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The dataset generation failed
Error code: DatasetGenerationError
Exception: UnicodeDecodeError
Message: 'utf-8' codec can't decode byte 0xea in position 41: invalid continuation byte
Traceback: Traceback (most recent call last):
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/packaged_modules/json/json.py", line 122, in _generate_tables
pa_table = paj.read_json(
File "pyarrow/_json.pyx", line 308, in pyarrow._json.read_json
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: JSON parse error: The document is empty.
During handling of the above exception, another exception occurred:
Traceback (most recent call last):
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1995, in _prepare_split_single
for _, table in generator:
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 797, in wrapped
for item in generator(*args, **kwargs):
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/packaged_modules/json/json.py", line 145, in _generate_tables
dataset = json.load(f)
File "/usr/local/lib/python3.9/json/__init__.py", line 293, in load
return loads(fp.read(),
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/utils/file_utils.py", line 1104, in read_with_retries
out = read(*args, **kwargs)
File "/usr/local/lib/python3.9/codecs.py", line 322, in decode
(result, consumed) = self._buffer_decode(data, self.errors, final)
UnicodeDecodeError: 'utf-8' codec can't decode byte 0xea in position 41: invalid continuation byte
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 datasetNeed help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
id
string | metadata
dict | media_attributes
dict | events
list |
|---|---|---|---|
1738_avxeiaxxw6ocr | {
"game_id": 1738,
"clip_id": "avxeiaxxw6ocr",
"date": "2021-05-09T00:00:00",
"team_home": {
"name": "Viking",
"id": 2
},
"team_away": {
"name": "Brann",
"id": 7
}
} | {
"height": 720,
"width": 1280,
"mime_type": "video/mp4",
"frame_rate": 25,
"frame_count": 600
} | [
{
"frame_start": 181,
"type": "tackle-live",
"frame_end": 207
},
{
"frame_start": 387,
"type": "tackle-replay",
"frame_end": 428
}
] |
1738_aw3kercrl5skd | {
"game_id": 1738,
"clip_id": "aw3kercrl5skd",
"date": "2021-05-09T00:00:00",
"team_home": {
"name": "Viking",
"id": 2
},
"team_away": {
"name": "Brann",
"id": 7
}
} | {
"height": 720,
"width": 1280,
"mime_type": "video/mp4",
"frame_rate": 25,
"frame_count": 500
} | [
{
"frame_start": 141,
"type": "tackle-live",
"frame_end": 175
}
] |
1741_al7xhsug05yz8 | {
"game_id": 1741,
"clip_id": "al7xhsug05yz8",
"date": "2021-07-28T00:00:00",
"team_home": {
"name": "Odd",
"id": 5
},
"team_away": {
"name": "Sandefjord Fotball",
"id": 18
}
} | {
"height": 720,
"width": 1280,
"mime_type": "video/mp4",
"frame_rate": 25,
"frame_count": 650
} | [
{
"frame_start": 352,
"type": "tackle-replay",
"frame_end": 402
}
] |
1742_ab2m9r2lve8xx | {
"game_id": 1742,
"clip_id": "ab2m9r2lve8xx",
"date": "2021-05-09T00:00:00",
"team_home": {
"name": "Vålerenga",
"id": 1
},
"team_away": {
"name": "Rosenborg",
"id": 8
}
} | {
"height": 720,
