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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
2024_01_ARI_BUF
00-0033282
C.Samuel
00-0034857
1
2
2
15
3
12
0
0.546278
0.014667
1.5
1
1
31
191
8.129718
0.015707
0.064516
7.5
0.966452
1.022201
0.986284
0.793094
1.260647
0
0
0
0
2
18
23
7.217391
9.891942
0.782609
17
3
1.5
6
0
0
0
0
1
0.193663
0.055548
1
0
0
0
1
61
55
20
1
0
0.707107
2
0
64.5
-5.717391
0
8
0
7
0
1
0
1
0
1
0
1
0
0
8
0
0
7
0
0
1
0
0
1
0
0
1
0
0
1
0
4
1
6.5
46
2024_01_ARI_BUF
00-0033553
J.Conner
00-0035228
4
4
3
33
-10
37
0
1.648868
0.080781
-2.5
0.75
1
31
191
8.129718
-0.052356
0.129032
8.25
0.998886
1.047342
1.022091
1.078608
1.328777
0
0
0
0
0
21
31
6.16129
1.196628
0.677419
8.75
1.75
-2.5
12.333333
0
1
1
0
0.5
0.024644
0.052085
1
0
0
0
1
61
55
20
0.75
0.25
10.148892
1
0
65
-8.66129
33
0
0
0
3
0
0
0
3
0
0
1
0
22
9
2
0
0
0
1
1
1
0
0
0
2
1
1
0
0
0
4
1
6.5
46
2024_01_ARI_BUF
00-0033555
M.Hollins
00-0034857
1
2
2
25
24
1
1
3.893081
0.189282
12
1
1
31
191
8.129718
0.125654
0.064516
12.5
0.966452
1.022201
0.986284
0.793094
1.260647
1
0
1
0
0
18
23
7.217391
9.891942
0.782609
5
2
12
0.5
0.5
0
2
0
0.5
0.002949
0.064009
1
0
0
0
1
61
55
20
1
0
2.12132
0
0
22
4.782609
14
0
11
0
1
0
1
0
1
0
1
0
0
0
0
11
14
0
0
0
0
1
1
0
0
0
0
1
1
0
0
4
1
6.5
46
2024_01_ARI_BUF
00-0034272
M.Valdes-Scantling
00-0034857
1
2
1
19
55
5
0
-0.206561
0.001318
27.5
0.5
1
31
191
8.129718
0.287958
0.064516
9.5
0.966452
1.022201
0.986284
0.793094
1.260647
0
0
1
0
1
18
23
7.217391
9.891942
0.782609
20.5
3.5
27.5
5
0
0
1
0
1
0.030252
0.058649
1
0
0
0
1
61
55
20
0.5
0
0
0
0
65
20.282609
0
0
0
19
0
0
0
1
0
0
1
1
0
0
0
0
0
19
0
0
0
0
0
1
0
0
0
0
1
1
0
4
1
6.5
46
2024_01_ARI_BUF
00-0035500
G.Dortch
00-0035228
4
8
6
47
71
18
0
2.455185
0.021141
8.875
0.75
1
31
191
8.129718
0.371728
0.258065
5.875
0.998886
1.047342
1.022091
1.078608
1.328777
1
0
3
1
5
21
31
6.16129
1.196628
0.677419
18.25
2.875
8.875
3
0
0
4
0
0.875
0.065233
0.074939
1
0
0
0
1
61
55
20
0.75
0
4.535049
1
3
40
2.71371
11
14
3
19
2
1
1
2
2
1
1
4
0
19
11
0
17
0
0
2
2
0
2
0
0
4
2
0
2
0
0
4
1
6.5
46
2024_01_ARI_BUF
00-0035537
Ty.Johnson
00-0034857
1
1
0
0
3
0
0
-1.403
-0.057054
3
0
1
31
191
8.129718
0.015707
0.032258
0
0.966452
1.022201
0.986284
0.793094
1.260647
0
0
1
0
1
18
23
7.217391
9.891942
0.782609
31
4
3
0
0
0
0
0
1
0
0.031114
1
0
0
0
1
61
55
20
0
0
0
0
1
53
-4.217391
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
0
1
0
4
1
6.5
46
2024_01_ARI_BUF
00-0035689
D.Knox
00-0034857
1
2
1
23
19
17
0
1.050424
0.032445
9.5
0.5
1
31
191
8.129718
0.099476
0.064516
11.5
0.966452
1.022201
0.986284
0.793094
1.260647
0
0
0
0
1
18
23
7.217391
9.891942
0.782609
12
3
9.5
17
0
1
1
0
0.5
0.118478
0.037254
1
0
0
0
1
61
55
20
0.5
0.5
0
1
0
44
2.282609
0
23
0
0
0
1
0
0
0
1
0
1
0
0
0
23
0
0
0
0
0
1
0
0
0
0
0
1
0
1
0
4
1
6.5
46
2024_01_ARI_BUF
00-0037248
J.Cook
00-0034857
1
3
3
32
1
31
0
2.449019
0.092641
0.333333
1
1
31
191
8.129718
0.005236
0.096774
10.666667
0.966452
1.022201
0.986284
0.793094
1.260647
0
0
1
0
0
18
23
7.217391
9.891942
0.782609
12.333333
3
0.333333
10.333333
0
1
1
0
1
0.027658
0.049477
1
0
0
0
1
61
55
20
1
0.333333
12.423097
0
0
66.333333
-6.884058
0
0
32
0
0
0
3
0
0
0
3
0
0
0
29
0
3
0
0
0
2
0
1
0
0
0
2
0
1
0
0
4
1
6.5
46
2024_01_ARI_BUF
00-0037261
K.Shakir
00-0034857
1
3
3
42
12
30
1
3.878293
0.134939
4
1
1
31
191
8.129718
0.062827
0.096774
14
0.966452
1.022201
0.986284
0.793094
1.260647
1
0
2
0
2
18
23
7.217391
9.891942
0.782609
14.666667
3
4
10
0.333333
0
2
0
1
0.108495
0.085275
1
0
0
0
1
61
55
20
1
0
4.358899
0
1
42
-3.217391
0
19
11
12
0
1
1
1
0
1
1
1
0
19
0
0
0
23
0
1
0
0
0
2
0
1
0
0
0
2
0
4
1
6.5
46
2024_01_ARI_BUF
00-0037744
T.McBride
00-0035228
4
9
5
30
75
2
0
0.463349
-0.068352
8.333333
0.555556
1
31
191
8.129718
0.39267
0.290323
3.333333
0.998886
1.047342
1.022091
1.078608
1.328777
1
0
0
0
6
21
31
6.16129
1.196628
0.677419
18.444444
2.888889
8.333333
0.4
0
0
2
0
1
0.081793
0.118824
1
0
0
0
1
61
55
20
0.555556
0
1.581139
1
0
43.777778
2.172043
6
15
0
9
1
2
0
2
1
3
1
4
0
9
0
6
15
0
0
2
0
1
2
0
0
4
1
1
3
0
0
4
1
6.5
46
2024_01_ARI_BUF
00-0038559
Mi.Wilson
00-0035228
4
2
1
5
24
0
1
2.218676
0.020897
12
0.5
1
31
191
8.129718
0.125654
0.064516
2.5
0.998886
1.047342
1.022091
1.078608
1.328777
