MLB/Players/J.P. Crawford
J.P. Crawford

J.P. CRAWFORD

SS · Seattle Mariners · 20172026 · 1,027 games
1,027
CAREER GAMES · REGULAR SEASON
10 seasons
.246
CAREER BATTING AVERAGE
912 hits in 3,704 at-bats
77
CAREER HOME RUNS
376 RBI · 36 stolen bases

01/Hitting

Season by season
Regular season
SeasonClubGABRH2B3BHRRBIBBSOSBAVGOBPSLGOPS
2026SEA973354275120103259821.224.340.349.689
2025SEA157570691512401258741228.265.349.370.720
2024SEA1053925579162937521025.202.295.321.616
2023SEA145534941423501965941252.266.376.438.814
2022SEA1455185712624364268803.243.331.336.667
2021SEA16061989169370954581143.273.335.376.712
2020SEA5320433527222423396.255.330.338.669
2019SEA93345437821474643835.226.312.371.683
2018PHI4911717256331213372.214.292.393.685
2017PHI2370815410616221.214.360.300.660
Career1,0273,704507912186157737650080636.246.336.367.703

04/Where the ball went

2023 Regular season
Play log from 2015
Spray chart · 414 batted balls
Groundout · 40.2 mph · 36 ftFlyout · 99.5 mph · 281 ftPop Out · 52.6 mph · 36 ftGroundout · 81.5 mph · 8 ftPop Out · 55.1 mph · 49 ftGroundout · 62.2 mph · 22 ftFlyout · 70.6 mph · 210 ftPop Out · 65.0 mph · 137 ftGroundout · 59.3 mph · 11 ftFlyout · 93.8 mph · 269 ftGroundout · 82.4 mph · 22 ftLineout · 103.0 mph · 314 ftGroundout · 96.0 mph · 11 ftGroundout · 77.7 mph · 6 ftFlyout · 74.1 mph · 189 ftGroundout · 95.1 mph · 7 ftGroundout · 82.2 mph · 63 ftFlyout · 97.1 mph · 219 ftGroundout · 74.6 mph · 4 ftPop Out · 75.6 mph · 52 ftGroundout · 92.2 mph · 11 ftLineout · 98.1 mph · 331 ftGrounded into a double play · 70.3 mph · 12 ftFlyout · 97.2 mph · 299 ftGroundout · 101.9 mph · 54 ftLineout · 83.8 mph · 299 ftGroundout · 85.3 mph · 16 ftLineout · 75.7 mph · 265 ftGroundout · 88.8 mph · 11 ftPop Out · 58.8 mph · 173 ftGroundout · 84.6 mph · 69 ftGroundout · 84.2 mph · 30 ftPop Out · 56.5 mph · 72 ftFielder’s choice · 82.8 mph · 25 ftGroundout · 97.6 mph · 60 ftGroundout · 83.5 mph · 107 ftGroundout · 90.5 mph · 7 ftGroundout · 86.8 mph · 3 ftPop Out · 74.6 mph · 195 ftGroundout · 70.3 mph · 10 ftFlyout · 92.8 mph · 328 ftGroundout · 84.6 mph · 4 ftFlyout · 91.2 mph · 291 ftGroundout · 95.6 mph · 13 ftDouble Play · 85.9 mph · 162 ftFlyout · 90.8 mph · 313 ftFlyout · 79.6 mph · 226 ftFlyout · 95.5 mph · 292 ftGroundout · 101.3 mph · 6 ftDouble Play · 70.0 mph · 59 ftGroundout · 76.0 mph · 18 ftLineout · 98.0 mph · 302 ftFlyout · 85.9 mph · 264 ftFlyout · 92.6 mph · 336 ftFlyout · 78.6 mph · 245 ftGroundout · 83.3 mph · 3 ftFlyout · 98.2 mph · 359 ftPop Out · 85.1 mph · 178 ftGroundout · 72.7 mph · 9 ftFlyout · 79.1 mph · 207 ftGroundout · 74.3 mph · 56 ftLineout · 85.5 mph · 294 ftGroundout · 90.6 mph · 8 ftGroundout · 59.4 mph · 37 ftPop Out · 83.5 mph · 134 ftFlyout · 89.1 mph · 318 ftFlyout · 92.0 mph · 372 