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game_id
string
receiver_player_id
string
receiver_player_name
string
passer_player_id
string
defteam
int64
targets
float64
receptions
float64
receiving_yards
float64
air_yards
float64
yac
float64
tds
float64
epa
float64
wpa
float64
avg_depth
float64
catch_rate
float64
posteam
int64
team_pass_attempts
float64
team_air_yards
float64
team_epa
float64
air_yard_share
float64
target_share
float64
yards_per_target
float64
def_targets_dev
float64
def_receptions_dev
float64
def_yards_dev
float64
def_tds_dev
float64
def_epa_dev
float64
red_zone_targets
int64
end_zone_targets
int64
third_down_targets
int64
fourth_down_targets
int64
high_leverage_targets
int64
qb_completions
float64
qb_attempts
float64
qb_air_yards
float64
qb_cpoe
float64
qb_comp_pct
float64
avg_score_diff
float64
avg_quarter
float64
adot
float64
yac_per_reception
float64
td_rate
float64
explosive_plays
float64
first_downs
float64
trailing_pct
float64
leading_pct
float64
wp_var
float64
target_share_std
float64
surface
int64
is_dome
int64
is_rain
int64
is_snow
int64
is_clear
int64
temp_f
float64
humidity_pct
float64
wind_mph
float64
success_rate
float64
big_play_rate
float64
reception_std
float64
second_and_long_targets
float64
third_and_medium_targets
float64
avg_start_yardline
float64
avg_target_depth_vs_qb
float64
yards_Q1
float64
yards_Q2
float64
yards_Q3
float64
yards_Q4
float64
receptions_Q1
float64
receptions_Q2
float64
receptions_Q3
float64
receptions_Q4
float64
targets_Q1
float64
targets_Q2
float64
targets_Q3
float64
targets_Q4
float64
lost_yards_due_to_penalty
float64
yards_wp_<25
float64
yards_wp_25_45
float64
yards_wp_45_55
float64
yards_wp_55_75
float64
yards_wp_>75
float64
yards_wp_NA
int64
receptions_wp_<25
float64
receptions_wp_25_45
float64
receptions_wp_45_55
float64
receptions_wp_55_75
float64
receptions_wp_>75
float64
receptions_wp_NA
int64
targets_wp_<25
int64
targets_wp_25_45
int64
targets_wp_45_55
int64
targets_wp_55_75
int64
targets_wp_>75
int64
targets_wp_NA
int64
home_team
int64
away_team
int64
pregame_spread
float64
pregame_total
float64
2022_01_BAL_NYJ
00-0032775
D.Robinson
00-0034796
25
4
2
19
41
9
0
-1.539703
0.011931
10.25
0.5
3
29
352
6.718986
0.116477
0.137931
4.75
0.97688
0.951286
0.883639
0.632007
0.487852
1
0
1
0
2
17
29
12.137931
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0.586207
11
2.25
10.25
4.5
0
0
1
0
0.75
0.043058
0.082341
4
0
1
0
0
73
79
3
0.5
0
2.12132
1
1
68.75
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0
0
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1
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4
0
25
3
-6.5
44
2022_01_BAL_NYJ
00-0033118
K.Drake
00-0034796
25
1
1
15
-3
18
0
1.0874
0.026622
-3
1
3
29
352
6.718986
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0.97688
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17
29
12.137931
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3
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18
0
0
1
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1
0
0.037233
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0
1
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73
79
3
1
0
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0
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44
-15.137931
0
0
15
0
0
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1
0
25
3
-6.5
44
2022_01_BAL_NYJ
00-0033376
P.Ricard
00-0034796
25
1
1
7
2
5
0
0.275179
-0.000058
2
1
3
29
352
6.718986
0.005682
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0.97688
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17
29
12.137931
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0.586207
24
4
2
5
0
0
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0
1
0
0.031188
4
0
1
0
0
73
79
3
1
0
0
0
0
97
-10.137931
0
0
0
7
0
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1
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0
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1
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0
0
0
1
0
25
3
-6.5
44
2022_01_BAL_NYJ
00-0033871
C.Davis
00-0026158
3
10
6
77
112
4
0
2.319271
-0.045815
11.2
0.6
3
29
352
6.718986
0.318182
0.344828
7.7
1.047005
1.079678
1.055848
0.835654
1.302552
1
0
2
1
7
37
57
4.912281
-4.062917
0.649123
2.1
2.9
11.2
0.666667
0
0
5
0
0.7
0.045401
0.079505
4
0
1
0
0
73
79
3
0.6
0
4.215052
1
0
58.3
6.287719
0
15
29
33
0
1
2
3
2
1
3
4
0
77
0
0
0
0
0
6
0
0
0
0
0
9
1
0
0
0
0
25
3
-6.5
44
2022_01_BAL_NYJ
00-0034270
T.Conklin
00-0026158
3
7
4
16
11
0
1
1.160665
-0.108948
1.571429
0.571429
3
29
352
6.718986
0.03125
0.241379
2.285714
1.047005
1.079678
1.055848
0.835654
1.302552
1
0
3
0
5
37
57
4.912281
-4.062917
0.649123
2.142857
3.428571
1.571429
0
0.142857
0
1
0
0.714286
0.026251
0.08456
4
0
1
0
0
73
79
3
0.571429
0
1.825742
2
1
37.428571
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0
2
0
14
0
1
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3
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2
0
5
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16
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4
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7
0
0
0
0
0
25
3
-6.5
44
2022_01_BAL_NYJ
00-0034419
B.Berrios
00-0026158
3
6
5
37
12
25
0
0.363742
0.021054
2
0.833333
3
29
352
6.718986
0.034091
0.206897
6.166667
1.047005
1.079678
1.055848
0.835654
1.302552
1
0
1
0
4
37
57
4.912281
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0.649123
1.5
2.833333
2
5
0
0
2
0
0.5
0.040177
0.052878
4
0
1
0
0
73
79
3
0.833333
0
4.827007
1
1
35.833333
-2.912281
0
22
12
3
0
3
1
1
0
3
1
2
0
37
0
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5
0
0
0
0
0
6
0
0
0
0
0
25
3
-6.5
44
2022_01_BAL_NYJ
00-0034753
M.Andrews
00-0034796
25
7
5
52
99
11
0
3.778533
0.018748
14.142857
0.714286
3
29
352
6.718986
0.28125
0.241379
7.428571
0.97688
0.951286
0.883639
0.632007
0.487852
0
0
1
0
3
17
29
12.137931
-3.647472
0.586207
12
2.857143
14.142857
2.2
0
0
3
0
1
0.024781
0.121863
4
0
1
0
0
73
79
3
0.714286
0
5.813777
3
0
68.142857
2.004926
0
16
15
21
0
2
1
2
0
3
2
2
0
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52
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7
0
25
3
-6.5
44
2022_01_BAL_NYJ
00-0034975
J.Hill
00-0034796
25
2
2
7
3
4
0
-0.382207
-0.009298
1.5
1
3
29
352
6.718986
0.008523
0.068966
3.5
0.97688
0.951286
0.883639
0.632007
0.487852
0
0
0
0
0
17
29
12.137931
-3.647472
0.586207
3
1.5
1.5
2
0
0
0
0
1
0.002339
0.022132
4
0
1
0
0
73
79
3
1
0
2.12132
1
0
51.5
-10.637931
2
5
0
0
1
1
0
0
1
1
0
0
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7
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2
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0
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2
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25
3
-6.5
44
2022_01_BAL_NYJ
00-0036145
L.Cager
00-0026158
3
1
0
0
14
0
0
-6.817973
-0.175966
14
0
3
29
352
6.718986
0.039773
0.034483
0
1.047005
1.079678
1.055848
0.835654
1.302552
0
0
0
0
0
37
57
4.912281
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0.649123
0
1
14
0
0
0
0
0
0
0
0.08651
4
0
1
0
0
73
79
3
0
0
0
0
0
68
9.087719
0
0
0
0
0
0
0
0
1
0
0
0
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1
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0
0
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25
3
-6.5
44
2022_01_BAL_NYJ
00-0036331