"width": 1280,
"mime_type": "video/mp4",
"frame_rate": 25,
"frame_count": 350
} | [
{
"frame_start": 29,
"type": "tackle-live",
"frame_end": 38
},
{
"frame_start": 343,
"type": "tackle-replay-incomplete",
"frame_end": 350
}
] |
1742_aquyhla4h9s65 | {
"game_id": 1742,
"clip_id": "aquyhla4h9s65",
"date": "2021-05-09T00:00:00",
"team_home": {
"name": "Vålerenga",
"id": 1
},
"team_away": {
"name": "Rosenborg",
"id": 8
}
} | {
"height": 720,
"width": 1280,
"mime_type": "video/mp4",
"frame_rate": 25,
"frame_count": 350
} | [
{
"frame_start": 233,
"type": "tackle-replay",
"frame_end": 263
}
] |
1744_ai0bkwrj1o6d3 | {
"game_id": 1744,
"clip_id": "ai0bkwrj1o6d3",
"date": "2021-05-12T00:00:00",
"team_home": {
"name": "Brann",
"id": 7
},
"team_away": {
"name": "Vålerenga",
"id": 1
}
} | {
"height": 720,
"width": 1280,
"mime_type": "video/mp4",
"frame_rate": 25,
"frame_count": 450
} | [
{
"frame_start": 83,
"type": "tackle-live",
"frame_end": 108
},
{
"frame_start": 374,
"type": "tackle-replay-incomplete",
"frame_end": 450
}
] |
1744_akerrmzngvusj | {
"game_id": 1744,
"clip_id": "akerrmzngvusj",
"date": "2021-05-12T00:00:00",
"team_home": {
"name": "Brann",
"id": 7
},
"team_away": {
"name": "Vålerenga",
"id": 1
}
} | {
"height": 720,
"width": 1280,
"mime_type": "video/mp4",
"frame_rate": 25,
"frame_count": 550
} | [
{
"frame_start": 1,
"type": "tackle-live-incomplete",
"frame_end": 24
}
] |
1746_a4p0ktbx5sbxq | {
"game_id": 1746,
"clip_id": "a4p0ktbx5sbxq",
"date": "2021-05-13T00:00:00",
"team_home": {
"name": "Rosenborg",
"id": 8
},
"team_away": {
"name": "Viking",
"id": 2
}
} | {
"height": 720,
"width": 1280,
"mime_type": "video/mp4",
"frame_rate": 25,
"frame_count": 650
} | [
{
"frame_start": 452,
"type": "tackle-replay",
"frame_end": 527
}
] |
1747_aas7m6x9khzm6 | {
"game_id": 1747,
"clip_id": "aas7m6x9khzm6",
"date": "2021-05-16T00:00:00",
"team_home": {
"name": "Sarpsborg 08",
"id": 3
},
"team_away": {
"name": "Haugesund",
"id": 9
}
} | {
"height": 720,
"width": 1280,
"mime_type": "video/mp4",
"frame_rate": 25,
"frame_count": 650
} | [
{
"frame_start": 22,
"type": "tackle-live",
"frame_end": 33
},
{
"frame_start": 67,
"type": "tackle-live",
"frame_end": 88
},
{
"frame_start": 477,
"type": "tackle-replay",
"frame_end": 507
},
{
"frame_start": 569,
"type": "tackle-replay",
"frame_end": 578
}
] |
1751_agfexmjrgga80 | {
"game_id": 1751,
"clip_id": "agfexmjrgga80",
"date": "2021-05-19T00:00:00",
"team_home": {
"name": "Stabæk",
"id": 11
},
"team_away": {
"name": "Odd",
"id": 5
}
} | {
"height": 720,
"width": 1280,
"mime_type": "video/mp4",
"frame_rate": 25,
"frame_count": 650
} | [
{
"frame_start": 1,
"type": "tackle-live-incomplete",
"frame_end": 9
},
{
"frame_start": 366,
"type": "tackle-replay",
"frame_end": 393
},
{
"frame_start": 397,
"type": "tackle-replay",
"frame_end": 440
}
] |
1752_abu41w8te4nzl | {
"game_id": 1752,
"clip_id": "abu41w8te4nzl",
"date": "2021-05-16T00:00:00",
"team_home": {
"name": "Bodø/Glimt",
"id": 14
},
"team_away": {
"name": "Rosenborg",
"id": 8
}
} | {
"height": 720,
"width": 1280,