1
0
1
0
1
21
31
6.16129
1.196628
0.677419
14
2.5
12
0
0.5
0
1
0
0.5
0.072701
0.081637
1
0
0
0
1
61
55
20
0.5
0
0
0
1
32.5
5.83871
5
0
0
0
1
0
0
0
1
0
0
1
0
0
5
0
0
0
0
0
1
0
0
0
0
1
1
0
0
0
0
4
1
6.5
46
2024_01_ARI_BUF
00-0038705
E.Demercado
00-0035228
4
2
2
26
1
25
0
1.643815
0.007919
0.5
1
1
31
191
8.129718
0.005236
0.064516
13
0.998886
1.047342
1.022091
1.078608
1.328777
1
0
2
0
1
21
31
6.16129
1.196628
0.677419
7
1
0.5
12.5
0
1
1
0
1
0.003593
0.063583
1
0
0
0
1
61
55
20
1
0.5
15.556349
0
2
39
-5.66129
26
0
0
0
2
0
0
0
2
0
0
0
0
0
0
24
2
0
0
0
0
1
1
0
0
0
0
1
1
0
0
4
1
6.5
46
2024_01_ARI_BUF
00-0038933
D.Kincaid
00-0034857
1
2
1
11
1
6
0
0.286692
0.022053
0.5
0.5
1
31
191
8.129718
0.005236
0.064516
5.5
0.966452
1.022201
0.986284
0.793094
1.260647
1
0
0
0
1
18
23
7.217391
9.891942
0.782609
20.5
3.5
0.5
6
0
0
1
0
1
0.067891
0.08454
1
0
0
0
1
61
55
20
0.5
0
0
2
0
39.5
-6.717391
0
0
0
11
0
0
0
1
0
0
1
1
0
0
0
0
0
11
0
0
0
0
0
1
0
0
0
1
0
1
0
4
1
6.5
46
2024_01_ARI_BUF
00-0039041
E.Higgins
00-0035228
4
2
2
12
3
9
0
0.877771
0.018517
1.5
1
1
31
191
8.129718
0.015707
0.064516
6
0.998886
1.047342
1.022091
1.078608
1.328777
0
0
0
0
0
21
31
6.16129
1.196628
0.677419
8.5
1.5
1.5
4.5
0
0
1
0
1
0.000501
0.027282
1
0
0
0
1
61
55
20
1
0
1.414214
0
0
39.5
-4.66129
7
5
0
0
1
1
0
0
1
1
0
0
0
0
0
7
5
0
0
0
0
1
1
0
0
0
0
1
1
0
0
4
1
6.5
46
2024_01_ARI_BUF
00-0039849
M.Harrison
00-0035228
4
3
1
4
31
0
0
-1.089329
-0.030668
10.333333
0.333333
1
31
191
8.129718
0.162304
0.096774
1.333333
0.998886
1.047342
1.022091
1.078608
1.328777
0
0
0
0
0
21
31
6.16129
1.196628
0.677419
6.666667
1.666667
10.333333
0
0
0
0
0
0.666667
0.006686
0.094694
1
0
0
0
1
61
55
20
0.333333
0
0
1
0
47.333333
4.172043
0
4
0
0
0
1
0
0
1
2
0
0
0
0
0
4
0
0
0
0
0
1
0
0
0
0
1
1
1
0
0
4
1
6.5
46
2024_01_ARI_BUF
00-0039875
R.Davis
00-0034857
1
1
1
14
2
12
0
1.892505
0.052173
2
1
1
31
191
8.129718
0.010471
0.032258
14
0.966452
1.022201
0.986284
0.793094
1.260647
0
0
0
0
0
18
23
7.217391
9.891942
0.782609
10
3
2
12
0
0
1
0
1
0
0.02401
1
0
0
0
1
61
55
20
1
0
0
1
0
38
-5.217391
0
0
14
0
0
0
1
0
0
0
1
0
0
0
0
14
0
0
0
0
0
1
0
0
0
0
0
1
0
0
0
4
1
6.5
46
2024_01_ARI_BUF
00-0039901
K.Coleman
00-0034857
1
5
4
51
46
11
0
3.296487
0.045441
9.2
0.8
1
31
191
8.129718
0.240838
0.16129
10.2
0.966452
1.022201
0.986284
0.793094
1.260647
2
0
0
0
3
18
23
7.217391
9.891942
0.782609
15.6
3.2
9.2
2.75
0
1
2
0
1
0.084547
0.070783
1
0
0
0
1
61
55
20
0.8
0.2
10.688779
3
0
30.2
1.982609
0
12
11
28
0
1
2
1
0
1
2
2
0
0
16
0
7
28
0
0
2
0
1
1
0
0
2
0
1
2
0
4
1
6.5
46
2024_01_ARI_BUF
00-0039921
T.Benson
00-0035228
4
1
1
5
-4
9
0
-0.088616
0.01613
-4
1
1
31
191
8.129718
-0.020942
0.032258
5
0.998886
1.047342
1.022091
1.078608
1.328777
0
0
0
0
0
21
31
6.16129
1.196628
0.677419
10
2
-4
9
0
0
0
0
1
0
0.017513
1
0
0
0
1
61
55
20
1
0
0
0
0
71
-10.16129
0
5
0
0
0
1
0
0
0
1
0
0
0
0
0
5
0
0
0
0
0
1
0
0
0
0
0
1
0
0
0
4
1
6.5
46
2024_01_BAL_KC
00-0030506
T.Kelce
00-0033873
3
4
3
34
27
10
0
3.472916
0.041264
6.75
0.75
3
40
267
3.723055
0.101124
0.1
8.5
1.086788
1.067859
1.098003
1.028936
1.058446
1
0
2
0
2
20
27
5.925926
4.191296
0.740741
12.5
2.25
6.75
3.333333
0
1
2
0
1
0.004907
0.105827
2
0
0
0
1
67
53
8
0.75
0.25
11.06044
1
0
49.5
0.824074
0
24
10
0
0
2
1
0
0
3
1
0
0
0
0
0
24
10
0
0
0
0
2
1
0
0
0
0
2
2
0
16
3
3
46
2024_01_BAL_KC
00-0031549
N.Agholor
00-0034796
16
1
1
6
6
0
0
0.141274
0.030192
6
1
3
40
267
3.723055
0.022472
0.025
6
1.002083
1.016814
1.001936
0.943782
1.253013
0
0
0
0
1
26
40
6.675
-3.686818
0.65
17
4
6
0
0
0
0
0
1
0
0.039476
2
0
0
0
1
67
53
8
1
0
0
1
0
31
-0.675
0
0
0
6
0
0
0
1
0
0
0
1
0
6
0
0
0
0
0
1
0
0
0
0
0
1
0
0
0
0
0
16
3
3
46
2024_01_BAL_KC
00-0032764
D.Henry
00-0034796
16
2
0
0
-10
0
0
-1.445314
-0.043028
-5
0
3
40
267
3.723055
-0.037453
0.05
0
1.002083
1.016814
1.001936
0.943782
1.253013
0
0
0
0
1
26
40
6.675
-3.686818
0.65
5
2
-5
0
0
0
0
0
0.5
0.056103
0.03737
2
0
0
0
1
67
53
8
0
0
0
1
0
66
-11.675
0
0
0
0
0
0
0
0
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
16
3
3
46
2024_01_BAL_KC
00-0033526
S.Perine
00-0033873
3
2
1
10
-4
13
0
-0.747871
-0.017881
-2
0.5
3
40
267
3.723055
-0.014981
0.05
5
1.086788
1.067859
1.098003
1.028936
1.058446
0
0
1
0
2
20
27
5.925926
4.191296
0.740741
20
3
-2
13
0
0
1
0
1