ftFlyout · 102.3 mph · 235 ftGroundout · 94.3 mph · 8 ftGroundout · 67.3 mph · 94 ftGroundout · 100.6 mph · 7 ftSacrifice fly · 80.3 mph · 280 ftPop Out · 62.1 mph · 191 ftLineout · 71.7 mph · 161 ftGroundout · 74.0 mph · 90 ftGroundout · 89.6 mph · 37 ftFlyout · 87.8 mph · 328 ftGroundout · 80.6 mph · 8 ftFlyout · 92.9 mph · 342 ftLineout · 88.5 mphPop Out · 67.2 mph · 180 ftFlyout · 100.6 mph · 362 ftLineout · 93.2 mph · 348 ftFlyout · 93.3 mph · 269 ftGrounded into a double play · 96.4 mph · 6 ftGroundout · 93.8 mph · 17 ftPop Out · 78.2 mph · 115 ftFlyout · 94.6 mph · 340 ftFlyout · 77.3 mph · 280 ftGroundout · 91.5 mph · 4 ftLineout · 99.7 mph · 316 ftGroundout · 100.1 mph · 71 ftGroundout · 99.7 mph · 56 ftLineout · 100.5 mph · 308 ftGroundout · 69.6 mph · 37 ftFlyout · 85.6 mph · 293 ftGroundout · 75.6 mph · 5 ftLineout · 96.6 mph · 377 ftFlyout · 89.9 mph · 320 ftSacrifice bunt · 29.8 mph · 22 ftFlyout · 90.0 mph · 289 ftPop Out · 58.2 mph · 103 ftFlyout · 82.7 mph · 303 ftSacrifice bunt · 37.2 mph · 6 ftGroundout · 94.8 mph · 24 ftGroundout · 105.8 mph · 32 ftGroundout · 104.1 mph · 46 ftGroundout · 72.8 mph · 7 ftPop Out · 60.2 mph · 178 ftLineout · 70.5 mph · 175 ftFlyout · 73.6 mph · 189 ftLineout · 104.8 mph · 303 ftGroundout · 66.9 mph · 47 ftPop Out · 70.6 mph · 99 ftPop Out · 89.3 mph · 144 ftGroundout · 76.8 mph · 9 ftGroundout · 78.5 mph · 7 ftLineout · 91.9 mph · 307 ftGroundout · 85.4 mph · 11 ftPop Out · 44.5 mph · 98 ftPop Out · 60.9 mph · 173 ftFlyout · 89.8 mph · 318 ftFlyout · 87.2 mph · 280 ftGroundout · 107.8 mph · 91 ftGroundout · 98.9 mph · 12 ftGroundout · 69.6 mph · 4 ftSacrifice fly · 87.5 mph · 319 ftLineout · 98.4 mph · 143 ftFlyout · 81.2 mph · 296 ftFlyout · 89.0 mph · 208 ftLineout · 71.0 mph · 162 ftFlyout · 84.0 mph · 196 ftGroundout · 71.8 mph · 2 ftFlyout · 103.6 mph · 378 ftGroundout · 101.3 mph · 94 ftGroundout · 94.2 mph · 28 ftGroundout · 75.0 mph · 9 ftGrounded into a double play · 104.1 mph · 7 ftGroundout · 90.2 mph · 7 ftGroundout · 79.3 mph · 7 ftLineout · 94.8 mph · 283 ftGroundout · 75.8 mph · 3 ftFlyout · 75.9 mph · 244 ftGroundout · 84.2 mph · 11 ftForceout · 87.2 mph · 7 ftPop Out · 83.4 mph · 178 ftGroundout · 77.8 mph · 2 ftGroundout · 84.7 mph · 109 ftGroundout · 58.0 mph · 51 ftGroundout · 94.0 mph · 117 ftGroundout · 77.4 mph · 6 ftFlyout · 96.0 mph · 286 ftGroundout · 78.4 mph · 47 ftGroundout · 77.4 mph · 72 ftGroundout · 92.7 mph · 10 ftForceout · 74.5 mph · 53 ftGroundout · 99.6 mph · 118 ftFlyout · 89.1 mph · 222 ftForceout · 89.2 mph · 59 ftFlyout · 80.3 mph · 298 ftFlyout · 92.2 mph · 297 ftPop Out · 82.9 mph · 128 ftLineout · 82.7 mph · 290 ftFlyout · 63.3 mph · 187 ftPop Out · 66.4 mph · 141 ftLineout · 101.9 mph · 360 ftFlyout · 83.8 mph · 305 ftGroundout · 103.8 mph · 25 ftLineout · 105.2 mph · 164 ftFlyout · 78.7 mph · 248 ftFlyout · 90.3 mph · 327 ftFlyout · 87.4 mph · 253 ftGroundout · 52.8 mph · 92 ftFlyout · 86.0 mph · 310 ftGroundout · 105.4 mph · 24 ftPop Out · 72.3 mph · 121 ftFlyout · 95.9 mph · 320 ftGroundout · 100.1 mph · 8 ftPop Out · 93.7 mph · 208 ftFlyout · 96.9 mph · 247 ftLineout · 79.9 mph · 118 ftFlyout · 94.5 mph · 338 ftLineout · 99.9 mph · 389 ftGroundout · 88.7 mph · 11 ftFlyout · 94.6 mph · 329 ftLineout · 106.3 mph · 314 ftLineout · 105.2 mph · 200 ftFlyout · 99.3 mph · 283 ftField Error · 95.7 mph · 9 ftGroundout · 77.3 mph · 3 ftGroundout · 106.0 mph · 16 ftLineout · 102.3 mph · 307 ftGroundout · 52.8 mph · 119 ftGroundout · 100.5 mph · 87 ftLineout · 75.8 mph · 129 ftPop Out · 97.1 mph · 169 ftPop Out · 52.8 mph · 141 ftLineout · 89.8 mph · 316 ftPop Out · 79.2 mph · 162 ftGroundout · 105.5 mph · 143 ftGroundout · 87.4 mph · 13 ftFlyout · 83.8 mph · 271 ftGroundout · 75.3 mph · 11 ftGroundout · 101.7 mph · 79 ftFlyout · 90.2 mph · 345 ftPop Out · 72.6 mph · 51 ftGroundout · 95.8 mph · 98 ftGroundout · 63.5 mph · 7 ftGroundout · 89.2 mph · 8 ftPop Out · 75.8 mph · 68 ftGroundout · 91.6 mph · 16 ftFlyout · 98.2 mph · 373 ftFlyout · 79.1 mph · 265 ftPop Out · 85.7 mph · 146 ftLineout · 98.5 mph · 315 ftPop Out · 80.5 mph · 157 ftGroundout · 37.8 mph · 3 ftFlyout · 90.6 mph · 319 ftDouble Play · 87.8 mph · 138 ftGroundout · 93.0 mph · 4 ftGroundout · 80.1 mph · 8 ftFlyout · 71.4 mph · 203 ftGroundout · 105.2 mph · 12 ftField Error · 81.0 mph · 9 ftGroundout · 87.5 mph · 4 ftFlyout · 73.7 mph · 234 ftGroundout · 90.9 mph · 7 ftGroundout · 91.6 mph · 101 ftGroundout · 80.2 mph · 5 ftGrounded into a double play · 85.8 mph · 4 ftGroundout · 97.2 mph · 5 ftFlyout · 84.7 mph · 288 ftFlyout · 83.9 mph · 261 ftPop Out · 67.0 mph · 185 ftGroundout · 65.4 mph · 2 ftFlyout · 86.6 mph · 253 ftGrounded into a double play · 86.4 mph · 16 ftGroundout · 92.2 mph · 64 ftLineout · 101.4 mph · 372 ftGroundout · 97.2 mph · 14 ftFlyout · 89.8 mph · 313 ftFlyout · 88.3 mph · 233 ftFlyout · 74.8 mph · 253 ftPop Out · 72.3 mph · 57 ftFlyout · 84.6 mph · 292 ftGroundout · 66.6 mph · 1 ftGroundout · 92.8 mph · 2 ftFlyout · 87.0 mph · 277 ftFlyout · 98.9 mph · 232 ftLineout · 87.8 mph · 309 ftGroundout · 1 ftGroundout · 106.2 mph · 92 ftFielder’s choice out · 89.8 mph · 63 ftBunt Pop Out · 29.9 mph · 56 ftGrounded into a double play · 100.9 mph · 35 ftGroundout · 107.4 mph · 6 ftFlyout · 83.0 mph · 205 ftFlyout · 90.3 mph · 302 ftGroundout · 77.2 mph · 8 ftLineout · 79.6 mph · 158 ftSacrifice bunt · 33.0 mph · 40 ftGroundout · 107.2 mph · 41 ftGrounded into a double play · 98.5 mph · 9 ftFlyout · 93.3 mph · 330 ftGroundout · 100.4 mph · 100 ftPop Out · 81.6 mph · 141 ftBunt Pop Out · 33.7 mph · 70 