First commit, 已上架的電子書
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DATAEXPRESS\4734
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https://www.kaggle.com/datasets/nathanlauga/nba-games/data
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games.csv 從 2004 賽季到上一次的所有比賽都會更新日期、球隊和一些詳細資訊，如積分等。
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games_details.csv 比賽數據集的詳細資訊，給定比賽的球員的所有統計資訊
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players.csv 球員詳細資訊（姓名）
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ranking.csv 給定一天的 NBA 排名
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teams.csv NBA 所有球隊
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games.csv 從 2004 賽季到上一次的所有比賽都會更新日期、球隊和一些詳細資訊，如積分等。
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===================================
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GAME_DATE_EST,比賽日期
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GAME_ID,比賽ID
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GAME_STATUS_TEXT,狀態
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HOME_TEAM_ID,
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VISITOR_TEAM_ID,
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SEASON,NBA 賽季(年)
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TEAM_ID_home,主隊 ID
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PTS_home,主隊得分
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FG_PCT_home,主隊投籃命中率
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FT_PCT_home,主隊的罰球百分比
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FG3_PCT_home,主隊的三分球百分比
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AST_home,主隊的助攻
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REB_home,主隊籃板
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TEAM_ID_away,客隊 ID
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PTS_away,客隊得分
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FG_PCT_away,客隊投籃命中率
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FT_PCT_away,客隊的罰球百分比
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FG3_PCT_away,客隊的三分球百分比
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AST_away,客隊助攻
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REB_away,客隊籃板球
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HOME_TEAM_WINS,主隊勝否
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create table games (
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GAME_DATE_EST date,
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GAME_ID varchar(10),
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GAME_STATUS_TEXT varchar(10),
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HOME_TEAM_ID varchar(10),
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VISITOR_TEAM_ID varchar(10),
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SEASON varchar(4),
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TEAM_ID_home varchar(10),
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PTS_home int,
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FG_PCT_home decimal(6,4),
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FT_PCT_home decimal(6,4),
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FG3_PCT_home decimal(6,4),
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AST_home int,
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REB_home int,
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TEAM_ID_away varchar(10),
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PTS_away int,
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FG_PCT_away decimal(6,4),
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FT_PCT_away decimal(6,4),
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FG3_PCT_away decimal(6,4),
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AST_away int,
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REB_away int,
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HOME_TEAM_WINS varchar(1),
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primary key(GAME_ID)
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)
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**********************
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Sample Data
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**********************
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2022-12-22,22200477,Final,1610612740,1610612759,2022,1610612740,126,0.484,0.926,0.382,25,46,1610612759,117,0.478,0.815,0.321,23,44,1
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games_details.csv 比賽數據集的詳細資訊，給定比賽的球員的所有統計資訊
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===================================
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GAME_ID,比賽 ID
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TEAM_ID,球團的ID
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TEAM_ABBREVIATION,球團的縮寫
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TEAM_CITY,比賽所在的城市
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PLAYER_ID,球員的ID
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PLAYER_NAME,球員姓名
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NICKNAME,昵稱
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START_POSITION,先發位置
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COMMENT,評論
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MIN,上場分鐘數
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FGM,射門得分
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FGA,投籃出手數
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FG_PCT,投籃命中率
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FG3M,三分球命中
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FG3A,三分球出手數
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FG3_PCT,三分球命中率
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FTM,罰球命中
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FTA,罰球出手數
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FT_PCT,罰球命中率
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OREB,進攻籃板
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DREB,防守籃板
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REB,籃板球
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AST,助攻
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STL,抄截
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BLK,封蓋(火鍋)
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TO,失誤(Turnovers)
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PF,個人犯規(Personnal Foul)
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PTS,得分(Number of points scored by the player)
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PLUS_MINUS,加-減
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create table games_details (
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GAME_ID varchar(10),
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TEAM_ID varchar(10),
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TEAM_ABBREVIATION varchar(20),
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TEAM_CITY varchar(100),
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PLAYER_ID varchar(10),
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PLAYER_NAME varchar(100),
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NICKNAME varchar(30),
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START_POSITION varchar(10),
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COMMENT varchar(100),
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MIN decimal(6,4),
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FGM int,
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FGA int,
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FG_PCT decimal(6,4),
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FG3M int,
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FG3A int,
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FG3_PCT decimal(6,4),
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FTM int,
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FTA int,
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FT_PCT decimal(6,4),
