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Scores
Standings
SEA
@CAL
4
9
BOS
@CHW
2
4
BAL
@KCR
2
4
CLE
@MIL
4
1
CLE
@MIL
2
7
MIN
@OAK
8
7
NYY
@TEX
2
4
DET
@TOR
8
5
LAD
@ATL
9
4
SDP
@CIN
8
6
SFG
@HOU
4
2
 
(10)
STL
@MON
4
5
PIT
@NYM
4
3
 
(10)
CHC
@PHI
7
2
Sunday, August 1, 1982,
, Royals Stadium
Attendance: 30,280, Time of Game: 2:55
Orioles
2
54-45
 Lost 4 
3rd, 3½ GB
at Royals
4
57-44
 Won 4 
2nd, 1 GB
W: Bill Castro (1-1)
                1  2  3   4  5  6   7  8  9    R  H  E
                -  -  -   -  -  -   -  -  -    -  -  -
Orioles         0  0  0   1  0  1   0  0  0    2  9  1
Royals          0  0  0   0  0  0   0  4  X    4 11  1

Baltimore Orioles

Batting AB R H RBI BB SO PA BA OBP SLG OPS WPA aLI WPA+ WPA- RE24 PO A
Al Bumbry CF 5 0 1 0 0 0 5 .263 .315 .319 .633 -0.055 1.05 0.060 -0.115 -0.6 3 0 SB
Rich Dauer 3B 4 0 0 0 0 0 4 .270 .324 .364 .688 -0.108 0.97 0.000 -0.108 -1.2 0 0
Ken Singleton DH 2 0 0 0 2 0 4 .267 .373 .386 .759 0.036 0.91 0.047 -0.011 0.3
Eddie Murray 1B 4 0 0 0 0 0 4 .297 .375 .500 .875 -0.126 1.28 0.000 -0.126 -1.2 6 0
John Lowenstein LF 0 0 0 0 0 0 0 .326 .413 .646 1.060 0.000 0.00 0.000 0.000 0.0
   Gary Roenicke PH-RF 4 0 2 0 0 0 4 .256 .392 .533 .925 -0.020 1.07 0.056 -0.075 0.0 5 0
Cal Ripken SS 4 2 2 1 0 0 4 .271 .314 .483 .797 0.163 1.00 0.226 -0.064 0.9 2 0 HR,GDP
Jim Dwyer RF-LF 4 0 0 0 0 0 4 .276 .371 .434 .805 -0.134 0.75 0.000 -0.134 -1.4 2 0
Lenn Sakata 2B 3 0 2 1 0 0 3 .259 .327 .357 .684 0.058 1.19 0.120 -0.062 0.5 2 3 CS
   Terry Crowley PH 1 0 0 0 0 0 1 .215 .370 .338 .709 -0.038 1.50 0.000 -0.038 -0.2
Rick Dempsey C 3 0 2 0 0 0 3 .245 .327 .364 .690 0.064 1.07 0.095 -0.032 0.4 4 0 2B
   Joe Nolan PH 1 0 0 0 0 0 1 .242 .280 .386 .666 -0.024 0.95 0.000 -0.024 -0.2
Jim Palmer P 0 3
   Tippy Martinez P 0 0
   Tim Stoddard P 0 0
Team Totals 35 2 9 2 2 0 37 .257 .297 .371 .669 -0.184 1.04 0.604 -0.789 -2.5 24 6
2B: R Dempsey (11, off D Hood).
HR: C Ripken (15, off D Hood, 4th inn, 0 on, 1 out to LF-CF).
TB: C Ripken 5; R Dempsey 3; L Sakata 2; G Roenicke 2; A Bumbry.
GIDP: C Ripken (12).
RBI: C Ripken (55); L Sakata (15).
Team LOB: 8.
With RISP: 1 for 10.
Fielding
E: L Sakata (12).
Baserunning
SB: A Bumbry (8, 2nd base off D Frost/J Quirk).
CS: L Sakata (4, Home by D Hood/J Quirk).