"mime_type": "video/mp4",
"frame_rate": 25,
"frame_count": 650
} | [
{
"frame_start": 1,
"type": "tackle-live-incomplete",
"frame_end": 8
},
{
"frame_start": 644,
"type": "tackle-replay-incomplete",
"frame_end": 650
}
] |
1752_ansv9ptu5va8b | {
"game_id": 1752,
"clip_id": "ansv9ptu5va8b",
"date": "2021-05-16T00:00:00",
"team_home": {
"name": "Bodø/Glimt",
"id": 14
},
"team_away": {
"name": "Rosenborg",
"id": 8
}
} | {
"height": 720,
"width": 1280,
"mime_type": "video/mp4",
"frame_rate": 25,
"frame_count": 650
} | [
{
"frame_start": 552,
"type": "tackle-replay",
"frame_end": 617
}
] |
1755_aibf0piq4lq43 | {
"game_id": 1755,
"clip_id": "aibf0piq4lq43",
"date": "2021-05-20T00:00:00",
"team_home": {
"name": "Rosenborg",
"id": 8
},
"team_away": {
"name": "Brann",
"id": 7
}
} | {
"height": 720,
"width": 1280,
"mime_type": "video/mp4",
"frame_rate": 25,
"frame_count": 650
} | [
{
"frame_start": 296,
"type": "tackle-replay",
"frame_end": 363
},
{
"frame_start": 416,
"type": "tackle-replay-incomplete",
"frame_end": 650
}
] |
1756_ao3dilukyt6fd | {
"game_id": 1756,
"clip_id": "ao3dilukyt6fd",
"date": "2021-05-24T00:00:00",
"team_home": {
"name": "Odd",
"id": 5
},
"team_away": {
"name": "Sarpsborg 08",
"id": 3
}
} | {
"height": 720,
"width": 1280,
"mime_type": "video/mp4",
"frame_rate": 25,
"frame_count": 650
} | [
{
"frame_start": 25,
"type": "tackle-replay",
"frame_end": 133
},
{
"frame_start": 172,
"type": "tackle-replay",
"frame_end": 266
}
] |
1757_aaeaaztoinvzx | {
"game_id": 1757,
"clip_id": "aaeaaztoinvzx",
"date": "2021-05-24T00:00:00",
"team_home": {
"name": "Lillestrøm",
"id": 13
},
"team_away": {
"name": "Viking",
"id": 2
}
} | {
"height": 720,
"width": 1280,
"mime_type": "video/mp4",
"frame_rate": 25,
"frame_count": 650
} | [
{
"frame_start": 236,
"type": "tackle-live",
"frame_end": 261
}
] |
1757_aebqf8o3tg8wm | {
"game_id": 1757,
"clip_id": "aebqf8o3tg8wm",
"date": "2021-05-24T00:00:00",
"team_home": {
"name": "Lillestrøm",
"id": 13
},
"team_away": {
"name": "Viking",
"id": 2
}
} | {
"height": 720,
"width": 1280,
"mime_type": "video/mp4",
"frame_rate": 25,
"frame_count": 650
} | [
{
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"type": "tackle-live",
"frame_end": 214
},
{
"frame_start": 540,
"type": "tackle-replay",
"frame_end": 572
}
] |
1765_ayt7hdvmhndz1 | {
"game_id": 1765,
"clip_id": "ayt7hdvmhndz1",
"date": "2021-05-27T00:00:00",
"team_home": {
"name": "Sarpsborg 08",
"id": 3
},
"team_away": {
"name": "Kristiansund",
"id": 22
}
} | {
"height": 720,
"width": 1280,
"mime_type": "video/mp4",
"frame_rate": 25,
"frame_count": 650
} | [
{
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"type": "tackle-live",
"frame_end": 155
},
{
"frame_start": 476,
"type": "tackle-replay",
"frame_end": 499
}
] |
1766_a2eh7inkqln16 | {
"game_id": 1766,
"clip_id": "a2eh7inkqln16",
"date": "2021-05-27T00:00:00",
"team_home": {
"name": "Lillestrøm",
"id": 13
},
"team_away": {
"name": "Odd",
"id": 5
}
} | {
"height": 720,
"width": 1280,
"mime_type": "video/mp4",
"frame_rate": 25,
"frame_count": 650
} | [
{
"frame_start": 454,
