Group NBA players into clusters based on either their career performance or performance statistics from a particular
Question:
Group NBA players into clusters based on either their career performance or performance statistics from a particular season (e.g., 2013–2014). Determine an appropriate number of clusters, and write a report based on the clustering results.
Player | Name | Position | Age | Height | Weight | Salary | Season | Postseason | Team | Games_played | Games_started | Minutes | FG_made | FG_attempted | FG_percent | 3P_made | 3P_attempted | 3P_percent | FT_made | FT_attempted | FT_percent | Rebound_off | Rebound_def | Assists | Blocks | Steals | Fouls | Turnovers | Points |
25 | Metta World Peace | SF | 36 | 79 | 260 | 947276 | '99-'00 | FALSE | CHI | 72 | 63 | 31.1 | 4.3 | 10.5 | 0.407 | 0.8 | 2.7 | 0.314 | 2.6 | 3.9 | 0.674 | 0.9 | 3.4 | 2.8 | 0.5 | 1.7 | 2.2 | 2.3 | 12 |
25 | Metta World Peace | SF | 36 | 79 | 260 | 947276 | '00-'01 | FALSE | CHI | 76 | 74 | 31.1 | 4.3 | 10.7 | 0.401 | 0.6 | 1.9 | 0.291 | 2.8 | 3.7 | 0.75 | 0.8 | 3.1 | 3 | 0.6 | 2 | 3.3 | 2.1 | 11.9 |
25 | Metta World Peace | SF | 36 | 79 | 260 | 947276 | '01-'02 | FALSE | CHI | 27 | 26 | 30.5 | 5.6 | 13 | 0.433 | 1.3 | 3.4 | 0.396 | 3 | 4.8 | 0.628 | 1.5 | 3.4 | 2.9 | 0.9 | 2.8 | 4 | 2.6 | 15.6 |
25 | Metta World Peace | SF | 36 | 79 | 260 | 947276 | '01-'02 | FALSE | IND | 28 | 24 | 29.3 | 4.2 | 10.2 | 0.411 | 0.6 | 2.8 | 0.215 | 2 | 2.7 | 0.733 | 1.2 | 3.8 | 1.8 | 0.6 | 2.4 | 3.9 | 1.8 | 10.9 |
25 | Metta World Peace | SF | 36 | 79 | 260 | 947276 | '02-'03 | FALSE | IND | 69 | 67 | 33.6 | 5.2 | 12.3 | 0.428 | 1 | 3.1 | 0.336 | 4 | 5.4 | 0.736 | 1.5 | 3.8 | 2.9 | 0.7 | 2.3 | 3.5 | 2.1 | 15.5 |
25 | Metta World Peace | SF | 36 | 79 | 260 | 947276 | '03-'04 | FALSE | IND | 73 | 71 | 37.2 | 6.4 | 15.2 | 0.421 | 1 | 3.3 | 0.31 | 4.4 | 6 | 0.733 | 1.4 | 3.9 | 3.7 | 0.7 | 2.1 | 2.7 | 2.8 | 18.3 |
25 | Metta World Peace | SF | 36 | 79 | 260 | 947276 | '04-'05 | FALSE | IND | 7 | 7 | 41.6 | 8.4 | 17 | 0.496 | 1 | 2.4 | 0.412 | 6.7 | 7.3 | 0.922 | 1.1 | 5.3 | 3.1 | 0.9 | 1.7 | 3.9 | 2.4 | 24.6 |
25 | Metta World Peace | SF | 36 | 79 | 260 | 947276 | '05-'06 | FALSE | IND | 16 | 16 | 37.7 | 6.8 | 14.8 | 0.46 | 1.1 | 3.4 | 0.333 | 4.6 | 7.6 | 0.612 | 1.6 | 3.3 | 2.2 | 0.7 | 2.6 | 2.8 | 2.7 | 19.4 |
25 | Metta World Peace | SF | 36 | 79 | 260 | 947276 | '05-'06 | FALSE | SAC | 40 | 40 | 40.1 | 6 | 15.8 | 0.383 | 1.5 | 5 | 0.302 | 3.3 | 4.6 | 0.717 | 1.2 | 4 | 4.2 | 0.8 | 2 | 3 | 2.2 | 16.9 |
25 | Metta World Peace | SF | 36 | 79 | 260 | 947276 | '06-'07 | FALSE | SAC | 70 | 65 | 37.7 | 6.5 | 14.9 | 0.44 | 1.3 | 3.7 | 0.358 | 4.4 | 5.9 | 0.74 | 1.5 | 5 | 3.4 | 0.6 | 2.1 | 2.9 | 2.1 | 18.8 |