Kansas City Royals

Batting AB R H RBI BB SO PA BA OBP SLG OPS WPA aLI WPA+ WPA- RE24 PO A
Willie Wilson LF 5 0 3 0 0 0 5 .341 .369 .464 .833 0.101 0.85 0.135 -0.034 0.8 3 0 2B,SB
U.L. Washington SS 4 0 1 0 1 1 5 .287 .328 .370 .698 -0.001 1.09 0.077 -0.078 -0.4 2 2
George Brett 3B 4 0 0 0 0 0 4 .300 .385 .497 .883 -0.167 1.71 0.000 -0.167 -1.3 2 3
Amos Otis CF 4 1 2 0 0 0 4 .299 .353 .454 .808 0.042 1.67 0.149 -0.108 0.1 0 0 SB
Hal McRae DH 4 1 1 0 0 0 4 .312 .380 .538 .918 0.118 1.83 0.222 -0.104 0.3 2B
Willie Aikens 1B 2 0 1 0 1 0 3 .254 .318 .378 .696 0.114 1.29 0.114 0.000 0.9 7 3
   Lee May PH 1 0 1 1 0 0 1 .359 .419 .578 .997 0.177 3.73 0.177 0.000 0.9
   Greg Pryor PR-1B 0 1 0 0 0 0 0 .318 .348 .489 .836 0.000 0.00 0.000 0.000 0.0 2 0
Jerry Martin RF 4 1 1 1 0 1 4 .265 .313 .379 .692 0.073 2.34 0.215 -0.143 0.0 2 0
Frank White 2B 3 0 0 1 0 0 4 .316 .330 .477 .807 -0.079 1.67 0.049 -0.128 -1.0 5 6 SF
Jamie Quirk C 3 0 0 0 0 0 3 .229 .260 .271 .532 -0.099 1.30 0.000 -0.099 -0.7 2 1
   Steve Hammond PH 1 0 1 1 0 0 1 .311 .326 .444 .771 0.036 0.96 0.036 0.000 0.6
   Don Slaught C 0 0 0 0 0 0 0 .279 .355 .397 .752 0.000 0.00 0.000 0.000 0.0 0 0
Dave Frost P 0 0
   Don Hood P 1 2
   Bill Castro P 1 0
   Dan Quisenberry P 0 0
Team Totals 35 4 11 4 2 2 38 .314 .342 .371 .714 0.315 1.53 1.174 -0.861 0.0 27 17
2B: W Wilson (11, off J Palmer); H McRae (26, off J Palmer).
SF: F White (4, off T Stoddard).
TB: W Wilson 4; H McRae 2; A Otis 2; L May; U Washington; S Hammond; W Aikens; J Martin.
RBI: J Martin (43); F White (31); S Hammond (6); L May (11).
Team LOB: 10.
With RISP: 3 for 13.
Fielding
DP: 1. U Washington-F White-W Aikens.
E: U Washington (12).
Baserunning
SB: W Wilson (21, 2nd base off J Palmer/R Dempsey); A Otis (8, 2nd base off J Palmer/R Dempsey).

Baltimore Orioles

Pitching IP H R ER BB SO HR ERA BF GSc IR IS WPA aLI RE24
Jim Palmer 7 8 2 2 2 1 0 4.02 32 52 0.149 1.49 2.0
Tippy Martinez, BS (6), L (5-5) 0 2 2 2 0 0 0 3.22 2 2 2 -0.393 3.66 -2.0
Tim Stoddard 1 1 0 0 0 1 0 3.42 4 2 2 -0.071 0.87 -0.0
Team Totals 8 11 4 4 2 2 0 4.50 38 52 4 4 -0.315 1.53 -0.0
J Palmer faced 2 batters in the 8th inning.
T Martinez faced 2 batters in the 8th inning.

Kansas City Royals

Pitching IP H R ER BB SO HR ERA BF GSc IR IS WPA aLI RE24
Dave Frost 0.2 1 0 0 1 0 0 4.71 4 49 0.000 1.33 0.0
Don Hood 4.2 7 2 2 1 0 1 3.06 22 2 0 -0.015 1.11 0.1
Bill Castro, W (1-1) 2.2 1 0 0 0 0 0 2.28 8 2 0 0.127 0.69 1.9
Dan Quisenberry, S (25) 1 0 0 0 0 0 0 3.12 3 0 0 0.074 0.96 0.5
Team Totals 9 9 2 2 2 0 1 2.00 37 49 4 0 0.186 1.04 2.5
Balks: None.
WP: J Palmer (2).
HBP: None.
IBB: None.
Pickoffs: None.

