From de32241d5140f70ad3c827fe6bd2308ef1784d66 Mon Sep 17 00:00:00 2001
From: junos <junos.lukan@ijs.si>
Date: Tue, 8 Jun 2021 16:40:01 +0200
Subject: [PATCH] Classify and count adherence.

Add statsmodels.
---
 config/environment.yml              |  1 +
 statistical_analysis/concordance.py | 18 +++++++++++++++++-
 2 files changed, 18 insertions(+), 1 deletion(-)

diff --git a/config/environment.yml b/config/environment.yml
index 7e49f23..f5a8128 100644
--- a/config/environment.yml
+++ b/config/environment.yml
@@ -17,4 +17,5 @@ dependencies:
   - pytz
   - seaborn
   - sqlalchemy
+  - statsmodels
   - tabulate
\ No newline at end of file
diff --git a/statistical_analysis/concordance.py b/statistical_analysis/concordance.py
index 6f673f8..5d19faa 100644
--- a/statistical_analysis/concordance.py
+++ b/statistical_analysis/concordance.py
@@ -19,6 +19,8 @@ import sys
 import datetime
 import seaborn as sns
 import pandas as pd
+import statsmodels.api as sm
+from statsmodels.formula.api import ols
 
 nb_dir = os.path.split(os.getcwd())[0]
 if nb_dir not in sys.path:
@@ -40,5 +42,19 @@ baseline_inactive = baseline[baseline["Gebruikersnaam"].isin(participants_inacti
 
 # %%
 df_esm_inactive = get_esm_data(participants_inactive_usernames)
-df_esm_preprocessed = preprocess_esm(df_esm_inactive)
 
+# %%
+df_esm_preprocessed = preprocess_esm(df_esm_inactive)
+df_session_counts = classify_sessions_adherence(df_esm_preprocessed)
+
+# %%
+tbl_session_outcomes = df_session_counts.reset_index()["session_response"].value_counts()
+
+# %%
+print("All sessions:", len(df_session_counts))
+print("-------------------------------------")
+print(tbl_session_outcomes)
+print("-------------------------------------")
+print(tbl_session_outcomes/len(df_session_counts))
+
+# %%