ftLineout · 89.4 mph · 268 ftFlyout · 101.1 mph · 359 ftField Error · 95.3 mph · 5 ftFlyout · 81.2 mph · 240 ftGroundout · 99.8 mph · 13 ftSingle · 70.1 mph · 242 ftSingle · 69.6 mph · 226 ftHome Run · 106.8 mph · 367 ftSingle · 79.5 mph · 235 ftDouble · 96.5 mph · 329 ftHome Run · 104.0 mph · 400 ftHome Run · 100.7 mph · 372 ftSingle · 103.5 mph · 57 ftSingle · 91.0 mph · 255 ftSingle · 67.4 mph · 154 ftSingle · 84.6 mph · 250 ftDouble · 98.0 mph · 368 ftHome Run · 106.7 mph · 405 ftSingle · 88.2 mph · 202 ftDouble · 99.0 mph · 134 ftSingle · 91.6 mph · 202 ftDouble · 95.4 mph · 298 ftDouble · 107.9 mph · 267 ftSingle · 89.9 mph · 206 ftDouble · 93.9 mph · 369 ftSingle · 103.3 mph · 104 ftDouble · 88.3 mph · 165 ftHome Run · 98.7 mph · 382 ftSingle · 108.5 mph · 32 ftSingle · 67.9 mph · 213 ftSingle · 82.7 mph · 80 ftSingle · 106.0 mph · 94 ftSingle · 94.7 mph · 19 ftHome Run · 94.5 mph · 353 ftHome Run · 105.6 mph · 413 ftSingle · 66.8 mph · 161 ftDouble · 87.5 mph · 226 ftHome Run · 102.2 mph · 395 ftSingle · 92.9 mph · 202 ftDouble · 101.8 mph · 389 ftSingle · 103.1 mph · 186 ftHome Run · 108.8 mph · 432 ftSingle · 95.1 mph · 229 ftSingle · 77.7 mph · 3 ftSingle · 74.7 mph · 224 ftDouble · 102.4 mph · 333 ftSingle · 95.1 mph · 138 ftSingle · 106.1 mph · 101 ftHome Run · 101.0 mph · 397 ftSingle · 65.0 mph · 210 ftSingle · 89.1 mph · 218 ftSingle · 85.6 mph · 122 ftSingle · 96.9 mph · 180 ftSingle · 104.3 mph · 228 ftHome Run · 99.4 mph · 389 ftDouble · 99.6 mph · 316 ftSingle · 85.8 mph · 18 ftDouble · 100.6 mph · 272 ftDouble · 102.7 mph · 183 ftSingle · 85.0 mph · 189 ftDouble · 72.6 mph · 221 ftSingle · 71.6 mph · 207 ftDouble · 81.2 mph · 18 ftSingle · 89.5 mph · 236 ftSingle · 96.5 mph · 130 ftSingle · 71.7 mph · 240 ftSingle · 87.9 mph · 3 ftSingle · 89.7 mph · 107 ftDouble · 82.5 mph · 202 ftSingle · 98.8 mph · 149 ftDouble · 99.9 mph · 322 ftSingle · 100.1 mph · 55 ftSingle · 101.6 mph · 109 ftSingle · 60.7 mph · 143 ftSingle · 92.2 mph · 214 ftHome Run · 107.5 mph · 371 ftDouble · 106.1 mph · 288 ftSingle · 52.8 mph · 134 ftDouble · 96.7 mph · 353 ftSingle · 106.8 mph · 222 ftSingle · 97.9 mph · 8 ftDouble · 82.8 mph · 274 ftDouble · 95.9 mph · 174 ftHome Run · 106.9 mph · 385 ftSingle · 86.6 mph · 214 ftSingle · 99.8 mph · 71 ftHome Run · 94.5 mph · 355 ftSingle · 105.0 mph · 135 ftHome Run · 102.8 mph · 354 ftSingle · 108.5 mph · 19 ftHome Run · 102.2 mph · 383 ftDouble · 106.6 mph · 56 ftDouble · 103.5 mph · 292 ftSingle · 68.6 mph · 195 ftSingle · 92.5 mph · 149 ftSingle · 108.2 mph · 205 ftSingle · 98.4 mph · 52 ftSingle · 102.4 mph · 28 ftDouble · 105.6 mph · 314 ftSingle · 94.6 mph · 111 ftSingle · 74.0 mph · 183 ftSingle · 97.9 mph · 255 ftSingle · 61.6 mph · 187 ftSingle · 92.5 mph · 73 ftDouble · 106.0 mph · 269 