D.Duvernay
00-0034796
25
4
4
54
47
7
2
7.641218
0.131324
11.75
1
3
29
352
6.718986
0.133523
0.137931
13.5
0.97688
0.951286
0.883639
0.632007
0.487852
1
0
2
0
1
17
29
12.137931
-3.647472
0.586207
3.25
1.75
11.75
1.75
0.5
1
2
0
0.5
0.028406
0.061649
4
0
1
0
0
73
79
3
1
0.25
9.398581
1
1
42.5
-0.387931
12
25
17
0
2
1
1
0
2
1
1
0
0
0
0
0
0
54
0
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0
0
0
4
0
0
0
0
0
4
0
25
3
-6.5
44
2022_01_BAL_NYJ
00-0036550
R.Bateman
00-0034796
25
5
2
59
108
12
1
1.044246
-0.042405
21.6
0.4
3
29
352
6.718986
0.306818
0.172414
11.8
0.97688
0.951286
0.883639
0.632007
0.487852
0
0
3
0
1
17
29
12.137931
-3.647472
0.586207
6.6
2.2
21.6
6
0.2
1
1
0
0.8
0.029699
0.083932
4
0
1
0
0
73
79
3
0.4
0.2
36.062446
0
1
62
9.462069
4
0
55
0
1
0
1
0
2
1
2
0
0
0
0
0
0
59
0
0
0
0
0
2
0
0
0
0
0
5
0
25
3
-6.5
44
2022_01_BAL_NYJ
00-0036630
T.Wallace
00-0034796
25
1
0
0
36
0
0
-0.754997
-0.000115
36
0
3
29
352
6.718986
0.102273
0.034483
0
0.97688
0.951286
0.883639
0.632007
0.487852
0
0
0
0
1
17
29
12.137931
-3.647472
0.586207
24
4
36
0
0
0
0
0
1
0
0.019532
4
0
1
0
0
73
79
3
0
0
0
0
0
62
23.862069
0
0
0
0
0
0
0
0
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1
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0
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0
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1
0
25
3
-6.5
44
2022_01_BAL_NYJ
00-0036924
Mi.Carter
00-0026158
3
9
7
40
-1
45
0
-2.734096
-0.011628
-0.111111
0.777778
3
29
352
6.718986
-0.002841
0.310345
4.444444
1.047005
1.079678
1.055848
0.835654
1.302552
2
0
1
1
4
37
57
4.912281
-4.062917
0.649123
1.666667
2.666667
-0.111111
6.428571
0
0
3
0
0.555556
0.051463
0.064793
4
0
1
0
0
73
79
3
0.666667
0
3.9036
1
0
54.444444
-5.023392
0
24
11
5
0
3
3
1
1
3
3
2
0
40
0
0
0
0
0
7
0
0
0
0
0
8
1
0
0
0
0
25
3
-6.5
44
2022_01_BAL_NYJ
00-0036980
E.Moore
00-0026158
3
7
5
49
57
16
0
3.562417
-0.033484
8.142857
0.714286
3
29
352
6.718986
0.161932
0.241379
7
1.047005
1.079678
1.055848
0.835654
1.302552
1
0
2
1
5
37
57
4.912281
-4.062917
0.649123
2.142857
3
8.142857
3.2
0
1
3
0
0.714286
0.060512
0.073122
4
0
1
0
0
73
79
3
0.714286
0.142857
8.136338
1
2
49.142857
3.230576
24
0
8
17
1
0
1
3
1
1
2
3
0
25
24
0
0
0
0
4
1
0
0
0
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6
1
0
0
0
0
25
3
-6.5
44
2022_01_BAL_NYJ
00-0037740
G.Wilson
00-0026158
3
8
4
52
60
19
0
2.811356
0.018565
7.5
0.5
3
29
352
6.718986
0.170455
0.275862
6.5
1.047005
1.079678
1.055848
0.835654
1.302552
3
0
1
1
7
37
57
4.912281
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0.649123
2.625
3.625
7.5
4.75
0
0
2
0
0.875
0.01854
0.126736
4
0
1
0
0
73
79
3
0.5
0
4.898979
1
0
26.5
2.587719
9
0
15
28
1
0
1
2
1
0
1
6
0
52
0
0
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4
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8
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25
3
-6.5
44
2022_01_BAL_NYJ
00-0037838
I.Likely
00-0034796
25
4
0
0
19
0
0
-4.430683
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4.75
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3
29
352
6.718986
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0
0.97688
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1
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3
0
1
17
29
12.137931
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6
1.75
4.75
0
0
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0
0.25
0.057282
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4
0
1
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73
79
3
0
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1
49.75
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0
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3
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25
3
-6.5
44
2022_01_BAL_NYJ
00-0038120
Br.Hall
00-0026158
3
9
6
38
15
30
0
-5.500015
-0.027246
1.666667
0.666667
3
29
352
6.718986
0.042614
0.310345
4.222222
1.047005
1.079678
1.055848
0.835654
1.302552
2
0
1
0
6
37
57
4.912281
-4.062917
0.649123
2
3
1.666667
5
0
0
2
0
0.666667
0.048981
0.104264
4
0
1
0
0
73
79
3
0.666667
0
4.926121
4
1
48.333333
-3.245614
3
6
0
29
1
1
0
4
2
1
1
5
0
38
0
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6
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9
0
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0
0
25
3
-6.5
44
2022_01_BUF_LA
00-0031428
Al.Robinson
00-0026498
4
2
1
12
28
0
0
-2.104688
0.026735
14
0.5
4
31
227
15.523195
0.123348
0.064516
6
1.079832
1.04343
0.99005
0.955033
0.761301
1
0
1
1
2
29
41
5.829268
-0.592031
0.707317
5
3
14
0
0
0
0
0
0.5
0.030903
0.075444
5
1
0
0
1
88
48
8
0.5
0
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0
28
8.170732
0
12
0
0
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1
0
0
0
1
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1
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12
0
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0
0
0
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0
4
-1
51.5
2022_01_BUF_LA
00-0031588
S.Diggs
00-0034857
0
9
8
122
99
27
1
10.827456
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11
0.888889
4
31
227
15.523195
0.436123
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13.555556
0.971392
1.028047
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0
3
0
2
26
31
7.322581
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9.111111
2.111111
11
3.375
0.111111
2
5
0
0.777778
0.034319
0.11872
5
1
0
0
1
88
48
8
0.888889
0.222222
16.157705
1
2
48.888889
3.677419
31
31
7
53
4
2
1
1
4
2
1
2
0
0
0
6
39
77
0
0
0
1
4
3
0
0
0
1
4
4
0
0
4
-1
51.5
2022_01_BUF_LA
00-0031941
J.Crowder
00-0034857
0
4
3
28
24
16
0
-0.835465
-0.0147
6
0.75
4
31
227
15.523195
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7
0.971392
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0.969078
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0
0
1
0
2
26
31
7.322581
11.333649
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12.75
2.25
6
5.333333
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0
3
0
1
0.009306
0.038147
5
1
0
0
1
88
48
8
0.75
0
2.886751
1
1
69.25
-1.322581
11
0
17
0
1
0
2
0
1
1
2
0
0
0
0
0
11
17
0
0
0
0
1
2
0
0
0
0
2
2
0
0
4
-1
51.5
2022_01_BUF_LA
00-0033110
T.Higbee
00-0026498
4
11
5
39
19
27
0
-9.242524
-0.107432
1.727273
0.454545
4
31
227
15.523195
0.0837
0.354839
3.545455
1.079832
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0.99005
0.955033
0.761301
1
0
3
0
8
29
41
5.829268
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0.707317
7.909091
3.363636
1.727273
5.4
0
0
4
0
0.818182
0.045484
0.132042
5
1
0
0
1
88
48
8
0.454545
0
3.114482
3
0
53.818182
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10
0
0
29
1
0
0
4
1
2
0
8
0
29
10
0
0
0
0
4
1
0
0
0
0
8
3
0
0
0
0
0
4
-1
51.5
2022_01_BUF_LA
00-0033466
I.McKenzie
00-0034857
0
3
2
19
23
1
1
-2.781024
-0.006766
7.666667
0.666667
4
31
227
15.523195
0.101322
0.096774
6.333333
0.971392
1.028047
1.025483
0.969078
1.22437
1
0
0
0
0
26
31
7.322581
11.333649
0.83871
8
1.666667
7.666667
0.5
0.333333
0
2
0
1
0.002332
0.085435
5
1
0
0
1
88
48
8
0.666667
0
3.535534
0
0
33.333333
0.344086
12
0
7
0
1
0
1
0
2
0
1
0
0
0
0
0
0
19
0
0
0
0
0
2
0
0
0
0
0
3
0
0
4
-1
51.5
2022_01_BUF_LA
00-0033908
C.Kupp
00-0026498
4
15
13
128
116
57
1
7.19957
0.175705
7.733333
0.866667
4
31
227
15.523195
0.511013
0.483871
8.533333
1.079832
1.04343
0.99005
0.955033
0.761301
1
