general optimization changes

app.py

@@ -143,7 +143,7 @@ with tab1:
             team_var1 = init_baselines.Team.values.tolist()
         lock_var1 = st.multiselect("Are there any players you want to use in all lineups (Lock Button)?", options = init_baselines['Player'].unique(), key='lock_var1')
         avoid_var1 = st.multiselect("Are there any players you want to remove from the pool (Drop Button)?", options = init_baselines['Player'].unique(), key='avoid_var1')
-        linenum_var1 = st.number_input("How many lineups would you like to produce?", min_value = 1, max_value = 300, value = 20, step = 1, key='linenum_var1')
+        linenum_var1 = st.number_input("How many lineups would you like to produce?", min_value = 1, max_value = 300, value = 1, step = 1, key='linenum_var1')
         if site_var1 == 'Draftkings':
             min_sal1 = st.number_input('Min Salary', min_value = 35000, max_value = 49900, value = 49000, step = 100, key='min_sal1')
             max_sal1 = st.number_input('Max Salary', min_value = 35000, max_value = 50000, value = 50000, step = 100, key='max_sal1')
@@ -221,10 +221,6 @@ with tab1:
 
                         if site_var1 == 'Draftkings':
                             
-                            for flex in flex_file['Team'].unique():
-                                sub_idx = flex_file[(flex_file['Team'] == flex) & (flex_file['Position'] != 'G')].index
-                                total_score += pulp.lpSum([player_vars[idx] for idx in sub_idx]) <= 4
-                            
                             for flex in flex_file['lock'].unique():
                                 sub_idx = flex_file[flex_file['lock'] == 1].index
                                 total_score += pulp.lpSum([player_vars[idx] for idx in sub_idx]) == len(lock_var1)
@@ -262,10 +258,6 @@ with tab1:
                                 total_score += pulp.lpSum([player_vars[idx] for idx in sub_idx]) >= 2
 
                         elif site_var1 == 'Fanduel':
-
-                            for flex in flex_file['Team'].unique():
-                                sub_idx = flex_file[(flex_file['Team'] == flex) & (flex_file['Position'] != 'G')].index
-                                total_score += pulp.lpSum([player_vars[idx] for idx in sub_idx]) <= 4
                             
                             for flex in flex_file['lock'].unique():
                                 sub_idx = flex_file[flex_file['lock'] == 1].index
@@ -310,11 +302,9 @@ with tab1:
                         if contest_var1 == 'Cash':
                             obj_points = {idx: (flex_file['Proj DK Own%'][idx]) for idx in flex_file.index}
                             total_score += sum([player_vars[idx]*obj_points[idx] for idx in flex_file.index])
-                            total_score += pulp.lpSum([player_vars[idx]*obj_points[idx] for idx in flex_file.index]) <= max_own - .001
                         elif contest_var1 != 'Cash':
                             obj_points = {idx: (flex_file['Median'][idx]) for idx in flex_file.index}
                             total_score += sum([player_vars[idx]*obj_points[idx] for idx in flex_file.index])
-                            total_score += pulp.lpSum([player_vars[idx]*obj_points[idx] for idx in flex_file.index]) <= max_proj - .01
                         
 
                         total_score.solve()