Look at the ESM data and test JSON expansion.

exploration/expl_esm.py

@@ -0,0 +1,37 @@
+# ---
+# jupyter:
+#   jupytext:
+#     formats: ipynb,py:percent
+#     text_representation:
+#       extension: .py
+#       format_name: percent
+#       format_version: '1.3'
+#       jupytext_version: 1.11.2
+#   kernelspec:
+#     display_name: straw2analysis
+#     language: python
+#     name: straw2analysis
+# ---
+
+# %%
+import os
+import sys
+
+nb_dir = os.path.split(os.getcwd())[0]
+if nb_dir not in sys.path:
+    sys.path.append(nb_dir)
+import participants.query_db
+from features.esm import *
+
+# %%
+df_esm_nokia = get_esm_data(["nokia_0000003"])
+print(df_esm_nokia)
+
+# %%
+df_esm_nokia_json = pd.json_normalize(df_esm_nokia["esm_json"]).drop(columns=["esm_trigger"])
+df_esm_nokia_full = df_esm_nokia.join(df_esm_nokia_json)
+
+# %%
+df_esm_nokia_full.loc[df_esm_nokia_full["esm_user_answer"].str.contains("Remove"),"esm_user_answer"].value_counts()
+
+# %%

features/esm.py

@@ -22,7 +22,7 @@ def get_esm_data(usernames: Collection) -> pd.DataFrame:
     Returns
     -------
     df_esm: pd.DataFrame
-        A dataframe of call data.
+        A dataframe of esm data.
     """
     query_esm = (
         session.query(ESM, Participant.username)