0
4
1
5
29
41
5.829268
-0.592031
0.707317
5.4
2.533333
7.733333
4.384615
0.066667
3
6
0
0.6
0.041628
0.198249
5
1
0
0
1
88
48
8
0.8
0.2
8.87737
5
1
51.933333
1.904065
35
21
23
49
3
5
1
4
3
6
1
5
0
81
38
9
0
0
0
7
5
1
0
0
0
8
6
1
0
0
0
0
4
-1
51.5
2022_01_BUF_LA
00-0034646
B.Powell
00-0026498
4
1
1
10
3
7
0
0.818054
0.002948
3
1
4
31
227
15.523195
0.013216
0.032258
10
1.079832
1.04343
0.99005
0.955033
0.761301
0
0
0
0
1
29
41
5.829268
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0.707317
10
4
3
7
0
0
1
0
1
0
0.051146
5
1
0
0
1
88
48
8
1
0
0
0
0
78
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0
0
0
10
0
0
0
1
0
0
0
1
0
10
0
0
0
0
0
1
0
0
0
0
0
1
0
0
0
0
0
0
4
-1
51.5
2022_01_BUF_LA
00-0035250
D.Singletary
00-0034857
0
2
2
14
-8
22
0
1.050126
0.051922
-4
1
4
31
227
15.523195
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0.064516
7
0.971392
1.028047
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1
0
0
0
0
26
31
7.322581
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5
2
-4
11
0
0
2
0
0.5
0.010201
0.097868
5
1
0
0
1
88
48
8
1
0
1.414214
0
0
35
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6
0
8
0
1
0
1
0
1
0
1
0
0
0
0
0
14
0
0
0
0
0
2
0
0
0
0
0
2
0
0
0
4
-1
51.5
2022_01_BUF_LA
00-0035664
D.Henderson
00-0026498
4
5
5
26
2
24
0
-1.297887
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0.4
1
4
31
227
15.523195
0.008811
0.16129
5.2
1.079832
1.04343
0.99005
0.955033
0.761301
0
0
1
0
2
29
41
5.829268
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0.707317
8
3.2
0.4
4.8
0
0
1
0
0.8
0.055825
0.076633
5
1
0
0
1
88
48
8
1
0
3.271085
2
1
71.2
-5.429268
1
0
14
11
1
0
2
2
1
0
2
2
0
12
14
0
0
0
0
3
2
0
0
0
0
3
2
0
0
0
0
0
4
-1
51.5
2022_01_BUF_LA
00-0035689
D.Knox
00-0034857
0
2
1
5
3
8
0
0.802857
0.014529
1.5
0.5
4
31
227
15.523195
0.013216
0.064516
2.5
0.971392
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0.969078
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0
0
0
0
1
26
31
7.322581
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12
2
1.5
8
0
0
1
0
1
0.008892
0.071825
5
1
0
0
1
88
48
8
0.5
0
0
0
0
54
-5.822581
5
0
0
0
1
0
0
0
1
0
1
0
0
0
0
0
0
5
0
0
0
0
0
1
0
0
0
0
0
2
0
0
4
-1
51.5
2022_01_BUF_LA
00-0036196
G.Davis
00-0034857
0
5
4
88
87
18
1
7.43456
0.154586
17.4
0.8
4
31
227
15.523195
0.38326
0.16129
17.6
0.971392
1.028047
1.025483
0.969078
1.22437
0
0
4
0
2
26
31
7.322581
11.333649
0.83871
7.6
2.2
17.4
4.5
0.2
2
3
0
0.8
0.010462
0.063878
5
1
0
0
1
88
48
8
0.8
0.4
18.920888
0
1
46
10.077419
26
15
47
0
1
2
1
0
1
3
1
0
0
0
0
0
41
47
0
0
0
0
3
1
0
0
0
0
3
2
0
0
4
-1
51.5
2022_01_BUF_LA
00-0036251
Z.Moss
00-0034857
0
6
6
21
-1
22
0
-0.975315
0.023205
-0.166667
1
4
31
227
15.523195
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0.193548
3.5
0.971392
1.028047
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0.969078
1.22437
0
0
0
0
2
26
31
7.322581
11.333649
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10.333333
2.333333
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3.666667
0
0
0
0
0.833333
0.022392
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5
1
0
0
1
88
48
8
1
0
2.50998
2
0
46.833333
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8
8
4
1
1
3
1
1
1
3
1
1
0
0
0
0
10
11
0
0
0
0
2
4
0
0
0
0
2
4
0
0
4
-1
51.5
2022_01_BUF_LA
00-0036849
T.Atwell
00-0026498
4
1
0
0
5
0
0
-0.771848
-0.019827
5
0
4
31
227
15.523195
0.022026
0.032258
0
1.079832
1.04343
0.99005
0.955033
0.761301
0
0
0
0
0
29
41
5.829268
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0.707317
0
2
5
0
0
0
0
0
0
0
0.109226
5
1
0
0
1
88
48
8
0
0
0
0
0
56
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0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
4
-1
51.5
2022_01_BUF_LA
00-0036862
B.Skowronek
00-0026498
4
6
4
25
66
9
0
-0.011951
-0.002036
11
0.666667
4
31
227
15.523195
0.290749
0.193548
4.166667
1.079832
1.04343
0.99005
0.955033
0.761301
0
0
2
0
3
29
41
5.829268
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0.707317
6.666667
3
11
2.25
0
0
2
0
0.666667
0.035592
0.104183
5
1
0
0
1
88
48
8
0.666667
0
3.86221
0
1
49.5
5.170732
4
12
0
9
1
1
0
2
1
1
1
3
0
21
4
0
0
0
0
3
1
0
0
0
0
5
1
0
0
0
0
0
4
-1
51.5
2022_01_CLE_CAR
00-0031544
A.Cooper
00-0033119
5
6
3
17
63
6
0
-4.698071
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10.5
0.5
5
26
171
6.597084
0.368421
0.230769
2.833333
1.022614
1.049979
1.026986
1.053346
1.21149
0
0
3
0
0
18
30
7.566667
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0.6
3.833333
1.666667
10.5
2
0
0
0
0
0.166667
0.001442
0.132361
2
0
0
0
1
80
81
8
0.5
0
3.511885
1
0
44.333333
2.933333
8
0
0
9
2
0
0
1
4
1
0
1
0
0
9
8
0
0
0
0
1
2
0
0
0
0
1
5
0
0
0
5
8
2.5
42.5
2022_01_CLE_CAR
00-0032688
R.Anderson
00-0034855
8
8
5
102
74
47
1
3.06748
0.12119
9.25
0.625
5
26
171
6.597084
0.432749
0.307692
12.75
0.916511
0.86356
0.892411
0.842677
0.654004
1
0
2
0
2
16
26
6.576923
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0.615385
2.625
2
9.25
9.4
0.125
1
1
0
0.25
0.035474
0.073616
2
0
0
0
1
80
81
8
0.625
0.125
30.729465
0
0
72
2.673077
7
20
0
75
2
2
0
1
4
2
0
2
0
75
12
15
0
0
0
1
1
3
0
0
0
2
1
4
1
0
0
5
8
2.5
42.5
2022_01_CLE_CAR
00-0033280
C.McCaffrey
00-0034855
8
5
4
24
-12
36
0
1.364956
-0.074126
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0.8
5
26
171
6.597084
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0.192308
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0.916511
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0.842677
0.654004
0
0
0
0
3
16
26
6.576923
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0.615385
10.4
2.6
-2.4
9
0
1
1
0
0.6
0.029031
0.095149
2
0
0
0
1
80
81
8
0.6
0.2
11.135529
2
0
70.6
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7
0
22
1
1
0
2
1
2
0
2
0
8
0
16
0
0
0
2
0
2
0
0
0
3
0
2
0
0
0
5
8
2.5
42.5
2022_01_CLE_CAR
00-0033885
D.Njoku
00-0033119
5
1
1
7
2
5
0
-0.635899
0.008165
2
1
5
26
171
6.597084
0.011696
0.038462
7
1.022614
1.049979
1.026986
1.053346
1.21149
0
0
1
0
1
18
30
7.566667
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0.6
20
3
2
5
0
0
0
0
1
0
0.09749
2
0
0
0
1
80
81
8
1
0
0
0
0
66
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0
0
7
0
0
0
1
0
0
0
1
0
0
0
0
0
0
7
0
0
0
0
0
1
0
0
0
0
0
1
0
5
8
2.5
42.5
2022_01_CLE_CAR
00-0033923
K.Hunt
00-0033119
5
4
4
24
-4
28
1
1.757832
0.004255
-1
1
5
26
171
6.597084
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6
1.022614
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0
2
0
1
18
30
7.566667
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0.6
13.5
2.75
-1
7
0.25
1
2
0
0.75
0.030935
0.050795
2
0
0
0
1
80
81
8
0.75
0.25
12.083046
0
0
44.25
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25
1
-2
0
2
1
1
0
2
1
1
0
0
-2
0
25
1
0
0
1
0
2
1
0
0
1
0
2
1
0
5
8
2.5
42.5
2022_01_CLE_CAR
00-0034365
I.Thomas
00-0034855
8
3
2
53
33
31
0
3.987585
0.058487
11
0.666667
5
26
171
6.597084
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0
1
0
2
16
26
6.576923
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15.5
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1
2
0
0.333333
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0
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1
80
81
8
0.666667
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0
66.333333
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50
3
0
0
1
1
0
0
2
1
0
0
53
0
0
0
0
0
2
0
0
0
0
0
2
0
1
0
0
0
5
8
2.5
42.5
2022_01_CLE_CAR
