Dataset Viewer
Auto-converted to Parquet Duplicate
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
2018_01_ATL_PHI
00-0023564
D.Sproles
00-0029567
2
7
4
22
-3
22
0
-0.568193
-0.030481
-0.428571
0.571429
2
39
360
-1.986465
-0.008333
0.179487
3.142857
1.072099
1.112506
1.085011
1.259651
1.200219
1
0
3
0
0
19
34
8.147059
-12.125192
0.558824
4.142857
2.428571
-0.428571
5.5
0
0
1
0
0.714286
0.004552
0.041614
2
0
0
0
1
81
71
8
0.571429
0
2.645751
1
2
64
-8.57563
0
7
0
15
0
2
0
2
1
4
0
2
0
0
13
6
3
0
0
0
2
1
1
0
0
0
3
3
1
0
0
26
2
1
44.5
2018_01_ATL_PHI
00-0026901
M.Wallace
00-0029567
2
3
0
0
109
0
0
-0.730578
-0.100153
36.333333
0
2
39
360
-1.986465
0.302778
0.076923
0
1.072099
1.112506
1.085011
1.259651
1.200219
0
0
0
0
0
19
34
8.147059
-12.125192
0.558824
5.333333
2.666667
36.333333
0
0
0
0
0
1
0.000026
0.006216
2
0
0
0
1
81
71
8
0
0
0
1
0
72
28.186275
0
0
0
0
0
0
0
0
0
2
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
1
0
0
0
26
2
1
44.5
2018_01_ATL_PHI
00-0027944
J.Jones
00-0026143
26
19
10
169
282
31
0
1.128172
-0.083556
14.842105
0.526316
2
39
360
-1.986465
0.783333
0.487179
8.894737
1.140609
1.170274
1.141898
0.84825
1.23188
3
0
6
0
2
21
39
9.230769
-6.530203
0.538462
6.631579
2.894737
14.842105
3.1
0
3
7
0
0.894737
0.017249
0.138846
2
0
0
0
1
81
71
8
0.526316
0.157895
10.867382
2
0
52.631579
5.611336
43
35
10
81
2
2
2
4
3
3
6
7
0
54
9
83
23
0
0
2
1
4
3
0
0
2
6
5
6
0
0
26
2
1
44.5
2018_01_ATL_PHI
00-0029567
N.Foles
00-0031549
2
1
1
15
8
7
0
1.93148
0.082439
8
1
2
39
360
-1.986465
0.022222
0.025641
15
1.072099
1.112506
1.085011
1.259651
1.200219
0
0
1
0
0
1
1
8
37.334079
1
3
3
8
7
0
0
1
0
1
0
0.002072
2
0
0
0
1
81
71
8
1
0
0
0
1
41
0
0
0
15
0
0
0
1
0
0
0
1
0
0
0
0
15
0
0
0
0
0
1
0
0
0
0
0
1
0
0
0
26
2
1
44.5
2018_01_ATL_PHI
00-0029632
M.Sanu
00-0026143
26
6
4
18
49
5
0
1.117667
0.154196
8.166667
0.666667
2
39
360
-1.986465
0.136111
0.153846
3
1.140609
1.170274
1.141898
0.84825
1.23188
1
0
1
0
0
21
39
9.230769
-6.530203
0.538462
6
2.666667
8.166667
1.25
0
0
2
0
0.833333
0.020101
0.081745
2
0
0
0
1
81
71
8
0.5
0
6.658328
3
0
41.333333
-1.064103
0
8
5
5
0
1
1
2
1
2
1
2
0
0
15
8
-5
0
0
0
2
1
1
0
0
0
2
2
2
0
0
26
2
1
44.5
2018_01_ATL_PHI
00-0030061
Z.Ertz
00-0029567
2
10
5
48
78
16
0
-1.064486
-0.010822
7.8
0.5
2
39
360
-1.986465
0.216667
0.25641
4.8
1.072099
1.112506
1.085011
1.259651
1.200219
1
0
5
0
0
19
34
8.147059
-12.125192
0.558824
4.8
2.8
7.8
3.2
0
0
1
0
0.9
0.012631
0.092278
2
0
0
0
1
81
71
8
0.5
0
5.029911
0
1
57.6
-0.347059
0
25
23
0
0
3
2
0
0
4
5
1
0
0
20
10
18
0
0
0
3
1
1
0
0
0
5
1
4
0
0
26
2
1
44.5
2018_01_ATL_PHI
00-0031285
D.Freeman
00-0026143
26
5
3
14
-5
17
0
-3.298963
-0.153184
-1
0.6
2
39
360
-1.986465
-0.013889
0.128205
2.8
1.140609
1.170274
1.141898
0.84825
1.23188
1
0
3
0
0
21
39
9.230769
-6.530203
0.538462
4.2
2
-1
5.666667
0
0
0
0
0.6
0.002625
0.046981
2
0
0
0
1
81
71
8
0.4
0
10.692677
2
0
56.6
-10.230769
-7
7
0
14
1
1
0
1
3
1
0
1
0
0
0
-7
21
0
0
0
0
1
2
0
0
0
0
2
3
0
0
26
2
1
44.5
2018_01_ATL_PHI
00-0031549
N.Agholor
00-0029567
2
10
8
33
49
6
0
-0.494564
-0.016761
4.9
0.8
2
39
360
-1.986465
0.136111
0.25641
3.3
1.072099
1.112506
1.085011
1.259651
1.200219
0
0
2
0
0
19
34
8.147059
-12.125192
0.558824
2.2
2.3
4.9
0.75
0
0
3
0
0.5
0.002944
0.086236
2
0
0
0
1
81
71
8
0.7
0
3.226564
3
0
63.4
-3.247059
10
21
0
2
2
4
1
1
2
4
3
1
0
0
14
19
0
0
0
0
3
5
0
0
0
0
4
6
0
0
0
26
2
1
44.5
2018_01_ATL_PHI
00-0031763
D.Carter
00-0029567
2
1
1
10
6
4
0
0.820037
0.027506
6
1
2
39
360
-1.986465
0.016667
0.025641
10
1.072099
1.112506
1.085011
1.259651
1.200219
0
0
0
0
0
19
34
8.147059
-12.125192
0.558824
0
2
6
4
0
0
1
0
0
0
0.066838
2
0
0
0
1
81
71
8
1
0
0
0
0
41
-2.147059
0
10
0
0
0
1
0
0
0
1
0
0
0
0
0
10
0
0
0
0
0
1
0
0
0
0
0
1
0
0
0
26
2
1
44.5
2018_01_ATL_PHI
00-0032058
T.Coleman
00-0026143
26
2
1
26
-19
35
0
2.281834
0.063746
-9.5
0.5
2
39
360
-1.986465
-0.052778
0.051282
13
1.140609
1.170274
1.141898
0.84825
1.23188
0
0
0
0
0
21
39
9.230769
-6.530203
0.538462
6
2.5
-9.5
35
0
1
1
0
0.5
0.030562
0.053469
2
0
0
0
1
81
71
8
0.5
0.5
0
1
0
34.5
-18.730769
26
0
0
0
1
0
0
0
1
0
0
1
0
0
0
26
0
0
0
0
0
1
0
0
0
0
1
1
0
0
0
26
2
1
44.5
2018_01_ATL_PHI
00-0032392
A.Hooper
00-0026143
26
4
3
24
23
4
0
-1.318318
-0.04957
5.75
0.75
2
39
360
-1.986465
