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The dataset generation failed
Error code:   DatasetGenerationError
Exception:    ArrowInvalid
Message:      Failed to parse string: '--' as a scalar of type double
Traceback:    Traceback (most recent call last):
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 2011, in _prepare_split_single
                  writer.write_table(table)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/arrow_writer.py", line 585, in write_table
                  pa_table = table_cast(pa_table, self._schema)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2302, in table_cast
                  return cast_table_to_schema(table, schema)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2261, in cast_table_to_schema
                  arrays = [cast_array_to_feature(table[name], feature) for name, feature in features.items()]
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2261, in <listcomp>
                  arrays = [cast_array_to_feature(table[name], feature) for name, feature in features.items()]
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 1802, in wrapper
                  return pa.chunked_array([func(chunk, *args, **kwargs) for chunk in array.chunks])
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 1802, in <listcomp>
                  return pa.chunked_array([func(chunk, *args, **kwargs) for chunk in array.chunks])
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2116, in cast_array_to_feature
                  return array_cast(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 1804, in wrapper
                  return func(array, *args, **kwargs)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 1963, in array_cast
                  return array.cast(pa_type)
                File "pyarrow/array.pxi", line 996, in pyarrow.lib.Array.cast
                File "/src/services/worker/.venv/lib/python3.9/site-packages/pyarrow/compute.py", line 404, in cast
                  return call_function("cast", [arr], options, memory_pool)
                File "pyarrow/_compute.pyx", line 590, in pyarrow._compute.call_function
                File "pyarrow/_compute.pyx", line 385, in pyarrow._compute.Function.call
                File "pyarrow/error.pxi", line 154, in pyarrow.lib.pyarrow_internal_check_status
                File "pyarrow/error.pxi", line 91, in pyarrow.lib.check_status
              pyarrow.lib.ArrowInvalid: Failed to parse string: '--' as a scalar of type double
              
              The above exception was the direct cause of the following exception:
              
              Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1524, in compute_config_parquet_and_info_response
                  parquet_operations, partial, estimated_dataset_info = stream_convert_to_parquet(
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1099, in stream_convert_to_parquet
                  builder._prepare_split(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1882, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 2038, in _prepare_split_single
                  raise DatasetGenerationError("An error occurred while generating the dataset") from e
              datasets.exceptions.DatasetGenerationError: An error occurred while generating the dataset

