruptiTrupti
134
134
@MrFlick could you please take time to address my concern? I see it very similar to link
– Trupti
Oct 26 '18 at 9:28
add a comment |
@MrFlick could you please take time to address my concern? I see it very similar to link
– Trupti
Oct 26 '18 at 9:28
@MrFlick could you please take time to address my concern? I see it very similar to link
– Trupti
Oct 26 '18 at 9:28
@MrFlick could you please take time to address my concern? I see it very similar to link
– Trupti
Oct 26 '18 at 9:28
add a comment |
2 Answers
2
active
oldest
votes
Since the strata are unique to each axis, you can change the color scheme for the flows between each pair of axes by first converting to long form and then using geom_flow(aes(fill = stratum))
. Here's an example derived from the cover illustration to ggalluvial:
ggplot(data = titanic_long,
aes(x = Demographic, stratum = stratum, alluvium = alluvium,
y = Freq, label = stratum)) +
geom_flow(aes(fill = stratum)) +
geom_stratum() + geom_text(stat = "stratum") +
theme_minimal() +
ggtitle("passengers on the maiden voyage of the Titanic",
"stratified by demographics and survival")
If, on the other hand, you have some strata that appear at multiple axes, you'll need to take the additional step of distinguishing these as separate factor levels. You can do this manually after converting to long form, or by setting discern = TRUE
in to_lodes_form()
when converting to long form.
add a comment |
Instead of using geom_alluvium
using geom_flow
solves the question 1. I am still exploring to resolve question 2. Thanks, Trupti
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
Since the strata are unique to each axis, you can change the color scheme for the flows between each pair of axes by first converting to long form and then using geom_flow(aes(fill = stratum))
. Here's an example derived from the cover illustration to ggalluvial:
ggplot(data = titanic_long,
aes(x = Demographic, stratum = stratum, alluvium = alluvium,
y = Freq, label = stratum)) +
geom_flow(aes(fill = stratum)) +
geom_stratum() + geom_text(stat = "stratum") +
theme_minimal() +
ggtitle("passengers on the maiden voyage of the Titanic",
"stratified by demographics and survival")
If, on the other hand, you have some strata that appear at multiple axes, you'll need to take the additional step of distinguishing these as separate factor levels. You can do this manually after converting to long form, or by setting discern = TRUE
in to_lodes_form()
when converting to long form.
add a comment |
Since the strata are unique to each axis, you can change the color scheme for the flows between each pair of axes by first converting to long form and then using geom_flow(aes(fill = stratum))
. Here's an example derived from the cover illustration to ggalluvial:
ggplot(data = titanic_long,
aes(x = Demographic, stratum = stratum, alluvium = alluvium,
y = Freq, label = stratum)) +
geom_flow(aes(fill = stratum)) +
geom_stratum() + geom_text(stat = "stratum") +
theme_minimal() +
ggtitle("passengers on the maiden voyage of the Titanic",
"stratified by demographics and survival")
If, on the other hand, you have some strata that appear at multiple axes, you'll need to take the additional step of distinguishing these as separate factor levels. You can do this manually after converting to long form, or by setting discern = TRUE
in to_lodes_form()
when converting to long form.
add a comment |
Since the strata are unique to each axis, you can change the color scheme for the flows between each pair of axes by first converting to long form and then using geom_flow(aes(fill = stratum))
. Here's an example derived from the cover illustration to ggalluvial:
ggplot(data = titanic_long,
aes(x = Demographic, stratum = stratum, alluvium = alluvium,
y = Freq, label = stratum)) +
geom_flow(aes(fill = stratum)) +
geom_stratum() + geom_text(stat = "stratum") +
theme_minimal() +
ggtitle("passengers on the maiden voyage of the Titanic",
"stratified by demographics and survival")
If, on the other hand, you have some strata that appear at multiple axes, you'll need to take the additional step of distinguishing these as separate factor levels. You can do this manually after converting to long form, or by setting discern = TRUE
in to_lodes_form()
when converting to long form.
Since the strata are unique to each axis, you can change the color scheme for the flows between each pair of axes by first converting to long form and then using geom_flow(aes(fill = stratum))
. Here's an example derived from the cover illustration to ggalluvial:
ggplot(data = titanic_long,
aes(x = Demographic, stratum = stratum, alluvium = alluvium,
y = Freq, label = stratum)) +
geom_flow(aes(fill = stratum)) +
geom_stratum() + geom_text(stat = "stratum") +
theme_minimal() +
ggtitle("passengers on the maiden voyage of the Titanic",
"stratified by demographics and survival")
If, on the other hand, you have some strata that appear at multiple axes, you'll need to take the additional step of distinguishing these as separate factor levels. You can do this manually after converting to long form, or by setting discern = TRUE
in to_lodes_form()
when converting to long form.
edited Nov 14 '18 at 15:41
answered Nov 14 '18 at 15:20
Cory BrunsonCory Brunson
13616
13616
add a comment |
add a comment |
Instead of using geom_alluvium
using geom_flow
solves the question 1. I am still exploring to resolve question 2. Thanks, Trupti
add a comment |
Instead of using geom_alluvium
using geom_flow
solves the question 1. I am still exploring to resolve question 2. Thanks, Trupti
add a comment |
Instead of using geom_alluvium
using geom_flow
solves the question 1. I am still exploring to resolve question 2. Thanks, Trupti
Instead of using geom_alluvium
using geom_flow
solves the question 1. I am still exploring to resolve question 2. Thanks, Trupti
answered Oct 26 '18 at 11:26
TruptiTrupti
134
134
add a comment |
add a comment |
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@MrFlick could you please take time to address my concern? I see it very similar to link
– Trupti
Oct 26 '18 at 9:28