0.063889
0.102564
6
1.140609
1.170274
1.141898
0.84825
1.23188
2
0
1
0
1
21
39
9.230769
-6.530203
0.538462
4.5
2.25
5.75
1.333333
0
0
0
0
0.5
0.047377
0.107936
2
0
0
0
1
81
71
8
0.75
0
6.244998
1
0
40.75
-3.480769
3
0
15
6
1
0
1
1
2
0
1
1
0
6
15
0
3
0
0
1
1
0
1
0
0
1
1
0
2
0
0
26
2
1
44.5
2018_01_ATL_PHI
00-0033576
E.Saubert
00-0026143
26
1
0
0
10
0
0
-1.186851
-0.043882
10
0
2
39
360
-1.986465
0.027778
0.025641
0
1.140609
1.170274
1.141898
0.84825
1.23188
0
0
1
0
0
21
39
9.230769
-6.530203
0.538462
6
3
10
0
0
0
0
0
1
0
0.028379
2
0
0
0
1
81
71
8
0
0
0
0
1
70
0.769231
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
1
0
0
0
0
26
2
1
44.5
2018_01_ATL_PHI
00-0034351
D.Goedert
00-0029567
2
3
1
4
38
3
0
-6.255604
-0.244548
12.666667
0.333333
2
39
360
-1.986465
0.105556
0.076923
1.333333
1.072099
1.112506
1.085011
1.259651
1.200219
1
0
0
0
1
19
34
8.147059
-12.125192
0.558824
4.333333
3
12.666667
3
0
0
0
0
0.666667
0.021594
0.043972
2
0
0
0
1
81
71
8
0.333333
0
0
0
0
51
4.519608
0
0
4
0
0
0
1
0
0
1
1
1
0
0
0
4
0
0
0
0
0
1
0
0
0
0
0
1
1
1
0
26
2
1
44.5
2018_01_ATL_PHI
00-0034837
C.Ridley
00-0026143
26
2
0
0
20
0
0
-0.710006
-0.033702
10
0
2
39
360
-1.986465
0.055556
0.051282
0
1.140609
1.170274
1.141898
0.84825
1.23188
0
0
0
0
0
21
39
9.230769
-6.530203
0.538462
3
1.5
10
0
0
0
0
0
0.5
0.001122
0.095814
2
0
0
0
1
81
71
8
0
0
0
0
0
57.5
0.769231
0
0
0
0
0
0
0
0
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
0
0
26
2
1
44.5
2018_01_BUF_BAL
00-0026986
M.Crabtree
00-0026158
4
6
3
38
61
6
1
2.427637
-0.026515
10.166667
0.5
3
38
242
10.825057
0.252066
0.157895
6.333333
0.89249
0.87491
0.759114
0.839767
0.151732
1
0
0
0
4
25
35
6.029412
2.144405
0.714286
12.333333
1.5
10.166667
2
0.166667
1
2
0
0.833333
0.02054
0.110981
2
0
1
0
0
61
97
12
0.5
0.166667
7.023769
1
0
57.333333
4.137255
0
38
0
0
0
3
0
0
3
3
0
0
0
0
0
0
0
38
0
0
0
0
0
3
0
0
0
0
0
6
0
3
4
7.5
39
2018_01_BUF_BAL
00-0027029
L.McCoy
00-0033958
3
3
1
-1
-11
4
0
-2.401387
-0.014695
-3.666667
0.333333
3
38
242
10.825057
-0.045455
0.078947
-0.333333
1.026461
0.944462
0.882882
0.754443
0.451252
0
0
0
0
2
5
18
8.222222
-36.653945
0.277778
0
2
-3.666667
4
0
0
0
0
0
0.021403
0.052029
2
0
1
0
0
61
97
12
0
0
0
3
0
72
-11.888889
0
0
-1
0
0
0
1
0
1
1
1
0
0
-1
0
0
0
0
0
1
0
0
0
0
0
3
0
0
0
0
0
3
4
7.5
39
2018_01_BUF_BAL
00-0028091
J.Kerley
00-0033958
3
3
2
7
2
15
0
-1.167317
-0.018413
0.666667
0.666667
3
38
242
10.825057
0.008264
0.078947
2.333333
1.026461
0.944462
0.882882
0.754443
0.451252
0
0
1
0
2
5
18
8.222222
-36.653945
0.277778
0.75
2
0.666667
7.5
0
0
0
0
0.25
0.019085
0.033841
2
0
1
0
0
61
97
12
0.5
0
0.707107
1
0
74.5
-6.041667
3
4
0
0
1
1
0
0
2
1
0
1
0
7
0
0
0
0
0
2
0
0
0
0
0
4
0
0
0
0
0
3
4
7.5
39
2018_01_BUF_BAL
00-0028112
C.Clay
00-0033958
3
1
0
0
5
0
0
-0.581728
-0.000158
5
0
3
38
242
10.825057
0.020661
0.026316
0
1.026461
0.944462
0.882882
0.754443
0.451252
0
0
0
0
2
5
18
8.222222
-36.653945
0.277778
0
3
5
0
0
0
0
0
0
0.000001
0.060941
2
0
1
0
0
61
97
12
0
0
0
0
0
55.5
2.638889
0
0
0
0
0
0
0
0
0
0
2
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
0
0
0
0
0
3
4
7.5
39
2018_01_BUF_BAL
00-0028263
A.Holmes
00-0034857
3
1
1
14
14
0
0
2.178185
-0.00012
14
1
3
38
242
10.825057
0.057851
0.026316
14
1.026461
0.944462
0.882882
0.754443
0.451252
0
0
1
0
1
6
14
14.5
-13.162424
0.428571
0
3
14
0
0
0
1
0
0
0
0.041383
2
0
1
0
0
61
97
12
1
0
0
0
0
35
-0.5
0
0
14
0
0
0
1
0
0
0
1
0
0
14
0
0
0
0
0
1
0
0
0
0
0
1
0
0
0
0
0
3
4
7.5
39
2018_01_BUF_BAL
00-0030663
W.Snead
00-0026158
4
5
4
49
39
24
1
2.884997
-0.020037
7.8
0.8
3
38
242
10.825057
0.161157
0.131579
9.8
0.89249
0.87491
0.759114
0.839767
0.151732
1
0
2
0
5
25
35
6.029412
2.144405
0.714286
14.5
1.666667
7.8
6
0.2
1
3
0
1
0.013202
0.06726
2
0
1
0
0
61
97
12
0.666667
0.166667
6.551081
1
1
38.833333
1.086601
4
32
13
0
1
2
1
0
3
2
1
0
0
0
0
0
0
49
0
0
0
0
0
4
0
0
0
0
0
6
0
3
4
7.5
39
2018_01_BUF_BAL
00-0031051
J.Brown
00-0026158
4
5
3
44
47
2
1
4.149516
0.086857
11.75
0.6
3
38
242
10.825057
0.194215
0.131579
8.8
0.89249
0.87491
0.759114
0.839767
0.151732
3
0
1
0
4
25
35
6.029412
2.144405
0.714286
12
1.4
9.4
0.666667
0.2
1
2
0
0.8
0.030825
0.079589
2
0
1
0
0
61
97
12
0.6
0.2
12.423097
2
0
23.2
5.720588
36
8
0
0
2
1
0
0
3
2
0
0
0
0
0
0
29
15
0
0
0
0