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OREB int,
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DREB int,
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REB int,
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AST int,
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STL int,
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BLK int,
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`TO` int,
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PF int,
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PTS int,
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PLUS_MINUS decimal(6,4),
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primary key (GAME_ID,TEAM_ID,PLAYER_ID)
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)
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**********************
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Sample Data
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**********************
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22200477,1610612759,SAS,San Antonio,1629641,Romeo Langford,Romeo,F,,18:06,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,2.0,0.0,1.0,0.0,2.0,5.0,2.0,-2.0
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--
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create table game_full_record (
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gtype varchar(10),
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GAME_ID varchar(10),
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GAME_DATE_EST date,
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SEASON varchar(10),
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TEAM_ID varchar(10),
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team_name varchar(100),
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team_nick varchar(20),
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PLAYER_ID varchar(10),
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PLAYER_NAME varchar(100),
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NICKNAME varchar(20),
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MIN decimal(6,4),
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FGM int,
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FGA int,
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FG_PCT decimal(6,4),
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FG3M int,
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FG3A int,
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FG3_PCT decimal(6,4),
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FTM int,
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FTA int,
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FT_PCT decimal(6,4),
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OREB int,
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DREB int,
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REB int,
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AST int,
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STL int,
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BLK int,
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`TO` int,
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PF int,
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PTS int,
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primary key (GAME_ID,TEAM_ID,PLAYER_ID)
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)
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--
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create table game_team_record (
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gtype varchar(10),
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GAME_ID varchar(10),
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GAME_DATE_EST date,
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SEASON varchar(10),
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TEAM_ID varchar(10),
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team_name varchar(100),
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team_nick varchar(20),
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-- team score
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PTS int, -- 得分
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FG_PCT decimal(6,4), -- 投籃命中率
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FT_PCT decimal(6,4), -- 罰球百分比
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FG3_PCT decimal(6,4), -- 三分球百分比
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AST int, -- 助攻
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REB int, -- 籃板
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primary key (GAME_ID,TEAM_ID)
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)
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/*
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DW
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insert INTO dw_player_statistics (
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team_id,team_nick,player_id,PLAYER_NAME,SEASON,YM,
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MIN_SUM,
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FGM_SUM,
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FGA_SUM,
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FG3M_SUM,
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FG3A_SUM,
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FTM_SUM,
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FTA_SUM,
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OREB_SUM,
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DREB_SUM,
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REB_SUM,
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AST_SUM,
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STL_SUM,
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BLK_SUM,
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TO_SUM,
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PF_SUM,
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PTS_SUM
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)
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select
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team_id,team_nick,player_id,PLAYER_NAME,SEASON,date_format(GAME_DATE_EST,"%Y%m") YM,
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sum(MIN) MIN_SUM,
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sum(FGM) FGM_SUM,
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sum(FGA) FGA_SUM,
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sum(FG3M) FG3M_SUM,
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sum(FG3A) FG3A_SUM,
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sum(FTM) FTM_SUM,
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sum(FTA) FTA_SUM,
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sum(OREB) OREB_SUM,
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sum(DREB) DREB_SUM,
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sum(REB) REB_SUM,
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sum(AST) AST_SUM,
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sum(STL) STL_SUM,
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sum(BLK) BLK_SUM,
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sum(`TO`) TO_SUM,
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sum(PF) PF_SUM,
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sum(PTS) PTS_SUM
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from game_full_record where 1=1
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group by team_id,team_nick,player_id,PLAYER_NAME,SEASON,YM
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order by 1,3,5,6
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*/
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create table dw_player_statistics (
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TEAM_ID varchar(10),
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team_nick varchar(20),