Other Info

Umpires: HP - Rich Garcia, 1B - Dale Ford, 2B - Russ Goetz, 3B - Don Denkinger.
Time of Game: 2:55.
Attendance: 30,280.
Field Condition: Unknown.
Start Time Weather: Unknown.

Starting Lineups

Baltimore Orioles         Kansas City Royals
1 Al Bumbry CF 1 Willie Wilson LF
2 Rich Dauer 3B 2 U.L. Washington SS
3 Ken Singleton DH 3 George Brett 3B
4 Eddie Murray 1B 4 Amos Otis CF
5 John Lowenstein LF 5 Hal McRae DH
6 Cal Ripken SS 6 Willie Aikens 1B
7 Jim Dwyer RF 7 Jerry Martin RF
8 Lenn Sakata 2B 8 Frank White 2B
9 Rick Dempsey C 9 Jamie Quirk C
Jim Palmer P Dave Frost P

Win Probability Chart

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Top 5 Plays

View Pitches · wWE and wWPA Explanation
Inn Score Out RoB Pit(cnt) R/O @Bat Batter Pitcher wWPA wWE Play Description
b8 0-2 0 1-- KCR H. McRae J. Palmer 22% 46% Double (CF-RF); Otis to 3B
b8 1-2 0 1-3 R KCR J. Martin T. Martinez 22% 86% Single to LF; McRae Scores; Pryor to 3B; Martin to 2B/Adv on throw to Hm
b8 0-2 0 -23 R KCR L. May T. Martinez 18% 64% Single to RF; Otis Scores; McRae to 3B
t4 0-0 1 --- R BAL C. Ripken D. Hood -13% 40% Home Run (LF-CF)
t6 1-0 1 12- R BAL L. Sakata D. Hood -11% 19% Single to CF; Ripken Scores; Dwyer to 2B

