Update app.py

app.py

@@ -105,7 +105,6 @@ def dataframe_preprocessing(df_to_preprocess:pd.DataFrame):
         df_to_preprocess[feature] = df_to_preprocess[feature].replace('\n', ' ', regex=True).replace('\r', '', regex=True)
     # Renaming columns (for greater model intelligibility).
     df_to_preprocess.rename(columns={"userverified": "user is verified",
-                        "userurl": "user has url",
                         "userdescription": "user description",
                         "usercreated_at": "user created at",
                         "followers_count": "followers count",
@@ -113,8 +112,6 @@ def dataframe_preprocessing(df_to_preprocess:pd.DataFrame):
                         "tweet_count": "tweet count",
                         "userlocation": "user location"},
                         inplace=True)
-    # Making URL column binary.
-    df_to_preprocess['user has url'].replace({'_URL_': 'True', "": 'False'}, inplace=True)
     # Adding some extra features.
     df_to_preprocess['years since account created'] = df_to_preprocess['created_at'].dt.year.astype('Int64') - df_to_preprocess['user created at'].dt.year.astype('Int64')
     df_to_preprocess['tweets per day'] = df_to_preprocess['tweet count']/((df_to_preprocess['created_at'] - df_to_preprocess['user created at']).dt.days)
@@ -257,7 +254,7 @@ def get_user_tweets(user_id:str, days_to_go_back:int, client:tw.Client):
                                                start_time='{}-{}-{}T{}:00:00Z'.format(year,month,day,hour),
                                                tweet_fields=['author_id','created_at','public_metrics','source'],
                                                until_id=None,
-                                               user_fields=['created_at','description','location','public_metrics','url','verified'],
+                                               user_fields=['created_at','description','location','public_metrics','verified'],
                                                user_auth=False,
                                                limit=500)
     except:
@@ -353,7 +350,7 @@ def on_receipt_of_tweet_query(request:str,client:tw.Client):
                               place_fields=None,
                               poll_fields=None,
                               tweet_fields=['author_id','created_at','public_metrics','source'],
-                              user_fields=['created_at','description','location','public_metrics','url','verified'],
+                              user_fields=['created_at','description','location','public_metrics','verified'],
                               user_auth=False)
     
     # STAGE 2. PREPROCESSING OF TWEET DATA