00-0034791
N.Chubb
00-0033119
5
1
1
2
-7
9
0
-0.710848
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-7
1
5
26
171
6.597084
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2
1.022614
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0
0
0
1
18
30
7.566667
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23
4
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9
0
0
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1
0
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0
0
0
1
80
81
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1
0
0
1
0
58
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0
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2
0
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1
0
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0
0
2
0
0
0
0
0
1
0
0
0
0
0
1
0
0
5
8
2.5
42.5
2022_01_CLE_CAR
00-0034827
D.Moore
00-0034855
8
6
3
47
53
21
0
0.759774
0.032215
8.833333
0.5
5
26
171
6.597084
0.309942
0.230769
7.833333
0.916511
0.86356
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0.842677
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0
1
0
3
16
26
6.576923
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4.666667
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8.833333
7
0
1
2
0
0.333333
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2
0
0
0
1
80
81
8
0.5
0.166667
10.503968
0
0
74
2.25641
5
16
0
26
1
1
0
1
2
2
1
1
0
16
26
5
0
0
0
1
1
1
0
0
0
3
1
2
0
0
0
5
8
2.5
42.5
2022_01_CLE_CAR
00-0036232
H.Bryant
00-0033119
5
4
2
18
54
3
0
0.86613
0.057492
13.5
0.5
5
26
171
6.597084
0.315789
0.153846
4.5
1.022614
1.049979
1.026986
1.053346
1.21149
1
0
2
0
3
18
30
7.566667
-2.930871
0.6
16
3
13.5
1.5
0
0
1
0
1
0.008047
0.075735
2
0
0
0
1
80
81
8
0.5
0
1.414214
0
0
55.25
5.933333
0
0
10
8
0
0
1
1
0
1
2
1
0
0
0
0
18
0
0
0
0
0
2
0
0
0
0
0
2
2
0
5
8
2.5
42.5
2022_01_CLE_CAR
00-0036233
D.Peoples-Jones
00-0033119
5
11
6
60
87
1
0
-1.829503
0.162027
7.909091
0.545455
5
26
171
6.597084
0.508772
0.423077
5.454545
1.022614
1.049979
1.026986
1.053346
1.21149
1
0
4
1
3
18
30
7.566667
-2.930871
0.6
11.909091
2.363636
7.909091
0.166667
0
0
3
0
0.727273
0.029849
0.117028
2
0
0
0
1
80
81
8
0.545455
0
5.440588
4
1
59.090909
0.342424
17
25
0
18
2
2
0
2
3
4
1
3
0
0
13
17
30
0
0
0
1
2
3
0
0
0
1
3
4
3
0
5
8
2.5
42.5
2022_01_CLE_CAR
00-0036572
S.Smith
00-0034855
8
3
1
12
24
12
0
-2.49909
-0.037615
8
0.333333
5
26
171
6.597084
0.140351
0.115385
4
0.916511
0.86356
0.892411
0.842677
0.654004
0
0
1
0
1
16
26
6.576923
-9.173729
0.615385
2.333333
2.666667
8
12
0
0
1
0
0.333333
0.044137
0.051873
2
0
0
0
1
80
81
8
0.333333
0
0
0
0
61.333333
1.423077
0
0
0
12
0
0
0
1
0
2
0
1
0
12
0
0
0
0
0
1
0
0
0
0
0
1
0
2
0
0
0
5
8
2.5
42.5
2022_01_CLE_CAR
00-0036654
D.Felton
00-0033119
5
1
0
0
12
0
0
-0.642523
-0.013543
12
0
5
26
171
6.597084
0.070175
0.038462
0
1.022614
1.049979
1.026986
1.053346
1.21149
0
0
0
0
1
18
30
7.566667
-2.930871
0.6
17
3
12
0
0
0
0
0
1
0
0.007597
2
0
0
0
1
80
81
8
0
0
0
0
0
74
4.433333
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
5
8
2.5
42.5
2022_01_CLE_CAR
00-0036999
A.Schwartz
00-0033119
5
2
1
19
20
5
0
1.276127
0.017097
10
0.5
5
26
171
6.597084
0.116959
0.076923
9.5
1.022614
1.049979
1.026986
1.053346
1.21149
0
0
1
0
1
18
30
7.566667
-2.930871
0.6
10
3
10
5
0
0
1
0
0.5
0.041818
0.022823
2
0
0
0
1
80
81
8
0.5
0
0
1
1
61.5
2.433333
0
0
0
19
0
0
0
1
0
1
0
1
0
0
0
0
0
19
0
0
0
0
0
1
0
0
0
1
0
1
0
5
8
2.5
42.5
2022_01_CLE_CAR
00-0037005
T.Tremble
00-0034855
8
1
1
1
-1
2
0
-0.083621
-0.006125
-1
1
5
26
171
6.597084
-0.005848
0.038462
1
0.916511
0.86356
0.892411
0.842677
0.654004
1
0
0
0
1
16
26
6.576923
-9.173729
0.615385
0
2
-1
2
0
0
0
0
0
0
0.047715
2
0
0
0
1
80
81
8
1
0
0
0
0
2
-7.576923
0
1
0
0
0
1
0
0
0
1
0
0
0
0
1
0
0
0
0
0
1
0
0
0
0
0
1
0
0
0
0
5
8
2.5
42.5
2022_01_DEN_SEA
00-0030068
M.Goodwin
00-0030565
10
2
2
22
22
0
0
1.233395
-0.010962
11
1
10
41
278
17.1995
0.079137
0.04878
11
1.066519
1.074652
0.957067
0.842677
0.35411
0
0
1
0
0
23
27
5
12.449767
0.851852
8.5
2
11
0
0
0
1
0
1
0.009512
0.069829
4
0
0
0
1
74
53
6
1
0
7.071068
1
0
50
6
0
22
0
0
0
2
0
0
0
2
0
0
0
0
16
6
0
0
0
0
1
1
0
0
0
0
1
1
0
0
0
28
10
-6
44
2022_01_DEN_SEA
00-0031690
E.Tomlinson
00-0029263
28
1
0
0
3
0
0
-0.407143
0.018118
3
0
10
41
278
17.1995
0.010791
0.02439
0
0.96753
0.934685
0.999517
1.034619
1.160104
1
0
0
0
0
29
41
6.780488
7.822625
0.707317
13
4
3
0
0
0
0
0
1
0
0.026653
4
0
0
0
1
74
53
6
0
0
0
0
0
3
-3.780488
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
28
10
-6
44
2022_01_DEN_SEA
00-0032144
M.Gordon
00-0029263
28
2
2
14
7
7
0
0.000341
-0.019334
3.5
1
10
41
278
17.1995
0.02518
0.04878
7
0.96753
0.934685
0.999517
1.034619
1.160104
2
0
2
0
0
29
41
6.780488
7.822625
0.707317
6.5
2
3.5
3.5
0
0
0
0
0.5
0.005279
0.06059
4
0
0
0
1
74
53
6
1
0
1.414214
0
0
13.5
-3.280488
6
0
8
0
1
0
1
0
1
0
1
0
0
0
0
0
14
0
0
0
0
0
2
0
0
0
0
0
2
0
0
28
10
-6
44
2022_01_DEN_SEA
00-0032211
T.Lockett
00-0030565
10
4
3
28
29
5
0
2.713254
0.045686
7.25
0.75
10
41
278
17.1995
0.104317
0.097561
7
1.066519
1.074652
0.957067
0.842677
0.35411
0
0
2
0
0
23
27
5
12.449767
0.851852
12.75
2.5
7.25
1.666667
0
0
2
0
0.75
0.006769
0.11823
4
0
0
0
1
74
53
6
0.75
0
7.505553
1
0
72.5
2.25
17
0
11
0
1
0
2
0
1
0
3
0
0
0
17
9
2
0
0
0
1
1
1
0
0
0
1
1
2
0
0
28
10
-6
44
2022_01_DEN_SEA
00-0033576
E.Saubert
00-0029263
28
1
0
0
16
0
0
-0.440722
-0.023462
16
0
10
41
278
17.1995
0.057554
0.02439
0
0.96753
0.934685
0.999517
1.034619
1.160104
1
0
0
0
0
29
41
6.780488
7.822625
0.707317
13
4
16
0
0
0
0
0
1
0
0.045019
4
0
0
0
1
74
53
6
0
0
0
0
0
16
9.219512
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
28
10
-6
44
2022_01_DEN_SEA
00-0034159
W.Dissly
00-0030565
10
3
3
43
12
31
1
3.092113
0.067019
4
1
10
41
278
17.1995
0.043165
0.073171
14.333333
1.066519
1.074652
0.957067
0.842677
0.35411
0
0
1
0
0
23
27
5
12.449767
0.851852
9
2.333333
4
10.333333
0.333333
1
1
0
0.666667
0.008634
0.03918
4
0
0
0
1
74
53
6
1
0.333333
20.502032
0
0
61
-1
38
3
0
2
1
1
0
1
1
1
0
1
0
0
41
0
2
0
0
0
2
0
1
0
0
0
2
0
1
0
0
28
10
-6
44
2022_01_DEN_SEA
00-0034208
M.Boone
00-0029263
28
1
1
2
2
0
0
-0.430172
-0.00368
2
1
10
41
278
17.1995
0.007194
0.02439
2
0.96753
0.934685
0.999517
1.034619
1.160104
1
0
0
0
0
29
41
6.780488
7.822625
0.707317
13
3
2
0
0
0
0
0
1
0
0.039964
4
0
0
0
1
74
53
6
1
0
0
1
0
11
-4.780488
0
0
2
0
0
0
1
0
0
0
1
0
0
0
0
0
2
0
0
0
0
0
1
0
0
0
0
0
1
0
0
28
10
-6
44
2022_01_DEN_SEA
00-0034348
C.Sutton
00-0029263
28
7
4
72
121
13
0
5.741059
0.124369
17.285714
0.571429
10
41
278
17.1995
0.435252
0.170732
10.285714
0.96753
0.934685
0.999517
1.034619
1.160104
1
0
4
0
0
29
41
6.780488
7.822625
0.707317
12.142857
3
17.285714
3.25
0
1
3
0
1
0.00695
0.112635
4
0
0
0
1
74
53
6
0.571429
0.142857
9.416298
0
2
46
10.505226
0
30
25
17
0
1
2
1
0
2
3
2
0
0
17
48
7
0
0
0
1
2
1
0
0
0
1
2
4
0
0
28
10
-6
44
2022_01_DEN_SEA
00-0034750
R.Penny
00-0030565
10
3
2
7
-8
15
0
0.012825
0.003094
-2.666667
0.666667
10
41
278
17.1995
-0.028777
0.073171
2.333333
1.066519
1.074652
0.957067
0.842677
0.35411
1
0
1
0
0
23
27
5
12.449767
0.851852
8
1.666667
-2.666667
7.5
0
0
1
0
1
0.008279
0.034138
4
0
0
0
1
74
53
6
0.666667
0
0.707107
0
0
49
-7.666667
4
3
0
0
1
1
0
0
1
2
0
0
0
0
3
4
0
0
0
0
1
1
0
0
0
0
2
1
0
0
0
28
10
-6
44
2022_01_DEN_SEA
00-0034959
A.Beck
00-0029263
28
3
2
52
23
32
0
3.415273
0.076855
7.666667
0.666667
10
41
278
17.1995
0.082734
0.073171
17.333333
0.96753
0.934685