Play By Play

Inn Score Out RoB Pit(cnt) R/O @Bat Batter Pitcher wWPA wWE Play Description
Top of the 1st, Orioles Batting, Tied 0-0, Royals' Dave Frost facing 1-2-3
t1 0-0 0 --- BAL A. Bumbry D. Frost -4% 46% Single to CF
t1 0-0 0 1-- BAL R. Dauer D. Frost -2% 44% Bumbry Steals 2B
t1 0-0 0 -2- O BAL R. Dauer D. Frost 4% 48% Flyball: RF
t1 0-0 1 -2- BAL K. Singleton D. Frost -2% 46% Walk
t1 0-0 1 12- O BAL E. Murray D. Frost 4% 50% Groundout: 1B-SS/Forceout at 2B; Bumbry to 3B
Don Hood replaces Dave Frost pitching
Gary Roenicke pinch hits for John Lowenstein (LF) batting 5th
t1 0-0 2 1-3 O BAL G. Roenicke D. Hood 5% 55% Groundout: 3B-2B/Forceout at 2B
0 runs, 1 hit, 0 errors, 2 LOB. Orioles 0, Royals 0.
Bottom of the 1st, Royals Batting, Tied 0-0, Orioles' Jim Palmer facing 1-2-3
Jim Dwyer moves from RF to LF
Gary Roenicke moves from PH to RF
b1 0-0 0 --- KCR W. Wilson J. Palmer 4% 58% Single to CF
b1 0-0 0 1-- O KCR U. Washington J. Palmer -3% 55% Popfly: SS
b1 0-0 1 1-- KCR G. Brett J. Palmer 2% 57% Wilson Steals 2B
b1 0-0 1 -2- O KCR G. Brett J. Palmer -3% 53% Flyball: CF
b1 0-0 2 -2- O KCR A. Otis J. Palmer -3% 50% Groundout: 2B-1B
0 runs, 1 hit, 0 errors, 1 LOB. Orioles 0, Royals 0.
Top of the 2nd, Orioles Batting, Tied 0-0, Royals' Don Hood facing 6-7-8
t2 0-0 0 --- O BAL C. Ripken D. Hood 2% 52% Popfly: 2B
t2 0-0 1 --- O BAL J. Dwyer D. Hood 2% 54% Flyball: RF
t2 0-0 2 --- O BAL L. Sakata D. Hood 1% 55% Groundout: P-1B
0 runs, 0 hits, 0 errors, 0 LOB. Orioles 0, Royals 0.
Bottom of the 2nd, Royals Batting, Tied 0-0, Orioles' Jim Palmer facing 5-6-7
b2 0-0 0 --- O KCR H. McRae J. Palmer -2% 53% Groundout: P-1B
b2 0-0 1 --- KCR W. Aikens J. Palmer 3% 55% Reached on E4 (Ground Ball)
b2 0-0 1 1-- O KCR J. Martin J. Palmer -3% 52% Flyball: RF
b2 0-0 2 1-- O KCR F. White J. Palmer -2% 50% Popfly: 2B
0 runs, 0 hits, 1 error, 1 LOB. Orioles 0, Royals 0.
Top of the 3rd, Orioles Batting, Tied 0-0, Royals' Don Hood facing 9-1-2
t3 0-0 0 --- BAL R. Dempsey D. Hood -7% 43% Double to LF
t3 0-0 0 -2- O BAL A. Bumbry D. Hood 5% 48% Foul Bunt Popfly: C
t3 0-0 1 -2- O BAL R. Dauer D. Hood 3% 51% Groundout: 2B-1B; Dempsey to 3B
t3 0-0 2 --3 BAL K. Singleton D. Hood -1% 50% Walk
t3 0-0 2 1-3 O BAL E. Murray D. Hood 6% 55% Popfly: SS
0 runs, 1 hit, 0 errors, 2 LOB. Orioles 0, Royals 0.
Bottom of the 3rd, Royals Batting, Tied 0-0, Orioles' Jim Palmer facing 9-1-2
b3 0-0 0 --- O KCR J. Quirk J. Palmer -3% 53% Groundout: 2B-1B
b3 0-0 1 --- KCR W. Wilson J. Palmer 5% 58% Double to LF
b3 0-0 1 -2- O KCR U. Washington J. Palmer -4% 54% Popfly: SS
b3 0-0 2 -2- O KCR G. Brett J. Palmer -4% 50% Flyball: RF
0 runs, 1 hit, 0 errors, 1 LOB. Orioles 0, Royals 0.
Top of the 4th, Orioles Batting, Tied 0-0, Royals' Don Hood facing 5-6-7
t4 0-0 0 --- O BAL G. Roenicke D. Hood 3% 53% Bunt Popfly: P
t4 0-0 1 --- R BAL C. Ripken D. Hood -13% 40% Home Run (LF-CF)
t4 1-0 1 --- O BAL J. Dwyer D. Hood 2% 41% Lineout: 2B
t4 1-0 2 --- BAL L. Sakata D. Hood -1% 40% Single to LF
t4 1-0 2 1-- BAL R. Dempsey D. Hood -3% 37% Single to LF; Sakata to 3B
t4 1-0 2 1-3 O BAL A. Bumbry D. Hood 5% 43% Sakata Caught Stealing Hm (P-C)
1 run, 3 hits, 0 errors, 1 LOB. Orioles 1, Royals 0.
Bottom of the 4th, Royals Batting, Behind 0-1, Orioles' Jim Palmer facing 4-5-6
b4 0-1 0 --- KCR A. Otis J. Palmer 5% 47% Single to RF
b4 0-1 0 1-- O KCR H. McRae J. Palmer -5% 43% Flyball: CF
b4 0-1 1 1-- KCR W. Aikens J. Palmer 2% 45% Otis Steals 2B
b4 0-1 1 -2- KCR W. Aikens J. Palmer 3% 48% Walk
b4 0-1 1 12- O KCR J. Martin J. Palmer -6% 42% Strikeout
b4 0-1 2 12- O KCR F. White J. Palmer -6% 36% Flyball: CF
0 runs, 1 hit, 0 errors, 2 LOB. Orioles 1, Royals 0.
Top of the 5th, Orioles Batting, Ahead 1-0, Royals' Don Hood facing 1-2-3
t5 1-0 0 --- O BAL A. Bumbry D. Hood 2% 38% Groundout: SS-1B
t5 1-0 1 --- O BAL R. Dauer D. Hood 2% 40% Flyball: LF
t5 1-0 2 --- BAL K. Singleton D. Hood -1% 39% Reached on E6 (Ground Ball)
t5 1-0 2 1-- O BAL E. Murray D. Hood 3% 41% Groundout: 3B-2B/Forceout at 2B
0 runs, 0 hits, 1 error, 1 LOB. Orioles 1, Royals 0.
Bottom of the 5th, Royals Batting, Behind 0-1, Orioles' Jim Palmer facing 9-1-2
