[討論] 球季打一半了，關於球商的一些統計

首先是罰球數的統計，鉛筆仍然是領先者的姿態，
每一場可以罰將11.8球，可以得到近10.5分。
字母哥的追近，每一場可以罰將近11.2球，但字母哥的罰球命中率只有67.7%，
效率跟鉛筆就有差了
rank PLAYER GP FTA FT% FTA*FT%
1 Joel Embiid 28 11.8 88.5 10.443
2 Giannis Antetokounmpo 39 11.2 67.7 7.5824
3 Luka Doncic 34 8.7 77.8 6.7686
4 SGA 38 8.6 89.2 7.6712
5 Trae Young 37 8.4 85.5 7.182
6 Jimmy Butler 25 8.4 88.6 7.4424
7 Damian Lillard 37 7.9 92.2 7.2838
8 Kevin Durant 32 7.4 87.8 6.4972
9 Bam Adebayo 30 7.4 77.9 5.7646
10 Paolo Banchero 40 7.3 69.4 5.0662
11 Anthony Davis 39 7.2 81.4 5.8608
12 Ja Morant 9 7.1 81.3 5.7723
13 Jayson Tatum 37 7 81.4 5.698
14 Zion Williamson 33 7 65.8 4.606
15 Julius Randle 40 6.9 77.5 5.3475
16 Devin Booker 30 6.9 88.9 6.1341
17 De'Aaron Fox 33 6.8 72.6 4.9368
18 Anthony Edwards 36 6.7 84.6 5.6682
19 DeMar DeRozan 40 6.6 84.9 5.6034
20 Donovan Mitchell 29 6.2 88.4 5.4808
21 Jaren Jackson Jr 38 6.1 83.7 5.1057
22 Tyrese Maxey 37 5.8 87.4 5.0692
23 Jalen Brunson 38 5.8 83.3 4.8314
24 Stephen Curry 37 5.7 92.4 5.2668
25 Pascal Siakam 39 5.7 75.8 4.3206
26 Nikola Jokic 40 5.7 81.9 4.6683
27 LeBron James 37 5.6 72.8 4.0768
28 Lauri Markkanen 32 5.5 87.5 4.8125
29 Alperen Sengun 39 5.5 72.3 3.9765
30 Jerami Grant 34 5.4 80.2 4.3308
31 Mikal Bridges 39 5.2 84.7 4.4044
32 Brandon Ingram 37 5.1 81.4 4.1514
33 Franz Wagner 34 4.8 85.2 4.0896
34 Anfernee Simons 18 4.7 90.6 4.2582
35 KAT 38 4.7 89.3 4.1971
36 LaMelo Ball 17 4.6 87.3 4.0158
37 Terry Rozier 26 4.6 87.5 4.025
38 Darius Garland 20 4.6 83.5 3.841
39 Jaylen Brown 37 4.5 73.5 3.3075
40 Cam Thomas 30 4.5 80.7 3.6315
41 Cade Cunningham 36 4.5 87 3.915
42 Kyrie Irving 25 4.4 89 3.916
43 Kawhi Leonard 35 4.3 88.2 3.7926
44 Tyrese Haliburton 33 3.9 86.8 3.3852
45 Paul George 37 3.8 92.3 3.5074
46 Desmond Bane 37 3.8 86.4 3.2832
47 Kyle Kuzma 39 3.4 78.8 2.6792
48 Jamal Murray 27 3.3 87.6 2.8908
49 Tyler Herro 21 3.1 84.6 2.6226
50 Dejounte Murray 39 3 82.1 2.463

但如果換一個角度看，一個球員在每一場球，平均由罰球得分佔總得分的佔比，
愈高的代表罰球佔其得分的重要性愈高，可以看到吉巴將近35%的得分是來自於罰球。
而同一隊的Adebayo也在這個榜上佔據第四名，但ptt上對於這兩位的評價是硬漢籃球，
這也是蠻有趣的