"type": "tackle-replay",
"frame_end": 499
}
] |
1766_aws1oxqmaeg3d | {
"game_id": 1766,
"clip_id": "aws1oxqmaeg3d",
"date": "2021-05-27T00:00:00",
"team_home": {
"name": "Lillestrøm",
"id": 13
},
"team_away": {
"name": "Odd",
"id": 5
}
} | {
"height": 720,
"width": 1280,
"mime_type": "video/mp4",
"frame_rate": 25,
"frame_count": 650
} | [
{
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"type": "tackle-replay",
"frame_end": 287
}
] |
1767_ak7ro2ewn2hen | {
"game_id": 1767,
"clip_id": "ak7ro2ewn2hen",
"date": "2021-05-27T00:00:00",
"team_home": {
"name": "Sandefjord Fotball",
"id": 18
},
"team_away": {
"name": "Rosenborg",
"id": 8
}
} | {
"height": 720,
"width": 1280,
"mime_type": "video/mp4",
"frame_rate": 25,
"frame_count": 650
} | [
{
"frame_start": 26,
"type": "tackle-live",
"frame_end": 51
}
] |
1769_a3lbnazobo45s | {
"game_id": 1769,
"clip_id": "a3lbnazobo45s",
"date": "2021-05-27T00:00:00",
"team_home": {
"name": "Stabæk",
"id": 11
},
"team_away": {
"name": "Brann",
"id": 7
}
} | {
"height": 720,
"width": 1280,
"mime_type": "video/mp4",
"frame_rate": 25,
"frame_count": 650
} | [
{
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"type": "tackle-live",
"frame_end": 187
},
{
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"type": "tackle-replay",
"frame_end": 593
}
] |
1769_akarclpi8dv1z | {
"game_id": 1769,
"clip_id": "akarclpi8dv1z",
"date": "2021-05-27T00:00:00",
"team_home": {
"name": "Stabæk",
"id": 11
},
"team_away": {
"name": "Brann",
"id": 7
}
} | {
"height": 720,
"width": 1280,
"mime_type": "video/mp4",
"frame_rate": 25,
"frame_count": 650
} | [
{
"frame_start": 17,
"type": "tackle-live",
"frame_end": 38
},
{
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"type": "tackle-live",
"frame_end": 154
},
{
"frame_start": 564,
"type": "tackle-replay",
"frame_end": 616
}
] |
1769_aomj4xzjyvjb3 | {
"game_id": 1769,
"clip_id": "aomj4xzjyvjb3",
"date": "2021-05-27T00:00:00",
"team_home": {
"name": "Stabæk",
"id": 11
},
"team_away": {
"name": "Brann",
"id": 7
}
} | {
"height": 720,
"width": 1280,
"mime_type": "video/mp4",
"frame_rate": 25,
"frame_count": 650
} | [
{
"frame_start": 102,
"type": "tackle-live",
"frame_end": 132
}
] |
1771_au5v9dd1iya1u | {
"game_id": 1771,
"clip_id": "au5v9dd1iya1u",
"date": "2021-05-27T00:00:00",
"team_home": {
"name": "Molde",
"id": 15
},
"team_away": {
"name": "Vålerenga",
"id": 1
}
} | {
"height": 720,
"width": 1280,
"mime_type": "video/mp4",
"frame_rate": 25,
"frame_count": 650
} | [
{
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"type": "tackle-live",
"frame_end": 167
},
{
"frame_start": 524,
"type": "tackle-replay",
"frame_end": 616
}
] |
1773_a5k6fgshvjmvl | {
"game_id": 1773,
"clip_id": "a5k6fgshvjmvl",
"date": "2021-05-30T00:00:00",
"team_home": {
"name": "Rosenborg",
"id": 8
},
"team_away": {
"name": "Stabæk",
"id": 11
}
} | {
"height": 720,
"width": 1280,
"mime_type": "video/mp4",
"frame_rate": 25,
"frame_count": 650
} | [
{
"frame_start": 146,
"type": "tackle-live",
"frame_end": 164
},
{
"frame_start": 409,
"type": "tackle-replay",
"frame_end": 472
}