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date
string
pitch
string
mph
float64
spin_rate
float64
pitcher
string
batter
string
zone
int64
count
string
inning
string
pitch_result
string
video_link
string
filename
string
video_length
int64
2018-06-15
FF
94.8
2,256
Gausman, Kevin(R)
Shuck, JB(L)
6
2-2
Top 2
Called Strike
https://baseballsavant.mlb.com/sporty-videos?playId=c0450c51-3b0d-4731-94d1-8f5bf404ec05
clip_21926.mp4
200
2017-06-06
FF
91.3
2,443
García, Jaime(L)
Herrera, Odúbel(L)
6
0-0
Top 1
Called Strike
https://baseballsavant.mlb.com/sporty-videos?playId=c5577d16-8ce1-4a37-97cc-f4b9e34d4119
clip_68278.mp4
200
2018-04-14
FF
89.8
2,010
Quintana, José(L)
Bourjos, Peter(R)
4
0-0
Top 3
Called Strike
https://baseballsavant.mlb.com/sporty-videos?playId=0fb6a7ea-5c48-43c4-9ef6-c5050df76677
clip_54570.mp4
200
2018-09-02
SI
93.7
2,353
Ottavino, Adam(R)
Myers, Wil(R)
4
0-2
Bot 8
Called Strike
https://baseballsavant.mlb.com/sporty-videos?playId=d57aa594-e9c2-4295-8fe6-d1d8ef7b8b81
clip_73803.mp4
200
2017-07-18
KC
87.1
2,560
Kimbrel, Craig(R)
Bautista, José(R)
0
0-0
Top 9
Called Strike
https://baseballsavant.mlb.com/sporty-videos?playId=02ca1555-ef45-43eb-a3bf-45201e735642
clip_29669.mp4
200
2018-07-01
KC
79.2
2,223
Godley, Zack(R)
Hanson, Alen(L)
11
1-2
Top 5
Ball
https://baseballsavant.mlb.com/sporty-videos?playId=edd45fd4-d97e-4cf2-8bab-ce59b05fab81
clip_65922.mp4
200
2018-08-11
SI
92.4
2,112
Nola, Aaron(R)
Galvis, Freddy(L)
5
1-2
Bot 6
Called Strike
https://baseballsavant.mlb.com/sporty-videos?playId=87ecf707-6ac0-4a5e-b9e0-9ec6c6eb7742
clip_67921.mp4
200
2018-08-18
FF
93.1
2,078
Pérez, Martín(L)
Pujols, Albert(R)
11
3-2
Top 5
Ball
https://baseballsavant.mlb.com/sporty-videos?playId=d34c6e0e-9ca9-4fc0-a2db-75faff6caa84
clip_40787.mp4
200
2021-04-24
FF
94.5
2,289
Taylor, Josh(L)
White, Evan(R)
5
0-0
Top 7
Called Strike
https://baseballsavant.mlb.com/sporty-videos?playId=69390836-49b4-4fce-aac9-8a536d3c9cd4
clip_36375.mp4
200
2018-06-08
SI
93.3
1,825
Rosario, Randy(L)
Marte, Starling(R)
12
1-2
Top 8
Ball
https://baseballsavant.mlb.com/sporty-videos?playId=d823f4d5-1822-4fb4-857e-42b6b0259d38
clip_73081.mp4
200
2018-09-10
SI
92.6
2,051
Giolito, Lucas(R)
Gordon, Alex(L)
5
1-2
Bot 5
Called Strike
https://baseballsavant.mlb.com/sporty-videos?playId=a0a6fe06-ec07-4482-8131-1c168130bf5d
clip_122821.mp4
200
2017-08-01
CU
88.3
2,450
Ellington, Brian(R)
Zimmerman, Ryan(R)
0
2-1
Top 4
Called Strike
https://baseballsavant.mlb.com/sporty-videos?playId=09d30253-816c-46b7-a013-523da57b1b80
clip_6333.mp4
200
2018-08-28
CU
84.4
3,133
Pressly, Ryan(R)
Martini, Nick(L)
1
2-2
Top 7
Called Strike
https://baseballsavant.mlb.com/sporty-videos?playId=2af4ba61-8a63-47ce-8b13-0e8bab9c8c75
clip_122348.mp4
200
2017-06-23
FF
91.7
2,269
Strasburg, Stephen(R)
Votto, Joey(L)
12
1-0
Top 2
Ball
https://baseballsavant.mlb.com/sporty-videos?playId=6e4d2b55-2edc-4c2f-aebe-46956d304393
clip_88167.mp4
200
2018-04-09
SL
80.4
2,650
Bedrosian, Cam(R)
Beltré, Adrián(R)
4
0-0
Bot 9
Called Strike
https://baseballsavant.mlb.com/sporty-videos?playId=e7cffa3d-858c-4d64-af07-859ee5e5224d
clip_64526.mp4
200
2017-08-01
SL
86
2,422
Blanton, Joe(R)
Dietrich, Derek(L)
3
3-2
Bot 7
Called Strike