rank PLAYER GP PTS FTM FTA FT% FTM/PTS
1 Jimmy Butler 25 21.4 7.4 8.4 88.6 34.58%
2 Joel Embiid 28 34.9 10.4 11.8 88.5 29.80%
3 Damian Lillard 37 25.2 7.3 7.9 92.2 28.97%
4 Bam Adebayo 30 21.7 5.8 7.4 77.9 26.73%
5 Trae Young 37 27.5 7.2 8.4 85.5 26.18%
6 DeMar DeRozan 40 22 5.6 6.6 84.9 25.45%
7 Giannis Antetokounmpo 39 31.2 7.6 11.2 67.7 24.36%
8 ShaiGilgeousAlexander 38 31.3 7.6 8.6 89.2 24.28%
9 Jaren Jackson Jr. 38 21.2 5.1 6.1 83.7 24.06%
10 Anthony Davis 39 25.1 5.8 7.2 81.4 23.11%
11 Ja Morant 9 25.1 5.8 7.1 81.3 23.11%
12 Devin Booker 30 26.6 6.1 6.9 88.9 22.93%
13 Kevin Durant 32 29 6.5 7.4 87.8 22.41%
14 Paolo Banchero 40 22.8 5.1 7.3 69.4 22.37%
15 Julius Randle 40 24.2 5.4 6.9 77.5 22.31%
16 Anthony Edwards 36 26 5.6 6.7 84.6 21.54%
17 Jayson Tatum 37 27.1 5.7 7 81.4 21.03%
18 Zion Williamson 33 22.2 4.6 7 65.8 20.72%
19 Mikal Bridges 39 21.4 4.4 5.2 84.7 20.56%
20 Jerami Grant 34 21.1 4.3 5.4 80.2 20.38%
21 Luka Doncic 34 33.6 6.8 8.7 77.8 20.24%
22 Lauri Markkanen 32 24 4.8 5.5 87.5 20.00%
23 Stephen Curry 37 26.7 5.3 5.7 92.4 19.85%
24 Franz Wagner 34 20.9 4.1 4.8 85.2 19.62%
25 Donovan Mitchell 29 28.1 5.5 6.2 88.4 19.57%
26 Tyrese Maxey 37 26.1 5.1 5.8 87.4 19.54%
27 Pascal Siakam 39 22.2 4.3 5.7 75.8 19.37%
28 Karl-Anthony Towns 38 21.7 4.2 4.7 89.3 19.35%
29 Brandon Ingram 37 21.4 4.1 5.1 81.4 19.16%
30 Jalen Brunson 38 25.8 4.9 5.8 83.3 18.99%
31 Anfernee Simons 18 23.1 4.3 4.7 90.6 18.61%
32 Nikola Jokic 40 25.5 4.7 5.7 81.9 18.43%
33 Darius Garland 20 20.7 3.8 4.6 83.5 18.36%
34 Alperen Sengun 39 21.6 3.9 5.5 72.3 18.06%
35 De'Aaron Fox 33 27.8 4.9 6.8 72.6 17.63%
36 Cam Thomas 30 20.6 3.6 4.5 80.7 17.48%
37 Cade Cunningham 36 22.8 3.9 4.5 87 17.11%
38 Terry Rozier 26 24 4 4.6 87.5 16.67%
39 LaMelo Ball 17 24.6 4.1 4.6 87.3 16.67%
40 LeBron James 37 24.7 4.1 5.6 72.8 16.60%
41 Kawhi Leonard 35 24 3.8 4.3 88.2 15.83%
42 Kyrie Irving 25 25.8 3.9 4.4 89 15.12%
43 Paul George 37 23.6 3.5 3.8 92.3 14.83%
44 Tyrese Haliburton 33 23.6 3.4 3.9 86.8 14.41%
45 Jaylen Brown 37 23.4 3.3 4.5 73.5 14.10%
46 Jamal Murray 27 20.6 2.9 3.3 87.6 14.08%
47 Desmond Bane 37 24.4 3.3 3.8 86.4 13.52%
48 Kyle Kuzma 39 22.4 2.7 3.4 78.8 12.05%
49 Dejounte Murray 39 20.8 2.5 3 82.1 12.02%
50 Tyler Herro 21 22.7 2.6 3.1 84.6 11.45%