] |
1776_as3pvx4kblaoy | {
"game_id": 1776,
"clip_id": "as3pvx4kblaoy",
"date": "2021-05-30T00:00:00",
"team_home": {
"name": "Brann",
"id": 7
},
"team_away": {
"name": "Strømsgodset",
"id": 16
}
} | {
"height": 720,
"width": 1280,
"mime_type": "video/mp4",
"frame_rate": 25,
"frame_count": 700
} | [
{
"frame_start": 193,
"type": "tackle-live",
"frame_end": 224
},
{
"frame_start": 671,
"type": "tackle-replay-incomplete",
"frame_end": 700
}
] |
1777_akd6w6rwzvbnw | {
"game_id": 1777,
"clip_id": "akd6w6rwzvbnw",
"date": "2021-05-30T00:00:00",
"team_home": {
"name": "Tromsø",
"id": 10
},
"team_away": {
"name": "Sarpsborg 08",
"id": 3
}
} | {
"height": 720,
"width": 1280,
"mime_type": "video/mp4",
"frame_rate": 25,
"frame_count": 650
} | [
{
"frame_start": 116,
"type": "tackle-live",
"frame_end": 130
},
{
"frame_start": 385,
"type": "tackle-replay",
"frame_end": 398
},
{
"frame_start": 447,
"type": "tackle-replay-incomplete",
"frame_end": 470
}
] |
1777_al7f5c8drkjgc | {
"game_id": 1777,
"clip_id": "al7f5c8drkjgc",
"date": "2021-05-30T00:00:00",
"team_home": {
"name": "Tromsø",
"id": 10
},
"team_away": {
"name": "Sarpsborg 08",
"id": 3
}
} | {
"height": 720,
"width": 1280,
"mime_type": "video/mp4",
"frame_rate": 25,
"frame_count": 650
} | [
{
"frame_start": 331,
"type": "tackle-replay",
"frame_end": 352
},
{
"frame_start": 410,
"type": "tackle-replay-incomplete",
"frame_end": 429
}
] |
1783_akxegh8qnmh0c | {
"game_id": 1783,
"clip_id": "akxegh8qnmh0c",
"date": "2021-06-13T00:00:00",
"team_home": {
"name": "Sarpsborg 08",
"id": 3
},
"team_away": {
"name": "Brann",
"id": 7
}
} | {
"height": 720,
"width": 1280,
"mime_type": "video/mp4",
"frame_rate": 25,
"frame_count": 650
} | [
{
"frame_start": 128,
"type": "tackle-live",
"frame_end": 165
},
{
"frame_start": 579,
"type": "tackle-replay-incomplete",
"frame_end": 596
}
] |
1784_a309lpf9tgfjk | {
"game_id": 1784,
"clip_id": "a309lpf9tgfjk",
"date": "2021-06-13T00:00:00",
"team_home": {
"name": "Strømsgodset",
"id": 16
},
"team_away": {
"name": "Rosenborg",
"id": 8
}
} | {
"height": 720,
"width": 1280,
"mime_type": "video/mp4",
"frame_rate": 25,
"frame_count": 650
} | [
{
"frame_start": 36,
"type": "tackle-live",
"frame_end": 59
}
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] |
3182_a4vdmqg3cwuyn | {
"game_id": 3182,
"clip_id": "a4vdmqg3cwuyn",
"date": "2022-04-03T00:00:00",
"team_home": {
"name": "Odd",
"id": 5
},
"team_away": {
"name": "Tromsø",
"id": 10
}
} | {
"height": 720,
"width": 1280,
"mime_type": "video/mp4",
"frame_rate": 25,
"frame_count": 650
} | [
{
"frame_start": 81,
"type": "tackle-live",
"frame_end": 105
}
] |
3182_alwpvyglyxotd | {
"game_id": 3182,
"clip_id": "alwpvyglyxotd",
"date": "2022-04-03T00:00:00",
"team_home": {
"name": "Odd",
"id": 5
},
"team_away": {
"name": "Tromsø",
"id": 10
}
} | {
"height": 720,
"width": 1280,
"mime_type": "video/mp4",
"frame_rate": 25,
"frame_count": 650
} | [
{
"frame_start": 165,
"type": "tackle-replay-incomplete",
"frame_end": 192
},
{
"frame_start": 272,
"type": "tackle-replay",
"frame_end": 302
}
] |
End of preview.
