scipy-yli/tests/test_kaplanmeier.py

59 lines
1.6 KiB
Python

# scipy-yli: Helpful SciPy utilities and recipes
# Copyright © 2022–2023 Lee Yingtong Li (RunasSudo)
#
# This program is free software: you can redistribute it and/or modify
# it under the terms of the GNU Affero General Public License as published by
# the Free Software Foundation, either version 3 of the License, or
# (at your option) any later version.
#
# This program is distributed in the hope that it will be useful,
# but WITHOUT ANY WARRANTY; without even the implied warranty of
# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
# GNU Affero General Public License for more details.
#
# You should have received a copy of the GNU Affero General Public License
# along with this program. If not, see <https://www.gnu.org/licenses/>.
from pytest import approx
import pandas as pd
import yli
def test_kaplanmeier_simple():
"""Compare yli.kaplanmeier for simple example"""
df = pd.DataFrame({
'SurvTime': [2, 4, 6, 8],
'Status': [True, True, True, True]
})
xpoints, ypoints, _, _ = yli.survival.calc_survfunc_kaplanmeier(df['SurvTime'], df['Status'], False)
assert xpoints[0] == 0
assert ypoints[0] == 1
assert xpoints[1] == 2
assert ypoints[1] == 1
assert xpoints[2] == 2
assert ypoints[2] == 0.75
assert xpoints[3] == 4
assert ypoints[3] == 0.75
assert xpoints[4] == 4
assert ypoints[4] == approx(0.5)
assert xpoints[5] == 6
assert ypoints[5] == approx(0.5)
assert xpoints[6] == 6
assert ypoints[6] == approx(0.25)
assert xpoints[7] == 8
assert ypoints[7] == approx(0.25)
assert xpoints[8] == 8
assert ypoints[8] == 0