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BAL  9
TBD  5
 OAK  8
@BOS  6
 CHW  5
ANA  3
 MIN  4
@CLE  3
 TEX  6
@DET  0
 NYY  8
KCR  7
 TOR  5
SEA  2
 CIN  2
@ARI  0
 COL  9
FLA  3
 CHC  6
@HOU  0
 LAD  4
MON  1
(10)		 MIL 10
PHI  1
 SDP  2
NYM  1
 SFG  2
ATL  1
 PIT 14
@STL  0
Standings at end of play this day

Chase Field, Attendance: 28,377

 Wednesday, August 20, 2003, 7:35PM
Time of Game: 2:31
Reds
2
56-69
Won 1
5th, 9½ GB
 
                1  2  3   4  5  6   7  8  9    R  H  E
                -  -  -   -  -  -   -  -  -    -  -  -
Reds            0  1  1   0  0  0   0  0  0    2  7  0
Diamondbacks    0  0  0   0  0  0   0  0  0    0  6  1
W: Aaron Harang (4-3), L: Randy Johnson (3-6), S: Chris Reitsma (3)
 Diamondbacks
0
66-60
Lost 1
2nd, 9½ GB

Batting Stats

Cincinnati Reds              AB   R   H RBI   BB  SO    BA   OPS  Pit  Str   PO   A  Details
R Freel LF                    4   1   2   1    0   1  .283  .723   15   10    2   0   HR,SB,CS
B Larkin SS                   4   0   0   0    0   0  .280  .721   11    7    2   3   
D Jimenez 2B                  4   0   0   0    0   1  .272  .754   25   12    2   2   
S Casey 1B                    4   0   1   0    0   1  .292  .754   12   10    8   1   
K Stinnett C                  4   0   1   0    0   2  .246  .683   21   12   10   0   2B
R Mateo RF                    4   1   2   0    0   0  .247  .640   12   10    0   0   
J Castro 3B                   3   0   1   1    0   0  .249  .683   13    9    0   1   2B
W Pena CF                     2   0   0   0    1   1  .167  .415   16    8    3   0   IW
  R Taylor CF                 0   0   0   0    0   0  .217  .607              0   0   
A Harang P                    3   0   0   0    0   3  .100  .200   10    9    0   2   
  R Wagner P                  0   0   0   0    0   0                          0   0   
  C Reitsma P                 0   0   0   0    0   0  .125  .250              0   0   
Totals                       32   2   7   0    1   9              135   87   27   9
Batting Events
2B: J Castro (9, off R Johnson); K Stinnett (13, off R Johnson).
HR: R Freel (1, off R Johnson; 3rd inn, 0 on, 1 out to LF).
IBB: W Pena (1, by R Johnson).
TB: R Freel 5; J Castro 2; R Mateo 2; K Stinnett 2; S Casey.
RBI: J Castro (27); R Freel (3).
2-out RBI: J Castro.
Team LOB: 4.
With RISP: 3 for 7.
Fielding Events
DP: 2. B Larkin-D Jimenez-S Casey; S Casey-B Larkin-S Casey.
Baserunning Events
SB: R Freel (4, 2nd base off E Oropesa/C Moeller).
CS: R Freel (2, 3rd base by E Oropesa POCS).
Arizona Diamondbacks         AB   R   H RBI   BB  SO    BA   OPS  Pit  Str   PO   A  Details
C Counsell 3B                 4   0   1   0    0   0  .248  .681   20   11    2   3   
A Cintron SS                  4   0   1   0    0   0  .305  .834   12    8    0   2   2B,GDP
R Mondesi RF                  4   0   1   0    0   2  .258  .777   20   13    2   0   
L Gonzalez LF                 3   0   1   0    1   0  .307  .934   13    7    2   1   
S Hillenbrand 1B              4   0   0   0    0   3  .292  .800   10   10   10   1   GDP
S Finley CF                   3   0   0   0    0   2  .293  .878   12   10    1   0   
J Spivey 2B                   3   0   2   0    0   1  .266  .805   13    9    0   2   SB
C Moeller C                   3   0   0   0    0   0  .270  .765   18    9    9   1   
R Johnson P                   1   0   0   0    0   1  .136  .273    5    3    0   2   
  Q McCracken PH              1   0   0   0    0   0  .220  .541    5    2    0   0   
  O Villarreal P              0   0   0   0    0   0  .000  .000              0   0   
  E Oropesa P                 0   0   0   0    0   0                          0   1   
  C Baerga PH                 1   0   0   0    0   1  .321  .841    9    5    0   0   
  J Valverde P                0   0   0   0    0   0                          1   0   
Totals                       31   0   6   0    1  10              137   87   27  13
Batting Events
2B: A Cintron (17, off C Reitsma).
TB: J Spivey 2; A Cintron 2; L Gonzalez; C Counsell; R Mondesi.
GIDP: A Cintron (5); S Hillenbrand (18).
Team LOB: 5.
With RISP: 0 for 4.
Fielding Events
E: R Mondesi (5).
Baserunning Events
SB: J Spivey (3, 2nd base off A Harang/K Stinnett).

