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The dataset generation failed
Error code: DatasetGenerationError
Exception: UnicodeDecodeError
Message: 'utf-8' codec can't decode byte 0xaf in position 51: invalid start byte
Traceback: Traceback (most recent call last):
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1815, in _prepare_split_single
for _, table in generator:
^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/packaged_modules/csv/csv.py", line 188, in _generate_tables
csv_file_reader = pd.read_csv(file, iterator=True, dtype=dtype, **self.config.pd_read_csv_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/streaming.py", line 73, in wrapper
return function(*args, download_config=download_config, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/utils/file_utils.py", line 1199, in xpandas_read_csv
return pd.read_csv(xopen(filepath_or_buffer, "rb", download_config=download_config), **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/pandas/io/parsers/readers.py", line 1026, in read_csv
return _read(filepath_or_buffer, kwds)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/pandas/io/parsers/readers.py", line 620, in _read
parser = TextFileReader(filepath_or_buffer, **kwds)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/pandas/io/parsers/readers.py", line 1620, in __init__
self._engine = self._make_engine(f, self.engine)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/pandas/io/parsers/readers.py", line 1898, in _make_engine
return mapping[engine](f, **self.options)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/pandas/io/parsers/c_parser_wrapper.py", line 93, in __init__
self._reader = parsers.TextReader(src, **kwds)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "pandas/_libs/parsers.pyx", line 574, in pandas._libs.parsers.TextReader.__cinit__
File "pandas/_libs/parsers.pyx", line 663, in pandas._libs.parsers.TextReader._get_header
File "pandas/_libs/parsers.pyx", line 874, in pandas._libs.parsers.TextReader._tokenize_rows
File "pandas/_libs/parsers.pyx", line 891, in pandas._libs.parsers.TextReader._check_tokenize_status
File "pandas/_libs/parsers.pyx", line 2053, in pandas._libs.parsers.raise_parser_error
File "<frozen codecs>", line 322, in decode
UnicodeDecodeError: 'utf-8' codec can't decode byte 0xaf in position 51: invalid start 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 1455, in compute_config_parquet_and_info_response
parquet_operations = convert_to_parquet(builder)
^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1054, in convert_to_parquet
builder.download_and_prepare(
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 894, in download_and_prepare
self._download_and_prepare(
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 970, in _download_and_prepare
self._prepare_split(split_generator, **prepare_split_kwargs)
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1702, in _prepare_split
for job_id, done, content in self._prepare_split_single(
^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1858, 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.
Utterance
string | Emotion
string | File_Name
string | Multi_Model_Predictions
string |
|---|---|---|---|
Why?
|
neutral
|
dia124_utt10.mp4
|
{"video": [0.9485, 0.0, 0.0, 0.0, 0.0515, 0.0, 0.0], "audio": [0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0], "text": [0.0042, 0.0001, 0.0, 0.0381, 0.9558, 0.0018, 0.0001]}
|
Hey, you guys! Look what I found in the giiiiiiift shop. Get up! Get up! Get up!
|
happy
|
dia124_utt11.mp4
|
{"video": [0.1207, 0.0, 0.0115, 0.0575, 0.4023, 0.3966, 0.0115], "audio": [0.3333, 0.6667, 0.0, 0.0, 0.0, 0.0, 0.0], "text": [0.0058, 0.0003, 0.0466, 0.0561, 0.8831, 0.0028, 0.0053]}
|
I left a bra drying on the shower rod, you dont think your son will think its yours and be horribly traumatised?
|
happy
|
dia125_utt0.mp4
|
{"video": [0.0571, 0.0, 0.0, 0.8429, 0.1, 0.0, 0.0], "audio": [0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0], "text": [0.0001, 0.0001, 0.0001, 0.01, 0.9887, 0.0004, 0.0005]}
|
Hey, if mommy can have a wife, daddy can have a bra.
|
neutral
|
dia125_utt1.mp4
|
{"video": [0.449, 0.0, 0.0, 0.0, 0.5102, 0.0408, 0.0], "audio": [0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0], "text": [0.0002, 0.0, 0.0, 0.0229, 0.9764, 0.0003, 0.0001]}
|
Mornings here! Sunshine is here! The sky is clear, the mornings here! The mornings here!
|
happy
|
dia126_utt0.mp4
|
{"video": [0.4272, 0.0, 0.0874, 0.1748, 0.0971, 0.2136, 0.0], "audio": [0.3333, 0.6667, 0.0, 0.0, 0.0, 0.0, 0.0], "text": [0.0021, 0.0003, 0.007, 0.9663, 0.0162, 0.0077, 0.0005]}
|
HEY!! Do you
|
angry
|
dia126_utt1.mp4
|
{"video": [0.0, 0.0, 0.1231, 0.2308, 0.4923, 0.1077, 0.0462], "audio": [0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0], "text": [0.0002, 0.0, 0.0, 0.0011, 0.996, 0.0005, 0.0021]}
|
Oh come on! Mornings here! Mornings here! The morning is here! Sunshine is here!
