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stress_at_work_analysis
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[WIP] Add tests for ESM.

communication
junos 2021-07-16 16:58:18 +02:00
parent 8bf21ab272
commit 77c2ba87d5
1 changed files with 26 additions and 4 deletions
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test/test_esm.py
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@ -1,11 +1,9 @@
import unittest import unittest
import numpy as np
import pandas as pd
from numpy.random import default_rng
from pandas.testing import assert_series_equal from pandas.testing import assert_series_equal
from features.esm import preprocess_esm from features.esm import *
from features.esm_JCQ import *
class EsmFeatures(unittest.TestCase): class EsmFeatures(unittest.TestCase):
@ -13,7 +11,31 @@ class EsmFeatures(unittest.TestCase):
def setUpClass(cls) -> None: def setUpClass(cls) -> None:
cls.esm = pd.read_csv("../data/example_esm.csv", sep=";") cls.esm = pd.read_csv("../data/example_esm.csv", sep=";")
cls.esm["esm_json"] = cls.esm["esm_json"].apply(eval) cls.esm["esm_json"] = cls.esm["esm_json"].apply(eval)
cls.esm_processed = preprocess_esm(cls.esm)
cls.esm_clean = clean_up_esm(cls.esm_processed)
def test_preprocess_esm(self): def test_preprocess_esm(self):
self.esm_processed = preprocess_esm(self.esm) self.esm_processed = preprocess_esm(self.esm)
self.assertIn("question_id", self.esm_processed) self.assertIn("question_id", self.esm_processed)
def test_classify_sessions_by_completion(self):
self.esm_classified_sessions = classify_sessions_by_completion(self.esm_processed)
self.assertFalse(self.esm_classified_sessions["session_response"].isna().any())
# Test that all sessions were indeed classified.
def test_classify_sessions_by_completion_time(self):
self.esm_classified = classify_sessions_by_completion_time(self.esm_processed)
session_of_interest = self.esm_classified.query("(device_id == '049df3f8-8541-4cf5-af2b-83f6b3f0cf4b') & (esm_session == 1)")
print(session_of_interest)
self.assertEqual(session_of_interest["time"], "daytime")
# Check that the first (morning) session is reclassified as a daytime session.
def test_clean_up_esm(self):
self.assertNotIn("esm_user_answer_numeric", self.esm_processed)
self.assertIn("esm_user_answer_numeric", self.esm_clean)
def test_reverse_jcq_demand_control_scoring(self):
esm_reversed = reverse_jcq_demand_control_scoring(self.esm_clean)
print(esm_reversed.loc[esm_reversed["question_id"] == 73, "esm_user_score"])
#self.assertIn(1.0, esm_reversed.loc[esm_reversed["question_id"] == 73, "esm_user_score"])
#self.assertNotIn(0, esm_reversed.loc[esm_reversed["question_id"] == 73, "esm_user_score"])