1
2
0
0
0
0
1
4
0
3
4
7.5
39
2018_01_BUF_BAL
00-0031260
L.Thomas
00-0034857
3
2
1
24
39
0
0
1.996736
0.000003
19.5
0.5
3
38
242
10.825057
0.161157
0.052632
12
1.026461
0.944462
0.882882
0.754443
0.451252
0
0
2
0
2
6
14
14.5
-13.162424
0.428571
3
4
19.5
0
0
1
1
0
1
0
0.092909
2
0
1
0
0
61
97
12
0.5
0.5
0
0
0
78
5
0
0
0
24
0
0
0
1
0
0
0
2
0
24
0
0
0
0
0
1
0
0
0
0
0
2
0
0
0
0
0
3
4
7.5
39
2018_01_BUF_BAL
00-0031359
K.Benjamin
00-0033958
3
6
1
10
108
1
0
-11.049591
-0.05178
18
0.166667
3
38
242
10.825057
0.446281
0.157895
1.666667
1.026461
0.944462
0.882882
0.754443
0.451252
1
0
3
0
6
5
18
8.222222
-36.653945
0.277778
0
2.142857
18
1
0
0
0
0
0
0.008423
0.082163
2
0
1
0
0
61
97
12
0.142857
0
0
1
0
63.428571
7.02381
0
10
0
0
0
1
0
0
1
4
2
0
0
10
0
0
0
0
0
1
0
0
0
0
0
7
0
0
0
0
0
3
4
7.5
39
2018_01_BUF_BAL
00-0031558
M.Williams
00-0026158
4
2
2
8
3
5
0
-0.426825
-0.011109
1.5
1
3
38
242
10.825057
0.012397
0.052632
4
0.89249
0.87491
0.759114
0.839767
0.151732
1
0
1
0
3
25
35
6.029412
2.144405
0.714286
21.333333
2.333333
1.5
2.5
0
1
1
0
1
0.006067
0.079493
2
0
1
0
0
61
97
12
1
0.333333
11.930353
0
0
42.333333
-2.797386
1
7
0
24
1
1
0
1
1
1
0
1
0
0
0
0
0
32
0
0
0
0
0
3
0
0
0
0
0
3
0
3
4
7.5
39
2018_01_BUF_BAL
00-0031577
J.Allen
00-0026158
4
6
5
15
15
10
0
-1.238219
0.007823
2.5
0.833333
3
38
242
10.825057
0.061983
0.157895
2.5
0.89249
0.87491
0.759114
0.839767
0.151732
1
0
2
0
6
25
35
6.029412
2.144405
0.714286
16.333333
1.833333
2.5
2
0
0
1
0
1
0.003149
0.055869
2
0
1
0
0
61
97
12
0.666667
0
5.43139
1
2
39
-3.529412
11
4
0
0
1
4
0
0
1
5
0
0
0
0
0
0
0
15
0
0
0
0
0
5
0
0
0
0
0
6
0
3
4
7.5
39
2018_01_BUF_BAL
00-0031598
N.Boyle
00-0026158
4
6
3
40
18
26
0
-0.245611
0.027926
3
0.5
3
38
242
10.825057
0.07438
0.157895
6.666667
0.89249
0.87491
0.759114
0.839767
0.151732
2
0
2
0
3
25
35
6.029412
2.144405
0.714286
7.5
1.5
3
8.666667
0
1
2
0
0.5
0.032266
0.063373
2
0
1
0
0
61
97
12
0.5
0.166667
10.692677
0
1
43
-3.029412
40
0
0
0
3
0
0
0
3
3
0
0
0
0
0
0
25
15
0
0
0
0
1
2
0
0
0
0
1
5
0
3
4
7.5
39
2018_01_BUF_BAL
00-0031959
M.Murphy
00-0033958
3
1
0
0
5
0
0
-0.552295
-0.010226
5
0
3
38
242
10.825057
0.020661
0.026316
0
1.026461
0.944462
0.882882
0.754443
0.451252
0
0
0
0
2
5
18
8.222222
-36.653945
0.277778
1.5
3
5
0
0
0
0
0
0.5
0.004782
0.084806
2
0
1
0
0
61
97
12
0
0
0
1
0
82
-9.361111
0
0
0
0
0
0
0
0
0
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2
0
0
0
0
0
3
4
7.5
39
2018_01_BUF_BAL
00-0032398
C.Moore
00-0026158
4
1
1
5
2
3
0
-0.669921
-0.009886
2
1
3
38
242
10.825057
0.008264
0.026316
5
0.89249
0.87491
0.759114
0.839767
0.151732
0
0
1
0
1
25
35
6.029412
2.144405
0.714286
17
2
2
3
0
0
0
0
1
0
0.036897
2
0
1
0
0
61
97
12
1
0
0
0
0
65
-4.029412
0
5
0
0
0
1
0
0
0
1
0
0
0
0
0
0
0
5
0
0
0
0
0
1
0
0
0
0
0
1
0
3
4
7.5
39
2018_01_BUF_BAL
00-0032426
A.Collins
00-0026158
4
1
1
6
-1
7
0
0.194744
0.000065
-1
1
3
38
242
10.825057
-0.004132
0.026316
6
0.89249
0.87491
0.759114
0.839767
0.151732
1
0
0
0
1
25
35
6.029412
2.144405
0.714286
26
3
-1
7
0
0
0
0
1
0
0.040149
2
0
1
0
0
61
97
12
1
0
0
0
0
14
-7.029412
0
0
6
0
0
0
1
0
0
0
1
0
0
0
0
0
0
6
0
0
0
0
0
1
0
0
0
0
0
1
0
3
4
7.5
39
2018_01_BUF_BAL
00-0033627
J.Croom
00-0033958
3
2
1
8
24
5
0
-1.630242
-0.000043
12
0.5
3
38
242
10.825057
0.099174
0.052632
4
1.026461
0.944462
0.882882
0.754443
0.451252
0
0
1
0
3
5
18
8.222222
-36.653945
0.277778
1
3
12
5
0
0
1
0
0.333333
0.000007
0.066545
2
0
1
0
0
61
97
12
0.666667
0
1.414214
0
0
58
-1.314815
0
8
0
10
0
1
0
1
0
1
1
1
0
18
0
0
0
0
0
2
0
0
0
0
0
3
0
0
0
0
0
3
4
7.5
39
2018_01_BUF_BAL
00-0033891
Z.Jones
00-0033958
3
2
0
0
15
0
0
-1.834086
-0.003941
7.5
0
3
38
242
10.825057
0.061983
0.052632
0
1.026461
0.944462
0.882882
0.754443
0.451252
0
0
1
0
6
5
18
8.222222
-36.653945
0.277778
1.5
3.333333
7.5
0.333333
0
0
2
0
0.5
0.001237
0.114333
2
0
1
0
0
61
97
12
0.5
0
6.110101
2
0
65.833333
-2.907407
0
0
0
26
0
0
0
3
0
1
2
3
0
26
0
0
0
0
0
3
0
0
0
0
0
6
0
0
0
0
0
3
4
7.5
39
2018_01_BUF_BAL
00-0034510
R.Foster
00-0034857
3
2
0
0
65
0
0
-0.653994
0.00001
32.5
0
3
38
242
10.825057
0.268595
0.052632
0
1.026461
0.944462
0.882882
0.754443
0.451252
0
0
0
0
2
6
14
14.5
-13.162424
0.428571
3
4
32.5
0
0
0
0
0
1
0
0.081672
2
0
1
0
0
61
97
12
0
0
0
0
0
42.5
18
0
0
0
0
0
0
0
0
0
0
0
2
0
0
0
0
0
0
0
0