|
happy
|
dia126_utt2.mp4
|
{"video": [0.0746, 0.0, 0.0, 0.2388, 0.5224, 0.1642, 0.0], "audio": [0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0], "text": [0.0007, 0.0002, 0.0024, 0.9793, 0.0168, 0.0006, 0.0001]}
|
I
|
neutral
|
dia126_utt3.mp4
|
{"video": [0.3559, 0.0, 0.0169, 0.0, 0.3729, 0.2542, 0.0], "audio": [0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0], "text": [0.0004, 0.0, 0.0, 0.0016, 0.9973, 0.0006, 0.0001]}
|
Are you kidding? I love that guy! Mornings here! Morning is here
|
happy
|
dia126_utt4.mp4
|
{"video": [0.0659, 0.0, 0.018, 0.6048, 0.0359, 0.2695, 0.006], "audio": [0.6667, 0.0, 0.3333, 0.0, 0.0, 0.0, 0.0], "text": [0.0038, 0.0003, 0.0009, 0.1418, 0.8439, 0.0078, 0.0015]}
|
Stop it! I will kill you. I hate the fact that my room is so small.
|
angry
|
dia126_utt5.mp4
|
{"video": [0.3263, 0.0, 0.0421, 0.0105, 0.0632, 0.5579, 0.0], "audio": [1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], "text": [0.6399, 0.0497, 0.0097, 0.0045, 0.013, 0.0119, 0.2713]}
|
Monica, you dont even have a bed, you sleep in a ball on the floor!
|
angry
|
dia126_utt7.mp4
|
{"video": [0.1111, 0.0, 0.0444, 0.0111, 0.0, 0.7889, 0.0444], "audio": [0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0], "text": [0.0029, 0.0002, 0.0004, 0.0016, 0.9852, 0.0096, 0.0]}
|
All right buddy, time to roll over.
|
neutral
|
dia127_utt0.mp4
|
{"video": [0.0909, 0.0, 0.0, 0.0, 0.1818, 0.7273, 0.0], "audio": [0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0], "text": [0.0008, 0.0001, 0.0005, 0.0649, 0.9326, 0.001, 0.0002]}
|
You are going to a clinic!
|
disgust
|
dia127_utt3.mp4
|
{"video": [0.7739, 0.0, 0.0, 0.0783, 0.1217, 0.0174, 0.0087], "audio": [0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0], "text": [0.0005, 0.0, 0.0, 0.0007, 0.998, 0.0004, 0.0004]}
|
Youre going to a clinic, and a pyjama store!
|
disgust
|
dia127_utt4.mp4
|
{"video": [0.5938, 0.0, 0.0, 0.125, 0.2344, 0.0469, 0.0], "audio": [0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0], "text": [0.0051, 0.0002, 0.0021, 0.0113, 0.9761, 0.005, 0.0001]}
|
Great, lets begin. Hows the pressure?
|
happy
|
dia128_utt2.mp4
|
{"video": [0.0078, 0.0, 0.0, 0.2442, 0.2868, 0.4612, 0.0], "audio": [0.4, 0.0, 0.0, 0.0, 0.2, 0.4, 0.0], "text": [0.0004, 0.0001, 0.0001, 0.9606, 0.0375, 0.0008, 0.0006]}
|
Nice! Wow Phoebe you are good!
|
happy
|
dia128_utt3.mp4
|
{"video": [0.0649, 0.0, 0.0, 0.5065, 0.026, 0.4026, 0.0], "audio": [0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0], "text": [0.0002, 0.0001, 0.0001, 0.9981, 0.0011, 0.0003, 0.0002]}
|
Stating the obvious, but thank you. And its not weird is it.
|
happy
|
dia128_utt4.mp4
|
{"video": [0.0076, 0.0, 0.0, 0.8779, 0.0534, 0.0611, 0.0], "audio": [0.6667, 0.3333, 0.0, 0.0, 0.0, 0.0, 0.0], "text": [0.0015, 0.0002, 0.0, 0.997, 0.001, 0.0003, 0.0]}
|
Thats right, you just enjoy.
|
neutral
|
dia128_utt6.mp4
|
{"video": [0.027, 0.0, 0.0, 0.9459, 0.0, 0.027, 0.0], "audio": [0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0], "text": [0.001, 0.0004, 0.0001, 0.9958, 0.0023, 0.0003, 0.0001]}
|
Oh. Oh yeah! Ohhhhh! Ohh! Oh yeah!
|
happy
|
dia128_utt7.mp4
|
{"video": [0.0035, 0.0, 0.0, 0.9046, 0.0, 0.0919, 0.0], "audio": [0.8, 0.2, 0.0, 0.0, 0.0, 0.0, 0.0], "text": [0.0006, 0.0002, 0.0005, 0.2447, 0.0059, 0.0009, 0.7472]}
|
Oh God Phoebe!! Oh thats it! Thats it! Right there! Oh! Ooooh-oooh-ooooh
|
happy
|
dia128_utt9.mp4
|
{"video": [0.25, 0.0, 0.0, 0.0147, 0.1176, 0.6176, 0.0], "audio": [1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], "text": [0.0232, 0.0101, 0.0003, 0.0025, 0.0503, 0.9091, 0.0046]}
|
Become a drama critic!
|
happy
|
dia129_utt0.mp4
|
{"video": [0.1286, 0.0, 0.0, 0.0143, 0.1, 0.7571, 0.0], "audio": [1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], "text": [0.0062, 0.007, 0.0014, 0.0025, 0.9783, 0.0045, 0.0001]}
|
I am hurt! A plague on both your houses!
|
sad
|
dia129_utt1.mp4
|
{"video": [0.0429, 0.0, 0.0, 0.4429, 0.0429, 0.4714, 0.0], "audio": [0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0], "text": [0.0011, 0.0001, 0.0, 0.0008, 0.9966, 0.0014, 0.0]}
|
By the way, he dumped me tonight after he read my review.