0.999517
1.034619
1.160104
0
0
0
0
0
29
41
6.780488
7.822625
0.707317
0
1
7.666667
16
0
2
2
0
0
0.001206
0.027096
4
0
0
0
1
74
53
6
0.666667
0.666667
1.414214
1
0
77.666667
0.886179
52
0
0
0
2
0
0
0
3
0
0
0
0
0
0
25
27
0
0
0
0
1
1
0
0
0
0
1
2
0
0
28
10
-6
44
2022_01_DEN_SEA
00-0035640
D.Metcalf
00-0030565
10
7
7
36
31
5
0
-4.688098
-0.120562
4.428571
1
10
41
278
17.1995
0.111511
0.170732
5.142857
1.066519
1.074652
0.957067
0.842677
0.35411
0
0
1
0
1
23
27
5
12.449767
0.851852
8.285714
2
4.428571
0.714286
0
0
1
0
0.714286
0.005838
0.129711
4
0
0
0
1
74
53
6
0.857143
0
7.244045
3
0
54.571429
-0.571429
16
4
16
0
2
3
2
0
2
3
2
0
0
0
28
7
1
0
0
0
4
2
1
0
0
0
4
2
1
0
0
28
10
-6
44
2022_01_DEN_SEA
00-0035644
N.Fant
00-0030565
10
4
3
16
15
14
0
-0.750653
-0.051875
3.75
0.75
10
41
278
17.1995
0.053957
0.097561
4
1.066519
1.074652
0.957067
0.842677
0.35411
1
0
2
0
1
23
27
5
12.449767
0.851852
12
2.5
3.75
4.666667
0
0
1
0
1
0.00113
0.061105
4
0
0
0
1
74
53
6
0.75
0
6.658328
1
0
49.5
-1.25
14
0
0
2
2
0
0
1
2
0
0
2
0
0
13
1
2
0
0
0
1
1
1
0
0
0
1
1
2
0
0
28
10
-6
44
2022_01_DEN_SEA
00-0036244
C.Parkinson
00-0030565
10
2
2
43
29
14
1
4.591134
0.141002
14.5
1
10
41
278
17.1995
0.104317
0.04878
21.5
1.066519
1.074652
0.957067
0.842677
0.35411
0
0
0
0
0
23
27
5
12.449767
0.851852
10
2
14.5
7
0.5
1
2
0
1
0.001588
0.056901
4
0
0
0
1
74
53
6
1
0.5
4.949747
0
0
36
9.5
0
43
0
0
0
2
0
0
0
2
0
0
0
0
43
0
0
0
0
0
2
0
0
0
0
0
2
0
0
0
0
28
10
-6
44
2022_01_DEN_SEA
00-0036407
J.Jeudy
00-0029263
28
7
4
102
73
71
1
7.241134
0.282352
10.428571
0.571429
10
41
278
17.1995
0.26259
0.170732
14.571429
0.96753
0.934685
0.999517
1.034619
1.160104
2
0
2
0
0
29
41
6.780488
7.822625
0.707317
12
3.571429
10.428571
17.75
0.142857
1
3
0
1
0.008754
0.099114
4
0
0
0
1
74
53
6
0.571429
0.142857
28.384268
2
0
39
3.648084
0
67
3
32
0
1
1
2
0
1
1
5
0
0
18
81
3
0
0
0
1
2
1
0
0
0
1
4
2
0
0
28
10
-6
44
2022_01_DEN_SEA
00-0036412
K.Hamler
00-0029263
28
1
0
0
32
0
0
-0.645321
-0.030074
32
0
10
41
278
17.1995
0.115108
0.02439
0
0.96753
0.934685
0.999517
1.034619
1.160104
0
0
0
0
0
29
41
6.780488
7.822625
0.707317
10
2
32
0
0
0
0
0
1
0
0.045652
4
0
0
0
1
74
53
6
0
0
0
1
0
54
25.219512
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
28
10
-6
44
2022_01_DEN_SEA
00-0036423
A.Okwuegbunam
00-0029263
28
6
5
33
7
22
0
1.536999
0.085576
1.166667
0.833333
10
41
278
17.1995
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0.96753
0.934685
0.999517
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0
2
0
0
29
41
6.780488
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2.5
1.166667
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0
0
2
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1
0.004014
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0
0
0
1
74
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0.833333
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3.361547
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1
58
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0
3
11
2
0
1
2
2
1
1
2
0
0
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5
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0
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0
0
1
4
0
0
0
0
1
5
0
0
28
10
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2022_01_DEN_SEA
00-0036620
D.Eskridge
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10
2
1
0
5
5
0
0.264228
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2.5
0.5
10
41
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17.1995
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0.04878
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1.066519
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0.957067
0.842677
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0
0
0
0
23
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5
12.449767
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2.5
2.5
5
0
0
1
0
1
0.001501
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4
0
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1
74
53
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0
0
1
0
73.5
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0
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0
0
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1
0
0
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1
1
0
0
0
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0
0
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1
0
0
0
0
0
1
0
1
0
0
28
10
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44
2022_01_DEN_SEA
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J.Williams
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28
12
11
65
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85
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1.188054
0.092895
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0.916667
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41
278
17.1995
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41
6.780488
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7.727273
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3
0
0.916667
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0
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1
74
53
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0.833333
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4.968995
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0
46.583333
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32
1
32
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3
1
7
1
3
1
7
0
0
4
42
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1
5
5
0
0
0
1
5
6
0
0
28
10
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44
2022_01_GB_MIN
00-0028002
R.Cobb
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3
2
14
55
4
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0.889278
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18.333333
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35
210
2.786975
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4.666667
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2
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0.333333
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1
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1
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8
0.666667
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1
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0
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8
1
0
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1
1
1
0
1
0
8
6
0
0
0
0
1
1
0
0
0
0
2
1
0
0
0
0
21
12
2.5
47
2022_01_GB_MIN
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A.Thielen
00-0029604
12
4
3
36
27
12
0
0.497466
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6.75
0.75
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35
210
2.786975
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0.841507
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0
2
0
3
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31
5.225806
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6.75
4
0
1
2
0
0.75
0.028416
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1
0
0
1
73
31
8
0.75
0.25
8.660254
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0
48.75
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0