https://baseballsavant.mlb.com/sporty-videos?playId=815fbe33-cd68-46b8-af5d-cbaa7e7e7bf7
clip_23864.mp4
200
2017-06-22
SL
86.7
2,247
Krol, Ian(L)
Panik, Joe(L)
3
0-0
Top 8
Called Strike
https://baseballsavant.mlb.com/sporty-videos?playId=247b98fe-8295-4748-aace-905a7e00feca
clip_126726.mp4
200
2018-08-16
SI
90
2,012
Buchholz, Clay(R)
Hosmer, Eric(L)
2
0-2
Bot 1
Called Strike
https://baseballsavant.mlb.com/sporty-videos?playId=a3bad9a6-d6b9-41a1-b1e1-bd73b478a244
clip_39135.mp4
200
2018-08-02
FF
93
2,139
Mella, Keury(R)
Rendon, Anthony(R)
1
0-0
Bot 6
Called Strike
https://baseballsavant.mlb.com/sporty-videos?playId=1d536911-b778-4a6f-9caf-80f60c0b5587
clip_121356.mp4
200
2018-08-12
SI
99.2
2,139
Trivino, Lou(R)
Upton, Justin(R)
12
3-2
Bot 6
Ball
https://baseballsavant.mlb.com/sporty-videos?playId=5577fb85-cbfe-4385-8221-962cac05c2e2
clip_65256.mp4
200
2018-09-18
CU
75.4
2,987
McHugh, Collin(R)
Span, Denard(L)
11
0-0
Top 8
Ball
https://baseballsavant.mlb.com/sporty-videos?playId=130e5420-d39e-4257-9b7a-0e06fc62b326
clip_7060.mp4
200
2017-05-23
SI
91.8
2,076
Storen, Drew(R)
Zimmer, Bradley(L)
9
3-1
Top 8
Ball
https://baseballsavant.mlb.com/sporty-videos?playId=941eda81-e5d0-4297-ad71-80e7653b0aa0
clip_34.mp4
200
2018-08-28
CU
78.5
2,348
Hernández, Félix(R)
Renfroe, Hunter(R)
3
3-2
Bot 2
Called Strike
https://baseballsavant.mlb.com/sporty-videos?playId=fc46df0c-43a6-4239-a8eb-525c2cd14515
clip_108429.mp4
200
2018-09-20
SL
86.6
2,478
Schultz, Jaime(R)
Davis, Jonathan(R)
9
1-2
Bot 9
Ball
https://baseballsavant.mlb.com/sporty-videos?playId=146c6aad-7ede-47d6-8a55-c57a0c80c99b
clip_80401.mp4
200
2018-06-12
CU
80.7
2,449
Gray, Jon(R)
Hernández, César(L)
11
0-1
Bot 4
Ball
https://baseballsavant.mlb.com/sporty-videos?playId=d8948bfc-f73b-4e5b-8baf-cec12a5e469e
clip_84901.mp4
200
2018-07-31
FF
91
1,950
Rodríguez, Dereck(R)
Galvis, Freddy(L)
11
3-2
Bot 2
Ball
https://baseballsavant.mlb.com/sporty-videos?playId=b89a8fd3-f345-44e3-91e4-42de3351b11d
clip_27565.mp4
200
2017-06-28
FF
94.1
2,395
Frieri, Ernesto(R)
Pérez, Roberto(R)
6
3-2
Bot 7
Ball
https://baseballsavant.mlb.com/sporty-videos?playId=d195034d-7d21-42cb-94d7-0fe45acebb8c
clip_36250.mp4
200
2021-08-30
FC
86.7
2,191
Wilson, Justin(L)
DeJong, Paul(R)
1
0-0
Top 9
Called Strike
https://baseballsavant.mlb.com/sporty-videos?playId=fdea3580-28f8-48f4-8513-bbd199a167af
clip_17302.mp4
200
2018-08-25
SI
93.1
2,078
Cashner, Andrew(R)
Stanton, Giancarlo(R)
12
3-2
Top 1
Ball
https://baseballsavant.mlb.com/sporty-videos?playId=097ec96b-4823-4726-8490-c04eeb5f1f92
clip_84995.mp4
200
2018-07-08
FF
95.7
2,310
Crick, Kyle(R)
Herrera, Odúbel(L)
0
0-0
Top 8
Called Strike
https://baseballsavant.mlb.com/sporty-videos?playId=71a4264c-07c9-427a-ae2d-dcf3882c3605
clip_123946.mp4
200
2017-05-16
SI
95.5
2,006
Díaz, Miguel(R)
Broxton, Keon(R)
12
0-0
Top 9
Called Strike
https://baseballsavant.mlb.com/sporty-videos?playId=f6bc3abf-0c7a-4ebb-8be3-11a4287841c2
clip_64803.mp4
200
2016-05-04
CU
77.7
2,507
Wilson, Tyler(R)
Gardner, Brett(L)
7
1-0
Top 3
Called Strike
https://baseballsavant.mlb.com/sporty-videos?playId=c6ea8bf2-b2ba-4e3f-b76d-d1e54eb20176
clip_46916.mp4
200
2016-07-17
FF
94.3
1,915
Montgomery, Mike(L)
Correa, Carlos(R)
4
0-0
Top 1
Called Strike