|
sad
|
dia129_utt2.mp4
|
{"video": [0.0, 0.0, 0.0, 0.0, 0.2879, 0.7121, 0.0], "audio": [0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0], "text": [0.0002, 0.0001, 0.0, 0.9839, 0.0128, 0.0005, 0.0025]}
|
Yep! I sure know how to pick em, huh? Y'know I gave up a part on a soap for this!
|
sad
|
dia129_utt4.mp4
|
{"video": [0.025, 0.0, 0.0, 0.475, 0.475, 0.025, 0.0], "audio": [0.3333, 0.6667, 0.0, 0.0, 0.0, 0.0, 0.0], "text": [0.0007, 0.0001, 0.0005, 0.886, 0.1096, 0.0026, 0.0006]}
|
Wow! Yeah I ah, I gave up a job too.
|
angry
|
dia129_utt5.mp4
|
{"video": [0.0, 0.0, 0.0, 0.4444, 0.037, 0.4444, 0.0741], "audio": [0.5, 0.0, 0.0, 0.0, 0.0, 0.5, 0.0], "text": [0.0041, 0.0006, 0.0166, 0.1772, 0.5703, 0.1516, 0.0795]}
|
Uh, de-clawing cats.
|
angry
|
dia129_utt7.mp4
|
{"video": [0.8571, 0.0, 0.0, 0.0, 0.0, 0.1429, 0.0], "audio": [0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0], "text": [0.0004, 0.0001, 0.0004, 0.9593, 0.039, 0.0007, 0.0002]}
|
Well stop by every news stand and burn every copy of their Times and the Post.
|
angry
|
dia129_utt10.mp4
|
{"video": [0.5743, 0.0, 0.0, 0.0594, 0.2772, 0.0891, 0.0], "audio": [1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], "text": [0.1129, 0.0005, 0.0002, 0.0133, 0.8667, 0.0064, 0.0]}
|
Oh, you didnt see the Post?
|
surprise
|
dia129_utt12.mp4
|
{"video": [0.1554, 0.0, 0.0311, 0.0881, 0.1399, 0.5855, 0.0], "audio": [0.0, 0.6667, 0.0, 0.3333, 0.0, 0.0, 0.0], "text": [0.0075, 0.0008, 0.0001, 0.9372, 0.0134, 0.0408, 0.0001]}
|
Hi Joey! What are you doing here?
|
happy
|
dia130_utt0.mp4
|
{"video": [0.0181, 0.0, 0.0, 0.1131, 0.6561, 0.2127, 0.0], "audio": [0.0, 0.5, 0.25, 0.0, 0.0, 0.25, 0.0], "text": [0.1269, 0.0087, 0.0053, 0.5571, 0.2032, 0.0981, 0.0007]}
|
Yeah, sure. Umm
here.
|
neutral
|
dia130_utt2.mp4
|
{"video": [0.0882, 0.0, 0.0, 0.2206, 0.1985, 0.4926, 0.0], "audio": [0.3333, 0.3333, 0.0, 0.0, 0.0, 0.3333, 0.0], "text": [0.0008, 0.0001, 0.0001, 0.8425, 0.1557, 0.0007, 0.0]}
|
Great. You got anything thats not
|
disgust
|
dia130_utt3.mp4
|
{"video": [0.0187, 0.0, 0.0, 0.6729, 0.1495, 0.1589, 0.0], "audio": [0.0, 0.0, 0.5, 0.0, 0.0, 0.5, 0.0], "text": [0.0003, 0.0001, 0.0001, 0.9979, 0.0012, 0.0003, 0.0002]}
|
Nothing, why?
|
neutral
|
dia130_utt7.mp4
|
{"video": [0.0606, 0.0, 0.0, 0.5909, 0.0, 0.3485, 0.0], "audio": [0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0], "text": [0.0002, 0.0, 0.0001, 0.0102, 0.9891, 0.0003, 0.0001]}
|
Huh, Rach I got to say its gonna take a lot of money for me to go out on a date with a dude.
|
disgust
|
dia130_utt9.mp4
|
{"video": [0.1531, 0.0, 0.0102, 0.0612, 0.6633, 0.1122, 0.0], "audio": [0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0], "text": [0.0063, 0.0005, 0.0431, 0.6788, 0.2481, 0.0221, 0.001]}
|
Im not asking you to go on a
|
neutral
|
dia130_utt10.mp4
|
{"video": [0.0156, 0.0, 0.0, 0.0, 0.5469, 0.4375, 0.0], "audio": [1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], "text": [0.9485, 0.0016, 0.0012, 0.0073, 0.0367, 0.0045, 0.0003]}
|
Really? Cause I could kinda use the money.
|
surprise
|
dia130_utt11.mp4
|
{"video": [0.0423, 0.0, 0.0, 0.0, 0.0141, 0.9437, 0.0], "audio": [0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0], "text": [0.0009, 0.0003, 0.0004, 0.0735, 0.6184, 0.0028, 0.3036]}
|
Ill really appreciate it.
|
neutral
|
dia130_utt14.mp4
|
{"video": [0.3368, 0.0, 0.0, 0.2737, 0.3579, 0.0211, 0.0105], "audio": [0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0], "text": [0.0009, 0.0001, 0.0001, 0.9972, 0.0009, 0.0008, 0.0001]}
|
Yeah?
