Creating a variable that denotes a range of values

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Abinand Rejimon
Abinand Rejimon le 27 Juin 2022
Commenté : Abinand Rejimon le 27 Juin 2022
I have a dataset that looks like this:
Signal PT#1 PT#2 ... PT#26
0.20 2121 1232
0.21 1233 1233
0.22 1236 1232
0.23 1232 1236
...
1.00 1212 1232
...
4.00 1212 12321
I used this code to discretize the values to the hundredth's and average it for each group of values.
edges = (0:0.05:4);
allData(:,27) = discretize(allData(:,1),edges);
[C,~,IC] = unique(allData(:,27));
avg=NaN(76,26);
for i = 1:25
avg(:,i) = accumarray(IC, allData(:, i+1), [], @mean); % calculate the mean in your data of column 2 for rows in IC with identical elements
end
Result = [C avg];
This resulted in a dataset "Result" that looks like this
1 1241 1231 1232
2 1232 1232 1231
...
76 2312 1231 1231
How do I convert the first column into ranges of the variables that were discretized? Like I want the first row to say "0.2 to 0.25" rather than "1" ?

Réponse acceptée

Steven Lord
Steven Lord le 27 Juin 2022
x = 4*rand(10, 1);
edges = (0:0.05:4);
y = discretize(x, edges, 'categorical');
results = table(x, y)
results = 10×2 table
x y _______ ___________ 3.161 [3.15, 3.2) 0.16367 [0.15, 0.2) 1.6123 [1.6, 1.65) 1.2792 [1.25, 1.3) 1.7895 [1.75, 1.8) 1.1378 [1.1, 1.15) 1.7702 [1.75, 1.8) 3.847 [3.8, 3.85) 1.756 [1.75, 1.8) 2.1521 [2.15, 2.2)
Or if you want more control over the format of the category names:
categoryNames = edges(1:end-1) + " to " + edges(2:end);
z = discretize(x, edges, 'categorical', categoryNames);
results2 = table(x, z)
results2 = 10×2 table
x z _______ ___________ 3.161 3.15 to 3.2 0.16367 0.15 to 0.2 1.6123 1.6 to 1.65 1.2792 1.25 to 1.3 1.7895 1.75 to 1.8 1.1378 1.1 to 1.15 1.7702 1.75 to 1.8 3.847 3.8 to 3.85 1.756 1.75 to 1.8 2.1521 2.15 to 2.2

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