last_name, first_name
stringlengths
8
22
player_id
int64
120k
808k
year
int64
2.02k
2.02k
player_age
int64
20
41
ab
int64
154
681
pa
int64
186
753
hit
int64
32
217
single
int64
13
170
double
int64
3
59
triple
int64
0
14
home_run
int64
0
62
strikeout
int64
12
219
walk
int64
5
145
k_percent
float64
5.3
43.9
bb_percent
float64
1.5
22.2
batting_avg
float64
0.17
0.36
slg_percent
float64
0.27
0.7
on_base_percent
float64
0.24
0.49
on_base_plus_slg
float64
0.54
1.19
isolated_power
float64
0.05
0.38
babip
float64
0.2
0.41
b_rbi
int64
10
139
b_lob
int64
44
323
b_total_bases
int64
45
391
r_total_caught_stealing
int64
0
18
r_total_stolen_base
int64
0
73
b_ab_scoring
int64
25
180
b_ball
int64
177
1.24k
b_called_strike
int64
67
718
b_catcher_interf
int64
0
12
b_foul
int64
98
664
b_foul_tip
int64
1
48
b_game
int64
44
162
b_gnd_into_dp
int64
0
30
b_gnd_into_tp
int64
0
1
b_gnd_rule_double
int64
0
10
b_hit_by_pitch
int64
0
34
b_hit_ground
int64
5
101
b_hit_fly
int64
1
77
b_hit_into_play
int64
96
599
b_hit_line_drive
int64
11
120
b_hit_popup
int64
0
4
b_out_fly
int64
9
152
b_out_ground
int64
26
245
b_out_line_drive
int64
4
79
b_out_popup
int64
2
74
b_intent_ball
int64
0
74
b_intent_walk
int64
0
25
b_interference
int64
0
2
b_pinch_hit
int64
0
37
b_pinch_run
int64
0
6
b_pitchout
int64
0
6
b_played_dh
int64
0
152
b_sac_bunt
int64
0
12
b_sac_fly
int64
0
15
b_swinging_strike
int64
24
453
r_caught_stealing_2b
int64
0
13
r_caught_stealing_3b
int64
0
6
r_caught_stealing_home
int64
0
3
r_defensive_indiff
int64
0
6
r_interference
int64
0
0
r_pickoff_1b
int64
0
6
r_pickoff_2b
int64
0
3
r_pickoff_3b
int64
0
1
r_run
int64
13
149
r_stolen_base_2b
int64
0
59
r_stolen_base_3b
int64
0
16
r_stolen_base_home
int64
0
3
b_total_ball
int64
201
1.33k
b_total_sacrifices
int64
0
18
b_total_strike
int64
427
1.86k
b_total_swinging_strike
int64
24
1.23k
b_total_pitches
int64
661
3.22k
r_stolen_base_pct
float64
r_total_pickoff
int64
0
8
b_reached_on_error
int64
0
14
b_walkoff
int64
0
5
b_reached_on_int
int64
0
12
xba
float64
0.19
0.36
xslg
float64
0.27
0.71
woba
float64
0.24
0.48
xwoba
float64
0.26
0.48
xobp
float64
0.26
0.48
xiso
float64
0.04
0.4
wobacon
float64
0.25
0.6
xwobacon
float64
0.26
0.64
bacon
float64
0.24
0.46
xbacon
float64
0.25
0.47
xbadiff
float64
-0.05
0.07
xslgdiff
float64
-0.12
0.15
wobadiff
float64
-0.06
0.06
exit_velocity_avg
float64
80.5
95.9
launch_angle_avg
float64
-4.4
26.8
sweet_spot_percent
float64
18.7
49.2
barrel
int64
0
106
barrel_batted_rate
float64
0
26.5
solidcontact_percent
float64
0.8
18
flareburner_percent
float64
15.6
34.4
poorlyunder_percent
float64
9
41
poorlytopped_percent
float64
15.3
55.9
poorlyweak_percent
float64
0.4
12.4
hard_hit_percent
float64
8.5
62.2
avg_best_speed
float64
89.2
109
avg_hyper_speed
float64
1.44
11.3
z_swing_percent
float64
47.3
84.1
z_swing_miss_percent
float64
4.4
35.6
oz_swing_percent
float64
12.2
52.3
oz_swing_miss_percent
float64
10.6
70.5
oz_contact_percent
float64
29.5
89.4
out_zone_swing_miss
int64
17
311
out_zone_swing
int64
67
622
out_zone_percent
float64
44.2
60.9
out_zone
int64
344
1.73k
meatball_swing_percent
float64
47.5
97.7
meatball_percent
float64
4
9.7
pitch_count_offspeed
int64
52
648
pitch_count_fastball
int64
371
1.95k
pitch_count_breaking
int64
127
983
pitch_count
int64
661
3.22k
iz_contact_percent
float64
64.4
95.6
in_zone_swing_miss
int64
10
255
in_zone_swing
int64
203
1.05k
in_zone_percent
float64
39.1
55.8
in_zone
int64
312
1.53k
edge_percent
float64
36.8
46.9
edge
int64
266
1.36k
whiff_percent
float64
7.1
43.4
swing_percent
float64
34
62.9
pull_percent