b5 0-1 0 --- O KCR J. Quirk J. Palmer -3% 38% Groundout: P-1B
b5 0-1 1 --- KCR W. Wilson J. Palmer 4% 42% Single to RF
b5 0-1 1 1-- KCR U. Washington J. Palmer 5% 47% Single to 2B; Wilson to 2B
b5 0-1 1 12- O KCR G. Brett J. Palmer -6% 41% Flyball: LF; Wilson to 3B
b5 0-1 2 1-3 O KCR A. Otis J. Palmer -8% 34% Flyball: RF
0 runs, 2 hits, 0 errors, 2 LOB. Orioles 1, Royals 0.
Top of the 6th, Orioles Batting, Ahead 1-0, Royals' Don Hood facing 5-6-7
t6 1-0 0 --- BAL G. Roenicke D. Hood -4% 30% Single to LF
t6 1-0 0 1-- BAL C. Ripken D. Hood -10% 20% Single to RF; Roenicke to 3B
t6 1-0 0 1-3 O BAL J. Dwyer D. Hood 9% 30% Fielder's Choice 1B; Roenicke out at Hm/1B-C-3B; Ripken to 2B
t6 1-0 1 12- R BAL L. Sakata D. Hood -11% 19% Single to CF; Ripken Scores; Dwyer to 2B
Bill Castro replaces Don Hood pitching
t6 2-0 1 12- O BAL R. Dempsey B. Castro 3% 22% Groundout: 3B unassisted/Forceout at 3B; Sakata to 2B
t6 2-0 2 12- O BAL A. Bumbry B. Castro 3% 25% Groundout: 2B-1B
1 run, 3 hits, 0 errors, 2 LOB. Orioles 2, Royals 0.
Bottom of the 6th, Royals Batting, Behind 0-2, Orioles' Jim Palmer facing 5-6-7
b6 0-2 0 --- O KCR H. McRae J. Palmer -3% 22% Flyball: RF
b6 0-2 1 --- KCR W. Aikens J. Palmer 4% 26% Single to CF
b6 0-2 1 1-- KCR J. Martin J. Palmer 2% 28% Wild Pitch; Aikens to 2B
b6 0-2 1 -2- O KCR J. Martin J. Palmer -5% 23% Foul Flyball: C
b6 0-2 2 -2- O KCR F. White J. Palmer -5% 18% Popfly: 2B
0 runs, 1 hit, 0 errors, 1 LOB. Orioles 2, Royals 0.
Top of the 7th, Orioles Batting, Ahead 2-0, Royals' Bill Castro facing 2-3-4
t7 2-0 0 --- O BAL R. Dauer B. Castro 2% 20% Groundout: 3B-1B
t7 2-0 1 --- O BAL K. Singleton B. Castro 1% 21% Groundout: 1B-P
t7 2-0 2 --- O BAL E. Murray B. Castro 1% 22% Groundout: 2B-1B
0 runs, 0 hits, 0 errors, 0 LOB. Orioles 2, Royals 0.
Bottom of the 7th, Royals Batting, Behind 0-2, Orioles' Jim Palmer facing 9-1-2
b7 0-2 0 --- O KCR J. Quirk J. Palmer -4% 18% Groundout: 2B-1B
b7 0-2 1 --- O KCR W. Wilson J. Palmer -3% 15% Groundout: P-1B
b7 0-2 2 --- KCR U. Washington J. Palmer 2% 17% Walk
b7 0-2 2 1-- O KCR G. Brett J. Palmer -4% 13% Foul Flyball: C
0 runs, 0 hits, 0 errors, 1 LOB. Orioles 2, Royals 0.
Top of the 8th, Orioles Batting, Ahead 2-0, Royals' Bill Castro facing 5-6-7
t8 2-0 0 --- BAL G. Roenicke B. Castro -2% 12% Single to LF
t8 2-0 0 1-- OO BAL C. Ripken B. Castro 4% 16% Ground Ball Double Play: SS-2B-1B
t8 2-0 2 --- O BAL J. Dwyer B. Castro 1% 16% Flyball: LF
0 runs, 1 hit, 0 errors, 0 LOB. Orioles 2, Royals 0.
Bottom of the 8th, Royals Batting, Behind 0-2, Orioles' Jim Palmer facing 4-5-6
b8 0-2 0 --- KCR A. Otis J. Palmer 8% 24% Single to CF
b8 0-2 0 1-- KCR H. McRae J. Palmer 22% 46% Double (CF-RF); Otis to 3B
Tippy Martinez replaces Jim Palmer pitching
Lee May pinch hits for Willie Aikens (1B) batting 6th
b8 0-2 0 -23 R KCR L. May T. Martinez 18% 64% Single to RF; Otis Scores; McRae to 3B
Greg Pryor pinch runs for Lee May (PH) batting 6th
b8 1-2 0 1-3 R KCR J. Martin T. Martinez 22% 86% Single to LF; McRae Scores; Pryor to 3B; Martin to 2B/Adv on throw to Hm
Tim Stoddard replaces Tippy Martinez pitching
b8 2-2 0 -23 RO KCR F. White T. Stoddard 5% 90% Flyball: RF/Sacrifice Fly; Pryor Scores; Martin to 3B
Steve Hammond pinch hits for Jamie Quirk (C) batting 9th
b8 3-2 1 --3 R KCR S. Hammond T. Stoddard 4% 94% Single to RF; Martin Scores
b8 4-2 1 1-- O KCR W. Wilson T. Stoddard -1% 93% Flyball: LF
b8 4-2 2 1-- O KCR U. Washington T. Stoddard -1% 93% Strikeout Looking
4 runs, 5 hits, 0 errors, 1 LOB. Orioles 2, Royals 4.
Top of the 9th, Orioles Batting, Behind 2-4, Royals' Dan Quisenberry facing 8-9-1
Dan Quisenberry replaces Bill Castro pitching
Don Slaught replaces Steve Hammond (PH) playing C batting 9th
Greg Pryor moves from PR to 1B
Terry Crowley pinch hits for Lenn Sakata (2B) batting 8th
t9 2-4 0 --- O BAL T. Crowley D. Quisenberry 4% 96% Flyball: LF
Joe Nolan pinch hits for Rick Dempsey (C) batting 9th
t9 2-4 1 --- O BAL J. Nolan D. Quisenberry 2% 99% Groundout: 2B-1B
t9 2-4 2 --- O BAL A. Bumbry D. Quisenberry 1% 100% Groundout: 2B-1B
0 runs, 0 hits, 0 errors, 0 LOB. Orioles 2, Royals 4.