Pitching Stats

Cincinnati Reds               IP     H   R  ER   BB  SO  HR    ERA   BF  Pit-Str  Ct·Sw·Lk   GB·FB·LD· ?   GmSc  IR-IS   LevI    WPA
A Harang, W (4-3)              7     4   0   0    0   6   0   4.20   23   85-58   24·10·24    8· 9· 3· 0     75    -     1.14   0.47
R Wagner, H (4)                1     1   0   0    0   2   0   2.40    4   17-12    3· 8· 1    0· 2· 1· 0          0-0    1.79   0.10
C Reitsma, S (3)               1     1   0   0    1   2   0   3.86    5   23-12    3· 2· 7    1· 1· 0· 0          0-0    2.40   0.10
Totals                         9     6   0   0    1  10   0          32  125-82   30·20·32    9·12· 4· 0           -  
Arizona Diamondbacks          IP     H   R  ER   BB  SO  HR    ERA   BF  Pit-Str  Ct·Sw·Lk   GB·FB·LD· ?   GmSc  IR-IS   LevI    WPA
R Johnson, L (3-6)             6     6   2   2    1   6   1   4.90   24   95-64   33·10·21    8· 9· 4· 0     57    -     0.86   0.08
O Villarreal                   1.1   1   0   0    0   2   0   2.25    5   19-12    4· 6· 2    1· 2· 2· 0          0-0    0.58   0.04
E Oropesa                      0.2   0   0   0    0   0   0   4.19    1    3-1     1· 0· 0    1· 0· 0· 0          1-0    0.59   0.03
J Valverde                     1     0   0   0    0   1   0   2.12    3   14-10    6· 1· 3    1· 1· 0· 0          0-0    0.27   0.02
Totals                         9     7   2   2    1   9   1          33  131-87   44·17·26   11·12· 6· 0          1-0
Balks: None.
WP: R Wagner (3); C Reitsma (2).
HBP: None.
IBB: R Johnson (2; W Pena).
Pickoffs: E Oropesa (1; R Freel, 3rd base (CS)).

Other Info

Umpires: HP - Mike DiMuro, 1B - Derryl Cousins, 2B - Andy Fletcher, 3B - Joe Brinkman.
Time of Game: 2:31.
Attendance: 28,377.
Start Time Weather: 72° F, Wind 0mph, In Dome.

Lineups

   Cincinnati Reds                           Arizona Diamondbacks                         
1. Ryan Freel                   LF       1. Craig Counsell               3B
2. Barry Larkin                 SS       2. Alex Cintron                 SS
3. D'Angelo Jimenez             2B       3. Raul Mondesi                 RF
4. Sean Casey                   1B       4. Luis Gonzalez                LF
5. Kelly Stinnett                C       5. Shea Hillenbrand             1B
6. Ruben Mateo                  RF       6. Steve Finley                 CF
7. Juan Castro                  3B       7. Junior Spivey                2B
8. Wily Mo Pena                 CF       8. Chad Moeller                  C
9. Aaron Harang                  P       9. Randy Johnson                 P