0.000055
0.034212
2
0
0
0
1
67
53
8
0.5
0
0
0
1
47.5
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0
0
10
0
0
0
1
0
0
0
2
0
0
0
0
0
0
10
0
0
0
0
0
1
0
0
0
0
0
2
0
16
3
3
46
2024_01_BAL_KC
00-0033857
J.Smith-Schuster
00-0033873
3
1
0
0
13
0
0
-0.95604
-0.030737
13
0
3
40
267
3.723055
0.048689
0.025
0
1.086788
1.067859
1.098003
1.028936
1.058446
1
0
1
0
0
20
27
5.925926
4.191296
0.740741
7
2
13
0
0
0
0
0
1
0
0.056034
2
0
0
0
1
67
53
8
0
0
0
0
0
13
7.074074
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
0
16
3
3
46
2024_01_BAL_KC
00-0033873
P.Mahomes
00-0033873
3
1
1
2
-1
3
0
-0.403064
0.035924
-1
1
3
40
267
3.723055
-0.003745
0.025
2
1.086788
1.067859
1.098003
1.028936
1.058446
0
0
1
0
1
20
27
5.925926
4.191296
0.740741
27
4
-1
3
0
0
0
0
1
0
0.008511
2
0
0
0
1
67
53
8
1
0
0
0
0
60
-6.925926
0
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
16
3
3
46
2024_01_BAL_KC
00-0034386
Ju.Watson
00-0033873
3
1
1
25
15
10
0
1.462307
0.042416
15
1
3
40
267
3.723055
0.05618
0.025
25
1.086788
1.067859
1.098003
1.028936
1.058446
0
0
0
0
0
20
27
5.925926
4.191296
0.740741
13
3
15
10
0
1
1
0
1
0
0.035108
2
0
0
0
1
67
53
8
1
1
0
0
0
43
9.074074
0
0
25
0
0
0
1
0
0
0
1
0
0
0
0
0
25
0
0
0
0
0
1
0
0
0
0
0
1
0
0
16
3
3
46
2024_01_BAL_KC
00-0034753
M.Andrews
00-0034796
16
2
2
14
11
3
0
0.251071
-0.045747
5.5
1
3
40
267
3.723055
0.041199
0.05
7
1.002083
1.016814
1.001936
0.943782
1.253013
0
0
1
0
2
26
40
6.675
-3.686818
0.65
13.5
3.5
5.5
1.5
0
0
1
0
1
0.000666
0.091009
2
0
0
0
1
67
53
8
1
0
5.656854
0
1
40
-1.175
0
0
11
3
0
0
1
1
0
0
1
1
0
14
0
0
0
0
0
2
0
0
0
0
0
2
0
0
0
0
0
16
3
3
46
2024_01_BAL_KC
00-0034975
J.Hill
00-0034796
16
8
6
52
-12
59
0
2.870605
0.045383
-1.5
0.75
3
40
267
3.723055
-0.044944
0.2
6.5
1.002083
1.016814
1.001936
0.943782
1.253013
2
0
3
0
2
26
40
6.675
-3.686818
0.65
7.25
2
-1.5
9.833333
0
0
2
0
0.75
0.017166
0.080088
2
0
0
0
1
67
53
8
0.75
0
7.284687
1
1
48.875
-8.175
21
7
17
7
3
1
1
1
3
3
1
1
0
24
28
0
0
0
0
2
4
0
0
0
0
2
6
0
0
0
0
16
3
3
46
2024_01_BAL_KC
00-0036550
R.Bateman
00-0034796
16
5
2
53
120
5
0
1.488005
0.021828
24
0.4
3
40
267
3.723055
0.449438
0.125
10.6
1.002083
1.016814
1.001936
0.943782
1.253013
0
0
1
0
4
26
40
6.675
-3.686818
0.65
14.8
3.4
24
2.5
0
1
2
0
1
0.006243
0.063472
2
0
0
0
1
67
53
8
0.4
0.2
16.263456
1
0
52.8
17.325
0
0
15
38
0
0
1
1
0
1
1
3
0
53
0
0
0
0
0
2
0
0
0
0
0
4
1
0
0
0
0
16
3
3
46
2024_01_BAL_KC
00-0036637
N.Gray
00-0033873
3
3
3
37
21
16
0
2.223154
0.047671
7
1
3
40
267
3.723055
0.078652
0.075
12.333333
1.086788
1.067859
1.098003
1.028936
1.058446
1
0
0
0
2
20
27
5.925926
4.191296
0.740741
13.333333
3
7
5.333333
0
0
2
0
1
0.002788
0.049756
2
0
0
0
1
67
53
8
1
0
1.154701
1
0
32.333333
1.074074
0
11
13
13
0
1
1
1
0
1
1
1
0
0
0
0
11
26
0
0
0
0
1
2
0
0
0
0
1
2
0
16
3
3
46
2024_01_BAL_KC
00-0037197
I.Pacheco
00-0033873
3
3
2
33
4
40
0
1.775301
0.032003
1.333333
0.666667
3
40
267
3.723055
0.014981
0.075
11
1.086788
1.067859
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1.058446
0
0
0
0
1
20
27
5.925926
4.191296
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13.666667
2.333333
1.333333
20
0
1
2
0
1
0.02799
0.05031
2
0
0
0
1
67
53
8
0.666667
0.333333
9.192388
1
0
61.333333
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23
0
0
10
1
0
0
1
1
1
0
1
0
0
0
0
23
10
0
0
0
0
1
1
0
0
0
0
2
1
0
16
3
3
46
2024_01_BAL_KC
00-0037838
I.Likely
00-0034796
16
12
9
111
98
71
1
4.519134
0.05688
8.166667
0.75
3
40
267
3.723055
0.367041
0.3
9.25
1.002083
1.016814
1.001936
0.943782
1.253013
3
0
1
0
8
26
40
6.675
-3.686818
0.65
13.75
3.166667
8.166667
7.888889
0.083333
1
5
0
1
0.016416
0.105154
2
0
0
0
1
67
53
8
0.75
0.083333
14.159802
3
0
46.583333
1.491667
15
23
49
24
1
3
1
4
1
3
2
6
0
73
38
0
0
0
0
5
4
0
0
0
0
8
4
0
0
0
0
16
3
3
46
2024_01_BAL_KC
00-0039064
Z.Flowers
00-0034796
16
10
6
37
54
28
0
-4.101719
-0.038507
5.4
0.6
3
40
267
3.723055
0.202247
0.25
3.7
1.002083
1.016814
1.001936
0.943782
1.253013
2
0
2
1
4
26
40
6.675
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0.65
8.5
2.3
5.4
4.666667
0
0
1
0
0.9
0.013423
0.111765
2
0
0
0
1
67
53
8
0.5
0
7.440878
4
0
47.5
-1.275
22
17
-2
0
2
3
1
0
2
4
3
1
0
-2
36
3
0
0
0
1
4
1
0
0
0
4
5
1
0
0
0
16
3
3
46
2024_01_BAL_KC
00-0039067
R.Rice
00-0033873