Retrosheet.org Boxscore:KCA198208010
BackToBaseball.com Game Playback

  • Score- The score from the perspective of the batting team.
  • RoB- This gives the baserunner (Runners on Base) configuration at the start of the play. "1-3" would mean runners on first and third. Clicking on this will show the defensive players and baserunners on the field for this play.
  • Pit- When available, the number of pitches in this plate appearance. Clicking on this number will show the sequence of pitches thrown including, when available, things like runner going, ball blocked, attempted pickoffs and the like. We believe this data to be as accurate as humanly possible, but there are going to be some errors in the data, so please take it with a grain of salt. Clicking on this will show the defensive players and baserunners on the field for this play.
  • R/O- This has a "O" for every out on the play and an "R" for every run that scored on the play. Some plays will have both in no particular order.
  • Batter- The batter at the plate when this play occurred. If the play is a baserunning event, then the batter's name will be repeated as indicated by quotes.
  • Pitcher- The pitcher on the mound when this play occurred.
  • wWPA- Winning Team's Win Probability Added. The amount that this play increased or decreased the eventual winning team's probability of winning the game. More About Win Probability Added
  • wWE- Winning Team's Win Expectancy. The probability of the eventual winning team winning the game prior to this play given two average teams playing each other. More About Win Probability Added
  • Play Detail- This is an explanation of the play that occurred. In some cases, batted ball location and type will be indicated within parentheses. Again, these are best efforts to the record the game as it happened. Also, plays made on the baserunners (including the batter as a baserunner) will be indicated in parentheses after the baserunner's name. Advancement of baserunners is given in cases where the advancement is not easily deduced or obvious from the play. For example, advancement for a walk will not be given, but for a single or double it will be given.

Please report any issues or strangeness you see with the description of plays given above. We have tested several hundred different types of plays, but, in all likelihood, there are still some errors or misinterpretations of the play-by-play data.

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