0
0
0
0
0
2
0
0
0
0
0
3
4
7.5
39
2018_01_BUF_BAL
00-0034753
M.Andrews
00-0026158
4
3
3
31
21
10
0
2.44288
0.076645
7
1
3
38
242
10.825057
0.086777
0.078947
10.333333
0.89249
0.87491
0.759114
0.839767
0.151732
1
0
1
0
3
25
35
6.029412
2.144405
0.714286
16.75
2
7
3.333333
0
0
2
0
0.75
0.030566
0.070962
2
0
1
0
0
61
97
12
0.75
0
2.081666
2
1
36.25
1.144608
23
8
0
0
2
1
0
0
2
1
0
1
0
0
0
0
0
31
0
0
0
0
0
3
0
0
0
0
0
4
0
3
4
7.5
39
2018_01_CHI_GB
00-0027696
J.Graham
00-0023459
6
4
2
8
40
4
0
-2.999446
-0.045916
10
0.5
6
33
208
2.793839
0.192308
0.121212
2
1.110112
1.057587
0.954467
0.862221
0.179919
0
0
1
0
3
20
29
9.482759
4.003051
0.689655
0
2.25
10
2
0
0
0
0
0
0.016298
0.104979
2
0
0
0
1
62
65
10
0.5
0
4.242641
3
0
49
0.517241
7
1
0
0
1
1
0
0
1
1
2
0
0
0
1
7
0
0
0
0
1
1
0
0
0
2
1
1
0
0
0
12
6
6.5
45
2018_01_CHI_GB
00-0027985
L.Kendricks
00-0023459
6
1
1
13
1
12
0
0.803497
-0.000833
1
1
6
33
208
2.793839
0.004808
0.030303
13
1.110112
1.057587
0.954467
0.862221
0.179919
0
0
0
0
1
20
29
9.482759
4.003051
0.689655
0
3
1
12
0
0
1
0
0
0
0.037172
2
0
0
0
1
62
65
10
1
0
0
0
0
59
-8.482759
0
0
13
0
0
0
1
0
0
0
1
0
0
13
0
0
0
0
0
1
0
0
0
0
0
1
0
0
0
0
0
12
6
6.5
45
2018_01_CHI_GB
00-0028002
R.Cobb
00-0023459
6
9
8
113
45
83
1
7.659428
0.364467
5
0.888889
6
33
208
2.793839
0.216346
0.272727
12.555556
1.110112
1.057587
0.954467
0.862221
0.179919
0
0
4
0
9
20
29
9.482759
4.003051
0.689655
4
3
5
10.375
0.111111
2
5
0
0.4
0.024425
0.113131
2
0
0
0
1
62
65
10
0.9
0.2
23.71064
2
2
54.1
-3.663054
0
34
22
86
0
2
4
3
1
2
4
3
0
102
40
0
0
0
0
6
3
0
0
0
0
6
3
0
1
0
0
12
6
6.5
45
2018_01_CHI_GB
00-0030422
D.Sims
00-0033869
12
3
2
9
28
9
0
-2.008256
-0.019729
9.333333
0.666667
6
33
208
2.793839
0.134615
0.090909
3
0.953594
0.939201
1.002799
1.145137
1.654515
0
0
2
0
3
23
33
6.30303
1.737714
0.69697
13.333333
2.666667
9.333333
4.5
0
0
0
0
1
0.002329
0.036308
2
0
0
0
1
62
65
10
0.333333
0
6.363961
0
0
55
3.030303
0
9
0
0
0
1
0
1
0
2
0
1
0
0
0
0
9
0
0
0
0
0
1
1
0
0
0
0
2
1
0
12
6
6.5
45
2018_01_CHI_GB
00-0030710
T.Burton
00-0033869
12
5
1
15
61
0
0
-0.695911
-0.099691
12.2
0.2
6
33
208
2.793839
0.293269
0.151515
3
0.953594
0.939201
1.002799
1.145137
1.654515
1
0
4
0
2
23
33
6.30303
1.737714
0.69697
14.6
2.8
12.2
0
0
0
1
0
0.8
0.06679
0.065808
2
0
0
0
1
62
65
10
0.2
0
0
1
1
53
5.89697
15
0
0
0
1
0
0
0
1
1
1
2
0
0
15
0
0
0
0
0
1
0
0
0
0
0
2
1
1
1
0
12
6
6.5
45
2018_01_CHI_GB
00-0031228
T.Gabriel
00-0033869
12
5
5
25
6
19
0
-1.473397
0.010493
1.2
1
6
33
208
2.793839
0.028846
0.151515
5
0.953594
0.939201
1.002799
1.145137
1.654515
1
0
1
0
3
23
33
6.30303
1.737714
0.69697
6.8
1.6
1.2
3.8
0
1
1
0
0.6
0.035219
0.074912
2
0
0
0
1
62
65
10
0.4
0.2
14.713939
0
0
49
-5.10303
26
-2
1
0
3
1
1
0
3
1
1
0
0
0
31
0
-7
1
0
0
2
0
2
1
0
0
2
0
2
1
0
12
6
6.5
45
2018_01_CHI_GB
00-0031381
D.Adams
00-0023459
6
7
4
77
94
45
1
5.549639
0.22934
13.428571
0.571429
6
33
208
2.793839
0.451923
0.212121
11
1.110112
1.057587
0.954467
0.862221
0.179919
2
0
0
1
6
20
29
9.482759
4.003051
0.689655
8.875
3.375
13.428571
11.25
0.142857
1
4
0
0.625
0.066934
0.142296
2
0
0
0
1
62
65
10
0.625
0.125
18.822858
1
0
47.125
2.791872
0
11
8
69
0
1
1
3
0
2
1
5
0
59
18
11
0
0
0
2
2
1
0
0
0
3
3
1
0
1
0
12
6
6.5
45
2018_01_CHI_GB
00-0031428
A.Robinson II
00-0033869
12
7
4
61
107
2
0
3.719607
-0.051925
15.285714
0.571429
6
33
208
2.793839
0.514423
0.212121
8.714286
0.953594
0.939201
1.002799
1.145137
1.654515
1
0
1
0
3
23
33
6.30303
1.737714
0.69697
14.285714
2.428571
15.285714
0.5
0
1
3
0
1
0.028458
0.082217
2
0
0
0
1
62
65
10
0.571429
0.142857
12.658989
3
1
53.714286
8.982684
46
3
0
12
2
1
0
1
3
1
0
3
0
0
0
12
49
0
0
0
0
1
3
0
0
0
0
3
4
0
0
12
6
6.5
45
2018_01_CHI_GB
00-0031595
M.Burton
00-0033869
12
1
1
6
0
6
0
0.260795
0.004268
0
1
6
33
208
2.793839
0
0.030303
6
0.953594
0.939201
1.002799
1.145137
1.654515
0
0
0
0
1
23
33
6.30303
1.737714
0.69697
17
3
0
6
0
0
1
0
1
0
0.001786
2
0
0
0
1
62
65
10
1
0
0
0
0
22
-6.30303
0
0
6
0
0
0
1
0
0
0
1
0
0
0
0
0
0
6
0
0
0
0
0
1
0
0
0
0
0
1
0
12
6
6.5
45
2018_01_CHI_GB
00-0032200
T.Montgomery
00-0023459
6
1
1
8
2
6
0
0.431927
0.004359
2
1
6
33
208
2.793839
0.009615
0.030303
8
1.110112
1.057587
0.954467
0.862221
0.179919
0
0
2
0
3
20
29
9.482759
4.003051
0.689655
1
2.666667
2
6
0
0
1
0
