How to convert continuous form of data into discrete steps form?
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I looking for help to convert countinous form of data into discreate steps form.
Here is the example, please help me to ffind solution.
X = [ 1 3 5 8 10 15 20 25 30 34 38 40 45 50 55 60 65 69 70]
y =[ 1 3 5 4 6 5 8 7 6 7 6 7 6 7 6 7 5 7 0 1]
I want convert X variable in to steps multiple of 5 [0 5 10 15 20 25..] and coresspong values of y betwen these steps should be mean(y). Well I am looking for output in the following format.
x= [5,10,15...]
y=[3,5,5..].
I tried with find(x<5), which gave me indices for calculating the mean (y), but its too laborous method.
Thank you
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Cris LaPierre
2020년 8월 26일
Try this (uses the data your supplied in the repost). Note that your data in X3 goes to 1.42, not 0.6. It's also unclear if you just want the summarized data, or the full 50,000 rows back. This gives 50,000 rows.
load ChetanBadgujar_DATA.mat
% Define edges of ranges
rg = 0:0.05:0.6;
% Identify groups (
newX3 = discretize(X3,rg,rg(2:end),"IncludedEdge","right");
% Find the max value in each range
Ymean = groupsummary(Y,X3,rg,@mean,"IncludeMissingGroups",false)
newY = discretize(X3,rg,Ymean)
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Cris LaPierre
2020년 8월 26일
편집: Cris LaPierre
2020년 8월 26일
Older versions of MATLAB (before R2018b) require the inputs to groupsummary to be tables. This convert X3 and Y to a table.
load ChetanBadgujar_DATA.mat
data = table(X3,Y);
% Define edges of ranges
rg = 0:0.05:0.6;
% Identify groups (
newX3 = discretize(data.X3,rg,rg(2:end),"IncludedEdge","right");
% Find the max value in each range
Ymean = groupsummary(data,'X3',rg,@mean,'Y',"IncludeMissingGroups",false)
newY = discretize(data.X3,rg,Ymean.fun1_Y)
% Visualize result
plot(X3,Y,'x')
hold on
plot(newX3,newY,'wo')
hold off
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