https://baseballsavant.mlb.com/sporty-videos?playId=31c1ac43-380e-4260-b21a-94c8ac3cccea
clip_79914.mp4
200
2018-07-23
SI
91.9
2,121
Hamels, Cole(L)
Lucroy, Jonathan(R)
8
0-0
Top 3
Called Strike
https://baseballsavant.mlb.com/sporty-videos?playId=6bf4e558-376d-404a-b49b-5bca3b50414c
clip_57326.mp4
200
2018-07-15
KC
79.9
2,581
Leake, Mike(R)
Story, Trevor(R)
0
2-2
Bot 2
Called Strike
https://baseballsavant.mlb.com/sporty-videos?playId=6470ac51-f110-4a40-b3c5-a7eb77005068
clip_1172.mp4
200
2018-06-30
CU
87
2,375
Minaya, Juan(R)
Andrus, Elvis(R)
2
2-0
Bot 7
Called Strike
https://baseballsavant.mlb.com/sporty-videos?playId=1e4d93cb-55e2-4503-8154-033f003148a3
clip_118305.mp4
200
2018-08-12
SL
85.3
2,601
Ross, Tyson(R)
Dozier, Hunter(R)
3
0-2
Bot 4
Called Strike
https://baseballsavant.mlb.com/sporty-videos?playId=e67d9260-1b6a-40b8-b33d-cc46d7348b72
clip_38921.mp4
200
2018-06-22
SI
93.5
2,245
Cobb, Alex(R)
Newcomb, Sean(L)
4
1-2
Bot 3
Called Strike
https://baseballsavant.mlb.com/sporty-videos?playId=495a365f-d454-4c06-a37d-d993099a2755
clip_70105.mp4
200
2021-07-22
FF
96.4
2,073
Holloway, Jordan(R)
Nola, Austin(R)
10
0-0
Top 2
Ball
https://baseballsavant.mlb.com/sporty-videos?playId=02668638-b5f6-4014-8f96-9c0ab718c27f
clip_49246.mp4
200
2016-04-29
FF
90.6
2,284
Fiers, Mike(R)
Lowrie, Jed(L)
0
1-1
Bot 1
Called Strike
https://baseballsavant.mlb.com/sporty-videos?playId=04411e72-b6ad-43cc-a8ae-baa64c604888
clip_25999.mp4
200
2017-06-21
CH
82.7
1,725
Montgomery, Jordan(L)
Cron, C.J.(R)
4
2-1
Top 2
Called Strike
https://baseballsavant.mlb.com/sporty-videos?playId=d129a3b4-c3c3-47e9-8a7f-da944c599358
clip_87075.mp4
200
2018-07-25
CH
86.9
1,486
Arrieta, Jake(R)
Verdugo, Alex(L)
9
1-0
Top 6
Ball
https://baseballsavant.mlb.com/sporty-videos?playId=7b4b4255-af2d-4804-b0ca-e2910d82ffb9
clip_125398.mp4
200
2016-05-15
CU
82.5
2,398
Murray, Colton(R)
Barnhart, Tucker(L)
7
0-2
Top 7
Called Strike
https://baseballsavant.mlb.com/sporty-videos?playId=121bfb69-1e2c-4283-abd9-3dbf4be811ec
clip_120144.mp4
200
2018-05-05
FF
91.7
2,056
Hughes, Phil(R)
Engel, Adam(R)
6
0-0
Bot 9
Called Strike
https://baseballsavant.mlb.com/sporty-videos?playId=0f50639d-a543-4c67-b5e9-4c00be28e1b9
clip_33038.mp4
200
2018-06-30
SL
81.5
null
Plutko, Adam(R)
Piscotty, Stephen(R)
10
1-1
Bot 2
Ball
https://baseballsavant.mlb.com/sporty-videos?playId=aaa2ee5d-698e-4e27-87da-ed65022de5cd
clip_97053.mp4
200
2016-05-15
KC
79.7
2,003
Oberholtzer, Brett(L)
Bruce, Jay(L)
5
0-0
Top 5
Ball
https://baseballsavant.mlb.com/sporty-videos?playId=e36ad49d-5a9a-420b-9129-ac3b658167bc
clip_58763.mp4
200
2017-07-06
FF
93.7
2,297
Díaz, Dayan(R)
Martin, Russell(R)
2
0-0
Bot 6
Called Strike
https://baseballsavant.mlb.com/sporty-videos?playId=40a9a442-524d-49fe-a4df-0d8fcb5cf911
clip_14441.mp4
200
2019-05-25
FF
99.3
2,570
Chapman, Aroldis(L)
Gore, Terrance(R)
3
2-2
Bot 9
Called Strike
https://baseballsavant.mlb.com/sporty-videos?playId=af4e5146-3ce1-472a-9f54-adeae72af61d
clip_37862.mp4
200
2018-06-28
SI
93.4
2,017
Nola, Aaron(R)
Goodwin, Brian(L)
1
3-2
Top 7
Called Strike
https://baseballsavant.mlb.com/sporty-videos?playId=06b8770e-35b1-41c5-a995-0f87917e7160
clip_30306.mp4
200
2018-06-14
SL
79.9
2,005
Hernández, Elieser(R)
McCutchen, Andrew(R)