|
surprise
|
dia130_utt16.mp4
|
{"video": [0.1343, 0.0, 0.0, 0.5149, 0.3209, 0.0149, 0.0149], "audio": [1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], "text": [0.0003, 0.0, 0.0, 0.0008, 0.0026, 0.0004, 0.9958]}
|
Sorry, Pheebs.
|
sad
|
dia131_utt1.mp4
|
{"video": [0.1875, 0.0, 0.475, 0.0625, 0.175, 0.0375, 0.0625], "audio": [0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0], "text": [0.0034, 0.0001, 0.0001, 0.8829, 0.1123, 0.0012, 0.0]}
|
No! Sorry, I just thought you were somebody else. Hi!
|
surprise
|
dia132_utt0.mp4
|
{"video": [0.0159, 0.0, 0.0, 0.0159, 0.5397, 0.4286, 0.0], "audio": [1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], "text": [0.0007, 0.0002, 0.0027, 0.9771, 0.0038, 0.0144, 0.0011]}
|
Hi. Well, look, I was just gonna leave a message, isnt tonight your, your big anniversary dinner?
|
neutral
|
dia132_utt1.mp4
|
{"video": [0.0472, 0.0, 0.0, 0.6038, 0.0, 0.3491, 0.0], "audio": [0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0], "text": [0.0004, 0.0, 0.0001, 0.003, 0.9952, 0.0008, 0.0005]}
|
Yeah. Well, umm.....
|
sad
|
dia132_utt2.mp4
|
{"video": [0.1622, 0.0, 0.0, 0.027, 0.1892, 0.6216, 0.0], "audio": [0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0], "text": [0.0005, 0.0001, 0.0001, 0.8432, 0.1554, 0.0004, 0.0003]}
|
No! Really, no, please, please, thats, thats okay.
|
sad
|
dia132_utt6.mp4
|
{"video": [0.5818, 0.0, 0.0, 0.2, 0.0, 0.2182, 0.0], "audio": [1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], "text": [0.0029, 0.0014, 0.0317, 0.8834, 0.0575, 0.0121, 0.011]}
|
Its for me.
|
neutral
|
dia132_utt9.mp4
|
{"video": [0.2344, 0.0, 0.0, 0.0, 0.0781, 0.6875, 0.0], "audio": [0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0], "text": [0.1367, 0.0008, 0.008, 0.1786, 0.6692, 0.0058, 0.0008]}
|
Oh. Okay, bye.
|
neutral
|
dia132_utt10.mp4
|
{"video": [0.1939, 0.0408, 0.0, 0.449, 0.0714, 0.2449, 0.0], "audio": [0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0], "text": [0.003, 0.0001, 0.0, 0.0005, 0.9907, 0.0018, 0.0038]}
|
Come on, pick up, pick up!
|
fear
|
dia133_utt0.mp4
|
{"video": [0.2857, 0.0, 0.0, 0.0306, 0.3571, 0.3265, 0.0], "audio": [0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0], "text": [0.0024, 0.0004, 0.0001, 0.0114, 0.004, 0.9817, 0.0]}
|
Hello?
|
neutral
|
dia134_utt0.mp4
|
{"video": [0.3295, 0.0, 0.0, 0.0227, 0.4432, 0.1932, 0.0114], "audio": [0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0], "text": [0.0016, 0.0005, 0.0025, 0.0334, 0.9569, 0.0044, 0.0008]}
|
I'm doing research for a book, and I was wondering what someone might do if they left a baby on a city bus.
|
neutral
|
dia135_utt2.mp4
|
{"video": [0.4559, 0.0, 0.0, 0.2206, 0.0882, 0.2353, 0.0], "audio": [0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0], "text": [0.0002, 0.0001, 0.0001, 0.9887, 0.0103, 0.0005, 0.0001]}
|
It's white plastic, with a handle, and it fits onto a stroller.
|
neutral
|
dia135_utt6.mp4
|
{"video": [0.25, 0.0, 0.0588, 0.0294, 0.5294, 0.1029, 0.0294], "audio": [0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0], "text": [0.0006, 0.0, 0.0, 0.0014, 0.9969, 0.0006, 0.0004]}
|
Let me start by uh, by introducing myself, I am Professor Geller.
|
neutral
|
dia136_utt4.mp4
|
{"video": [0.122, 0.0, 0.1057, 0.1057, 0.122, 0.4959, 0.0488], "audio": [0.5, 0.5, 0.0, 0.0, 0.0, 0.0, 0.0], "text": [0.0005, 0.0, 0.0001, 0.0733, 0.9258, 0.0003, 0.0]}
|
Good evening, sir.
|
neutral
|
dia137_utt0.mp4
|
{"video": [0.1061, 0.0, 0.0, 0.8182, 0.0, 0.0758, 0.0], "audio": [0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0], "text": [0.0003, 0.0001, 0.0001, 0.9876, 0.0103, 0.0012, 0.0004]}
|
And I-I realize that the competition is fierce butI'm sorry.
|
neutral
|
dia137_utt3.mp4
|
{"video": [0.5714, 0.0, 0.0084, 0.2185, 0.2017, 0.0, 0.0], "audio": [0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0], "text": [0.0019, 0.0001, 0.0001, 0.9744, 0.0196, 0.0038, 0.0001]}
|
I, I can't help but notice you're naked and I applaud you.
