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add labels_freq func; add test #6

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7 changes: 7 additions & 0 deletions hands_on/pyanno_voting/pyanno/tests/test_voting.py
Original file line number Diff line number Diff line change
Expand Up @@ -41,3 +41,10 @@ def test_majority_vote_empty_item():
expected = [1, MV, 2]
result = voting.majority_vote(annotations)
assert result == expected

def test_label_freq():
result = voting.labels_frequency([[1, 1, 2], [-1, 1, 2]], 4)
expected = np.array([ 0. , 0.6, 0.4, 0. ])
np.testing.assert_array_almost_equal(result, expected)


15 changes: 15 additions & 0 deletions hands_on/pyanno_voting/pyanno/voting.py
Original file line number Diff line number Diff line change
Expand Up @@ -100,3 +100,18 @@ def labels_frequency(annotations, nclasses):
freq[k] is the frequency of elements of class k in `annotations`, i.e.
their count over the number of total of observed (non-missing) elements
"""
counter = 0
result = np.zeros(nclasses)
for participant in annotations:
for doc in participant:
if doc in np.arange(nclasses):
result[doc] += 1
counter += 1

if counter != 0:
result = result / counter

return result