0.333333
0.007537
0.073095
2
0
0
0
1
62
65
10
0.666667
0
3.535534
0
0
63.666667
-8.351396
0
13
0
8
0
1
0
1
0
2
0
1
0
8
13
0
0
0
0
1
1
0
0
0
0
1
2
0
0
0
0
12
6
6.5
45
2018_01_CHI_GB
00-0032626
G.Allison
00-0023459
6
5
4
67
65
9
1
6.353375
0.061923
13
0.8
6
33
208
2.793839
0.3125
0.151515
13.4
1.110112
1.057587
0.954467
0.862221
0.179919
1
0
1
0
7
20
29
9.482759
4.003051
0.689655
3.625
2.875
13
2.25
0.2
1
3
0
0.625
0.012964
0.091111
2
0
0
0
1
62
65
10
0.625
0.125
15.352524
3
0
60.125
4.591133
0
2
28
39
0
1
3
1
0
3
3
2
0
67
0
2
0
0
0
4
0
1
0
0
0
5
2
1
0
0
0
12
6
6.5
45
2018_01_CHI_GB
00-0032780
J.Howard
00-0033869
12
5
5
25
8
17
0
0.325773
0.014245
1.6
1
6
33
208
2.793839
0.038462
0.151515
5
0.953594
0.939201
1.002799
1.145137
1.654515
2
0
0
0
3
23
33
6.30303
1.737714
0.69697
16.8
3
1.6
3.4
0
0
0
0
1
0.050996
0.037229
2
0
0
0
1
62
65
10
1
0
2.54951
1
0
52
-4.70303
4
7
1
13
1
1
1
2
1
1
1
2
0
0
0
6
11
8
0
0
0
1
2
2
0
0
0
1
2
2
0
12
6
6.5
45
2018_01_CHI_GB
00-0033556
T.Cohen
00-0033869
12
4
3
16
-10
28
0
1.268906
-0.006422
-2.5
0.75
6
33
208
2.793839
-0.048077
0.121212
4
0.953594
0.939201
1.002799
1.145137
1.654515
0
0
1
0
2
23
33
6.30303
1.737714
0.69697
15
2.75
-2.5
9.333333
0
0
1
0
0.75
0.064581
0.099683
2
0
0
0
1
62
65
10
0.5
0
5.507571
0
0
60.75
-8.80303
8
0
8
0
1
0
2
0
1
0
2
1
0
0
8
0
0
8
0
0
1
0
0
2
0
0
1
0
1
2
0
12
6
6.5
45
2018_01_CHI_GB
00-0033948
J.Williams
00-0023459
6
2
0
0
28
0
0
-1.952216
-0.040524
14
0
6
33
208
2.793839
0.134615
0.060606
0
1.110112
1.057587
0.954467
0.862221
0.179919
0
0
1
0
0
20
29
9.482759
4.003051
0.689655
0
1
14
0
0
0
0
0
0
0.001451
0.062547
2
0
0
0
1
62
65
10
0
0
0
0
0
63
4.517241
0
0
0
0
0
0
0
0
2
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
0
0
12
6
6.5
45
2018_01_CHI_GB
00-0034353
A.Miller
00-0033869
12
3
2
14
8
5
0
1.396322
0.050754
2.666667
0.666667
6
33
208
2.793839
0.038462
0.090909
4.666667
0.953594
0.939201
1.002799
1.145137
1.654515
1
0
2
0
3
23
33
6.30303
1.737714
0.69697
19
3.666667
2.666667
2.5
0
0
1
0
1
0.008228
0.072941
2
0
0
0
1
62
65
10
0.666667
0
5.656854
0
0
40.333333
-3.636364
0
0
3
11
0
0
1
1
0
0
1
2
0
0
0
0
11
3
0
0
0
0
1
1
0
0
0
0
1
2
0
12
6
6.5
45
2018_01_CIN_IND
00-0027942
A.Green
00-0027973
14
8
6
92
97
19
1
2.133674
0.139356
12.125
0.75
7
28
139
0.652488
0.697842
0.285714
11.5
1.017167
1.09325
0.994649
0.74646
0.604232
1
0
0
0
3
21
28
4.964286
3.820862
0.75
12.25
2.75
12.125
3.166667
0.125
1
5
0
0.875
0.066644
0.1075
4
0
0
0
1
59
91
11
0.75
0.125
12.094076
2
0
41.125
7.160714
18
0
44
30
2
0
2
2
2
1
2
3
0
44
0
0
36
12
0
2
0
0
3
1
0
2
1
0
3
2
0
14
7
-1
47.5
2018_01_CIN_IND
00-0029608
T.Hilton
00-0029668
7
11
5
46
105
19
1
1.475102
0.13511
9.545455
0.454545
7
28
139
0.652488
0.755396
0.392857
4.181818
1.053582
1.087349
1.129072
1.22148
1.541005
3
0
3
0
6
39
52
5.461538
3.151343
0.75
13.272727
2.636364
9.545455
3.8
0.090909
0
3
0
1
0.033357
0.09638
4
0
0
0
1
59
91
11
0.454545
0
3.63318
1
2
48.727273
4.083916
7
26
5
8
1
2
1
1
1
4
4
2
0
0
8
20
13
5
0
0
1
2
1
1
0
1
1
3
2
4
0
14
7
-1
47.5
2018_01_CIN_IND
00-0030181
J.Doyle
00-0029668
7
10
7
60
59
15
0
-11.68181
-0.403777
5.9
0.7
7
28
139
0.652488
0.42446
0.357143
6
1.053582
1.087349
1.129072
1.22148
1.541005
2
0
3
0
5
39
52
5.461538
3.151343
0.75
17.3
3.1
5.9
2.142857
0
0
2
0
0.9
0.086096
0.078307
4
0
0
0
1
59
91
11
0.7
0
3.309438
2
1
54.2
0.438462
0
13
9
38
0
2
1
4
1
3
1
5
0
21
17
0
13
9
0
2
2
0
2
1
0
3
2
0
4
1
0
14
7
-1
47.5
2018_01_CIN_IND
00-0030456
G.Bernard
00-0027973
14
1
1
11
3
8
0
0.554113
0.015497
3
1
7
28
139
0.652488
0.021583
0.035714
11
1.017167
1.09325
0.994649
0.74646
0.604232
0
0
0
0
1
21
28
4.964286
3.820862
0.75
3
2
3
8
0
0
0
0
1
0
0.101461
4
0
0
0
1
59
91
11
1
0
0
1
0
80
-1.964286
0
11
0
0
0
1
0
0
0
1
0
0
0
0
11
0
0
0
0
0
1
0
0
0
0
0
1
0
0
0
0
14
7
-1
47.5
2018_01_CIN_IND
00-0030549
T.Eifert
00-0027973
14
3
3
44
20
24
0
1.789945
0.022757
6.666667
1
7
28
139
0.652488
0.143885
0.107143
14.666667
1.017167
1.09325
0.994649
0.74646
0.604232
0
0
1
0
1
21
28
4.964286
3.820862
0.75
11.333333
2.666667
6.666667
8
0
1
1
0
0.666667
0.039451
0.089055
4
0
0
0
1
59
91
11
1
0.333333
12.503333
1
0
78.666667
1.702381
29
0
6
9
1
0
1
1
1
0
1
1
0
0
6
29
9
0
0
0
1
1
1
0
0
0
1
1
1
0
0
14
7
-1
47.5
2018_01_CIN_IND
00-0030854
E.Swoope
00-0029668
7
1
