Remove duplicate rows in table

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Hi
I have a table with four columns and roughly 45,000 rows (example below). The first column is the name of statistical test (of which there are several hundred different tests). For every statistical test the values in the 4th column are duplicated (at .25 and 0.5). Can anyone advise how I delete the first of these rows (the first one of the .25 and the first one of the 0.5 rows) for every statistical test?
'Perm t-test equal [250ms,500ms 92, 108]: Avg: 11_right FCL' -1.349 0.185 0.492
'Perm t-test equal [250ms,500ms 92, 108]: Avg: 11_right FCL' -1.457 0.155 0.496
'Perm t-test equal [250ms,500ms 92, 108]: Avg: 11_right FCL' -1.544 0.134 0.500
'Perm t-test equal [500ms,900ms 92, 108]: Avg: 11_right FCL' -1.544 0.129 0.500
'Perm t-test equal [500ms,900ms 92, 108]: Avg: 11_right FCL' -1.615 0.112 0.503
'Perm t-test equal [500ms,900ms 92, 108]: Avg: 11_right FCL' -1.665 0.100 0.507
  1 个评论
dpb
dpb 2021-1-20
I don't see the duplication in the sample dataset? (I'm presuming the 0.25 and 0.5 are confidence limits of the test and not values of the statistic as Adam presumed below).
To my eyes anyways, the above data are all for the same test for the first three and then the second set of three; but the fourth column data values are unique other than by happenstance it appears that the last @250ms is same in second and fourth columns as the first @500ms.
Not at all clear what is the result wanted from this dataset, to me, anyways...

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Adam Danz
Adam Danz 2021-1-20
编辑:Adam Danz 2021-1-20
Follow the demo.
  • T is a table
  • T.Test contains the test names which can be strings, character vectors, categoricals, or numeric.
  • T.col4 is the name of column 4.
The demo removes the first line where column 4 equals 0.25 or 0.50 for each test. The tests do not have to be in order.
% Create table
rng('default') % for reproducibility
T = table(repelem({'A';'B';'C'},5,1),rand(15,1), rand(15,1), repmat([0;.25;.25;.5;.5],3,1),...
'VariableNames',{'Test','col2','col3','col4'});
T.col4([7,14]) = .33;
disp(T)
Test col2 col3 col4 _____ _______ ________ ____ {'A'} 0.81472 0.14189 0 {'A'} 0.90579 0.42176 0.25 {'A'} 0.12699 0.91574 0.25 {'A'} 0.91338 0.79221 0.5 {'A'} 0.63236 0.95949 0.5 {'B'} 0.09754 0.65574 0 {'B'} 0.2785 0.035712 0.33 {'B'} 0.54688 0.84913 0.25 {'B'} 0.95751 0.93399 0.5 {'B'} 0.96489 0.67874 0.5 {'C'} 0.15761 0.75774 0 {'C'} 0.97059 0.74313 0.25 {'C'} 0.95717 0.39223 0.25 {'C'} 0.48538 0.65548 0.33 {'C'} 0.80028 0.17119 0.5
% For each testtype, identify the first row where col4 is .25 and .50
[testID, testNames] = findgroups(T.Test);
rowNum1 = arrayfun(@(i) {find(testID==i & T.col4==0.25, 2)}, unique(testID));
rowNum2 = arrayfun(@(i) {find(testID==i & T.col4==0.50, 2)}, unique(testID));
rowNums = cell2mat(cellfun(@(c){padarray(c,[2-numel(c),0],NaN,'post')},[rowNum1', rowNum2']));
rmRows = rowNums(2, ~isnan(rowNums(2,:)));
% remove rows from table
T(rmRows, : ) = []
T = 11x4 table
Test col2 col3 col4 _____ _______ ________ ____ {'A'} 0.81472 0.14189 0 {'A'} 0.90579 0.42176 0.25 {'A'} 0.91338 0.79221 0.5 {'B'} 0.09754 0.65574 0 {'B'} 0.2785 0.035712 0.33 {'B'} 0.54688 0.84913 0.25 {'B'} 0.95751 0.93399 0.5 {'C'} 0.15761 0.75774 0 {'C'} 0.97059 0.74313 0.25 {'C'} 0.48538 0.65548 0.33 {'C'} 0.80028 0.17119 0.5
  15 个评论
Adam Danz
Adam Danz 2021-1-23
You were close...
idx below returns a logical vector the same size as testNames indicating which test-names are flagged. Then you have to identify which rows of the table have those test names.
rowNum3 = arrayfun(@(i) {find(testID==i & T.col4<0.50)}, unique(testID));
idx = cellfun(@isempty,rowNum3);
rmIdx = ismember(T.Test, testNames(idx));
T(rmIdx,:) = []

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