3
9
7
103
48
73
0
4.157103
0.109966
5.333333
0.777778
3
40
267
3.723055
0.179775
0.225
11.444444
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1.058446
0
0
1
0
2
20
27
5.925926
4.191296
0.740741
10.333333
2.111111
5.333333
10.428571
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1
5
0
0.777778
0.026181
0.125483
2
0
0
0
1
67
53
8
0.777778
0.111111
10.011898
1
1
59.666667
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47
0
48
8
4
0
2
1
4
1
3
1
0
0
27
0
61
15
0
0
2
0
4
1
0
0
2
0
4
3
0
16
3
3
46
2024_01_BAL_KC
00-0039894
X.Worthy
00-0033873
3
3
2
47
37
23
1
3.525364
0.041637
12.333333
0.666667
3
40
267
3.723055
0.138577
0.075
15.666667
1.086788
1.067859
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1.058446
1
0
1
0
3
20
27
5.925926
4.191296
0.740741
13.333333
2.666667
12.333333
11.5
0.333333
1
2
0
1
0.00138
0.080796
2
0
0
0
1
67
53
8
0.666667
0.333333
16.263456
1
1
26
6.407407
0
12
0
35
0
1
0
1
0
2
0
1
0
0
0
0
0
47
0
0
0
0
0
2
0
0
0
0
0
3
0
16
3
3
46
2024_01_CAR_NO
00-0030035
A.Thielen
00-0039150
23
4
3
49
64
18
0
4.642717
0.027933
16
0.75
5
29
352
-10.917299
0.181818
0.137931
12.25
1.066105
1.01115
1.077345
0.75344
0.798521
0
0
2
0
4
13
28
12.357143
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0.464286
4
2.75
16
6
0
1
3
0
0.75
0.002427
0.10831
3
1
0
0
1
75
64
13
0.75
0.25
14.640128
1
0
70.75
3.642857
14
0
3
32
1
0
1
1
1
0
2
1
0
49
0
0
0
0
0
3
0
0
0
0
0
4
0
0
0
0
0
23
5
3.5
41.5
2024_01_CAR_NO
00-0031299
J.Matthews
00-0039150
23
1
0
0
16
0
0
-0.581935
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16
0
5
29
352
-10.917299
0.045455
0.034483
0
1.066105
1.01115
1.077345
0.75344
0.798521
0
0
0
0
1
13
28
12.357143
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0.464286
10
4
16
0
0
0
0
0
1
0
0.00508
3
1
0
0
1
75
64
13
0
0
0
0
0
68
3.642857
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
1
0
0
0
0
0
23
5
3.5
41.5
2024_01_CAR_NO
00-0033357
T.Hill
00-0031280
5
2
1
1
22
1
0
0.839895
0.006799
11
0.5
5
29
352
-10.917299
0.0625
0.068966
0.5
0.958931
0.994574
1.019833
1.387915
1.452908
0
0
0
0
2
19
23
8.695652
13.704328
0.826087
13.5
1.5
11
1
0
0
1
0
1
0.000991
0.127255
3
1
0
0
1
75
64
13
0.5
0
0
0
0
45.5
2.304348
0
1
0
0
0
1
0
0
1
1
0
0
0
0
0
0
0
1
0
0
0
0
0
1
0
0
0
0
0
2
0
23
5
3.5
41.5
2024_01_CAR_NO
00-0033589
D.Moore
00-0039150
23
3
1
14
36
0
0
-5.675849
0.000044
12
0.333333
5
29
352
-10.917299
0.102273
0.103448
4.666667
1.066105
1.01115
1.077345
0.75344
0.798521
1
0
0
2
3
13
28
12.357143
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0.464286
10
4
12
0
0
0
0
0
1
0
0.123951
3
1
0
0
1
75
64
13
0.333333
0
0
0
0
48
-0.357143
0
0
0
14
0
0
0
1
0
0
0
3
0
14
0
0
0
0
0
1
0
0
0
0
0
3
0
0
0
0
0
23
5
3.5
41.5
2024_01_CAR_NO
00-0033906
A.Kamara
00-0031280
5
5
5
27
-17
44
0
-0.222403
-0.00678
-3.4
1
5
29
352
-10.917299
-0.048295
0.172414
5.4
0.958931
0.994574
1.019833
1.387915
1.452908
0
0
0
0
4
19
23
8.695652
13.704328
0.826087
23.4
2.6
-3.4
8.8
0
0
0
0
0.8
0.038175
0.085441
3
1
0
0
1
75
64
13
0.8
0
7.635444
2
0
40.8
-12.095652
5
1
21
0
1
1
3
0
1
1
3
0
0
0
0
0
5
22
0
0
0
0
1
4
0
0
0
0
1
4
0
23
5
3.5
41.5
2024_01_CAR_NO
00-0033948
Ja.Williams
00-0031280
5
1
1
13
4
9
0
1.358555
0.000394
4
1
5
29
352
-10.917299
0.011364
0.034483
13
0.958931
0.994574
1.019833
1.387915
1.452908
0
0
0
0
1
19
23
8.695652
13.704328
0.826087
37
3
4
9
0
0
1
0
1
0
0.098573
3
1
0
0
1
75
64
13
1
0
0
1
0
62
-4.695652
0
0
13
0
0
0
1
0
0
0
1
0
0
0
0
0
0
13
0
0
0
0
0
1
0
0
0
0
0
1
0
23
5
3.5
41.5
2024_01_CAR_NO
00-0034981
F.Moreau
00-0031280
5
4
4
43
35
8
1
3.218606
-0.009025
8.75
1
5
29
352
-10.917299
0.099432
0.137931
10.75
0.958931
0.994574
1.019833
1.387915
1.452908
1
0
0
0
3
19
23
8.695652
13.704328
0.826087
17.5
2
8.75
2
0.25
1
2
0
0.75
0.03881
0.041283
3
1
0
0
1
75
64
13
1
0.25
10.340052
0
0
39.25
0.054348
4
17
0
22
2
1
0
1
2
1
0
1
0
0
0
0
1
42
0
0
0
0
1
3
0
0
0
0
1
3
0
23
5
3.5
41.5
2024_01_CAR_NO
00-0035216
Dio.Johnson
00-0039150
23
6
2
19
63
4
0
-7.62956
-0.089445
10.5
0.333333
5
29
352
-10.917299
0.178977
0.206897
3.166667
1.066105
1.01115
1.077345
0.75344
0.798521
2
0
2
0
5
13
28
12.357143
-15.264362
0.464286
1
2
10.5
2
0
0
2
0
0.333333
0.018497
0.043315
3
1
0
0
1
75
64
13
0.333333
0
2.12132
1
1
41
-1.857143
0
19
0
0
0
2
0
0
2
2
