Find columns with duplicates

dup_cols = {}

for i, c1 in enumerate(tqdm_notebook(train_enc.columns)):
    for c2 in train_enc.columns[i + 1:]:
        if c2 not in dup_cols and np.all(train_enc[c1] == train_enc[c2]):
            dup_cols[c2] = c1