12
2-1
Top 13
Ball
https://baseballsavant.mlb.com/sporty-videos?playId=6735d61a-0019-4c71-96c8-5d2cac89e1f2
clip_74957.mp4
200
2017-05-19
CU
77.8
2,206
Johnson, Jim(R)
Lind, Adam(L)
5
0-0
Top 9
Called Strike
https://baseballsavant.mlb.com/sporty-videos?playId=f61e741d-f1f4-4567-95a2-c4a7b87fe6d1
clip_64201.mp4
200
2018-05-13
CH
81.6
1,688
Gant, John(R)
Pirela, José(R)
11
0-0
Bot 6
Ball
https://baseballsavant.mlb.com/sporty-videos?playId=8cbeb94d-cb32-47bf-ba0a-0a8e069dc3b3
clip_22185.mp4
200
2018-08-25
KC
79.8
2,607
Workman, Brandon(R)
Cron, C.J.(R)
12
0-0
Bot 7
Ball
https://baseballsavant.mlb.com/sporty-videos?playId=46b20133-07ac-4cdd-b626-4c917eae2fbd
clip_57537.mp4
200
2019-05-24
CU
79.5
2,754
Newcomb, Sean(L)
Bader, Harrison(R)
9
1-2
Bot 9
Called Strike
https://baseballsavant.mlb.com/sporty-videos?playId=1215ea70-701a-4a51-b784-7b8e7f5f6b35
clip_76737.mp4
200
2016-06-04
FF
94.8
2,179
Feliz, Michael(R)
Lowrie, Jed(L)
0
3-1
Top 7
Ball
https://baseballsavant.mlb.com/sporty-videos?playId=f90b8a13-d97b-42a3-8050-08670a0c7a25
clip_81592.mp4
200
2018-08-22
SL
79.6
2,407
Johnson, Brian(L)
Ramírez, José(R)
11
1-0
Top 3
Ball
https://baseballsavant.mlb.com/sporty-videos?playId=d14cc4bb-def1-4982-8cf2-2c37f221d896
clip_125578.mp4
200
2018-08-10
KC
77.5
2,190
Holland, Derek(L)
Holmes, Clay(R)
11
1-1
Top 2
Ball
https://baseballsavant.mlb.com/sporty-videos?playId=bb96bb40-831d-4814-a17b-26c5a07b252a
clip_47883.mp4
200
2016-04-20
FF
92.6
2,241
Cingrani, Tony(L)
Reynolds, Mark(R)
5
0-0
Top 8
Ball
https://baseballsavant.mlb.com/sporty-videos?playId=06046e18-7653-4d13-b315-0b927f8ddb9c
clip_9788.mp4
200
2017-05-24
FF
95.6
2,398
Wilhelmsen, Tom(R)
Abreu, José(R)
12
0-0
Top 6
Ball
https://baseballsavant.mlb.com/sporty-videos?playId=5bf8bcd5-6798-44e5-94eb-3a81ef215a34
clip_117124.mp4
200
2018-07-12
CU
79.5
2,092
Axford, John(R)
Betts, Mookie(R)
5
2-1
Bot 7
Called Strike
https://baseballsavant.mlb.com/sporty-videos?playId=2440f5df-cfd8-4572-8df8-4321e431a07c
clip_76289.mp4
200
2020-08-12
FF
96.3
2,255
Staumont, Josh(R)
Suárez, Eugenio(R)
1
0-0
Bot 8
Called Strike
https://baseballsavant.mlb.com/sporty-videos?playId=0692e32d-196a-4f87-a1a5-62d0666b24d4
clip_31616.mp4
200
2021-08-11
SL
87.3
1,029
Crochet, Garrett(L)
Arraez, Luis(L)
11
1-2
Bot 4
Ball
https://baseballsavant.mlb.com/sporty-videos?playId=d625eb39-8489-42a6-a161-c23fa0537ffd
clip_36566.mp4
200
2019-05-17
SL
83.7
2,742
Vázquez, Felipe(L)
Garcia, Greg(L)
4
0-2
Bot 9
Called Strike
https://baseballsavant.mlb.com/sporty-videos?playId=f35352c6-9eac-44c7-9346-e7e8b83ccadb
clip_98910.mp4
200
2018-08-25
FF
95
2,167
Castillo, Luis(R)
Quintana, José(R)
8
2-2
Bot 4
Called Strike
https://baseballsavant.mlb.com/sporty-videos?playId=0c4b06c9-0f80-4619-a737-114482eb8cb7
clip_121266.mp4
200
2019-07-13
SI
95.3
2,012
Rogers, Taylor(L)
Bradley, Bobby(L)
6
0-2
Bot 9
Called Strike
https://baseballsavant.mlb.com/sporty-videos?playId=89bd8186-ed36-40cd-bdf9-fcf4c4fb0610
clip_101994.mp4
200
2018-09-27
FF
88.3
2,098
Gonsalves, Stephen(L)
Stewart, Christin(L)
10
3-2
Top 5
Ball
https://baseballsavant.mlb.com/sporty-videos?playId=4dab354c-c576-469c-aa52-b6129b0666d0
clip_64367.mp4
200
2018-08-17
SL
89.8
2,381
Chirinos, Yonny(R)
Moreland, Mitch(L)
12
