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I do one additional step which is random deletion for downsampling that I don't mention in the notebook.
If you follow the steps correctly your accuracy should be around 60-70%. You can try to do downsampling and the accuracy should be increased.
Another thing is I don't know whether the other dataset is the same with my dataset because the source is different and I don't think the one in Kaggle maintained.
I used other dataset to run your program, but it's acc was much lower than yours. Why?
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