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29
1
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0
2
1
1
0
2
0
0
0
0
7
29
0
0
0
0
1
2
0
0
0
0
1
3
0
21
12
2.5
47
2022_01_GB_MIN
00-0031325
S.Watkins
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21
3
3
18
2
16
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1.192841
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0.666667
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35
210
2.786975
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1.083288
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2
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5.83871
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0.666667
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0.333333
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1
0
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1
0
2.645751
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36.333333
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4
9
5
0
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1
1
0
1
1
1
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14
4
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2
1
0
0
0
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2
1
0
0
0
0
21
12
2.5
47
2022_01_GB_MIN
00-0032918
C.Ham
00-0029604
12
1
1
6
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11
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0.457903
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1
12
35
210
2.786975
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23
31
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1
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1
0
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1
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31
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1
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79
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0
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1
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6
0
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0
1
0
0
0
0
0
1
0
0
21
12
2.5
47
2022_01_GB_MIN
00-0033246
J.Mundt
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12
3
3
17
3
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0.239878
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1
12
35
210
2.786975
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5.666667
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31
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4.666667
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0.333333
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1
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0.666667
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64.666667
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0
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2
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1
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2
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1
0
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17
0
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0
2
1
0
0
0
0
2
1
0
21
12
2.5
47
2022_01_GB_MIN
00-0033293
A.Jones
00-0023459
21
5
3
27
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36
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0.6
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35
210
2.786975
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1.083288
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0
1
0
3
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31
5.83871
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2.8
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12
0
1
1
0
0.4
0.025363
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1
0
0
1
73
31
8
0.4
0.2
11.532563
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0
47
-6.63871
0
22
0
5
0
2
0
1
0
3
0
2
0
5
22
0
0
0
0
1
2
0
0
0
0
3
2
0
0
0
0
21
12
2.5
47
2022_01_GB_MIN
00-0033757
R.Tonyan
00-0023459
21
5
3
36
23
26
0
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0.020505
4.6
0.6
12
35
210
2.786975
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1.083288
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0
0
1
3
22
31
5.83871
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4.6
8.666667
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1
1
0
0.6
0.024901
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1
0
0
1
73
31
8
0.6
0.2
9.643651
1
0
54.8
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0
23
0
13
0
1
0
2
1
1
0
3
0
13
23
0
0
0
0
2
1
0
0
0
0
3
2
0
0
0
0
21
12
2.5
47
2022_01_GB_MIN
00-0033893
D.Cook
00-0029604
12
5
3
18
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32
0
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0.6
12
35
210
2.786975
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3.6
0.841507
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1
0
5
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31
5.225806
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2.6
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10.666667
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0
1
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1
0.001585
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1
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0
1
73
31
8
0.6
0
4.582576
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0
64.8
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0
8
10
0
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2
1
0
0
3
1
1
0
0
0
0
0
18
0
0
0
0
0
3
0
0
0
0
0
5
0
21
12
2.5
47
2022_01_GB_MIN
00-0034970
I.Smith
00-0029604
12
2
0
0
3
0
0
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35
210
2.786975
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0
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0
1
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31
5.225806
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1.5
1.5
0
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0
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0
0.5
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1
0
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31
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1
0
41.5
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0
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1
1
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0
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0
0
0
0
0
0
0
0
1
1
0
21
12
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47
2022_01_GB_MIN
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J.Winfree
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21
1
1
17
12
5
0
2.003939
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1
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35
210
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1.083288
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31
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4
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5
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0
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0
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1
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0
1