1
13
2
11
0
1.336843
0.024567
2
1
7
28
139
0.652488
0.014388
0.035714
13
1.053582
1.087349
1.129072
1.22148
1.541005
0
0
1
0
1
39
52
5.461538
3.151343
0.75
10
2
2
11
0
0
1
0
1
0
0.016497
4
0
0
0
1
59
91
11
1
0
0
0
0
38
-3.461538
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
0
14
7
-1
47.5
2018_01_CIN_IND
00-0031068
R.Grant
00-0029668
7
9
8
59
59
23
0
1.431983
0.057193
6.555556
0.888889
7
28
139
0.652488
0.42446
0.321429
6.555556
1.053582
1.087349
1.129072
1.22148
1.541005
0
0
1
0
3
39
52
5.461538
3.151343
0.75
12.333333
2.555556
6.555556
2.875
0
0
3
0
0.666667
0.030626
0.067514
4
0
0
0
1
59
91
11
0.888889
0
3.925648
1
0
52.333333
1.094017
22
4
21
12
3
1
2
2
3
1
2
3
0
0
34
0
21
4
0
0
5
0
2
1
0
0
6
0
2
1
0
14
7
-1
47.5
2018_01_CIN_IND
00-0031387
E.Ebron
00-0029668
7
5
4
51
50
10
1
3.25398
0.034722
10
0.8
7
28
139
0.652488
0.359712
0.178571
10.2
1.053582
1.087349
1.129072
1.22148
1.541005
1
0
1
0
2
39
52
5.461538
3.151343
0.75
7
2
10
2.5
0.2
1
2
0
0.8
0.006781
0.119064
4
0
0
0
1
59
91
11
0.8
0.2
10.242884
1
0
36
4.538462
0
39
12
0
0
3
1
0
1
3
1
0
0
0
0
12
39
0
0
0
0
1
3
0
0
0
0
1
4
0
0
14
7
-1
47.5
2018_01_CIN_IND
00-0032134
C.Uzomah
00-0027973
14
1
1
4
4
0
0
-0.105242
-0.00617
4
1
7
28
139
0.652488
0.028777
0.035714
4
1.017167
1.09325
0.994649
0.74646
0.604232
0
0
0
0
1
21
28
4.964286
3.820862
0.75
3
2
4
0
0
0
0
0
1
0
0.079034
4
0
0
0
1
59
91
11
1
0
0
0
0
75
-0.964286
0
4
0
0
0
1
0
0
0
1
0
0
0
0
4
0
0
0
0
0
1
0
0
0
0
0
1
0
0
0
0
14
7
-1
47.5
2018_01_CIN_IND
00-0032214
T.Kroft
00-0027973
14
1
1
9
2
7
0
0.47785
0.015409
2
1
7
28
139
0.652488
0.014388
0.035714
9
1.017167
1.09325
0.994649
0.74646
0.604232
0
0
0
0
0
21
28
4.964286
3.820862
0.75
3
1
2
7
0
0
1
0
1
0
0.009336
4
0
0
0
1
59
91
11
1
0
0
0
0
67
-2.964286
9
0
0
0
1
0
0
0
1
0
0
0
0
0
0
0
9
0
0
0
0
0
1
0
0
0
0
0
1
0
0
14
7
-1
47.5
2018_01_CIN_IND
00-0032355
C.Rogers
00-0029668
7
3
3
18
3
15
0
1.854149
0.137207
1
1
7
28
139
0.652488
0.021583
0.107143
6
1.053582
1.087349
1.129072
1.22148
1.541005
0
0
2
0
0
39
52
5.461538
3.151343
0.75
7.666667
2
1
5
0
0
2
0
0.333333
0.024348
0.079804
4
0
0
0
1
59
91
11
1
0
2.645751
0
0
50.333333
-4.461538
11
0
0
7
2
0
0
1
2
0
0
1
0
0
18
0
0
0
0
0
3
0
0
0
0
0
3
0
0
0
0
14
7
-1
47.5
2018_01_CIN_IND
00-0033009
T.Boyd
00-0027973
14
5
3
26
12
13
0
0.135214
0.026375
2.4
0.6
7
28
139
0.652488
0.086331
0.178571
5.2
1.017167
1.09325
0.994649
0.74646
0.604232
0
0
3
0
3
21
28
4.964286
3.820862
0.75
12.2
2.8
2.4
4.333333
0
0
1
0
0.8
0.072771
0.112755
4
0
0
0
1
59
91
11
0.6
0
7.234178
0
0
50.2
-2.564286
0
5
4
17
0
1
1
1
1
1
1
2
0
4
5
0
17
0
0
1
1
0
1
0
0
1
1
0
2
1
0
14
7
-1
47.5
2018_01_CIN_IND
00-0033251
Z.Pascal
00-0029668
7
1
1
18
16
2
0
2.113854
0.059488
16
1
7
28
139
0.652488
0.115108
0.035714
18
1.053582
1.087349
1.129072
1.22148
1.541005
0
0
1
0
1
39
52
5.461538
3.151343
0.75
23
3
16
2
0
0
1
0
1
0
0.070687
4
0
0
0
1
59
91
11
1
0
0
0
1
69
10.538462
0
0
18
0
0
0
1
0
0
0
1
0
0
0
0
0
18
0
0
0
0
0
1
0
0
0
0
0
1
0
0
14
7
-1
47.5
2018_01_CIN_IND
00-0033460
J.Ross
00-0027973
14
2
1
3
22
0
1
0.863586
-0.017866
11
0.5
7
28
139
0.652488
0.158273
0.071429
1.5
1.017167
1.09325
0.994649
0.74646
0.604232
1
0
0
0
0
21
28
4.964286
3.820862
0.75
1.5
1.5
11
0
0.5
0
1
0
0.5
0.035611
0.084889
4
0
0
0
1
59
91
11
0.5
0
0
1
0
13.5
6.035714
0
3
0
0
0
1
0
0
1
1
0
0
0
0
3
0
0
0
0
0
1
0
0
0
0
0
1
0
1
0
0
14
7
-1
47.5
2018_01_CIN_IND
00-0033897
J.Mixon
00-0027973
14
7
5
54
-21
68
0
-5.196653
-0.053166
-3
0.714286
7
28
139
0.652488
-0.151079
0.25
7.714286
1.017167
1.09325
0.994649
0.74646
0.604232
0
0
0
0
2
21
28
4.964286
3.820862
0.75
9.142857
2.428571
-3
13.6
0
1
2
0
0.714286
0.048952
0.05844
4
0
0
0
1
59
91
11
0.714286
0.142857
7.014271
0
0
55.714286
-7.964286
29
0
5
20
2
0
1
2
3
0
2
2
0
5
15
0
29
5
0
1
1
0
2
1
0
2
1
0
3
1
0
14
7
-1
47.5
2018_01_CIN_IND
00-0034367
N.Hines
00-0029668
7
9
7
33
-5
42
0
0.627114
-0.084031
-0.555556
0.777778
7
28
139
0.652488
-0.035971
0.321429
3.666667
1.053582
1.087349
1.129072
1.22148
1.541005
0
0
1
0
4
39
52
5.461538
3.151343
0.75
18.222222
3
-0.555556
6
0
0
3
0
1
0.032014
0.082173
4
0
0
0
1
59
91
11
0.555556
0
7.846746
2
0
43.222222
-6.017094
0
27
0
6
0
4
0
3
0
4
1
4
0
0
8
-2
27
0
0
0
1
2
4
0
0
0
2
2
4
1
0
14
7
-1
47.5
2018_01_CIN_IND
00-0034400
J.Wilkins