ftSingle · 104.0 mph · 18 ftSingle · 90.8 mph · 187 ftHome Run · 103.4 mph · 393 ftSingle · 102.4 mph · 30 ftSingle · 77.4 mph · 237 ftHome Run · 104.2 mph · 375 ftSingle · 110.1 mph · 265 ftSingle · 81.7 mph · 152 ftSingle · 107.9 mph · 143 ftSingle · 81.2 mph · 271 ftDouble · 98.4 mph · 344 ftDouble · 100.2 mph · 362 ftSingle · 101.5 mph · 285 ftSingle · 90.1 mph · 258 ftSingle · 88.2 mph · 161 ftSingle · 106.5 mph · 128 ftSingle · 105.2 mph · 304 ftSingle · 95.0 mph · 124 ftSingle · 90.9 mph · 33 ftDouble · 105.9 mph · 267 ftSingle · 102.4 mph · 251 ftSingle · 100.7 mph · 267 ftSingle · 83.8 mph · 176 ftHome Run · 106.5 mph · 420 ftSingle · 102.4 mph · 48 ftDouble · 87.7 mph · 215 ftSingle · 99.6 mph · 14 ftDouble · 102.4 mph · 373 ftSingle · 98.3 mph · 271 ftSingle · 94.5 mph · 17 ftSingle · 83.1 mph · 222 ftSingle · 72.4 mph · 238 ftSingle · 101.4 mph · 9 ftDouble · 104.6 mph · 305 ftDouble · 70.6 mph · 214 ftDouble · 90.6 mph · 219 ftDouble · 108.3 mph · 285 ftSingle · 98.8 mph · 284 ftSingle · 101.3 mph · 145 ftDouble · 103.8 mph · 376 ftSingle · 89.4 mph · 14 ftSingle · 73.8 mph · 228 ft
Hit (142) Out (272) Home run (19)
Average exit velocity 87.6 mph · longest 432 ft

05/Game log

2023
Regular season
DateOppResultABRHHRRBIBBSO
MAR 30vs CLEW 302110010
MAR 31vs CLEL 493000012
APR 1vs CLEL 022000010
APR 2vs CLEL 564000002
APR 3vs LAAL 373120011
APR 4vs LAAW 1124000002
APR 5vs LAAL 344020000
APR 7@ CLEW 534220201
APR 8@ CLEW 323000000
APR 9@ CLEL 674000011
APR 10@ CHCL 234000001
APR 11@ CHCL 9143210010
APR 12@ CHCW 523210011
APR 14vs COLW 533110011
APR 15vs COLW 922120120
APR 16vs COLW 102010010
APR 17vs MILL 372100011
APR 18vs MILL 560000010
APR 19vs MILL 353000000
APR 21vs STLW 522000011
APR 22vs STLW 542110010
APR 23vs STLL 374110003
APR 25@ PHIW 533010110
APR 26@ PHIL 564131400
APR 27@ PHIL 013000000
APR 28@ TORL 233000012
APR 29@ TORL 014000001
APR 30@ TORW 1084010112
MAY 2@ W 213000010
MAY 3@ W 724010210
MAY 4@ W 532200021
MAY 5vs HOUL 464010002
MAY 6vs HOUW 753110310
MAY 7vs HOUW 314020001
MAY 10vs TEXL 343110111
MAY 12@ DETW 924210111
MAY 13@ DETW 504110001
MAY 14@ DETL 355120000
MAY 15@ BOSW 1015010001
MAY 16@ BOSL 494000011
MAY 17@ BOSL 3122000000
MAY 19@ ATLL 264020000
MAY 20@ ATLW 734020111
MAY 21@ ATLL 234000001
MAY 22vs W 1125010001
MAY 23vs W 323111210
MAY 24vs W 615120102
MAY 25vs W 324000001
MAY 26vs PITL 6115221200
MAY 27vs PITW 504220001
MAY 28vs PITW 634210011
MAY 29vs NYYL 4105010001
MAY 30vs NYYL 2105010001
MAY 31vs NYYW 104010001
JUN 2@ TEXL 024000001
JUN 3@ TEXL 6163000011
JUN 6@ SDW 413110010
JUN 7@ SDL 3103000002
JUN 9@ LAAL 454100010
JUN 10@ LAAW 625140100
JUN 11@ LAAL 494010010
JUN 12vs MIAW 814220010
JUN 13vs MIAW 935000003
JUN 14vs MIAL 143000011
JUN 16vs CWSW 324110010
JUN 17vs CWSL 344111120