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31
8
1
0
0
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1
44
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17
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1
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1
0
17
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1
0
0
0
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0
1
0
0
0
0
0
21
12
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47
2022_01_GB_MIN
00-0035823
B.Ellefson
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12
1
1
2
1
1
0
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1
1
12
35
210
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31
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1
1
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0
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1
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1
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14
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0
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0
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1
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2
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0
1
0
0
0
0
0
1
0
0
21
12
2.5
47
2022_01_GB_MIN
00-0036250
T.Davis
00-0023459
21
1
1
3
1
2
0
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1
12
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210
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2
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1
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1
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75
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3
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3
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0
0
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1
0
0
0
0
0
21
12
2.5
47
2022_01_GB_MIN
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A.Dillon
00-0023459
21
5
4
34
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37
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2.049728
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0.8
12
35
210
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1.083288
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3
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31
5.83871
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9.25
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0
0.333333
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1
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0
1
73
31
8
0.833333
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2.774887
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0
55.666667
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0
18
16
12
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2
2
1
1
2
2
1
0
28
18
0
0
0
0
3
2
0
0
0
0
3
3
0
0
0
0
21
12
2.5
47
2022_01_GB_MIN
00-0036322
J.Jefferson
00-0029604
12
11
9
184
118
81
2
14.492034
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10.727273
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12
35
210
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0
4
1
8
23
31
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0.181818
5
7
0
0.727273
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3
1
0
0
1
73
31
8
0.727273
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1
37
5.501466
47
111
5
21
3
3
2
1
3
4
2
2
0
0
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0
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137
0
0
0
0
3
6
0
0
0
0
3
8
0
21
12
2.5
47
2022_01_GB_MIN
00-0036332
J.Deguara
00-0036264
21
2
2
28
18
10
0
0.029387
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9
1
12
35
210
2.786975
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1.083288
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2
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4
7.25
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7
4
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5
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2
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1
0
0.044406
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1
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0
1
73
31
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1
0
1.414214
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0
72.5
1.75
0
0
0
28
0
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0
2
0
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2
0
28
0
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0
2
0
0
0
0
0
2
0
0
0
0
0
21
12
2.5
47
2022_01_GB_MIN
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K.Osborn
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12
4
3
14
23
1
0
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5.75
0.75
12
35
210
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2
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3
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31
5.225806
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2.5
5.75
0.333333
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0
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1
0.014482
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1
0
0
1
73
31
8
0.75
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2.081666
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1
41.75
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7
4
0
1
1
1
0
1
1
1
1
0
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3
11
0
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0
1
2
0
0
0
0
1
3
0
21
12
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47
2022_01_GB_MIN
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R.Doubs
00-0023459
21
5
4
37
48
6
0
1.349723
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9.6
0.8
12
35
210
2.786975
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1.083288
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0
4
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5.83871
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3
9.6
1.5
0
1
1
0
0.4
0.010315
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3
1
0
0
1
73
31
8
0.8
0.2
9.673848
1
0
57.6
3.76129
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0
11
26
0
0
2
2
1
0
2
2
0
37
0
0
0
0
0
4
0
0
0
0
0
4
1
0
0
0
0
21
12
2.5
47
2022_01_GB_MIN
00-0038124
C.Watson
00-0023459
21
3
1
9
52
2
0
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17.333333
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12
35
210
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1.083288
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3
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31
5.83871
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1
0
0.75
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1
0
0
1
73
31
8
0.5
0.25
11.313708
2
0
43
8.558468
0
0
0
34
0
0
0
2
1
0
0
3
0
34
0
0
0
0
0
2
0
0
0
0
0
3
1
0
0
0
0
21
12
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2022_01_IND_HOU
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R.Burkhead
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14
8
5
30
3
30
0
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0.375
0.625
13
36
263
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End of preview. Expand in Data Studio