2
0
0
19
0
0
0
0
0
2
0
0
0
0
0
5
1
0
0
0
0
23
5
3.5
41.5
2024_01_CAR_NO
00-0035243
M.Sanders
00-0039150
23
2
0
0
27
0
0
-0.679564
-0.000209
13.5
0
5
29
352
-10.917299
0.076705
0.068966
0
1.066105
1.01115
1.077345
0.75344
0.798521
0
0
0
0
2
13
28
12.357143
-15.264362
0.464286
0
2
13.5
0
0
0
0
0
0
0
0.047888
3
1
0
0
1
75
64
13
0
0
0
0
0
54
1.142857
0
0
0
0
0
0
0
0
0
2
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
0
0
0
0
0
23
5
3.5
41.5
2024_01_CAR_NO
00-0036040
J.Johnson
00-0031280
5
3
2
26
42
4
1
2.459984
0.004081
14
0.666667
5
29
352
-10.917299
0.119318
0.103448
8.666667
0.958931
0.994574
1.019833
1.387915
1.452908
1
0
0
0
3
19
23
8.695652
13.704328
0.826087
23.333333
2
14
2
0.333333
0
1
0
1
0.007867
0.07304
3
1
0
0
1
75
64
13
0.666667
0
4.242641
1
0
31
5.304348
0
16
10
0
0
1
1
0
1
1
1
0
0
0
0
0
0
26
0
0
0
0
0
2
0
0
0
0
0
3
0
23
5
3.5
41.5
2024_01_CAR_NO
00-0037239
C.Olave
00-0031280
5
2
2
11
12
-1
0
-0.33579
0.002844
6
1
5
29
352
-10.917299
0.034091
0.068966
5.5
0.958931
0.994574
1.019833
1.387915
1.452908
0
0
0
0
2
19
23
8.695652
13.704328
0.826087
15
1.5
6
-0.5
0
0
1
0
1
0.009162
0.112024
3
1
0
0
1
75
64
13
0.5
0
16.263456
1
0
40.5
-2.695652
17
-6
0
0
1
1
0
0
1
1
0
0
0
0
0
0
0
11
0
0
0
0
0
2
0
0
0
0
0
2
0
23
5
3.5
41.5
2024_01_CAR_NO
00-0037545
R.Shaheed
00-0031280
5
5
3
73
97
30
1
2.953682
0.103746
19.4
0.6
5
29
352
-10.917299
0.275568
0.172414
14.6
0.958931
0.994574
1.019833
1.387915
1.452908
0
0
3
0
4
19
23
8.695652
13.704328
0.826087
14.8
1.8
19.4
10
0.2
1
2
0
0.8
0.034932
0.068955
3
1
0
0
1
75
64
13
0.6
0.2
30.6159
1
1
37.8
10.704348
59
1
13
0
1
1
1
0
2
2
1
0
0
0
0
0
59
14
0
0
0
0
1
2
0
0
0
0
1
4
0
23
5
3.5
41.5
2024_01_CAR_NO
00-0039062
J.Mingo
00-0027973
23
1
0
0
6
0
0
-0.621024
-0.000006
6
0
5
29
352
-10.917299
0.017045
0.034483
0
1.066105
1.01115
1.077345
0.75344
0.798521
0
0
2
0
5
0
1
6
-71.000129
0
6.6
3.2
6
8
0
1
1
0
0.8
0.002488
0.047197
3
1
0
0
1
75
64
13
0.4
0.2
21.213203
1
2
59.4
-3.685714
0
0
35
5
0
0
1
1
1
0
1
3
0
40
0
0
0
0
0
2
0
0
0
0
0
5
0
0
0
0
0
23
5
3.5
41.5
2024_01_CAR_NO
00-0039342
X.Legette
00-0039150
23
7
4
35
112
5
0
-0.696287
0.000912
16
0.571429
5
29
352
-10.917299
0.318182
0.241379
5
1.066105
1.01115
1.077345
0.75344
0.798521
1
0
1
0
7
13
28
12.357143
-15.264362
0.464286
6.142857
3.285714
16
1.25
0
0
2
0
0.714286
0.000002
0.09454
3
1
0
0
1
75
64
13
0.571429
0
6.291529
1
1
35.285714
3.642857
0
13
18
4
0
2
1
1
0
2
1
4
0
35
0
0
0
0
0
4
0
0
0
0
0
7
0
0
0
0
0
23
5
3.5
41.5
2024_01_CAR_NO
00-0039356
J.Sanders
00-0039150
23
1
1
4
-3
7
0
0.064313
-0.021345
-3
1
5
29
352
-10.917299
-0.008523
0.034483
4
1.066105
1.01115
1.077345
0.75344
0.798521
0
0
0
0
1
13
28
12.357143
-15.264362
0.464286
0
2
-3
7
0
0
0
0
0
0
0.073298
3
1
0
0
1
75
64
13
1
0
0
0
0
54
-15.357143
0
4
0
0
0
1
0
0
0
1
0
0
0
4
0
0
0
0
0
1
0
0
0
0
0
1
0
0
0
0
0
23
5
3.5
41.5
2024_01_CAR_NO
00-0039386
B.Means
00-0038998
5
1
0
0
8
0
0
-0.55364
-0.000039
8
0
5
29
352
-10.917299
0.022727
0.034483
0
0.958931
0.994574
1.019833
1.387915
1.452908
0
0
0
0
1
0
1
8
-70.583516
0
47
4
8
0
0
0
0
0
1
0
0.087061
3
1
0
0
1
75
64
13
0
0
0
1
0
53
0
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
0
1
0
23
5
3.5
41.5
2024_01_CAR_NO
00-0039623
M.Tipton
00-0031280
5
1
1
6
5
1
0
-0.814068
-0.002152
5
1
5
29
352
-10.917299
0.014205
0.034483
6
0.958931
0.994574
1.019833
1.387915
1.452908
0
0
1
0
1
19
23
8.695652
13.704328
0.826087
17
2
5
1
0
0
0
0
1
0
0.072666
3
1
0
0
1
75
64
13
1
0
0
0
0
32
-3.695652
0
6
0
0
0
1
0
0
0
1
0
0
0
0
0
0
0
6
0
0
0
0
0
1
0
0
0
0
0
1
0
23
5
3.5
41.5
2024_01_DAL_CLE
00-0031236
B.Cooks
00-0033077
8
7
4
40
79
5
1
-0.115234
0.03515
11.285714
0.571429
8
43
372
-12.011554
0.212366
0.162791
5.714286
0.902523
0.873015
0.974933
1.031023
1.143131
0
0
3
0
4
19
31
8.193548
-6.606806
0.612903
14.142857
2.142857
11.285714
1.25
0.142857
1
2
0
0.857143
0.037492
0.10774
2
0
0
0
1
68
41
15
0.428571
0.142857
9.865766
1
2
41.857143
3.092166
21
19
0
0
1
3
0
0
2
3
1
1
0
0
21
0
5
14
0
0
1
0
1
2
0
0
1
1
1
4
0
8
9
2.5
42
2024_01_DAL_CLE
00-0031544
A.Cooper
00-0033537
9
9
2
16
170
5
0
-2.164536
0.008188
18.888889
0.222222
8
43
372
-12.011554
0.456989
0.209302
1.777778
0.928847
0.964184
1.021346
1.110332
1.195678
2
0
1
0
7
24
43
8.651163
-7.962811
0.55814
3.888889
