diff --git a/nba_data/urls.py b/nba_data/urls.py
index 36a43eb..3c8a049 100644
--- a/nba_data/urls.py
+++ b/nba_data/urls.py
@@ -1,5 +1,5 @@
 from django.urls import path
-from .views import PlayerDataList, PlayerDataByTeamList, PlayerDataBySeasonList, PlayerDataByNameList, TopScorersbySeasonList, ThreeTwoTopPointTrends, TopAssistsBySeasonList, TopReboundsBySeasonList, TopBlocksBySeasonList, TopStealsBySeasonList, TopOffensiveReboundsBySeasonList, TopDefensiveReboundsBySeasonList, PointsPerGameHistogramBySeasonList, TopPtsScatterPlotData
+from .views import PlayerDataList, PlayerDataByTeamList, PlayerDataBySeasonList, PlayerDataByNameList, TopScorersbySeasonList, ThreeTwoTopPointTrends, TopAssistsBySeasonList, TopReboundsBySeasonList, TopBlocksBySeasonList, TopStealsBySeasonList, TopOffensiveReboundsBySeasonList, TopDefensiveReboundsBySeasonList, PointsPerGameHistogramBySeasonList, TopPtsScatterPlotData, TopPtsScatterPlotDataFast
 
 urlpatterns = [
     path('api/playerdata/', PlayerDataList.as_view(), name='playerdata_list'),
@@ -16,4 +16,5 @@ urlpatterns = [
     path('api/top_rebounds_defensive/<int:season>/', TopDefensiveReboundsBySeasonList.as_view(), name='top_rebounds_DRB'),
     path('api/points_per_game_histogram/<int:season>/', PointsPerGameHistogramBySeasonList.as_view(), name='points_per_game_histogram'),
     path('api/top_pts_scatter_plot/', TopPtsScatterPlotData.as_view(), name='top_pts_scatter_plot'),
+    path('api/top_pts_scatter_plot_fast/', TopPtsScatterPlotDataFast.as_view(), name='top_pts_scatter_plot_fast'),
 ]
\ No newline at end of file
diff --git a/nba_data/views.py b/nba_data/views.py
index 3418e5e..6fbf2ee 100644
--- a/nba_data/views.py
+++ b/nba_data/views.py
@@ -9,6 +9,7 @@ from rest_framework.response import Response
 from django.db.models import Avg, Sum, F, FloatField
 from collections import Counter
 import math
+from django.db import connection
 
 
 # Create your views here.
@@ -206,3 +207,45 @@ class TopPtsScatterPlotData(APIView):
             })
 
         return Response(data)
+    
+
+class TopPtsScatterPlotDataFast(APIView):
+    def get(self, request):
+        with connection.cursor() as cursor:
+            cursor.execute("""
+                -- The modified query from earlier
+                WITH player_season_pts AS (
+                  SELECT player_name, season, SUM("PTS") as season_pts
+                  FROM nba_data_playertotalsdata
+                  WHERE player_name IN (SELECT player_name FROM (
+                                           SELECT player_name, SUM("PTS") as total_pts
+                                           FROM nba_data_playertotalsdata
+                                           GROUP BY player_name
+                                           ORDER BY total_pts DESC
+                                           LIMIT 25) as top_25_players)
+                  GROUP BY player_name, season
+                ),
+                player_season_ws AS (
+                  SELECT player_name, season, SUM("ws") as season_ws
+                  FROM nba_data_playeradvanceddata
+                  GROUP BY player_name, season
+                )
+                SELECT player_season_pts.player_name, player_season_pts.season, player_season_pts.season_pts, player_season_ws.season_ws
+                FROM player_season_pts
+                JOIN player_season_ws
+                ON player_season_pts.player_name = player_season_ws.player_name AND player_season_pts.season = player_season_ws.season
+                ORDER BY player_season_pts.player_name, player_season_pts.season;
+            """)
+            rows = cursor.fetchall()
+
+        result = []
+        for row in rows:
+            player_name, season, season_pts, season_ws = row
+            result.append({
+                'player_name': player_name,
+                'season': season,
+                'season_pts': season_pts,
+                'season_ws': season_ws
+            })
+
+        return Response(result)