Top 5 Plays

Glossary · Click headers to sort · CSV · PRE · View Pitches · wWE and wWPA Explanation
Inn Out RoB R/O Pit(cnt) wWPA wWE Score @Bat Batter Pitcher Play Description
b9 2 1-3 O 3,(0-2)  10% 100% 0-2 ARI S. Hillenbrand C. Reitsma Strikeout Looking
t2 2 -2- R 5,(1-2)  10% 58% 0-0 CIN J. Castro R. Johnson Double to LF (Line Drive to LF-CF); Mateo Scores
t3 1 --- R 3,(1-1)  10% 68% 1-0 CIN R. Freel R. Johnson Home Run (Fly Ball)
b7 1 1-- OO 1,(0-0)  9% 85% 0-2 ARI S. Hillenbrand A. Harang Ground Ball Double Play: SS-2B-1B
b6 1 1-- OO 4,(2-1)  8% 80% 0-2 ARI A. Cintron A. Harang Ground Ball Double Play: 1B-SS-1B

Play By Play

Glossary · Click headers to sort · CSV · PRE · View Pitches · Box Score Explanation · wWE and wWPA Explanation
Inn Out RoB R/O Pit(cnt) wWPA wWE Score @Bat Batter Pitcher Play Description
Top of the 1st, Reds Batting, Tied 0-0, Diamondbacks' Randy Johnson facing 1-2-3
t1 0 --- O 3,(1-1)  -2% 48% 0-0 CIN R. Freel R. Johnson Groundout: P-1B
t1 1 --- O 3,(1-1)  -2% 46% 0-0 CIN B. Larkin R. Johnson Groundout: SS-1B
t1 2 --- O 7,(2-2)  -1% 45% 0-0 CIN D. Jimenez R. Johnson Groundout: 3B-1B
0 runs, 0 hits, 0 errors, 0 LOB. Reds 0, Diamondbacks 0.
Bottom of the 1st, Diamondbacks Batting, Tied 0-0, Reds' Aaron Harang facing 1-2-3
b1 0 --- O 7,(3-2)  2% 47% 0-0 ARI C. Counsell A. Harang Groundout: P-1B
b1 1 --- O 1,(0-0)  2% 49% 0-0 ARI A. Cintron A. Harang Flyball: LF (Deep LF)
b1 2 --- O 2,(0-1)  1% 50% 0-0 ARI R. Mondesi A. Harang Foul Flyball: LF (LF Foul)
0 runs, 0 hits, 0 errors, 0 LOB. Reds 0, Diamondbacks 0.
Top of the 2nd, Reds Batting, Tied 0-0, Diamondbacks' Randy Johnson facing 4-5-6
t2 0 --- O 3,(0-2)  -2% 48% 0-0 CIN S. Casey R. Johnson Strikeout Looking
t2 1 --- 5,(3-1)  4% 52% 0-0 CIN K. Stinnett R. Johnson Double to CF (Fly Ball to Deep CF)
t2 1 -2- O 3,(0-2)  -4% 48% 0-0 CIN R. Mateo R. Johnson Single to LF (Line Drive); Stinnett out at 3B/LF-C-3B; Mateo to 2B/Adv on throw
t2 2 -2- R 5,(1-2)  10% 58% 0-0 CIN J. Castro R. Johnson Double to LF (Line Drive to LF-CF); Mateo Scores
t2 2 -2- O 8,(3-2)  -3% 55% 1-0 CIN W. Pena R. Johnson Groundout: 3B-1B
1 run, 3 hits, 0 errors, 1 LOB. Reds 1, Diamondbacks 0.
Bottom of the 2nd, Diamondbacks Batting, Behind 0-1, Reds' Aaron Harang facing 4-5-6
b2 0 --- 5,(2-2)  -4% 51% 0-1 ARI L. Gonzalez A. Harang Single to RF (Line Drive to Deep 2B-1B)
b2 0 1-- O 3,(0-2)  4% 55% 0-1 ARI S. Hillenbrand A. Harang Strikeout Swinging
b2 1 1-- O 3,(0-2)  3% 58% 0-1 ARI S. Finley A. Harang Strikeout Swinging