2.666667
18.888889
2.5
0
0
2
0
0.777778
0.075941
0.118782
2
0
0
0
1
68
41
15
0.222222
0
2.828427
4
0
47.555556
10.237726
6
0
10
0
1
0
1
0
2
1
4
2
0
10
0
0
6
0
0
1
0
0
1
0
0
7
0
0
2
0
0
8
9
2.5
42
2024_01_DAL_CLE
00-0033045
E.Elliott
00-0033077
8
2
2
9
-4
13
0
-0.236355
0.030477
-2
1
8
43
372
-12.011554
-0.010753
0.046512
4.5
0.902523
0.873015
0.974933
1.031023
1.143131
1
0
1
0
1
19
31
8.193548
-6.606806
0.612903
18.5
3
-2
6.5
0
0
1
0
1
0.046279
0.045167
2
0
0
0
1
68
41
15
0.5
0
6.363961
0
0
22
-10.193548
0
9
0
0
0
1
0
1
0
1
0
1
0
0
0
0
9
0
0
0
0
0
1
1
0
0
0
0
1
1
0
8
9
2.5
42
2024_01_DAL_CLE
00-0033885
D.Njoku
00-0033537
9
5
4
44
21
28
0
1.044979
-0.042374
4.2
0.8
8
43
372
-12.011554
0.056452
0.116279
8.8
0.928847
0.964184
1.021346
1.110332
1.195678
0
0
1
0
2
24
43
8.651163
-7.962811
0.55814
2.4
1.8
4.2
7
0
1
1
0
0.8
0.064933
0.1256
2
0
0
0
1
68
41
15
0.8
0.2
12.110601
3
0
65.2
-4.451163
5
10
29
0
1
2
1
0
2
2
1
0
0
32
7
0
5
0
0
2
1
0
1
0
0
2
2
0
1
0
0
8
9
2.5
42
2024_01_DAL_CLE
00-0034364
J.Akins
00-0033537
9
4
3
27
25
8
0
1.463833
-0.008188
6.25
0.75
8
43
372
-12.011554
0.067204
0.093023
6.75
0.928847
0.964184
1.021346
1.110332
1.195678
0
0
1
0
4
24
43
8.651163
-7.962811
0.55814
6.5
3.25
6.25
2.666667
0
0
1
0
1
0.011137
0.069305
2
0
0
0
1
68
41
15
0.75
0
3.464102
1
0
45
-2.401163
0
0
7
20
0
0
1
2
0
1
1
2
0
27
0
0
0
0
0
3
0
0
0
0
0
4
0
0
0
0
0
8
9
2.5
42
2024_01_DAL_CLE
00-0036139
R.Dowdle
00-0033077
8
1
1
6
1
5
0
0.291095
0.00002
1
1
8
43
372
-12.011554
0.002688
0.023256
6
0.902523
0.873015
0.974933
1.031023
1.143131
0
0
0
0
1
19
31
8.193548
-6.606806
0.612903
33
4
1
5
0
0
0
0
1
0
0.076932
2
0
0
0
1
68
41
15
1
0
0
1
0
79
-7.193548
0
0
0
6
0
0
0
1
0
0
0
1
0
0
0
0
0
6
0
0
0
0
0
1
0
0
0
0
0
1
0
8
9
2.5
42
2024_01_DAL_CLE
00-0036358
C.Lamb
00-0033077
8
10
5
61
107
32
0
-2.233218
0.071469
10.7
0.5
8
43
372
-12.011554
0.287634
0.232558
6.1
0.902523
0.873015
0.974933
1.031023
1.143131
0
0
4
0
4
19
31
8.193548
-6.606806
0.612903
14.2
2
10.7
6.4
0
1
2
0
0.8
0.0611
0.14805
2
0
0
0
1
68
41
15
0.5
0.1
12.557866
3
2
67.8
2.506452
58
0
3
0
4
0
1
0
5
1
3
1
0
0
42
0
16
3
0
0
2
0
2
1
0
0
2
1
3
4
0
8
9
2.5
42
2024_01_DAL_CLE
00-0036407
J.Jeudy
00-0033537
9
8
3
25
116
4
1
0.920925
-0.009185
14.5
0.375
8
43
372
-12.011554
0.311828
0.186047
3.125
0.928847
0.964184
1.021346
1.110332
1.195678
2
0
1
0
6
24
43
8.651163
-7.962811
0.55814
4.75
2.375
14.5
1.333333
0.125
0
2
0
1
0.033638
0.139595
2
0
0
0
1
68
41
15
0.375
0
5.859465
1
1
56.625
5.848837
4
0
21
0
1
0
2
0
2
1
5
0
0
21
0
4
0
0
0
2
0
1
0
0
0
6
0
2
0
0
0
8
9
2.5
42
2024_01_DAL_CLE
00-0036980
E.Moore
00-0033537
9
6
3
9
22
5
0
-10.778765
-0.099559
3.666667
0.5
8
43
372
-12.011554
0.05914
0.139535
1.5
0.928847
0.964184
1.021346
1.110332
1.195678
1
0
1
0
5
24
43
8.651163
-7.962811
0.55814
5.333333
2.833333
3.666667
1.666667
0
0
1
0
1
0.028302
0.100823
2
0
0
0
1
68
41
15
0.5
0
1
3
0
49.333333
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0
3
4
2
0
1
1
1
0
3
1
2
0
9
0
0
0
0
0
3
0
0
0
0
0
5
1
0
0
0
0
8
9
2.5
42
2024_01_DAL_CLE
00-0037267
J.Ford
00-0033537
9
7
6
25
18
26
0
-2.831992
0.013418
2.571429
0.857143
8
43
372
-12.011554
0.048387
0.162791
3.571429
0.928847
0.964184
1.021346
1.110332
1.195678
0
0
1
1
6
24
43
8.651163
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0.55814
9
3.285714
2.571429
4.333333
0
0
1
0
1
0.022988
0.072242
2
0
0
0
1
68
41
15
0.857143
0
2.228602
1
0
64.714286
-6.079734
8
0
9
8
1
0
2
3
1
0
2
4
0
17
8
0
0
0
0
5
1
0
0
0
0
6
1
0
0
0
0
8
9
2.5
42
2024_01_DAL_CLE
00-0037666
J.Tolbert
00-0033077
8
2
1
12
15
0
0
-0.492205
-0.000885
7.5
0.5
8
43
372
-12.011554
0.040323
0.046512
6
0.902523
0.873015
0.974933
1.031023
1.143131
0
0
0
0
2
19
31
8.193548
-6.606806
0.612903
23.5
2.5
7.5
0
0
0
1
0
1
0.001377
0.107483
2
0
0
0
1
68
41
15
0.5
0
0
1
0
45
-0.693548
0
12
0
0
0
1
0
0
0
1
1
0
0
0
0
0
0
12
0
0
0
0
0
1
0
0
0
0
0
2
0
8
9
2.5
42
2024_01_DAL_CLE
00-0037801
K.Turpin
00-0033077
8
1
0
0
14
0
0
-0.501782
-0.017815
14
0
8
43
372
-12.011554
0.037634
0.023256
0
0.902523
0.873015
0.974933
1.031023
1.143131
0
0
0
0
0
19
31
8.193548
-6.606806
0.612903
0
1
14
0
0
0
0
0
0
0
0.057597
2
0
0
0
1
68
41
15
0
0
0
0
0
60
5.806452
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
0
8
9
2.5
42
2024_01_DAL_CLE