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PLAYER_ID varchar(10),
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PLAYER_NAME varchar(100),
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SEASON varchar(10),
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YM varchar(6),
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MIN_SUM decimal(20,4),
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FGM_SUM int,
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FGA_SUM int,
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FG3M_SUM int,
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FG3A_SUM int,
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FTM_SUM int,
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FTA_SUM int,
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OREB_SUM int,
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DREB_SUM int,
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REB_SUM int,
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AST_SUM int,
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STL_SUM int,
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BLK_SUM int,
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TO_SUM int,
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PF_SUM int,
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PTS_SUM int,
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primary key (TEAM_ID,PLAYER_ID,SEASON,YM)
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)
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insert into dw_team_statistics (
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TEAM_ID,team_nick,SEASON,YM,
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PTS_SUM, AST_SUM, REB_SUM
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)
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select
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TEAM_ID,team_nick,SEASON,date_format(GAME_DATE_EST,"%Y%m") YM,
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sum(PTS),sum(AST),sum(REB)
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from game_team_record
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where 1=1
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group by TEAM_ID,team_nick,SEASON,YM
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order by 1,3,4
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--
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create table dw_team_statistics (
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TEAM_ID varchar(10),
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team_nick varchar(20),
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SEASON varchar(10),
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YM varchar(10),
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--
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PTS_SUM int, -- 得分
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AST_SUM int, -- 助攻
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REB_SUM int, -- 籃板
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primary key (TEAM_ID,YM)
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)
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players.csv 球員詳細資訊（姓名）
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===================================
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PLAYER_NAME,球員姓名
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TEAM_ID,球團的ID
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PLAYER_ID,球員的ID
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SEASON,球季(年)
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create table players (
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PLAYER_NAME varchar(60),
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TEAM_ID varchar(10),
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PLAYER_ID varchar(10),
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SEASON varchar(10),
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primary key (TEAM_ID,PLAYER_ID,SEASON)
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)
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**********************
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Sample Data
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**********************
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Royce O'Neale,1610612762,1626220,2019
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Bojan Bogdanovic,1610612762,202711,2019
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teams.csv NBA 所有球隊
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===================================
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LEAGUE_ID,聯賽 ID
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TEAM_ID,球團的ID
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MIN_YEAR,球隊進入NBA總冠軍的最低年份
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MAX_YEAR,球隊進入NBA總冠軍的最大年份
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ABBREVIATION,球團名稱的縮寫
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NICKNAME,球團的昵稱
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YEARFOUNDED,成立年份
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CITY,球團所在城市
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ARENA,球隊體育場
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ARENACAPACITY,體育場的容量
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OWNER,球團的擁有者
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GENERALMANAGER,總經理
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HEADCOACH,主教練
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DLEAGUEAFFILIATION,聯盟隸屬關係
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create table teams (
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LEAGUE_ID varchar(10),
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TEAM_ID varchar(10),
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MIN_YEAR varchar(10),
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MAX_YEAR varchar(10),
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ABBREVIATION varchar(100),
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NICKNAME varchar(100),
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YEARFOUNDED varchar(10),
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CITY varchar(100),
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ARENA varchar(100),
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ARENACAPACITY int,
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OWNER varchar(100),
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GENERALMANAGER varchar(100),
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HEADCOACH varchar(100),
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DLEAGUEAFFILIATION varchar(100),
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primary key (TEAM_ID)
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)
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**********************
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Sample Data
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**********************
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00,1610612737,1949,2019,ATL,Hawks,1949,Atlanta,State Farm Arena,18729,Tony Ressler,Travis Schlenk,Lloyd Pierce,Erie Bayhawks
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/*
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補充章節
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*/
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1.Map
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https://raw.githubusercontent.com/ronnywang/twgeojson/refs/heads/master/twcounty2010.json
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2.示範用 Tableau 的 table 製作 dashboard
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3.dashboard 增加 link 的範例及說明
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4.
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