b2 2 1-- O 4,(1-2)  3% 61% 0-1 ARI J. Spivey A. Harang Strikeout Swinging
0 runs, 1 hit, 0 errors, 1 LOB. Reds 1, Diamondbacks 0.
Top of the 3rd, Reds Batting, Ahead 1-0, Diamondbacks' Randy Johnson facing 9-1-2
t3 0 --- O 3,(0-2)  -2% 58% 1-0 CIN A. Harang R. Johnson Strikeout Looking
t3 1 --- R 3,(1-1)  10% 68% 1-0 CIN R. Freel R. Johnson Home Run (Fly Ball)
t3 1 --- O 3,(0-2)  -1% 67% 2-0 CIN B. Larkin R. Johnson Groundout: P-1B
t3 2 --- O 6,(3-2)  -1% 66% 2-0 CIN D. Jimenez R. Johnson Strikeout Looking
1 run, 1 hit, 0 errors, 0 LOB. Reds 2, Diamondbacks 0.
Bottom of the 3rd, Diamondbacks Batting, Behind 0-2, Reds' Aaron Harang facing 8-9-1
b3 0 --- O 5,(3-1)  3% 69% 0-2 ARI C. Moeller A. Harang Flyball: CF
b3 1 --- O 5,(2-2)  2% 71% 0-2 ARI R. Johnson A. Harang Strikeout Looking
b3 2 --- O 3,(1-1)  1% 72% 0-2 ARI C. Counsell A. Harang Groundout: SS-1B
0 runs, 0 hits, 0 errors, 0 LOB. Reds 2, Diamondbacks 0.
Top of the 4th, Reds Batting, Ahead 2-0, Diamondbacks' Randy Johnson facing 4-5-6
t4 0 --- 4,(1-2)  5% 77% 2-0 CIN S. Casey R. Johnson Single to RF (Line Drive to CF-RF); Casey to 2B/Adv on E9
t4 0 -2- O 3,(2-0)  -3% 73% 2-0 CIN K. Stinnett R. Johnson Groundout: 3B-1B
t4 1 -2- 4,(1-2)  4% 77% 2-0 CIN R. Mateo R. Johnson Single to LF (Line Drive); Casey to 3B
t4 1 1-3 O 3,(1-1)  -5% 72% 2-0 CIN J. Castro R. Johnson Foul Flyball: LF (LF Foul); Mateo to 2B
t4 2 -23 4,(3-0)  1% 73% 2-0 CIN W. Pena R. Johnson Intentional Walk
t4 2 123 O 3,(0-2)  -6% 68% 2-0 CIN A. Harang R. Johnson Strikeout Swinging
0 runs, 2 hits, 1 error, 3 LOB. Reds 2, Diamondbacks 0.
Bottom of the 4th, Diamondbacks Batting, Behind 0-2, Reds' Aaron Harang facing 2-3-4
b4 0 --- O 3,(0-2)  3% 71% 0-2 ARI A. Cintron A. Harang Groundout: 2B-1B
b4 1 --- O 6,(2-2)  2% 73% 0-2 ARI R. Mondesi A. Harang Strikeout Looking
b4 2 --- O 2,(0-1)  1% 74% 0-2 ARI L. Gonzalez A. Harang Flyball: CF
0 runs, 0 hits, 0 errors, 0 LOB. Reds 2, Diamondbacks 0.
Top of the 5th, Reds Batting, Ahead 2-0, Diamondbacks' Randy Johnson facing 1-2-3
t5 0 --- O 6,(2-2)  -2% 72% 2-0 CIN R. Freel R. Johnson Strikeout Swinging
t5 1 --- O 2,(1-0)  -1% 71% 2-0 CIN B. Larkin R. Johnson Flyball: CF
t5 2 --- O 5,(2-2)  -1% 70% 2-0 CIN D. Jimenez R. Johnson Groundout: SS-1B
0 runs, 0 hits, 0 errors, 0 LOB. Reds 2, Diamondbacks 0.
Bottom of the 5th, Diamondbacks Batting, Behind 0-2, Reds' Aaron Harang facing 5-6-7
b5 0 --- O 3,(0-2)  3% 73% 0-2 ARI S. Hillenbrand A. Harang Strikeout Swinging