另一個大家常常討論的點，是否三分投的多，罰球就會少，但其實真實狀況不是這樣
由於一般來說，三分線外被犯規的次數是少的，我用平均每一場投籃次數減去三分球
出手數，來跟罰球數作比較，以錶哥為例，每一場球有8.6次非三分出手，7.9次罰
球，代表每次非三分出手會造成0.92次的罰球，當然這是一個比較粗略的算法，但也
代表數字愈高的球員，切入時對手愈容易犯規。比較有趣的是，前七名都不是主打內線
的球員，這個比例高，反而是比較球星哨吧。其中AD，外面投不進，若是扣除前幾天對
暴龍那一場，他的罰球數是真的偏少，要幫他寫個慘字。

rank PLAYER GP FGA 3PA FTA FGA-3PA FTA/(FGA-3PA)1 Damian Lillard 37 17.2 8.6 7.9 8.6 0.92
2 Trae Young 37 20 9.2 8.4 10.8 0.78
3 Stephen Curry 37 19 11.4 5.7 7.6 0.75
4 Jimmy Butler 25 13.9 2.1 8.4 11.8 0.71
5 Lauri Markkanen 32 16.1 8 5.5 8.1 0.68
6 Luka Doncic 34 23.5 10.4 8.7 13.1 0.66
7 Jayson Tatum 37 19.2 8.4 7 10.8 0.65
8 Giannis Antetokounmpo 39 19.1 1.7 11.2 17.4 0.64
9 Joel Embiid 28 21.7 3.3 11.8 18.4 0.64
10 Jaren Jackson Jr. 38 15.9 5.4 6.1 10.5 0.58
11 Ja Morant 9 18.9 5.7 7.1 13.2 0.54
12 De'Aaron Fox 33 21.1 8.2 6.8 12.9 0.53
13 Julius Randle 40 18.5 5.3 6.9 13.2 0.52
14 Paolo Banchero 40 18 4 7.3 14 0.52
15 Anthony Edwards 36 19.3 6.4 6.7 12.9 0.52
16 Jerami Grant 34 16 5.6 5.4 10.4 0.52
17 ShaiGilgeousAlexande 38 20.3 3.6 8.6 16.7 0.51
18 Devin Booker 30 18.9 5.5 6.9 13.4 0.51
19 Donovan Mitchell 29 21.1 9 6.2 12.1 0.51
20 Tyrese Maxey 37 19.8 8.2 5.8 11.6 0.50
21 Kevin Durant 32 19.4 4.5 7.4 14.9 0.50
22 Mikal Bridges 39 16.6 5.9 5.2 10.7 0.49
23 DeMar DeRozan 40 16.5 2.8 6.6 13.7 0.48
24 Anfernee Simons 18 18.4 8.6 4.7 9.8 0.48
25 Zion Williamson 33 14.9 0.3 7 14.6 0.48
26 Bam Adebayo 30 15.8 0.3 7.4 15.5 0.48
27 Pascal Siakam 39 16 3.7 5.7 12.3 0.46
28 Tyrese Haliburton 33 16.9 8.4 3.9 8.5 0.46
29 Jalen Brunson 38 19.3 6.6 5.8 12.7 0.46
30 LeBron James 37 17.7 5.4 5.6 12.3 0.46
31 Karl-Anthony Towns 38 15.2 4.7 4.7 10.5 0.45
32 Anthony Davis 39 17.2 1.1 7.2 16.1 0.45
33 LaMelo Ball 17 19.8 9.2 4.6 10.6 0.43
34 Terry Rozier 26 18.7 7.8 4.6 10.9 0.42
35 Darius Garland 20 16.1 5.2 4.6 10.9 0.42
36 Paul George 37 17.8 8.6 3.8 9.2 0.41
37 Franz Wagner 34 16.5 4.8 4.8 11.7 0.41
38 Brandon Ingram 37 16.3 3.7 5.1 12.6 0.40
39 Alperen Sengun 39 15.8 2.1 5.5 13.7 0.40
40 Nikola Jokic 40 17.1 2.9 5.7 14.2 0.40
41 Jaylen Brown 37 18 6 4.5 12 0.38
42 Desmond Bane 37 18.8 8.6 3.8 10.2 0.37
43 Cam Thomas 30 17.6 5.5 4.5 12.1 0.37
44 Kawhi Leonard 35 17.2 5.3 4.3 11.9 0.36
45 Kyrie Irving 25 19.8 7.1 4.4 12.7 0.35
46 Cade Cunningham 36 19 5.6 4.5 13.4 0.34
47 Jamal Murray 27 16.1 5.7 3.3 10.4 0.32
48 Tyler Herro 21 19 8 3.1 11 0.28
49 Kyle Kuzma 39 19 6.8 3.4 12.2 0.28
50 Dejounte Murray 39 17.2 6.1 3 11.1 0.27

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