TACDEC: Dataset of Tackle Events in Soccer Game Videos
TACDEC is a dataset of tackle events in soccer game videos. Recognizing the gap in existing open datasets that predominantly focus on official soccer events such as goals and cards, TACDEC targets a comprehensive analysis of tackles — a critical aspect of soccer that combines technical skills, tactical decision-making, and physical engagement. By leveraging video data from the Norwegian Eliteserien league across multiple seasons, we annotated 425 videos with 4 types of tackle events, categorized into "tackle-live", "tackle-replay", "tackle-live-incomplete", and "tackle-replay-incomplete", yielding a total of 836 event annotations. The dataset offers an unprecedented resource for the development and testing of machine learning models aimed at understanding and analyzing soccer game dynamics.
Zenodo
The dataset is also available on Zenodo: https://zenodo.org/records/10611979.
Terms of Use
The dataset is fully open for research and educational purposes. Use of the dataset for competitions or commercial purposes requires prior written permission. References to the related article must be included in all documents and papers that use, refer to, or report experimental results from this dataset.
How to download dataset:
Everything that is related directly to the dataset is located within this repo. For instructions related to testing the model used or verifying results from TACDEC-paper, see TACDEC-model repo.
What you can find in this repo is:
In addition:
- A torch, sorted_cls_tokens_feature.pt, containing all the CLS-tokens (features) from DINOv2 used concatenated in a sorted order
- A numpy array, sorted_cls_tokens_labels.npy, containing all the labels used, concatenated in the same sorted order
We highly recommend downloading these if you want to implement/test the model, as running the large DINOv2 model is highly computationally expensive.
Citation:
@incollection{Kassab_MMSYS_ODS,
author = {Jåsund Kassab, Evan and Maric Solberg, Håkon and Gautam, Sushant and Shafiee Sabet, Saeed and Torjusen, Thomas and Riegler, Michael and Halvorsen, Pål and Midoglu, Cise},
title = {{TACDEC: Dataset of Tackle Events in Soccer Game Videos}},
booktitle = {{MMSys'24 : The 15th ACM Multimedia Systems Conference}},
year = {2024},
month = apr,
date = {2024-04-15},
urldate = {2024-04-15},
isbn = {979-8-4007-0412-3/24/04},
publisher = {Association for Computing Machinery},
address = {New York, NY, USA},
doi = {10.1145/3625468.3652166}
}
Acknowledgement:
This research was partly funded by the Research Council of Norway, project number 346671 (AI-storyteller). We would like to thank the Norwegian Professional Football League ("Norsk Toppfotball") for making videos available for the research.
Contact
For any questions regarding the dataset, or to discuss potential collaboration and joint research opportunities, please get in touch with the following people:
- Evan Jåsund Kassab: evanjk@uio.no
- Cise Midoglu: cise@simula.no
- Pål Halvorsen: paalh@simula.no
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