JUN 18vs CWSW 513200012
JUN 20@ NYYL 132000000
JUN 24@ BALL 465121100
JUN 25@ BALL 233000012
JUN 26vs WSHW 843221121
JUN 27vs WSHL 474000011
JUN 28vs WSHL 144000001
JUN 30vs TBL 4153010220
JUL 1vs TBW 834231210
JUL 2vs TBW 764010011
JUL 3@ SFW 654010102
JUL 4@ SFW 604120011
JUL 5@ SFL 024020001
JUL 6@ HOUW 513111111
JUL 7@ HOUW 1015110002
JUL 8@ HOUL 234010111
JUL 9@ HOUW 314010002
JUL 14vs DETL 454000011
JUL 15vs DETL 063010010
JUL 16vs DETW 203130010
JUL 17vs MINW 764000001
JUL 18vs MINL 3103110010
JUL 19vs MINL 364020001
JUL 20vs MINW 505120001
JUL 21vs TORW 323000011
JUL 22vs TORW 984120201
JUL 23vs TORL 344000000
JUL 24@ MINL 345020001
JUL 25@ MINW 973210010
JUL 28@ AZW 524110011
JUL 29@ AZL 343010021
JUL 30@ AZW 403321121
JUL 31vs BOSW 623110011
AUG 1vs BOSL 464100011
AUG 2vs BOSW 633000011
AUG 3@ LAAW 533020011
AUG 4@ LAAW 975220010
AUG 5@ LAAW 323100021
AUG 6@ LAAW 325111102
AUG 8vs SDW 204030000
AUG 9vs SDW 613000101
AUG 21@ CWSW 1424200021
AUG 22@ CWSW 634110111
AUG 23@ CWSL 454100023
AUG 25vs KCW 754331111
AUG 26vs KCW 1523320110
AUG 27vs KCW 324000002
AUG 28vs W 704321110
AUG 29vs L 133010021
AUG 30vs W 544010202
SEP 1@ NYML 123111111
SEP 2@ NYMW 874331101
SEP 3@ NYML 364000013
SEP 4@ CINL 364010102
SEP 5@ CINL 674120012
SEP 6@ CINW 845111301
SEP 7@ TBW 104000000
SEP 8@ TBL 475000002
SEP 9@ TBL 573100010
SEP 10@ TBL 364010013
SEP 11vs LAAL 585110001
SEP 12vs LAAW 805110300
SEP 13vs LAAW 324010001
SEP 15vs LADL 365010000
SEP 16vs LADL 264010012
SEP 17vs LADL 164020111
SEP 18@ W 502110130
SEP 19@ W 725221200
SEP 20@ W 635000001
SEP 22@ TEXL 585220000
SEP 23@ TEXL 024010000
SEP 24@ TEXL 895121101
SEP 25vs HOUL 153000010
SEP 26vs HOUW 623000013
SEP 27vs HOUL 382111131
SEP 28vs TEXW 325020200
SEP 29vs TEXW 803211412
SEP 30vs TEXL 164020000
OCT 1vs TEXW 103000000

Regular season and postseason are separate tables and are never summed into one career line; spring training is excluded entirely. Hitting and pitching come from different source rows, so a two-way player has both tables and neither borrows from the other. Innings pitched is summed as outs and converted once: the stored value counts thirds, so “6.1” means six innings and one out, and adding those as decimals understates a career. ERA and WHIP are computed from those totals rather than averaged across seasons. On-base percentage is (H + BB) over (AB + BB), which runs slightly under the official figure because the source rows carry no hit-by-pitch or sacrifice fly. The charts cover 2015 onward only, and the spray chart plots batted balls with a recorded landing spot: a strikeout or a walk has no location and is not a missing dot. Its field is a representative park, not the one the ball was hit in, because a spray chart pooled across a season is hit in thirty different outfields.