0-1
Bot 5
Ball
https://baseballsavant.mlb.com/sporty-videos?playId=c2774cb8-24bc-4a83-972b-eb0df001f4a6
clip_125798.mp4
200
2021-04-04
FF
91.3
2,316
Hill, Tim(L)
Kelly, Carson(R)
0
0-0
Top 8
Ball
https://baseballsavant.mlb.com/sporty-videos?playId=45b2ddea-25c2-4e88-b70e-796110bce30f
clip_30211.mp4
200
2019-09-04
SI
91.8
2,262
Gearrin, Cory(R)
Guzmán, Ronald(L)
1
2-2
Top 9
Called Strike
https://baseballsavant.mlb.com/sporty-videos?playId=ba1de5de-e047-43e2-8930-07556b26eedb
clip_72860.mp4
200
2018-08-22
SI
92.2
2,223
Chirinos, Yonny(R)
Dozier, Hunter(R)
8
0-0
Top 5
Called Strike
https://baseballsavant.mlb.com/sporty-videos?playId=f928ca88-f927-42d6-9dfd-bda4ade28b01
clip_60207.mp4
200
2018-09-04
SL
83.5
2,591
Newcomb, Sean(L)
Bradley Jr., Jackie(L)
2
1-2
Top 4
Called Strike
https://baseballsavant.mlb.com/sporty-videos?playId=3656606c-b7a3-4057-af80-311f78c3b98c
clip_52479.mp4
200
2018-09-22
CU
75.3
2,669
Wainwright, Adam(R)
Crawford, Brandon(L)
12
1-2
Top 6
Ball
https://baseballsavant.mlb.com/sporty-videos?playId=719e40a4-8468-4249-819a-c850ff791f8e
clip_77884.mp4
200
2018-09-07
SL
87
2,522
Santana, Edgar(R)
Dietrich, Derek(L)
11
0-0
Top 8
Ball
https://baseballsavant.mlb.com/sporty-videos?playId=c506aa8d-3d11-468b-9cb6-f09e840fa4ca
clip_43920.mp4
200
2018-09-16
CH
82.9
2,275
Gonzales, Marco(L)
Ohtani, Shohei(L)
7
1-2
Bot 1
Called Strike
https://baseballsavant.mlb.com/sporty-videos?playId=404a58a5-81f4-4215-993a-1ff81ce881e5
clip_27620.mp4
200
2018-06-15
FC
92.3
2,210
McCarthy, Brandon(R)
Richard, Clayton(L)
6
1-1
Top 2
Called Strike
https://baseballsavant.mlb.com/sporty-videos?playId=2665444c-a7f9-44ce-9043-b14ca9704068
clip_121766.mp4
200
2018-07-24
FF
96
2,082
Nicasio, Juan(R)
d'Arnaud, Chase(R)
4
1-2
Top 7
Called Strike
https://baseballsavant.mlb.com/sporty-videos?playId=a6fbfea3-0961-4588-a900-fd7d967ac6f0
clip_42316.mp4
200
2018-04-29
FF
95.3
2,025
Garrett, Amir(L)
Mauer, Joe(L)
11
3-1
Bot 8
Ball
https://baseballsavant.mlb.com/sporty-videos?playId=c349e56a-96da-4ecc-bbfb-768e1ea13d69
clip_10517.mp4
200
2016-06-10
FF
95
2,221
Strasburg, Stephen(R)
Paredes, Jimmy(L)
9
0-0
Top 7
Ball
https://baseballsavant.mlb.com/sporty-videos?playId=1bc82d3e-a9fb-4801-aaf0-7a2b5756024c
clip_119601.mp4
200
2018-05-23
FF
92.3
2,359
Clippard, Tyler(R)
Pujols, Albert(R)
10
3-2
Top 9
Ball
https://baseballsavant.mlb.com/sporty-videos?playId=77822bb3-5a24-4eb5-925b-70987a696c0f
clip_3768.mp4
200
2018-06-25
SI
94.9
2,268
Biagini, Joe(R)
Correa, Carlos(R)
10
1-0
Bot 7
Ball
https://baseballsavant.mlb.com/sporty-videos?playId=ca6c8135-8037-4fde-9bee-9aef7c74ffa0
clip_53343.mp4
200
2018-09-14
SL
89.1
2,218
Jackson, Edwin(R)
Bauers, Jake(L)
3
3-0
Bot 5
Called Strike
https://baseballsavant.mlb.com/sporty-videos?playId=3e179a96-4e27-47ce-94f7-18973a6b4a2e
clip_77031.mp4
200
2018-05-28
FF
90
2,275
Lauer, Eric(L)
Castro, Starlin(R)
1
0-1
Top 1
Called Strike
https://baseballsavant.mlb.com/sporty-videos?playId=10761573-dd0f-45c0-94da-157d8a3f98b5
clip_61253.mp4
200
2021-05-30
CU
77
2,825
De Jong, Chase(R)
Joe, Connor(R)
7
1-0
Top 5
Called Strike
https://baseballsavant.mlb.com/sporty-videos?playId=af04c0f3-d083-4418-a75c-130a248f9ba5
clip_126989.mp4
200
2017-05-24
SL
86.9
2,098
Delgado, Randall(R)