25 | Metta World Peace | SF | 36 | 79 | 260 | 947276 | '07-'08 | FALSE | SAC | 57 | 54 | 38.1 | 7.6 | 16.9 | 0.453 | 1.5 | 3.9 | 0.38 | 3.7 | 5.2 | 0.719 | 1.8 | 4 | 3.5 | 0.7 | 2.3 | 2.8 | 2.6 | 20.5 |
25 | Metta World Peace | SF | 36 | 79 | 260 | 947276 | '08-'09 | FALSE | HOU | 69 | 55 | 35.5 | 6 | 15 | 0.401 | 2.2 | 5.6 | 0.399 | 2.8 | 3.8 | 0.748 | 0.9 | 4.3 | 3.3 | 0.3 | 1.5 | 2.2 | 2 | 17.1 |
25 | Metta World Peace | SF | 36 | 79 | 260 | 947276 | '09-'10 | FALSE | LAL | 77 | 77 | 33.8 | 4 | 9.6 | 0.414 | 1.4 | 3.8 | 0.355 | 1.7 | 2.4 | 0.688 | 1.3 | 3 | 3 | 0.3 | 1.4 | 2.1 | 1.6 | 11 |
25 | Metta World Peace | SF | 36 | 79 | 260 | 947276 | '10-'11 | FALSE | LAL | 82 | 82 | 29.4 | 3.2 | 8 | 0.397 | 1 | 2.8 | 0.356 | 1.1 | 1.7 | 0.676 | 1.2 | 2 | 2.1 | 0.4 | 1.5 | 2.2 | 1.1 | 8.5 |
25 | Metta World Peace | SF | 36 | 79 | 260 | 947276 | '11-'12 | FALSE | LAL | 64 | 45 | 26.9 | 2.9 | 7.3 | 0.394 | 0.9 | 3 | 0.296 | 1.1 | 1.8 | 0.617 | 1.1 | 2.3 | 2.2 | 0.4 | 1.1 | 2.1 | 1.1 | 7.7 |
25 | Metta World Peace | SF | 36 | 79 | 260 | 947276 | '12-'13 | FALSE | LAL | 75 | 66 | 33.7 | 4.4 | 11 | 0.403 | 1.9 | 5.5 | 0.342 | 1.7 | 2.3 | 0.734 | 1.4 | 3.6 | 1.5 | 0.6 | 1.6 | 2.6 | 1.3 | 12.4 |
25 | Metta World Peace | SF | 36 | 79 | 260 | 947276 | '13-'14 | FALSE | NY | 29 | 1 | 13.4 | 1.9 | 4.9 | 0.397 | 0.6 | 1.9 | 0.315 | 0.3 | 0.6 | 0.625 | 0.6 | 1.4 | 0.6 | 0.3 | 0.8 | 1.5 | 0.7 | 4.8 |
25 | Metta World Peace | SF | 36 | 79 | 260 | 947276 | '15-'16 | FALSE | LAL | 35 | 5 | 16.9 | 1.6 | 5.1 | 0.311 | 0.7 | 2.4 | 0.31 | 1.1 | 1.6 | 0.702 | 0.5 | 2 | 0.8 | 0.3 | 0.6 | 1.9 | 0.4 | 5 |
25 | Metta World Peace | SF | 36 | 79 | 260 | 947276 | Career | FALSE | 966 | 838 | 32.4 | 4.8 | 11.6 | 0.415 | 1.2 | 3.5 | 0.34 | 2.7 | 3.7 | 0.716 | 1.2 | 3.4 | 2.7 | 0.5 | 1.8 | 2.7 | 1.8 | 13.5 | |
25 | Metta World Peace | SF | 36 | 79 | 260 | 947276 | '01-'02 | TRUE | IND | 5 | 5 | 33.4 | 4.4 | 10.8 | 0.407 | 1.2 | 2.6 | 0.462 | 1.8 | 2.6 | 0.692 | 1.2 | 4.8 | 3.2 | 0.6 | 2.6 | 3.8 | 1.8 | 11.8 |
25 | Metta World Peace | SF | 36 | 79 | 260 | 947276 | '02-'03 | TRUE | IND | 6 | 6 | 42 | 5.8 | 15 | 0.389 | 2 | 5.2 | 0.387 | 5.3 | 6.7 | 0.8 | 1.8 | 4 | 2.2 | 1 | 2.5 | 4.2 | 2.7 | 19 |
25 | Metta World Peace | SF | 36 | 79 | 260 | 947276 | '03-'04 | TRUE | IND | 15 | 15 | 38.9 | 6.5 | 17.3 | 0.378 | 1.3 | 4.4 | 0.288 | 4.1 | 5.7 | 0.718 | 1.6 | 4.9 | 3.2 | 1.1 | 1.4 | 3 | 2.5 | 18.4 |
25 | Metta World Peace | SF | 36 | 79 | 260 | 947276 | '05-'06 | TRUE | SAC | 5 | 5 | 39.6 | 6.2 | 16.2 | 0.383 |
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Business Analytics
ISBN: 9781265897109
2nd Edition
Authors: Sanjiv Jaggia, Alison Kelly, Kevin Lertwachara, Leida Chen
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