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About the features: I am guessing that the "symbolic" (7 of the 42) features are excluded, as they may not give any useful information. About the labels: On the same link that you provided you can see a file named "corrected.gz", where the test dataset is labeled on the last column. Train is supposed to be normal behaviour, as such, you could label them as "normal".
The dataset from http://kdd.ics.uci.edu/databases/kddcup99/kddcup99.html has 42 features and no labels, but you have 35 and get labels, did you do some preprocessings, please?
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