Anderson, Tim(R)
10
2-2
Top 2
Ball
https://baseballsavant.mlb.com/sporty-videos?playId=142050f5-dc55-4489-9ba1-83c1e6001009
clip_81394.mp4
200
2021-08-07
CH
86.4
1,611
Widener, Taylor(R)
Frazier, Adam(L)
11
1-1
Bot 5
Ball
https://baseballsavant.mlb.com/sporty-videos?playId=79c61e95-360e-4ae5-86d5-215e02399579
clip_99387.mp4
200
2018-08-04
FF
96
2,447
Rodón, Carlos(L)
Gómez, Carlos(R)
0
2-1
Bot 6
Called Strike
https://baseballsavant.mlb.com/sporty-videos?playId=e655622f-24c2-4ce9-b789-a6406d6fbe9f
clip_125321.mp4
200
2021-08-03
SL
83.4
2,322
Mahle, Tyler(R)
Maeda, Kenta(R)
12
0-1
Top 3
Ball
https://baseballsavant.mlb.com/sporty-videos?playId=4000c022-6ac9-4a8f-b43a-988254c9dd9f
clip_34002.mp4
200
2018-07-12
FC
90.1
2,566
Jansen, Kenley(R)
Hedges, Austin(R)
1
0-0
Bot 9
Called Strike
https://baseballsavant.mlb.com/sporty-videos?playId=6fb25999-166a-4545-a3ac-e28634f073e3
clip_1166.mp4
200
2018-07-22
FF
93.8
2,378
Happ, J.A.(L)
Mancini, Trey(R)
10
2-2
Top 2
Ball
https://baseballsavant.mlb.com/sporty-videos?playId=4960ef3b-ccbf-4aa8-8ae4-d0f8fbb83505
clip_108720.mp4
200
2018-09-26
FF
94.2
2,374
Newberry, Jake(R)
Casali, Curt(R)
10
3-2
Bot 9
Ball
https://baseballsavant.mlb.com/sporty-videos?playId=7c61401c-8c11-4ea9-a1a1-d6afaa2e9b44
clip_34800.mp4
200
2017-04-25
SL
82.2
2,214
Miley, Wade(L)
Kiermaier, Kevin(L)
7
0-0
Top 3
Called Strike
https://baseballsavant.mlb.com/sporty-videos?playId=c37fcb93-156e-43a7-88d2-18765a7e8cf7
clip_84684.mp4
200
2016-04-16
FF
98.5
2,540
Maurer, Brandon(R)
Castillo, Welington(R)
12
1-2
Top 8
Ball
https://baseballsavant.mlb.com/sporty-videos?playId=4025a64e-18c1-41bd-8124-d7eea433be49
clip_22109.mp4
200
2016-08-06
FF
93.6
2,581
Hand, Brad(L)
Altherr, Aaron(R)
7
0-0
Top 7
Called Strike
https://baseballsavant.mlb.com/sporty-videos?playId=2a88e7c6-18e1-4542-a958-7669129e08e2
clip_64867.mp4
200
2018-09-07
FF
94.4
2,325
Bradley, Archie(R)
Camargo, Johan(L)
6
1-0
Top 8
Called Strike
https://baseballsavant.mlb.com/sporty-videos?playId=2842b693-6536-418c-b26b-edc273fac41d
clip_28834.mp4
200
2016-08-09
FF
95.8
2,215
Madson, Ryan(R)
Davis, Chris(L)
3
3-2
Top 9
Called Strike
https://baseballsavant.mlb.com/sporty-videos?playId=2de0a51b-c50f-4463-8967-87e04850c996
clip_59230.mp4
200
2018-09-26
KC
84
2,669
Márquez, Germán(R)
Hoskins, Rhys(R)
7
0-2
Top 2
Called Strike
https://baseballsavant.mlb.com/sporty-videos?playId=e8f997bf-c6f5-495c-9187-8d581e4b7bf4
clip_93061.mp4
200
2018-06-13
CU
77
2,280
Montgomery, Mike(L)
Kratz, Erik(R)
4
0-2
Bot 5
Called Strike
https://baseballsavant.mlb.com/sporty-videos?playId=7758924d-4f0f-4707-bad7-31608f09a9a3
clip_51591.mp4
200
2018-06-06
SI
98.6
2,344
Domínguez, Seranthony(R)
Almora Jr., Albert(R)
12
0-1
Bot 9
Ball
https://baseballsavant.mlb.com/sporty-videos?playId=c8f65fb0-a5b9-44af-840e-a1cf9f0a3440
clip_32915.mp4
200
2018-08-12
FF
94.4
2,195
Kela, Keone(R)
Crawford, Brandon(L)
4
1-0
Bot 8
Called Strike
https://baseballsavant.mlb.com/sporty-videos?playId=6d77d7bb-3801-4c15-b000-13b9d9544eae
clip_120307.mp4
200
2018-06-15
FC
87.4
2,184
Bassitt, Chris(R)
Valbuena, Luis(L)
5
0-0
Top 4
Called Strike
https://baseballsavant.mlb.com/sporty-videos?playId=985d88c4-9f29-4b3a-a85d-8e515e39425f
clip_36079.mp4
200
End of preview.

