Revert "Summary Added"

This reverts commit 7c2e7ac9fa4f44d4d37506cf2e17631d8293f85d.

Back to PP

app.py

@@ -88,6 +88,7 @@ def get_data_df(schema):
     print('Getting Dataframe from the Database')
     return conn.sql(f"SELECT * FROM {schema} LIMIT 1000").df()
 
+<<<<<<< HEAD
 def calcualte_stats(df):
     indev_stats = []
     cols = []
@@ -146,11 +147,20 @@ def df_summary(df):
             
     summary_df = pd.DataFrame(summary)
     return summary_df.reset_index(drop=True)
+=======
+>>>>>>> parent of 7c2e7ac (Summary Added)
 
 def format_prompt(df):
-    summary = df_summary(df)
+    summary_df = pd.DataFrame({
+        "max": df.max(),
+        "min": df.min(),
+        "top": df.mode().iloc[0],
+        "nunique": df.nunique(),
+        "count": df.count(),
+        "dtype": df.dtypes.astype(str)
+        }).reset_index().rename(columns={"index": "column"})
     return prompt_autogenerate.format_prompt(data=df.head().to_json(orient='records'),
-                                           summary=summary.to_json(orient='records'))
+                                           summary=summary_df.to_json(orient='records'))
 def format_user_prompt(df):
     return prompt_user_input.format_prompt(data=df.head().to_json(orient='records'))