|
happy
|
dia137_utt4.mp4
|
{"video": [0.303, 0.0, 0.0, 0.0, 0.697, 0.0, 0.0], "audio": [0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0], "text": [0.0575, 0.9325, 0.0028, 0.0015, 0.0014, 0.0035, 0.0007]}
|
I mean, this-this looks so great.
|
happy
|
dia137_utt6.mp4
|
{"video": [0.0244, 0.0, 0.0, 0.5244, 0.3537, 0.0976, 0.0], "audio": [0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0], "text": [0.0002, 0.0001, 0.0002, 0.9971, 0.0014, 0.0003, 0.0007]}
|
That is how God intended it.
|
neutral
|
dia137_utt7.mp4
|
{"video": [0.5079, 0.0, 0.0159, 0.0, 0.0794, 0.3968, 0.0], "audio": [0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0], "text": [0.001, 0.0001, 0.0005, 0.1607, 0.7896, 0.0339, 0.0142]}
|
Okay, I have to tell you something that I have never admitted during our entire friendship!
|
angry
|
dia138_utt0.mp4
|
{"video": [0.0411, 0.0, 0.1096, 0.0, 0.1644, 0.6027, 0.0822], "audio": [0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0], "text": [0.0011, 0.0001, 0.0004, 0.9906, 0.0073, 0.0005, 0.0001]}
|
But, when we were in high school I made out with James Farrell even when I knew that you liked him!
|
angry
|
dia138_utt1.mp4
|
{"video": [0.1782, 0.0, 0.0099, 0.0297, 0.297, 0.4851, 0.0], "audio": [1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], "text": [0.095, 0.0017, 0.0013, 0.0908, 0.781, 0.0291, 0.001]}
|
Wow, that feels so good to get off my chest!
|
happy
|
dia138_utt2.mp4
|
{"video": [0.3158, 0.0, 0.1895, 0.0211, 0.0105, 0.4632, 0.0], "audio": [0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0], "text": [0.0135, 0.0511, 0.0009, 0.0077, 0.9212, 0.0045, 0.001]}
|
My turn? What-what are you talking about?
|
surprise
|
dia138_utt4.mp4
|
{"video": [0.0, 0.0, 0.0, 0.9672, 0.0328, 0.0, 0.0], "audio": [0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0], "text": [0.005, 0.0001, 0.0003, 0.0021, 0.9895, 0.0013, 0.0018]}
|
Ugh, Monica, I know about you and Chandler.
|
disgust
|
dia138_utt5.mp4
|
{"video": [0.1585, 0.0, 0.0, 0.0, 0.8415, 0.0, 0.0], "audio": [0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0], "text": [0.002, 0.0005, 0.1361, 0.7037, 0.1318, 0.0212, 0.0047]}
|
What?!
|
surprise
|
dia138_utt6.mp4
|
{"video": [0.1587, 0.0, 0.0, 0.0, 0.6984, 0.1429, 0.0], "audio": [0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0], "text": [0.0004, 0.0001, 0.0002, 0.993, 0.0062, 0.0002, 0.0]}
|
I overheard you guys on the phone the other day, and you said, "I'll just tell Rachel that I'm doing laundry for a couple of hours."
|
neutral
|
dia138_utt7.mp4
|
{"video": [0.1509, 0.0189, 0.2453, 0.0377, 0.0755, 0.4717, 0.0], "audio": [0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0], "text": [0.0001, 0.0, 0.0, 0.0016, 0.998, 0.0002, 0.0]}
|
Well. Sounds like you're writing yourself a little play there Rach. Wow! Let me know how that one turns out.
|
happy
|
dia138_utt10.mp4
|
{"video": [0.1436, 0.0, 0.0387, 0.6851, 0.0552, 0.0773, 0.0], "audio": [1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], "text": [0.0004, 0.0001, 0.0004, 0.9827, 0.0063, 0.0012, 0.0089]}
|
Well, I wouldn't know because I got so freaked out that I hung up the phone.
|
angry
|
dia138_utt11.mp4
|
{"video": [0.1867, 0.0, 0.0181, 0.1988, 0.2048, 0.3614, 0.0301], "audio": [0.6667, 0.0, 0.3333, 0.0, 0.0, 0.0, 0.0], "text": [0.0047, 0.0003, 0.5172, 0.0109, 0.059, 0.0303, 0.3776]}
|
What?!
|
surprise
|
dia138_utt13.mp4
|
{"video": [0.0066, 0.0, 0.0331, 0.3576, 0.245, 0.3576, 0.0], "audio": [0.0, 0.3333, 0.3333, 0.0, 0.3333, 0.0, 0.0], "text": [0.0071, 0.0003, 0.0048, 0.0035, 0.9452, 0.0372, 0.0018]}
|
All right. So you're telling me that there is nothing going on between you and Chandler.
|
angry
|
dia138_utt15.mp4
|
{"video": [0.4178, 0.0, 0.0, 0.1315, 0.2535, 0.1972, 0.0], "audio": [0.25, 0.5, 0.25, 0.0, 0.0, 0.0, 0.0], "text": [0.0018, 0.0002, 0.0881, 0.1137, 0.7485, 0.0469, 0.0008]}
|
Me and Chandler?!
|
surprise
|
dia138_utt16.mp4
|
{"video": [0.9647, 0.0235, 0.0, 0.0, 0.0, 0.0118, 0.0], "audio": [0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0], "text": [0.0009, 0.0005, 0.0004, 0.9921, 0.0042, 0.0009, 0.001]}
|
All right everybody! Everybody guess what? I just convinced Paul to give us a test next week!
