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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 | GarcÃa, 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, MartÃn(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 | RodrÃguez, 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 | DÃaz, 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 | DÃaz, 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) | RamÃrez, 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 | DomÃnguez, 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 |
Dataset Card for Picklebot130k
130 thousand video clips of balls and strikes from MLB games from the 2016 season through the 2023 season.
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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