complete app

dbt_nba/reports/sources/nba/competitiveness.sql

@@ -0,0 +1,6 @@
+select
+  game_competitiveness_tier,
+  count(*) as games
+from main_marts.fct_game_results
+group by game_competitiveness_tier
+order by games desc

dbt_nba/reports/sources/nba/connection.yaml

@@ -0,0 +1,4 @@
+name: nba
+type: duckdb
+options:
+  filename: dbt_nba.duckdb

dbt_nba/reports/sources/nba/game_drama.sql

@@ -0,0 +1,8 @@
+select
+  season_start_year || '-' || substr(cast(season_start_year + 1 as varchar), 3, 2) as season,
+  round(100.0 * sum(case when is_overtime then 1 else 0 end) / count(*), 1) as ot_pct,
+  round(100.0 * sum(case when point_differential <= 5 then 1 else 0 end) / count(*), 1) as clutch_pct,
+  round(100.0 * sum(case when point_differential >= 20 then 1 else 0 end) / count(*), 1) as blowout_pct
+from main_intermediate.int_games_enriched
+group by season_start_year
+order by season_start_year

dbt_nba/reports/sources/nba/games.sql

@@ -0,0 +1,18 @@
+select
+  g.game_date,
+  g.home_points,
+  g.visitor_points,
+  g.total_points,
+  g.point_differential,
+  g.is_overtime,
+  g.is_playoff,
+  g.game_competitiveness_tier,
+  g.is_home_team_winner,
+  ht.team_abbr as home_team,
+  vt.team_abbr as visitor_team,
+  wt.team_abbr as winning_team
+from main_marts.fct_game_results g
+left join main_marts.dim_teams ht on g.home_team_key = ht.team_key
+left join main_marts.dim_teams vt on g.visitor_team_key = vt.team_key
+left join main_marts.dim_teams wt on g.winning_team_key = wt.team_key
+order by g.game_date desc

dbt_nba/reports/sources/nba/home_advantage.sql

@@ -0,0 +1,9 @@
+select
+  s.season_display,
+  count(*) as total_games,
+  sum(case when g.is_home_team_winner then 1 else 0 end) as home_wins,
+  round(100.0 * sum(case when g.is_home_team_winner then 1 else 0 end) / count(*), 1) as home_win_pct
+from main_marts.fct_game_results g
+left join main_marts.dim_seasons s on g.season_key = s.season_key
+group by s.season_display
+order by s.season_display

dbt_nba/reports/sources/nba/pace_and_scoring.sql

@@ -0,0 +1,10 @@
+select
+  season_start_year || '-' || substr(cast(season_start_year + 1 as varchar), 3, 2) as season,
+  round(avg(matchup_pace), 1) as avg_pace,
+  round(avg(total_points), 1) as avg_total_points,
+  round(avg(home_effective_fg_pct + visitor_effective_fg_pct) / 2 * 100, 1) as avg_efg_pct,
+  round(avg(point_differential), 1) as avg_margin,
+  count(*) as games
+from main_intermediate.int_games_enriched
+group by season_start_year
+order by season_start_year

dbt_nba/reports/sources/nba/play_styles.sql

@@ -0,0 +1,9 @@
+select
+  shot_selection_style,
+  count(*) as games,
+  round(avg(case when game_result = 'W' then 1.0 else 0.0 end) * 100, 1) as win_pct,
+  round(avg(offensive_rating), 1) as avg_off_rating
+from main_intermediate.int_team_performance
+where season_start_year = (select max(season_start_year) from main_intermediate.int_team_performance)
+group by shot_selection_style
+order by avg_off_rating desc

dbt_nba/reports/sources/nba/player_impact.sql

@@ -0,0 +1,20 @@
+select
+  player_name,
+  team,
+  count(*) as games,
+  round(avg(points), 1) as ppg,
+  round(avg(assists), 1) as apg,
+  round(avg(total_rebounds), 1) as rpg,
+  round(avg(box_plus_minus), 2) as avg_bpm,
+  round(avg(usage_pct), 1) as avg_usage,
+  round(avg(true_shooting_pct) * 100, 1) as ts_pct,
+  round(avg(net_rating), 1) as avg_net_rating,
+  sum(case when is_double_double then 1 else 0 end) as double_doubles,
+  sum(case when is_triple_double then 1 else 0 end) as triple_doubles
+from main_intermediate.int_player_performance
+where season_start_year = (select max(season_start_year) from main_intermediate.int_player_performance)
+  and minutes_played >= 20
+group by player_name, team
+having count(*) >= 20
+order by avg_bpm desc
+limit 30

dbt_nba/reports/sources/nba/season_summary.sql

@@ -0,0 +1,11 @@
+select
+  s.season_display,
+  count(*) as total_games,
+  sum(case when g.is_overtime then 1 else 0 end) as overtime_games,
+  sum(case when g.is_playoff then 1 else 0 end) as playoff_games,
+  round(avg(g.total_points), 1) as avg_total_points,
+  round(avg(g.point_differential), 1) as avg_margin
+from main_marts.fct_game_results g
+left join main_marts.dim_seasons s on g.season_key = s.season_key
+group by s.season_display
+order by s.season_display desc

dbt_nba/reports/sources/nba/team_ratings.sql

@@ -0,0 +1,14 @@
+select
+  team,
+  count(*) as games,
+  sum(case when game_result = 'W' then 1 else 0 end) as wins,
+  round(100.0 * sum(case when game_result = 'W' then 1 else 0 end) / count(*), 1) as win_pct,
+  round(avg(offensive_rating), 1) as avg_off_rating,
+  round(avg(defensive_rating), 1) as avg_def_rating,
+  round(avg(net_rating), 1) as avg_net_rating,
+  round(avg(pace), 1) as avg_pace,
+  round(avg(effective_fg_pct) * 100, 1) as avg_efg_pct
+from main_intermediate.int_team_performance
+where season_start_year = (select max(season_start_year) from main_intermediate.int_team_performance)
+group by team
+order by avg_net_rating desc

dbt_nba/reports/sources/nba/top_scorers.sql

@@ -0,0 +1,13 @@
+select
+  p.player_name,
+  count(*) as games_played,
+  round(avg(ps.points), 1) as ppg,
+  round(avg(ps.total_rebounds), 1) as rpg,
+  round(avg(ps.assists), 1) as apg,
+  round(avg(ps.true_shooting_pct) * 100, 1) as ts_pct
+from main_marts.fct_player_game_stats ps
+left join main_marts.dim_players p on ps.player_key = p.player_key
+group by p.player_name
+having count(*) >= 50
+order by ppg desc
+limit 20

dbt_nba/reports/sources/nba/usage_efficiency.sql

@@ -0,0 +1,13 @@
+select
+  player_name,
+  team,
+  count(*) as games,
+  round(avg(usage_pct), 1) as usage,
+  round(avg(true_shooting_pct) * 100, 1) as efficiency,
+  round(avg(points), 1) as ppg
+from main_intermediate.int_player_performance
+where season_start_year = (select max(season_start_year) from main_intermediate.int_player_performance)
+  and minutes_played >= 20
+group by player_name, team
+having count(*) >= 20
+order by usage desc