|
happy
|
dia139_utt3.mp4
|
{"video": [0.0, 0.0, 0.0, 0.4711, 0.2844, 0.2444, 0.0], "audio": [0.75, 0.25, 0.0, 0.0, 0.0, 0.0, 0.0], "text": [0.0013, 0.0002, 0.1843, 0.0016, 0.0169, 0.7949, 0.0008]}
|
A test?!!
|
surprise
|
dia139_utt4.mp4
|
{"video": [0.0303, 0.0, 0.2273, 0.4848, 0.0909, 0.1061, 0.0606], "audio": [1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], "text": [0.9876, 0.0008, 0.0001, 0.0013, 0.0095, 0.0006, 0.0001]}
|
Come on! Tests make us all better learners! Oh yeah! We should have essay questions!!
|
happy
|
dia139_utt5.mp4
|
{"video": [0.8611, 0.0, 0.0, 0.0, 0.0, 0.1389, 0.0], "audio": [1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], "text": [0.0044, 0.0001, 0.0038, 0.003, 0.9865, 0.002, 0.0001]}
|
Okay Ive got one for you, if you had too which one would you rather eat, a seeing eye dog or a talking gorilla?
|
neutral
|
dia140_utt0.mp4
|
{"video": [0.3169, 0.0, 0.169, 0.1549, 0.0775, 0.2817, 0.0], "audio": [0.3333, 0.3333, 0.3333, 0.0, 0.0, 0.0, 0.0], "text": [0.0541, 0.0567, 0.1697, 0.0126, 0.3134, 0.3849, 0.0087]}
|
Id have to say
the talking gorilla, because at least I can explain to him that youre making me eat him.
|
neutral
|
dia140_utt1.mp4
|
{"video": [0.0593, 0.0, 0.0, 0.585, 0.0632, 0.2925, 0.0], "audio": [0.8, 0.0, 0.2, 0.0, 0.0, 0.0, 0.0], "text": [0.0018, 0.0, 0.0, 0.0033, 0.9944, 0.0004, 0.0]}
|
Somebody went to college. Wow. What is it? Im sorry.
|
surprise
|
dia140_utt2.mp4
|
{"video": [0.3125, 0.0, 0.0, 0.3304, 0.0089, 0.3482, 0.0], "audio": [0.5, 0.0, 0.5, 0.0, 0.0, 0.0, 0.0], "text": [0.0609, 0.0014, 0.0011, 0.0167, 0.721, 0.0183, 0.1806]}
|
Okay, I hear you loud and clear. Bob will stay put.
|
neutral
|
dia141_utt0.mp4
|
{"video": [0.1053, 0.0, 0.0, 0.2, 0.2842, 0.4105, 0.0], "audio": [0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0], "text": [0.0065, 0.001, 0.0012, 0.9678, 0.012, 0.0104, 0.0011]}
|
Yknow what you should do, just toss em in the shedder and claim you never got em.
|
neutral
|
dia141_utt5.mp4
|
{"video": [0.2143, 0.0, 0.0, 0.4571, 0.0286, 0.3, 0.0], "audio": [1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], "text": [0.0006, 0.0001, 0.0001, 0.933, 0.0661, 0.0001, 0.0]}
|
Thats a good one.
|
neutral
|
dia141_utt6.mp4
|
{"video": [0.0704, 0.0, 0.0, 0.446, 0.0516, 0.4319, 0.0], "audio": [0.75, 0.25, 0.0, 0.0, 0.0, 0.0, 0.0], "text": [0.1054, 0.0003, 0.0004, 0.0057, 0.8767, 0.0099, 0.0017]}
|
What does a guy have to
|
neutral
|
dia141_utt7.mp4
|
{"video": [0.2537, 0.0, 0.0, 0.3284, 0.0149, 0.3731, 0.0299], "audio": [0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0], "text": [0.0002, 0.0, 0.0, 0.0011, 0.996, 0.0005, 0.0021]}
|
Hi, Julie!
|
happy
|
dia142_utt1.mp4
|
{"video": [0.0122, 0.0, 0.0, 0.8171, 0.0122, 0.1585, 0.0], "audio": [1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], "text": [0.0042, 0.0001, 0.0001, 0.0116, 0.98, 0.0037, 0.0002]}
|
Oh shoot! I work Monday nights.
|
sad
|
dia143_utt2.mp4
|
{"video": [0.2061, 0.0, 0.0121, 0.1636, 0.303, 0.303, 0.0121], "audio": [0.6667, 0.0, 0.0, 0.0, 0.3333, 0.0, 0.0], "text": [0.0004, 0.0001, 0.0001, 0.0056, 0.9918, 0.0019, 0.0001]}
|
Umm, this stuffing is amazing. Do you think we should bring them some?
|
happy
|
dia143_utt3.mp4
|
{"video": [0.023, 0.0, 0.0345, 0.2069, 0.2184, 0.5172, 0.0], "audio": [0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0], "text": [0.001, 0.0004, 0.0144, 0.0023, 0.2016, 0.7799, 0.0003]}
|
When theyre hungry enough, theyll come in.