b5 1 --- O 4,(1-2)  2% 75% 0-2 ARI S. Finley A. Harang Groundout: P-1B
b5 2 --- 4,(1-2)  -2% 74% 0-2 ARI J. Spivey A. Harang Single to LF (Ground Ball thru Deep SS-3B Hole)
b5 2 1-- 5,(2-2)  -1% 72% 0-2 ARI C. Moeller A. Harang Spivey Steals 2B
b5 2 -2- O 6,(3-2)  4% 77% 0-2 ARI C. Moeller A. Harang Groundout: 3B-1B
0 runs, 1 hit, 0 errors, 1 LOB. Reds 2, Diamondbacks 0.
Top of the 6th, Reds Batting, Ahead 2-0, Diamondbacks' Randy Johnson facing 4-5-6
t6 0 --- O 1,(0-0)  -2% 75% 2-0 CIN S. Casey R. Johnson Groundout: 1B unassisted
t6 1 --- O 7,(2-2)  -1% 74% 2-0 CIN K. Stinnett R. Johnson Strikeout Swinging
t6 2 --- O 1,(0-0)  -1% 72% 2-0 CIN R. Mateo R. Johnson Flyball: RF
0 runs, 0 hits, 0 errors, 0 LOB. Reds 2, Diamondbacks 0.
Bottom of the 6th, Diamondbacks Batting, Behind 0-2, Reds' Aaron Harang facing 9-1-2
Quinton McCracken pinch hits for Randy Johnson (P) batting 9th
b6 0 --- O 5,(3-1)  4% 76% 0-2 ARI Q. McCracken A. Harang Flyball: CF
b6 1 --- 4,(2-1)  -4% 72% 0-2 ARI C. Counsell A. Harang Single to LF (Line Drive)
b6 1 1-- OO 4,(2-1)  8% 80% 0-2 ARI A. Cintron A. Harang Ground Ball Double Play: 1B-SS-1B
0 runs, 1 hit, 0 errors, 0 LOB. Reds 2, Diamondbacks 0.
Top of the 7th, Reds Batting, Ahead 2-0, Diamondbacks' Oscar Villarreal facing 7-8-9
Oscar Villarreal replaces Quinton McCracken (PH) pitching and batting 9th
t7 0 --- O 5,(2-2)  -2% 79% 2-0 CIN J. Castro O. Villarreal Groundout: 1B unassisted
t7 1 --- O 4,(1-2)  -1% 77% 2-0 CIN W. Pena O. Villarreal Strikeout Swinging
t7 2 --- O 4,(1-2)  -1% 76% 2-0 CIN A. Harang O. Villarreal Strikeout Swinging
0 runs, 0 hits, 0 errors, 0 LOB. Reds 2, Diamondbacks 0.
Bottom of the 7th, Diamondbacks Batting, Behind 0-2, Reds' Aaron Harang facing 3-4-5
Reggie Taylor replaces Wily Mo Pena playing CF batting 8th
b7 0 --- 4,(1-2)  -7% 70% 0-2 ARI R. Mondesi A. Harang Single to LF (Line Drive)
b7 0 1-- O 1,(0-0)  6% 76% 0-2 ARI L. Gonzalez A. Harang Popfly: 2B
b7 1 1-- OO 1,(0-0)  9% 85% 0-2 ARI S. Hillenbrand A. Harang Ground Ball Double Play: SS-2B-1B
0 runs, 1 hit, 0 errors, 0 LOB. Reds 2, Diamondbacks 0.
Top of the 8th, Reds Batting, Ahead 2-0, Diamondbacks' Oscar Villarreal facing 1-2-3
t8 0 --- 3,(1-1)  2% 87% 2-0 CIN R. Freel O. Villarreal Single to CF (Line Drive to Deep SS-2B)
t8 0 1-- O 3,(2-0)  -2% 85% 2-0 CIN B. Larkin O. Villarreal Lineout: LF
Eddie Oropesa replaces Oscar Villarreal pitching and batting 9th
t8 1 1-- 2,(1-0)  1% 86% 2-0 CIN D. Jimenez E. Oropesa Freel Steals 2B
