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Neena1695
Canada
117 Posts |
 Posted - 06/30/2022 : 10:17:40 PM
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Origin Ver: 2022
Operating System: Windows 10
Hello Origin users,
Is there a way on Origin to do a clustering analysis on this data, so to separate this dataset into 2 different clusters (marked in circles in the below picture)?
Thank you,
Neena |
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Shirley_GZ
China
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aplotnikov
Germany
169 Posts |
Posted - 07/01/2022 : 03:41:07 AM
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I am not sure that clustering is suitable for this purpose at all. There are special methods to detect abrupt signal changes, e.g.:
Detection of Abrupt Changes - Theory and Application
by Michèle Basseville and Igor V. Nikiforov,
Prentice-Hall, 1993
ISBN 0-13-126780-9
http://people.irisa.fr/Michele.Basseville/kniga/kniga.pdf |
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Neena1695
Canada
117 Posts |
Posted - 07/05/2022 : 11:35:47 AM
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| I realize that clustering cannot be used; is there a way on Origin to split my Y values in column into two clusters based on specified intervals say 260-270 and 270-280? Categorize it as say 1 and 2 respectively? Then I can color map using that category. |
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snowli
USA
1426 Posts |
Posted - 07/05/2022 : 12:00:40 PM
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Please try Worksheet: Split Worksheet tool
https://www.originlab.com/doc/Origin-Help/split-wks-into-sheets
When split mode is by reference column, there are several ways to plit
By direction change, direction reset, by value change.
Please see if one of them is what you meant by "abrupt signal changes"
Thanks, Snow
quote:
Originally posted by aplotnikov
I am not sure that clustering is suitable for this purpose at all. There are special methods to detect abrupt signal changes, e.g.:
Detection of Abrupt Changes - Theory and Application
by Michèle Basseville and Igor V. Nikiforov,
Prentice-Hall, 1993
ISBN 0-13-126780-9
http://people.irisa.fr/Michele.Basseville/kniga/kniga.pdf
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snowli
USA
1426 Posts |
Posted - 07/05/2022 : 12:02:51 PM
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Cluster gadget can color subrange of plot. See suggestion 3 on https://www.originlab.com/doc/Quick-Help/color-datapoints-regions
Thanks, Snow
quote:
Originally posted by Neena1695
I realize that clustering cannot be used; is there a way on Origin to split my Y values in column into two clusters based on specified intervals say 260-270 and 270-280? Categorize it as say 1 and 2 respectively? Then I can color map using that category.
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aplotnikov
Germany
169 Posts |
Posted - 07/05/2022 : 12:52:41 PM
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quote:
Originally posted by snowli
Please try Worksheet: Split Worksheet tool
https://www.originlab.com/doc/Origin-Help/split-wks-into-sheets
When split mode is by reference column, there are several ways to plit
By direction change, direction reset, by value change.
Please see if one of them is what you meant by "abrupt signal changes"
Dear snow,
what I meant by "abrupt signal changes" is comprehensively described in the book I referred to.
The problem has nothing to do with clustering - you just need to recognize statistically significant changes of a very noisy signal. The simplest way is to smooth data (e.g., by median filtering) and check whether the smoothed values are out of the range of variation (given or calculated from signal statistics). But indeed the problem is a bit more complicated - you can find details in the suggested book. The splitting is very simple if you know exactly the criterium. "Value change" for noisy signals is rather not so evident and frequently requires certain tests of statistic hypotheses.
Regards,
Alexei |
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Neena1695
Canada
117 Posts |
Posted - 07/05/2022 : 3:56:30 PM
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Hi Shirley, Snow and Alexei,
I just want to do a simple splitting of the data into categories based on value with a larger tolerance (10 units) than what currently split worksheet does.
For example, my lowest value in the column is 260 and highest is 280. How to split data into two categories say 260-270 as category 1, and 270-280 as category 2.
Any help would be appreciated.
Thank you,
Neena
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snowli
USA
1426 Posts |
Posted - 07/05/2022 : 4:15:40 PM
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Hi Neena,
Try Worksheet: Split Columns... instead.
Choose Subgroup method as By Reference Column.
And specify the column with 260, ... 280 values.
Then choose Split by Interval
Set Interval to be be 10.001 //if set it to 10, 280 will be in new column.
Start value is 260.
Thanks, Snow
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Topic |
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Clustering analysis