float64
16.7
56.3
straightaway_percent
float64
27.2
48.6
opposite_percent
float64
13.4
43.4
batted_ball
int64
96
599
f_strike_percent
float64
49.8
71.2
groundballs_percent
float64
25.4
68
groundballs
int64
36
341
flyballs_percent
float64
10.1
40.1
flyballs
int64
15
200
linedrives_percent
float64
11.9
35.6
linedrives
int64
17
181
popups_percent
float64
0.7
17.5
popups
int64
2
75
pop_2b_sba_count
float64
0
66
pop_2b_sba
float64
1.82
2.1
pop_2b_sb
float64
1.77
2.1
pop_2b_cs
float64
1.82
2.11
pop_3b_sba_count
float64
0
8
pop_3b_sba
float64
1.4
1.84
pop_3b_sb
float64
1.4
1.67
pop_3b_cs
float64
1.34
2.29
exchange_2b_3b_sba
float64
0.6
0.79
maxeff_arm_2b_3b_sba
float64
76.3
88.4
n_outs_above_average
float64
-26
28
n_fieldout_5stars
float64
0
7
n_opp_5stars
float64
0
37
n_5star_percent
float64
0
33.3
n_fieldout_4stars
float64
0
16
n_opp_4stars
float64
0
23
n_4star_percent
float64
0
100
n_fieldout_3stars
float64
0
31
n_opp_3stars
float64
0
33
n_3star_percent
float64
0
100
n_fieldout_2stars
float64
0
37
n_opp_2stars
float64
0
41
n_2star_percent
float64
0
100
n_fieldout_1stars
float64
0
45
n_opp_1stars
float64
0
47
n_1star_percent
float64
33.3
100
rel_league_reaction_distance
float64
-4
4.7
rel_league_burst_distance
float64
-6.6
2.3
rel_league_routing_distance
float64
-4.7
1.3
rel_league_bootup_distance
float64
-9.7
4.2
f_bootup_distance
float64
22
38.1
n_bolts
float64
1
149
hp_to_1b
float64
3.89
5.11
sprint_speed
float64
21.8
30.7
Unnamed: 175
float64
Tucker, Kyle
663,656
2,023
26
574
674
163
92
37
5
29
92
80
13.6
11.9
0.284
0.517
0.369
0.886
0.233
0.289
112
253
297
5
30
147
947
339
7
489
26
157
11
0
5
3
49
45
492
68
1
116
141
49
21
0
9
1
6
0
0
4
0
10
190
5
0
0
0
0
2
0
0
97
22
8
0
1,023
10
1,547
190
2,570
null
2
3
1
7
0.292
0.53
0.372
0.386
0.38
0.239
0.393
0.412
0.331
0.346
-0.008
-0.013
-0.014
90.2
14.8
35.4
52
10.6
8.1
24.8
27
25.4
3.9
45.9
100.798373
6.831133
71.8
12.6
21.6
38.7
60.6
106
274
49.4
1,270
85.8
7.4
411
1,403
652
2,570
87.3
118
934
50.6
1,300
43.1
1,107
18.5
47
44.1
32.7
23.2
492
62.5
38.6
190
32.7
161
24.2
119
4.5
22
null
null
null
null
null
null
null
null
null
null
-6
1
24
4.2
3
15
20
9
21
42.9
21
25
84
35
38
92.1
-0.4
-0.7
0.3
-0.8
32.2
null
4.51
26.6
null
McNeil, Jeff
643,446
2,023
31
585
648
158
119
25
4
10
65
39
10
6
0.27
0.378
0.333
0.711
0.108
0.288
55
225
221
0
10
129
706
268
0
473
15
156
5
0
2
18
58
15
526
84
1
101
164
51
52
0
0
0
0
0
0
0
3
3
125
0
0
0
0
0
0
0
0
75
9
1
0
763
6
1,430
125
2,193
null
0
3
0
0
0.251
0.34
0.314
0.294
0.316
0.09
0.311
0.285
0.302
0.281
0.019
0.038
0.02
86
14.4
32.1
7
1.3
5.7
24.9
30.6
30.4
6.8
27.4
95.984354
4.004151
75.9
7.4
29.9
28.8
70.9
94
326
49.7
1,091
85.1
7
286
1,338
495
2,193
91.9
62
836
50.3
1,102
42
922
13.4
53
37.5
35.4
27.2
526
63.4
42.2
222
22.1
116
25.7
135
10.1
53
null
null
null
null
null
null
null
null
null
null
2
0
10
0
3
6
50
6
7
85.7
5
6
83.3
14
15
93.3
0.2
0.6
0.4
1.2
34.5
1
4.15
27.4
null
Garcia, Maikel
672,580
2,023
23
464
515
126
98
20
4
4
115
38
22.3
7.4
0.272
0.358
0.323
0.681
0.086
0.344
50
160
166
7
23
109
686
406
0
325
13
123
9
0
0
2
52
9
360
65
0
57
122
38
15
0
0
0
2
1
1
5
1
10
147
3
4
0
0
0
2
1
1
59
17
6
0
726
11
1,263
147
1,989
null
4
3
0
0
0.274
0.393
0.299
0.319
0.33
0.119
0.35
0.38
0.351
0.361
-0.002
-0.035
-0.02
91.8
6.1
36.9
14
3.9
9.4
31.7
16.1
35.3
2.8
50.6
101.538605
7.500565
63.6
15.6
20.6
32.8
66.2
64
195
47.7
948
74.3
8.4
162
1,200
527
1,989
84
103
662
52.3
1,041
42.6
848
19.5
43.1
29.4
42.8
27.8
360
64.5
48.3
174
18.3
66
29.2
105
4.2
15
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
6
4.44
28.2
null