00-0038041
J.Ferguson
00-0033077
8
5
3
15
36
15
0
-1.606297
-0.058011
7.2
0.6
8
43
372
-12.011554
0.096774
0.116279
3
0.902523
0.873015
0.974933
1.031023
1.143131
1
0
1
0
2
19
31
8.193548
-6.606806
0.612903
11.6
1.8
7.2
5
0
0
0
0
0.8
0.05167
0.128105
2
0
0
0
1
68
41
15
0.6
0
2.645751
1
0
59.6
-0.993548
6
7
2
0
1
1
1
0
2
2
1
0
0
0
0
13
0
2
0
0
0
2
0
1
0
0
1
2
0
2
0
8
9
2.5
42
2024_01_DAL_CLE
00-0038098
P.Strong
00-0033537
9
3
2
20
-3
26
0
0.611141
0.00012
-1
0.666667
8
43
372
-12.011554
-0.008065
0.069767
6.666667
0.928847
0.964184
1.021346
1.110332
1.195678
0
0
0
0
3
24
43
8.651163
-7.962811
0.55814
10
4
-1
13
0
1
1
0
1
0.000001
0.045553
2
0
0
0
1
68
41
15
0.333333
0.333333
14.142136
2
0
43.333333
-9.651163
0
0
0
20
0
0
0
2
0
0
0
3
0
20
0
0
0
0
0
2
0
0
0
0
0
3
0
0
0
0
0
8
9
2.5
42
2024_01_DAL_CLE
00-0038640
J.Brooks
00-0033077
8
1
1
18
9
9
0
1.113178
0.025303
9
1
8
43
372
-12.011554
0.024194
0.023256
18
0.902523
0.873015
0.974933
1.031023
1.143131
0
0
0
0
0
19
31
8.193548
-6.606806
0.612903
7
2
9
9
0
0
1
0
1
0
0.049796
2
0
0
0
1
68
41
15
1
0
0
0
0
39
0.806452
0
18
0
0
0
1
0
0
0
1
0
0
0
0
0
0
18
0
0
0
0
0
1
0
0
0
0
0
1
0
0
8
9
2.5
42
2024_01_DAL_CLE
00-0038738
H.Luepke
00-0033077
8
2
2
18
-3
21
0
1.268221
0.017038
-1.5
1
8
43
372
-12.011554
-0.008065
0.046512
9
0.902523
0.873015
0.974933
1.031023
1.143131
0
0
0
0
1
19
31
8.193548
-6.606806
0.612903
18.5
3
-1.5
10.5
0
0
1
0
1
0.065908
0.036919
2
0
0
0
1
68
41
15
1
0
4.242641
0
0
44.5
-9.693548
0
6
0
12
0
1
0
1
0
1
0
1
0
0
0
0
6
12
0
0
0
0
1
1
0
0
0
0
1
1
0
8
9
2.5
42
2024_01_DAL_CLE
00-0038979
C.Tillman
00-0033537
9
1
1
3
3
0
0
-0.277139
0.001309
3
1
8
43
372
-12.011554
0.008065
0.023256
3
0.928847
0.964184
1.021346
1.110332
1.195678
0
0
0
0
1
24
43
8.651163
-7.962811
0.55814
10
3
3
0
0
0
0
0
1
0
0.108929
2
0
0
0
1
68
41
15
1
0
0
0
0
63
-5.651163
0
0
3
0
0
0
1
0
0
0
1
0
0
3
0
0
0
0
0
1
0
0
0
0
0
1
0
0
0
0
0
8
9
2.5
42
2024_01_DEN_SEA
00-0031595
M.Burton
00-0039732
28
1
1
3
2
1
0
-0.936205
0.0011
2
1
10
42
264
-19.695747
0.007576
0.02381
3
1.034141
1.024964
0.991329
1.031023
0.762927
0
0
1
0
0
26
42
6.285714
-5.089776
0.619048
8
2
2
1
0
0
0
0
1
0
0.020854
4
0
0
0
1
73
72
7
1
0
0
0
0
69
-4.285714
0
3
0
0
0
1
0
0
0
1
0
0
0
0
3
0
0
0
0
0
1
0
0
0
0
0
1
0
0
0
0
28
10
6.5
42
2024_01_DEN_SEA
00-0032211
T.Lockett
00-0030565
10
7
6
77
87
8
0
-0.478328
0.004665
12.428571
0.857143
10
42
264
-19.695747
0.329545
0.166667
11
1.081461
1.077609
1.044413
0.89884
0.569319
0
0
2
0
4
18
26
6.68
5.264541
0.692308
14.571429
2.857143
12.428571
1.333333
0
0
5
0
0.857143
0.064849
0.092536
4
0
0
0
1
73
72
7
0.857143
0
4.020779
2
1
64.714286
5.748571
0
19
40
18
0
1
3
2
1
1
3
2
0
0
0
19
13
45
0
0
0
1
1
4
0
0
0
1
2
4
0
28
10
6.5
42
2024_01_DEN_SEA
00-0033943
J.Reynolds
00-0039732
28
8
5
45
73
8
0
3.58573
0.016519
9.125
0.625
10
42
264
-19.695747
0.276515
0.190476
5.625
1.034141
1.024964
0.991329
1.031023
0.762927
1
0
2
1
4
26
42
6.285714
-5.089776
0.619048
10.375
2.875
9.125
1.6
0
1
3
0
1
0.077744
0.087729
4
0
0
0
1
73
72
7
0.625
0.125
9.055385
1
0
46.25
2.839286
3
25
0
17
1
1
0
3
1
3
0
4
0
17
3
25
0
0
0
3
1
1
0
0
0
4
2
2
0
0
0
28
10
6.5
42
2024_01_DEN_SEA
00-0034348
C.Sutton
00-0039732
28
12
4
38
163
6
0
-8.08195
-0.154542
13.583333
0.333333
10
42
264
-19.695747
0.617424
0.285714
3.166667
1.034141
1.024964
0.991329
1.031023
0.762927
2
0
5
0
6
26
42
6.285714
-5.089776
0.619048
8.916667
2.75
13.583333
1.5
0
0
2
0
1
0.072173
0.09163
4
0
0
0
1
73
72
7
0.333333
0
5.567764
2
2
46.666667
7.297619
4
17
0
17
1
1
0
2
2
4
1
5
0
17
4
17
0
0
0
2
1
1
0
0
0
6
3
3
0
0
0
28
10
6.5
42
2024_01_DEN_SEA
00-0035406
L.Humphrey
00-0039732
28
1
0
0
5
0
0
-1.644465
-0.015322
5
0
10
42
264
-19.695747
0.018939
0.02381
0
1.034141
1.024964
0.991329
1.031023
0.762927
0
0
1
0
0
26
42
6.285714
-5.089776
0.619048
3
1
5
0
0
0
0
0
1
0
0.076669
4
0
0
0
1
73
72
7
0
0
0
0
0
60
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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
0
28
10
6.5
42
2024_01_DEN_SEA
00-0035640
D.Metcalf
00-0030565
10
5
3
29
52
5
0
0.630407
-0.022737
13
0.6
10
42
264
-19.695747
0.19697
0.119048
5.8
1.081461
1.077609
1.044413
0.89884
0.569319
1
0
2
0
2
18
26
6.68
5.264541
0.692308
11.4
2.4
10.4
1.666667
0
0
2
0
0.8
0.071857