|
neutral
|
dia143_utt4.mp4
|
{"video": [0.0154, 0.0, 0.0, 0.1462, 0.4615, 0.3692, 0.0077], "audio": [0.0, 0.5, 0.0, 0.0, 0.0, 0.5, 0.0], "text": [0.0006, 0.0001, 0.0001, 0.0031, 0.8045, 0.0015, 0.1902]}
|
Oh, yeah, this is from Rachel.
|
neutral
|
dia144_utt2.mp4
|
{"video": [0.011, 0.0, 0.0, 0.0, 0.0879, 0.9011, 0.0], "audio": [0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0], "text": [0.0001, 0.0001, 0.0001, 0.9954, 0.0034, 0.0007, 0.0001]}
|
Ten. Okay. Now Tag theres such a thing as too many women.
|
neutral
|
dia144_utt3.mp4
|
{"video": [0.352, 0.0, 0.0, 0.048, 0.216, 0.384, 0.0], "audio": [0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0], "text": [0.0009, 0.0001, 0.0004, 0.0377, 0.9596, 0.0012, 0.0002]}
|
Yeah, for you!
|
happy
|
dia144_utt5.mp4
|
{"video": [0.0263, 0.0, 0.0, 0.1842, 0.0579, 0.7316, 0.0], "audio": [0.0, 0.3333, 0.3333, 0.0, 0.3333, 0.0, 0.0], "text": [0.0005, 0.0001, 0.0001, 0.0114, 0.9871, 0.0006, 0.0001]}
|
Oh, Danielle! I wasn't expecting the machine... Give me a call when you get a chance. Bye-bye. Oh God!
|
surprise
|
dia145_utt0.mp4
|
{"video": [0.0071, 0.0, 0.0071, 0.0071, 0.1277, 0.8511, 0.0], "audio": [0.0, 0.5, 0.0, 0.0, 0.5, 0.0, 0.0], "text": [0.0002, 0.0, 0.0001, 0.0014, 0.9975, 0.0005, 0.0004]}
|
Hey, I've been honing!
|
angry
|
dia145_utt2.mp4
|
{"video": [0.0741, 0.0, 0.0617, 0.2222, 0.4815, 0.1235, 0.037], "audio": [1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], "text": [0.0001, 0.0, 0.0, 0.0016, 0.9977, 0.0002, 0.0003]}
|
I might have some kind of life, like I haven't been sitting around here honing for the past few hours.
|
angry
|
dia145_utt6.mp4
|
{"video": [0.8344, 0.0, 0.0, 0.0064, 0.0573, 0.1019, 0.0], "audio": [1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], "text": [0.039, 0.0064, 0.0463, 0.5324, 0.0118, 0.3624, 0.0016]}
|
Look look! He's doing it again, the guy with the telescope!
|
surprise
|
dia145_utt7.mp4
|
{"video": [0.1018, 0.0, 0.1437, 0.0659, 0.503, 0.1856, 0.0], "audio": [0.5, 0.0, 0.0, 0.25, 0.25, 0.0, 0.0], "text": [0.0018, 0.0009, 0.0005, 0.0997, 0.0501, 0.0012, 0.8458]}
|
Oh my God! Go away! Stop looking in here!
|
angry
|
dia145_utt8.mp4
|
{"video": [0.0556, 0.0, 0.1319, 0.0625, 0.5417, 0.1944, 0.0139], "audio": [0.0, 0.6667, 0.0, 0.3333, 0.0, 0.0, 0.0], "text": [0.9864, 0.0012, 0.0003, 0.0008, 0.0066, 0.0039, 0.0006]}
|
Great, now he's waving back.
|
disgust
|
dia145_utt9.mp4
|
{"video": [0.0317, 0.0, 0.1111, 0.1746, 0.3016, 0.381, 0.0], "audio": [0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0], "text": [0.0002, 0.0, 0.0, 0.9928, 0.0066, 0.0003, 0.0001]}
|
Man, we gotta do something about that guy.
|
disgust
|
dia145_utt10.mp4
|
{"video": [0.0323, 0.0, 0.2581, 0.0215, 0.1935, 0.4946, 0.0], "audio": [0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0], "text": [0.0002, 0.0, 0.0, 0.0122, 0.9873, 0.0001, 0.0]}
|
This morning, I caught him looking into our apartment.
|
disgust
|
dia145_utt11.mp4
|
{"video": [0.5385, 0.0, 0.0, 0.0256, 0.0, 0.4359, 0.0], "audio": [1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], "text": [0.0208, 0.0003, 0.0004, 0.0164, 0.9589, 0.003, 0.0001]}
|
Will you grow up? I'm not talking about sexy stuff, but, like, when I'm cooking naked.
|
disgust
|
dia145_utt15.mp4
|
{"video": [0.1912, 0.0, 0.1029, 0.1765, 0.2206, 0.3088, 0.0], "audio": [0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0], "text": [0.0043, 0.0003, 0.0018, 0.0872, 0.9027, 0.0028, 0.001]}
|
You cook naked?
|
surprise
|
dia145_utt16.mp4
|
{"video": [0.0161, 0.0, 0.0, 0.3226, 0.5484, 0.0968, 0.0161], "audio": [0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0], "text": [0.0019, 0.0004, 0.0007, 0.7522, 0.2428, 0.0017, 0.0003]}
|
What are you looking at me for? I didn't know that.
|
surprise
|
dia145_utt18.mp4
|
{"video": [0.1042, 0.0, 0.0, 0.8333, 0.0, 0.0208, 0.0417], "audio": [0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0], "text": [0.0024, 0.0001, 0.0007, 0.0493, 0.9453, 0.0012, 0.001]}
|
Y'know they say a watched pot never beeps.