NFL Wide Receiver Performance Dataset (2022)

Dataset Description

This dataset contains comprehensive wide receiver performance statistics derived from NFL play-by-play data for the 2022. It includes game-level metrics, situational targeting patterns, defensive adjustments, and advanced efficiency calculations.

Dataset Summary

  • Season: 2022
  • Records: ~4.31k player-game observations
  • Features: 100+ columns including:
    • Core statistics (targets, receptions, yards, touchdowns)
    • Quarter-by-quarter breakdowns
    • Win probability bucketed performance
    • Defensive strength adjustments
    • Situational metrics (red zone, high leverage, down-and-distance)
    • Team share metrics (target share, air yards share, WOPR)
    • Efficiency metrics (aDOT, yards per target, catch rate)
    • Weather and venue conditions

Supported Tasks

  • Receiving Yards Prediction: Predict receiving yards for upcoming games
  • Target Share Analysis: Model player opportunity distribution
  • Performance Forecasting: Project future player performance
  • Matchup Analysis: Evaluate player-defense matchups

Dataset Structure

Data Fields

Key Identifiers:

  • game_id: Unique game identifier
  • receiver_player_id: NFL GSIS player ID
  • receiver_player_name: Player display name
  • passer_player_id: Quarterback player ID
  • season: NFL season year
  • week: Week number

Core Statistics:

  • targets: Total pass attempts targeting the receiver
  • receptions: Completed receptions
  • receiving_yards: Total receiving yards
  • tds: Receiving touchdowns
  • air_yards: Total air yards on targets
  • yac: Yards after catch

Quarter Breakdowns:

  • yards_Q1, yards_Q2, yards_Q3, yards_Q4: Yards by quarter
  • receptions_Q1-4: Receptions by quarter
  • targets_Q1-4: Targets by quarter

Win Probability Buckets:

  • yards_wp_<25, yards_wp_25_45, etc.: Performance in different game situations
  • Similar breakdowns for receptions and targets

Share Metrics:

  • target_share: Player's share of team targets
  • air_yards_share: Player's share of team air yards
  • yard_share: Player's share of team receiving yards
  • reception_share: Player's share of team receptions
  • wopr: Weighted Opportunity Rating (0.7 × target_share + 0.3 × air_yards_share)

Efficiency Metrics:

  • aDOT: Average depth of target
  • yards_per_target: Receiving yards per target
  • catch_rate: Reception percentage
  • yac_per_rec: Yards after catch per reception
  • explosive_rec_pct: Percentage of receptions ≥15 yards
  • first_down_pct: Percentage of receptions resulting in first downs

Defensive Adjustments:

  • def_targets_dev: Defense targets allowed vs league average
  • def_receptions_dev: Defense receptions allowed vs league average
  • def_yards_dev: Defense yards allowed vs league average
  • def_tds_dev: Defense TDs allowed vs league average
  • def_epa_dev: Defense EPA allowed vs league average
  • adj_epa: Defense-adjusted Expected Points Added
  • adj_epa_per_target: Defense-adjusted EPA per target

Situational Metrics:

  • red_zone_targets: Targets inside the 20-yard line
  • end_zone_targets: Targets in the end zone
  • third_down_targets: Targets on 3rd down
  • fourth_down_targets: Targets on 4th down
  • high_leverage_targets: Targets in high-leverage situations (WP < 0.25 or > 0.75)
  • red_zone_share: Player's share of team red zone targets
  • third_down_share: Player's share of team 3rd down targets

Game Context:

  • posteam: Player's team (encoded 1-32)
  • defteam: Opposing defense (encoded 1-32)
  • home_team: Home team (encoded 1-32)
  • away_team: Away team (encoded 1-32)
  • home_flag: 0 if home, 1 if away
  • pregame_spread: Betting line point spread
  • pregame_total: Betting line total points
  • avg_score_diff: Average score differential when targeted
  • avg_quarter: Average quarter when targeted
  • trailing_pct: Percentage of targets while trailing
  • leading_pct: Percentage of targets while leading

Weather & Venue:

  • surface: Playing surface type (encoded 0-6)
  • is_dome: 1 if indoor, 0 if outdoor
  • is_rain: 1 if rainy conditions
  • is_snow: 1 if snowy conditions
  • is_clear: 1 if clear conditions
  • temp_f: Temperature in Fahrenheit
  • humidity_pct: Humidity percentage
  • wind_mph: Wind speed in miles per hour

QB Context:

  • qb_completions: Quarterback's completions that game
  • qb_attempts: Quarterback's attempts that game
  • qb_comp_pct: Quarterback's completion percentage
  • qb_air_yards: Quarterback's average air yards
  • qb_cpoe: Quarterback's completion percentage over expected

Advanced Metrics:

  • epa: Expected Points Added
  • wpa: Win Probability Added
  • success_rate: Percentage of successful plays (EPA > 0 or YPT > 0.5)
  • big_play_rate: Percentage of plays ≥20 yards
  • explosive_plays: Count of plays ≥20 yards
  • first_downs: First downs generated
  • consistency_score: mean_adj_epa / std_adj_epa
  • inverse_volatility: 1 / std_adj_epa
  • season_adj_epa_per_target: Season-level defense-adjusted EPA per target
  • wp_var: Variance in win probability across targets
  • target_share_std: Standard deviation of target share across games

Data Splits

This dataset does not include pre-defined splits. Users should create their own train/validation/test splits based on their use case:

  • Time-based split: Use early weeks for training, later weeks for validation/testing
  • Cross-validation: K-fold cross-validation across games
  • Season holdout: Train on this season, test on future seasons

Dataset Creation

Source Data

Raw play-by-play data sourced from nflverse, which aggregates official NFL data with additional features.

Data Processing

The dataset was created through two complementary processing pipelines:

  1. Pipeline A (Defensive Adjustments):

    • Calculates defense-adjusted performance metrics
    • Adds situational targeting patterns
    • Includes QB context and team-level statistics
    • Incorporates weather and venue conditions
  2. Pipeline B (Temporal & Situational):

    • Generates quarter-by-quarter breakdowns
    • Creates win probability bucketed statistics
    • Computes team share metrics and WOPR
    • Calculates season-level consistency metrics

Both pipelines were merged to create a comprehensive feature set.

Considerations for Using the Data

Social Impact

This dataset is intended for:

  • Sports analytics and research
  • Fantasy football decision-making
  • Educational purposes in machine learning and sports statistics

Not intended for:

  • Real-money gambling (use responsibly)
  • Player evaluation for contract negotiations
  • Any decision-making that could impact player careers

Discussion of Biases

  • Opportunity bias: Statistics heavily dependent on team offensive scheme and QB quality
  • Injury data: Dataset does not account for injuries that may affect performance
  • Sample size: Players with limited playing time have less reliable statistics
  • Game script: Performance metrics influenced by whether team is winning/losing
  • Strength of schedule: Not all defensive matchups are equal, though some adjustment is included

Limitations

  • Historical data only: Does not predict future performance definitively
  • Missing context: Does not include play design, route running, or other qualitative factors
  • Weather parsing: Temperature/wind/humidity may be missing or inaccurate for some games
  • Roster changes: Does not account for mid-season team changes or trades
  • Playoff games: May or may not include playoff data depending on the year

Additional Information

Acknowledgments

  • Data Source: nflverse/nflverse-data
  • AI Assistance: Code development assisted by Claude (Anthropic)
  • Course: CMU 24-679: Designing and Deploying AI/ML Systems
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