junos
/
stress_at_work_analysis
1
0
Fork 0
Code Issues Pull Requests Projects Releases Wiki Activity

Detect whether event was work related.

communication
junos 2021-07-27 19:53:44 +02:00
parent c4f7b6459d
commit 0f5af21f71
1 changed files with 22 additions and 4 deletions
Show Stats Download Patch File Download Diff File Expand all files Collapse all files

26
features/esm_SAM.py
View File

@ -47,6 +47,15 @@ def extract_stressful_events(df_esm: pd.DataFrame) -> pd.DataFrame:
) )
# 3. # 3.
df_esm_event_work_related = detect_event_work_related(df_esm_sam_clean)
df_esm_events = df_esm_events.join(
df_esm_event_work_related[
GROUP_QUESTIONNAIRES_BY.append("event_work_related")
].set_index(GROUP_QUESTIONNAIRES_BY)
)
# 4.
df_esm_event_time = convert_event_time(df_esm_sam_clean) df_esm_event_time = convert_event_time(df_esm_sam_clean)
df_esm_events = df_esm_events.join( df_esm_events = df_esm_events.join(
@ -55,7 +64,7 @@ def extract_stressful_events(df_esm: pd.DataFrame) -> pd.DataFrame:
) )
) )
# 4. # 5.
df_esm_event_duration = extract_event_duration(df_esm_sam_clean) df_esm_event_duration = extract_event_duration(df_esm_sam_clean)
df_esm_events = df_esm_events.join( df_esm_events = df_esm_events.join(
@ -118,6 +127,17 @@ def detect_stressful_event(df_esm_sam_clean: pd.DataFrame) -> pd.DataFrame:
return df_esm_event_stress return df_esm_event_stress
def detect_event_work_related(df_esm_sam_clean: pd.DataFrame) -> pd.DataFrame:
df_esm_event_stress = df_esm_sam_clean[
df_esm_sam_clean["questionnaire_id"]
== QUESTIONNAIRE_ID_SAM.get("event_work_related")
]
df_esm_event_stress = df_esm_event_stress.assign(
event_work_related=lambda x: x.esm_user_answer_numeric > 0
)
return df_esm_event_stress
def convert_event_time(df_esm_sam_clean: pd.DataFrame) -> pd.DataFrame: def convert_event_time(df_esm_sam_clean: pd.DataFrame) -> pd.DataFrame:
df_esm_event_time = df_esm_sam_clean[ df_esm_event_time = df_esm_sam_clean[
df_esm_sam_clean["questionnaire_id"] == QUESTIONNAIRE_ID_SAM.get("event_time") df_esm_sam_clean["questionnaire_id"] == QUESTIONNAIRE_ID_SAM.get("event_time")
@ -151,9 +171,7 @@ def extract_event_duration(df_esm_sam_clean: pd.DataFrame) -> pd.DataFrame:
df_esm_event_duration[ df_esm_event_duration[
df_esm_event_duration.event_duration.isna() df_esm_event_duration.event_duration.isna()
] = df_esm_event_duration[df_esm_event_duration.event_duration.isna()].assign( ] = df_esm_event_duration[df_esm_event_duration.event_duration.isna()].assign(
event_duration_info=lambda x: x.esm_user_answer.str.slice(stop=1).astype( event_duration_info=lambda x: x.esm_user_answer.str.slice(stop=1).astype(int)
int
)
) )
return df_esm_event_duration return df_esm_event_duration