|
neutral
|
dia146_utt0.mp4
|
{"video": [0.1026, 0.0, 0.0, 0.0513, 0.141, 0.7051, 0.0], "audio": [0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0], "text": [0.0009, 0.0002, 0.0136, 0.5667, 0.4098, 0.0022, 0.0066]}
|
Its just y'know, been a couple of hours, and she hasnt called. Not that I even care, y'know.
|
sad
|
dia146_utt1.mp4
|
{"video": [1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], "audio": [1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], "text": [0.0002, 0.0, 0.0, 0.0035, 0.9954, 0.0003, 0.0006]}
|
Phoebe why dont you just call her? You obviously want to.
|
neutral
|
dia146_utt2.mp4
|
{"video": [0.0467, 0.0, 0.0, 0.028, 0.0935, 0.8318, 0.0], "audio": [0.0, 0.5, 0.0, 0.0, 0.5, 0.0, 0.0], "text": [0.0013, 0.0, 0.0001, 0.0015, 0.9963, 0.0004, 0.0004]}
|
You think you know me so well.
|
angry
|
dia146_utt3.mp4
|
{"video": [0.1111, 0.0, 0.1481, 0.1852, 0.1111, 0.4074, 0.037], "audio": [0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0], "text": [0.0026, 0.0015, 0.9941, 0.0004, 0.0003, 0.001, 0.0]}
|
I cant.
|
sad
|
dia146_utt10.mp4
|
{"video": [0.0962, 0.0, 0.0192, 0.0865, 0.4423, 0.3269, 0.0288], "audio": [0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0], "text": [0.3344, 0.0593, 0.0211, 0.0312, 0.5376, 0.0145, 0.0019]}
|
She dumped me, I mean I totally trusted her and then one day it was Okay, bye Pheebs gone.
|
sad
|
dia146_utt11.mp4
|
{"video": [0.0636, 0.0, 0.0058, 0.2717, 0.2139, 0.4046, 0.0405], "audio": [0.3333, 0.3333, 0.0, 0.3333, 0.0, 0.0, 0.0], "text": [0.0021, 0.0003, 0.0009, 0.0063, 0.9458, 0.0428, 0.0018]}
|
End of preview.
Hi, I’m Seniru Epasinghe 👋
I’m an AI undergraduate and an AI enthusiast, working on machine learning projects and open-source contributions.
I enjoy exploring AI pipelines, natural language processing, and building tools that make development easier.
🌐 Connect with me
Multimodal Emotion Recognition Dataset (Processed from MELD)
This dataset is a preprocessed and balanced version of the MELD Dataset, designed for multimodal emotion recognition research.
It combines text, audio, and video modalities, each represented by a set of emotion probability distributions predicted by pretrained or custom-trained models.
Overview
| Feature | Description |
|---|---|
| Total Samples | 4,000 utterances |
| Modalities | Text, Audio, Video |
| Balanced Emotions | Each emotion class is approximately balanced |
| Cleaned Samples | Videos with unclear or no facial detection removed |
| Emotion Labels | ['angry', 'disgust', 'fear', 'happy', 'neutral', 'sad', 'surprise'] |
Each row in the dataset corresponds to a single utterance, along with emotion label, file name, and predicted emotion probabilities per modality.
Example Entry
| Utterance | Emotion | File_Name | MultiModel Predictions |
|---|---|---|---|
| You are going to a clinic! | disgust | dia127_utt3.mp4 | {"video": [0.7739, 0.0, 0.0, 0.0783, 0.1217, 0.0174, 0.0087], "audio": [0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0], "text": [0.0005, 0.0, 0.0, 0.0007, 0.998, 0.0004, 0.0004]} |
Column Description:
- Utterance — spoken text in the conversation.
- Emotion — gold-standard emotion label.
- File_Name — corresponding video file (utterance-level).
- MultiModel Predictions — JSON object containing model-predicted emotion probability vectors for each modality.
Modality Emotion Extraction
Each modality’s emotion vector was generated independently using specialized models:
| Modality | Model / Method | Description |
|---|---|---|
| Video | python-fer |
Facial expression recognition using CNN-based FER library. |
| Audio | Custom-trained CNN model |
Trained on Mel spectrogram features for emotion classification. |
| Text | arpanghoshal/EmoRoBERTa |
Transformer-based text emotion model fine-tuned on GoEmotions dataset. |
Format and Usage
- File format: CSV
- Recommended columns:
UtteranceEmotionFile_NameFinal_Emotion(JSON:{ "video": [...], "audio": [...], "text": [...] })
This dataset is ideal for:
- Fusion model training
- Fine-tuning multimodal emotion models
- Benchmarking emotion fusion strategies
- Ablation studies on modality importance
Citation
References for the original MELD Dataset
- S. Poria, D. Hazarika, N. Majumder, G. Naik, R. Mihalcea, E. Cambria. MELD: A Multimodal Multi-Party Dataset for Emotion Recognition in Conversation (2018).
- Chen, S.Y., Hsu, C.C., Kuo, C.C. and Ku, L.W. EmotionLines: An Emotion Corpus of Multi-Party Conversations. arXiv preprint arXiv:1802.08379 (2018).
License & Acknowledgments
This dataset is a derivative work of MELD, used here for research and educational purposes.
All credit for the original dataset goes to the MELD authors and contributors.
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