t8 1 -2- O 2,(2-0)  -4% 83% 2-0 CIN D. Jimenez E. Oropesa Freel Caught Stealing (PO) 3B (P-2B-3B)
t8 2 --- O 3,(2-0)  -1% 82% 2-0 CIN D. Jimenez E. Oropesa Groundout: 1B unassisted
0 runs, 1 hit, 0 errors, 0 LOB. Reds 2, Diamondbacks 0.
Bottom of the 8th, Diamondbacks Batting, Behind 0-2, Reds' Ryan Wagner facing 6-7-8
Ryan Wagner replaces Aaron Harang pitching and batting 9th
b8 0 --- O 5,(1-2)  5% 87% 0-2 ARI S. Finley R. Wagner Strikeout Swinging
b8 1 --- 5,(2-2)  -5% 81% 0-2 ARI J. Spivey R. Wagner Single to RF (Line Drive)
b8 1 1-- O 2,(0-1)  6% 87% 0-2 ARI C. Moeller R. Wagner Popfly: SS
Carlos Baerga pinch hits for Eddie Oropesa (P) batting 9th
b8 2 1-- 4,(1-2)  -1% 86% 0-2 ARI C. Baerga R. Wagner Wild Pitch; Spivey to 2B
b8 2 -2- O 5,(2-2)  6% 92% 0-2 ARI C. Baerga R. Wagner Strikeout Swinging
0 runs, 1 hit, 0 errors, 1 LOB. Reds 2, Diamondbacks 0.
Top of the 9th, Reds Batting, Ahead 2-0, Diamondbacks' Jose Valverde facing 4-5-6
Jose Valverde replaces Carlos Baerga (PH) pitching and batting 9th
t9 0 --- O 4,(1-2)  -1% 91% 2-0 CIN S. Casey J. Valverde Groundout: 1B-2B-P
t9 1 --- O 6,(2-2)  -1% 90% 2-0 CIN K. Stinnett J. Valverde Strikeout Swinging
t9 2 --- O 4,(1-2)  -1% 90% 2-0 CIN R. Mateo J. Valverde Flyball: RF (CF-RF)
0 runs, 0 hits, 0 errors, 0 LOB. Reds 2, Diamondbacks 0.
Bottom of the 9th, Diamondbacks Batting, Behind 0-2, Reds' Chris Reitsma facing 1-2-3
Chris Reitsma replaces Ryan Wagner pitching and batting 9th
b9 0 --- O 6,(3-2)  5% 95% 0-2 ARI C. Counsell C. Reitsma Groundout: 1B unassisted
b9 1 --- 4,(2-1)  -8% 87% 0-2 ARI A. Cintron C. Reitsma Double to RF (Fly Ball)
b9 1 -2- 3,(1-1)  -0% 87% 0-2 ARI R. Mondesi C. Reitsma Wild Pitch; Cintron to 3B
b9 1 --3 O 5,(2-2)  8% 95% 0-2 ARI R. Mondesi C. Reitsma Strikeout Looking
b9 2 --3 5,(3-1)  -5% 90% 0-2 ARI L. Gonzalez C. Reitsma Walk
b9 2 1-3 O 3,(0-2)  10% 100% 0-2 ARI S. Hillenbrand C. Reitsma Strikeout Looking
0 runs, 1 hit, 0 errors, 2 LOB. Reds 2, Diamondbacks 0.

Retrosheet.org Boxscore:ARI200308200

Play-by-Play Explanation

  • 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.
  • 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.
  • 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.
  • 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
  • Score- The score from the perspective of the batting team.
  • 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.
  • 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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