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new view to return scatter plot data
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@@ -1,5 +1,5 @@
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from django.urls import path
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from .views import PlayerDataList, PlayerDataByTeamList, PlayerDataBySeasonList, PlayerDataByNameList, TopScorersbySeasonList, ThreeTwoTopPointTrends, TopAssistsBySeasonList, TopReboundsBySeasonList, TopBlocksBySeasonList, TopStealsBySeasonList, TopOffensiveReboundsBySeasonList, TopDefensiveReboundsBySeasonList, PointsPerGameHistogramBySeasonList
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from .views import PlayerDataList, PlayerDataByTeamList, PlayerDataBySeasonList, PlayerDataByNameList, TopScorersbySeasonList, ThreeTwoTopPointTrends, TopAssistsBySeasonList, TopReboundsBySeasonList, TopBlocksBySeasonList, TopStealsBySeasonList, TopOffensiveReboundsBySeasonList, TopDefensiveReboundsBySeasonList, PointsPerGameHistogramBySeasonList, TopPtsScatterPlotData
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urlpatterns = [
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path('api/playerdata/', PlayerDataList.as_view(), name='playerdata_list'),
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@@ -15,4 +15,5 @@ urlpatterns = [
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path('api/top_rebounds_offensive/<int:season>/', TopOffensiveReboundsBySeasonList.as_view(), name='top_rebounds_ORB'),
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path('api/top_rebounds_defensive/<int:season>/', TopDefensiveReboundsBySeasonList.as_view(), name='top_rebounds_DRB'),
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path('api/points_per_game_histogram/<int:season>/', PointsPerGameHistogramBySeasonList.as_view(), name='points_per_game_histogram'),
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path('api/top_pts_scatter_plot/', TopPtsScatterPlotData.as_view(), name='top_pts_scatter_plot'),
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]
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+34
-2
@@ -1,12 +1,12 @@
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from django.shortcuts import render
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from django.http import JsonResponse
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from django.core import serializers
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from .models import PlayerData
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from .models import PlayerData, PlayerTotalsData, PlayerAdvancedData
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from rest_framework import generics
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from .serializers import PlayerDataSerializer, HistogramDataSerializer
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from rest_framework.views import APIView
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from rest_framework.response import Response
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from django.db.models import Avg
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from django.db.models import Avg, Sum, F, FloatField
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from collections import Counter
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import math
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@@ -174,3 +174,35 @@ class PointsPerGameHistogramBySeasonList(generics.ListAPIView):
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for k, v in histogram_data.items()]
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return histogram_list
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# Scatter Plot - Top 30 players by total PTS across all seasons in DB. Then map those 30 players on a scatter plot against total PTS/WS for each season.
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class TopPtsScatterPlotData(APIView):
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def get(self, request, *args, **kwargs):
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# Get the top 25 players by overall PTS
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top_players = PlayerTotalsData.objects.values('player_name') \
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.annotate(total_pts=Sum(F('PTS'))) \
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.order_by('-total_pts')[:25]
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# Get the PTS and WS for the corresponding seasons of the top 25 players
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data = []
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for player in top_players:
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player_name = player['player_name']
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player_seasons = PlayerTotalsData.objects.filter(player_name=player_name) \
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.values('season') \
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.annotate(total_pts=Sum(F('PTS'))) \
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.order_by('season')
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# Combine the WS data from PlayerAdvancedData
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for season in player_seasons:
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season_ws = PlayerAdvancedData.objects.filter(player_name=player_name, season=season['season']) \
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.aggregate(total_ws=Sum('ws'))
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season['total_ws'] = season_ws['total_ws']
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data.append({
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'player_name': player_name,
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'seasons': list(player_seasons)
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})
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return Response(data)
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