00-0029668
7
3
3
21
-5
26
0
1.405133
0.02911
-1.666667
1
7
28
139
0.652488
-0.035971
0.107143
7
1.053582
1.087349
1.129072
1.22148
1.541005
2
0
0
0
2
39
52
5.461538
3.151343
0.75
10.666667
2.333333
-1.666667
8.666667
0
0
0
0
0.666667
0.01204
0.026197
4
0
0
0
1
59
91
11
1
0
1
3
0
22.666667
-7.128205
8
0
13
0
1
0
2
0
1
0
2
0
0
0
0
8
7
6
0
0
0
1
1
1
0
0
0
1
1
1
0
14
7
-1
47.5
2018_01_DAL_CAR
00-0025418
G.Olsen
00-0027939
9
2
2
33
25
8
0
3.123729
0.046645
12.5
1
5
25
155
3.605935
0.16129
0.08
16.5
0.964498
0.993863
0.962048
0.78039
1.019133
0
0
0
0
0
17
25
6.2
-0.234753
0.68
0
1
12.5
4
0
0
1
0
0
0.000127
0.070288
2
0
0
0
1
81
74
9
1
0
3.535534
1
0
80
6.3
33
0
0
0
2
0
0
0
2
0
0
0
0
0
0
19
14
0
0
0
0
1
1
0
0
0
0
1
1
0
0
5
9
2.5
42.5
2018_01_DAL_CAR
00-0027996
T.Smith
00-0027939
9
2
1
15
23
4
0
0.902001
0.01721
11.5
0.5
5
25
155
3.605935
0.148387
0.08
7.5
0.964498
0.993863
0.962048
0.78039
1.019133
0
0
0
0
1
17
25
6.2
-0.234753
0.68
3.5
2
11.5
4
0
0
1
0
0.5
0.010757
0.08484
2
0
0
0
1
81
74
9
0.5
0
0
1
0
30.5
5.3
0
15
0
0
0
1
0
0
0
2
0
0
0
0
0
0
0
15
0
0
0
0
0
1
0
0
0
0
1
1
0
5
9
2.5
42.5
2018_01_DAL_CAR
00-0029000
C.Beasley
00-0033077
5
8
7
73
51
27
0
5.332317
0.081938
6.375
0.875
5
25
155
3.605935
0.329032
0.32
9.125
0.962852
0.98672
0.999845
1.22148
1.23583
0
0
2
0
6
19
29
7.448276
-2.709853
0.655172
1
2.875
6.375
3.857143
0
0
5
0
0.125
0.020143
0.093847
2
0
0
0
1
81
74
9
0.875
0
4.859943
1
0
58.75
-1.073276
19
0
27
27
2
0
2
3
2
0
3
3
0
54
19
0
0
0
0
5
2
0
0
0
0
6
2
0
0
0
0
5
9
2.5
42.5
2018_01_DAL_CAR
00-0029388
D.Thompson
00-0033077
5
5
3
27
46
3
0
-0.876936
-0.003358
9.2
0.6
5
25
155
3.605935
0.296774
0.2
5.4
0.962852
0.98672
0.999845
1.22148
1.23583
0
0
0
1
5
19
29
7.448276
-2.709853
0.655172
6.4
4
9.2
1
0
0
2
0
0.8
0.000653
0.055176
2
0
0
0
1
81
74
9
0.6
0
3.605551
1
0
51.2
1.751724
0
0
0
27
0
0
0
3
0
0
0
5
0
27
0
0
0
0
0
3
0
0
0
0
0
5
0
0
0
0
0
5
9
2.5
42.5
2018_01_DAL_CAR
00-0029572
J.Wright
00-0027939
9
5
3
23
8
19
0
-1.136034
-0.012691
1.6
0.6
5
25
155
3.605935
0.051613
0.2
4.6
0.964498
0.993863
0.962048
0.78039
1.019133
0
0
3
0
3
17
25
6.2
-0.234753
0.68
4.8
2.2
1.6
6.333333
0
0
2
0
0.6
0.015239
0.064485
2
0
0
0
1
81
74
9
0.6
0
2.516611
0
1
45.4
-4.6
0
23
0
0
0
3
0
0
0
4
1
0
0
0
0
0
5
18
0
0
0
0
1
2
0
0
0
0
2
3
0
5
9
2.5
42.5
2018_01_DAL_CAR
00-0030542
T.Williams
00-0033077
5
2
1
6
21
0
0
-0.522726
-0.033549
10.5
0.5
5
25
155
3.605935
0.135484
0.08
3
0.962852
0.98672
0.999845
1.22148
1.23583
0
0
0
0
1
19
29
7.448276
-2.709853
0.655172
0
2
10.5
0
0
0
0
0
0
0.026561
0.025745
2
0
0
0
1
81
74
9
0.5
0
0
1
0
63
3.051724
0
0
6
0
0
0
1
0
1
0
1
0
0
6
0
0
0
0
0
1
0
0
0
0
0
1
1
0
0
0
0
5
9
2.5
42.5
2018_01_DAL_CAR
00-0030821
A.Hurns
00-0033077
5
3
1
20
47
1
0
0.804315
0.001517
15.666667
0.333333
5
25
155
3.605935
0.303226
0.12
6.666667
0.962852
0.98672
0.999845
1.22148
1.23583
0
0
1
0
3
19
29
7.448276
-2.709853
0.655172
2.666667
3
15.666667
1
0
1
1
0
0.333333
0.006518
0.067017
2
0
0
0
1
81
74
9
0.333333
0.333333
0
1
0
82
8.218391
0
0
20
0
0
0
1
0
0
1
1
1
0
20
0
0
0
0
0
1
0
0
0
0
0
3
0
0
0
0
0
5
9
2.5
42.5
2018_01_DAL_CAR
00-0031900
R.Smith
00-0033077
5
1
0
0
-4
0
0
-1.031119
-0.034215
-4
0
5
25
155
3.605935
-0.025806
0.04
0
0.962852
0.98672
0.999845
1.22148
1.23583
0
0
1
0
0
19
29
7.448276
-2.709853
0.655172
0
2
-4
0
0
0
0
0
0
0
0.017921
2
0
0
0
1
81
74
9
0
0
0
0
0
86
-11.448276
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
0
5
9
2.5
42.5
2018_01_DAL_CAR
00-0032055
D.Funchess
00-0027939
9
5
3
41
77
0
0
0.577636
0.009522
15.4
0.6
5
25
155
3.605935
0.496774
0.2
8.2
0.964498
0.993863
0.962048
0.78039
1.019133
0
0
1
0
4
17
25
6.2
-0.234753
0.68
8.6
2.6
15.4
0
0
0
2
0
0.8
0.019018
0.084726
2
0
0
0
1
81
74
9
0.6
0
1.527525
1
0
63.4
9.2
0
0
29
12
0
0
2
1
1
1
2
1
0
0
0
0
0
41
0
0
0
0
0
3
0
0
0
0
1
4
0
5
9
2.5
42.5
2018_01_DAL_CAR
00-0032141
G.Swaim
00-0033077
5
4
3
18
16
18
0
-0.590457
-0.011912
4
0.75
5
25
155
3.605935
0.103226
0.16
4.5
0.962852
0.98672
0.999845
1.22148
1.23583
0
0
1
0
3
19
29
7.448276
-2.709853
0.655172
0
2
4
6
0
0
2
0
0
0.011625
0.058839
2
0
0
0
1
81
74
9
0.5
0
5.567764
1
0
64
-3.448276
11
7
0
0
1
2
0
0
1
2
1
0
0
7
11
0
0
0
0
2
1
0
0
0
0
3
1
0
0
0
0
5
9
2.5
42.5
2018_01_DAL_CAR
00-0033045
E.Elliott
00-0033077
5
4
3
17
-1
18
0
-1.712871