Dataset Card for Picklebot130k

130 thousand video clips of balls and strikes from MLB games from the 2016 season through the 2023 season. Example Clip

Dataset Details

Dataset Description

The dataset consists of roughly 130 thousand video clips of balls and strikes in .mp4 format, resized to 224x224 resolution.

  • Curated by: Henry Freed
  • License: MIT

Dataset Sources [optional]

  • Repository: The original project that this dataset was compiled for can be found here on github.
  • Demo: The demo for a neural net trained on this dataset can be found here on huggingface spaces.

Uses

The dataset was originally collected to call balls and strikes using neural networks. There are many other potential use cases, but they would almost certainly require relabeling. For more videos and more complete information about each pitch, see Picklebot-2M.

Dataset Structure

The dataset is structured as a .tar.xz file of all the videos. The labels are contained in three .csv files (train, val, test).

See the structure of the .csv files in the dataset viewer, a few notes on that:

  • Zone is the pitch location. The zones on Savant are presented as 1-9 for inside the zone, and 11-14 for outside the zone. We renumbered them by subtracting 1 from the inside zone values and 2 from the outside zone values, resulting in a continuous range of 0-12, where 0-8 represents inside the zone, and 9-12 represents outside the zone.
  • The dataset includes the following pitch labels: FF (Fastball/4-seam), SI (Sinker/2-Seam), FC (Cutter), CH (Changeup), FS (Split-finger), FO (Forkball), SC (Screwball), CU (Curveball), KC (Knuckle Curve), CS (Slow Curve), SL (Slider), ST (Sweeper), SV (Slurve), KN (Knuckleball), EP (Eephus), FA (Other), IN (Intentional Ball), and PO (Pitchout).

Source Data

The source data were scraped from Baseball Savant's Statcast Search. It's a pretty powerful search page, and a lot of fun to play around with.

Data Collection and Processing

After downloading the videos, they were cropped from 1280x720 to the middle 700x700 pixels and downsampled to 224x224 resolution at 15 fps (this can all be done using one ffmpeg command). Some of the longer clips where there was a lot of noise (shots of the crowd, instant replays, etc.) were trimmed (mostly by hand) down to a more manageable length.

Who are the source data producers?

Baseball Savant and MLB/the broadcasters (whoever it is) originally created the videos.

Bias, Risks, and Limitations

It's important to note that only balls and called strikes were collected. No swinging strikes, foul balls, hit by pitches, or anything else are included in the dataset. Additionally, most pitchers and batters are right handed, and nothing was done to try and balance that in this dataset.

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