0.130662
4
0
0
0
1
73
72
7
0.6
0
3.21455
1
2
54
6.32
0
12
11
6
0
1
1
1
1
2
1
1
0
0
0
12
0
17
0
0
0
1
0
2
0
0
0
1
2
2
0
28
10
6.5
42
2024_01_DEN_SEA
00-0035644
N.Fant
00-0030565
10
4
2
11
18
9
0
-2.265839
-0.081309
4.5
0.5
10
42
264
-19.695747
0.068182
0.095238
2.75
1.081461
1.077609
1.044413
0.89884
0.569319
1
0
1
0
1
18
26
6.68
5.264541
0.692308
4
1.5
4.5
4.5
0
0
0
0
0.25
0.04109
0.045266
4
0
0
0
1
73
72
7
0.5
0
4.949747
1
0
63.25
-2.18
11
0
0
0
2
0
0
0
3
0
1
0
0
0
0
0
11
0
0
0
0
0
2
0
0
0
0
0
3
1
0
28
10
6.5
42
2024_01_DEN_SEA
00-0036268
L.Shenault
00-0030565
10
1
1
0
-3
3
0
-0.513694
-0.0167
-3
1
10
42
264
-19.695747
-0.011364
0.02381
0
1.081461
1.077609
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0.89884
0.569319
0
0
0
0
0
18
26
6.68
5.264541
0.692308
0
1
-3
3
0
0
0
0
0
0
0.010037
4
0
0
0
1
73
72
7
0
0
0
0
0
35
-9.68
0
0
0
0
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1
0
0
28
10
6.5
42
2024_01_DEN_SEA
00-0036422
A.Trautman
00-0039732
28
1
0
0
5
0
0
-0.834702
-0.026643
5
0
10
42
264
-19.695747
0.018939
0.02381
0
1.034141
1.024964
0.991329
1.031023
0.762927
0
0
0
0
0
26
42
6.285714
-5.089776
0.619048
13
3
5
0
0
0
0
0
1
0
0.028444
4
0
0
0
1
73
72
7
0
0
0
1
0
77
-1.285714
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
0
28
10
6.5
42
2024_01_DEN_SEA
00-0036997
J.Williams
00-0039732
28
2
1
0
1
4
0
-2.060049
-0.072674
0.5
0.5
10
42
264
-19.695747
0.003788
0.047619
0
1.034141
1.024964
0.991329
1.031023
0.762927
1
0
1
0
0
26
42
6.285714
-5.089776
0.619048
5
1.5
0.5
4
0
0
0
0
0.5
0.000048
0.096248
4
0
0
0
1
73
72
7
0
0
0
1
0
37
-5.785714
0
0
0
0
0
1
0
0
1
1
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
1
0
0
0
28
10
6.5
42
2024_01_DEN_SEA
00-0037093
D.Young
00-0030565
10
1
0
0
9
0
0
-1.763454
-0.044562
9
0
10
42
264
-19.695747
0.034091
0.02381
0
1.081461
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0.89884
0.569319
0
0
1
0
0
18
26
6.68
5.264541
0.692308
0
1
9
0
0
0
0
0
0
0
0.010361
4
0
0
0
1
73
72
7
0
0
0
0
0
32
2.32
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
0
1
0
0
28
10
6.5
42
2024_01_DEN_SEA
00-0037252
G.Dulcich
00-0039732
28
3
2
12
8
5
0
-1.92751
-0.049625
2.666667
0.666667
10
42
264
-19.695747
0.030303
0.071429
4
1.034141
1.024964
0.991329
1.031023
0.762927
0
0
2
0
2
26
42
6.285714
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0.619048
10.333333
3.333333
2.666667
2.5
0
0
0
0
1
0.120396
0.161399
4
0
0
0
1
73
72
7
0.666667
0
1.414214
0
1
64.333333
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0
0
0
12
0
0
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2
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1
0
2
0
12
0
0
0
0
0
2
0
0
0
0
0
2
0
1
0
0
0
28
10
6.5
42
2024_01_DEN_SEA
00-0038134
K.Walker
00-0030565
10
3
2
6
-11
15
0
-0.954838
-0.033733
-3.666667
0.666667
10
42
264
-19.695747
-0.041667
0.071429
2
1.081461
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0.569319
2
0
1
0
2
18
26
6.68
5.264541
0.692308
13.666667
2.666667
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7.5
0
0
1
0
1
0.043014
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4
0
0
0
1
73
72
7
0.333333
0
7.071068
1
0
40
-10.346667
0
-2
8
0
0
1
1
0
0
1
2
0
0
0
0
-2
0
8
0
0
0
1
0
1
0
0
0
1
0
2
0
28
10
6.5
42
2024_01_DEN_SEA
00-0038543
J.Smith-Njigba
00-0030565
10
2
2
19
6
13
0
1.348889
0.04403
3
1
10
42
264
-19.695747
0.022727
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9.5
1.081461
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0
0
0
0
0
18
26
6.68
5.264541
0.692308
0
1
3
6.5
0
0
2
0
0
0.000813
0.134897
4
0
0
0
1
73
72
7
1
0
0.707107
0
0
67
-3.68
19
0
0
0
2
0
0
0
2
0
0
0
0
0
0
0
19
0
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2
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End of preview. Expand in Data Studio

NFL Wide Receiver Performance Dataset (2024)

Dataset Description

This dataset contains comprehensive wide receiver performance statistics derived from NFL play-by-play data for the 2024. It includes game-level metrics, situational targeting patterns, defensive adjustments, and advanced efficiency calculations.

Dataset Summary

  • Season: 2024
  • 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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