-0.064981
-0.25
0.75
5
25
155
3.605935
-0.006452
0.16
4.25
0.962852
0.98672
0.999845
1.22148
1.23583
0
0
2
0
4
19
29
7.448276
-2.709853
0.655172
2
3.5
-0.25
6
0
0
0
0
0.25
0.0059
0.072063
2
0
0
0
1
81
74
9
0.75
0
6.429101
0
0
43.5
-7.698276
0
0
1
16
0
0
1
2
0
0
2
2
0
17
0
0
0
0
0
3
0
0
0
0
0
4
0
0
0
0
0
5
9
2.5
42.5
2018_01_DAL_CAR
00-0033280
C.McCaffrey
00-0027939
9
9
6
45
30
46
0
1.480998
0.018224
3.333333
0.666667
5
25
155
3.605935
0.193548
0.36
5
0.964498
0.993863
0.962048
0.78039
1.019133
1
0
1
0
7
17
25
6.2
-0.234753
0.68
7.111111
2.333333
3.333333
7.666667
0
0
3
0
0.777778
0.011822
0.121735
2
0
0
0
1
81
74
9
0.555556
0
5.683309
2
0
52.222222
-2.866667
0
38
0
7
1
4
0
1
1
6
1
1
0
0
0
0
0
45
0
0
0
0
1
5
0
0
0
0
2
7
0
5
9
2.5
42.5
2018_01_DAL_CAR
00-0033658
B.Jarwin
00-0033077
5
1
0
0
32
0
0
-0.911229
-0.022462
32
0
5
25
155
3.605935
0.206452
0.04
0
0.962852
0.98672
0.999845
1.22148
1.23583
0
0
1
0
1
19
29
7.448276
-2.709853
0.655172
0
2
32
0
0
0
0
0
0
0
0.065873
2
0
0
0
1
81
74
9
0
0
0
0
0
64
24.551724
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
5
9
2.5
42.5
2018_01_DAL_CAR
00-0034365
I.Thomas
00-0027939
9
2
2
4
-8
12
0
-1.342394
-0.008649
-4
1
5
25
155
3.605935
-0.051613
0.08
2
0.964498
0.993863
0.962048
0.78039
1.019133
1
0
0
0
1
17
25
6.2
-0.234753
0.68
5
2
-4
6
0
0
0
0
0.5
0.0136
0.104066
2
0
0
0
1
81
74
9
0.5
0
7.071068
2
0
29.5
-10.2
7
0
-3
0
1
0
1
0
1
0
1
0
0
0
0
0
7
-3
0
0
0
0
1
1
0
0
0
0
1
1
0
5
9
2.5
42.5
2018_01_DAL_CAR
00-0034764
M.Gallup
00-0033077
5
1
1
9
8
1
0
0.71032
0.011356
8
1
5
25
155
3.605935
0.051613
0.04
9
0.962852
0.98672
0.999845
1.22148
1.23583
0
0
0
0
1
19
29
7.448276
-2.709853
0.655172
0
2
8
1
0
0
0
0
0
0
0.074273
2
0
0
0
1
81
74
9
1
0
0
0
0
83
0.551724
0
9
0
0
0
1
0
0
0
1
0
0
0
9
0
0
0
0
0
1
0
0
0
0
0
1
0
0
0
0
0
5
9
2.5
42.5
2018_01_HOU_NE
00-0027656
R.Gronkowski
00-0019596
13
8
7
123
107
21
1
6.609982
0.077188
13.375
0.875
13
34
377
-5.631696
0.28382
0.235294
15.375
1.050859
1.062849
1.088602
1.077776
0.924805
0
0
4
0
7
26
39
8.205128
2.007506
0.666667
15.25
2.375
13.375
3
0.125
4
5
0
0.875
0.012128
0.088793
4
0
0
0
1
62
61
10
0.875
0.5
10.937049
1
2
61.375
5.169872
21
39
55
8
1
3
2
1
1
4
2
1
0
0
0
0
21
102
0
0
0
0
1
6
0
0
0
0
1
7
0
22
13
6
49.5
2018_01_HOU_NE
00-0027925
J.Develin
00-0019596
13
4
4
22
13
9
0
0.204027
-0.009889
3.25
1
13
34
377
-5.631696
0.034483
0.117647
5.5
1.050859
1.062849
1.088602
1.077776
0.924805
0
0
0
0
4
26
39
8.205128
2.007506
0.666667
16.25
2.25
3.25
2.25
0
0
1
0
1
0.011598
0.024828
4
0
0
0
1
62
61
10
1
0
3.109126
1
0
64
-4.955128
9
0
3
10
2
0
1
1
2
0
1
1
0
0
0
0
0
22
0
0
0
0
0
4
0
0
0
0
0
4
0
22
13
6
49.5
2018_01_HOU_NE
00-0028237
C.Hogan
00-0019596
13
5
1
11
66
2
0
-2.993062
-0.049104
13.2
0.2
13
34
377
-5.631696
0.175066
0.147059
2.2
1.050859
1.062849
1.088602
1.077776
0.924805
1
0
2
0
4
26
39
8.205128
2.007506
0.666667
16
2.4
13.2
2
0
0
1
0
1
0.010954
0.081205
4
0
0
0
1
62
61
10
0.2
0
0
0
0
50.6
4.994872
11
0
0
0
1
0
0
0
1
2
2
0
0
0
0
0
0
11
0
0
0
0
0
1
0
0
0
0
0
5
0
22
13
6
49.5
2018_01_HOU_NE
00-0029615
L.Miller
00-0033537
22
2
1
11
3
9
0
-0.137108
-0.003569
1.5
0.5
13
34
377
-5.631696
0.007958
0.058824
5.5
1.09617
1.012171
1.032466
1.125047
0.583019
0
0
1
0
2
17
34
11.088235
-9.726795
0.5
6
3
1.5
9
0
0
0
0
1
0.001779
0.073701
4
0
0
0
1
62
61
10
0.5
0
0
0
0
48
-9.588235
0
0
11
0
0
0
1
0
0
0
2
0
0
11
0
0
0
0
0
1
0
0
0
0
0
2
0
0
0
0
0
22
13
6
49.5
2018_01_HOU_NE
00-0030108
R.Griffin
00-0033537
22
5
0
0
60
0
0
-6.707843
-0.118913
12
0
13
34
377
-5.631696
0.159151
0.147059
0
1.09617
1.012171
1.032466
1.125047
0.583019
3
0
3
1
4
17
34
11.088235
-9.726795
0.5
5.6
2.6
12
0
0
0
0
0
0.8
0.009742
0.073532
4
0
0
0
1
62
61
10
0
0
0
0
2
37.6
0.911765
0
0
0
0
0
0
0
0
1
1
2
1
0
0
0
0
0
0
0
0
0
0
0
0
0
5
0
0
0
0
0
22
13
6
49.5
End of preview. Expand in Data Studio

NFL Wide Receiver Performance Dataset (2018)

Dataset Description

This dataset contains comprehensive wide receiver performance statistics derived from NFL play-by-play data for the 2018. It includes game-level metrics, situational targeting patterns, defensive adjustments, and advanced efficiency calculations.

Dataset Summary

  • Season: 2015
  • 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
Downloads last month
8