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Cannot extract the features (columns) for the split 'train' of the config 'default' of the dataset.
Error code: FeaturesError Exception: UnicodeDecodeError Message: 'utf-8' codec can't decode byte 0xc2 in position 70501: invalid continuation byte Traceback: Traceback (most recent call last): File "/src/services/worker/src/worker/job_runners/split/first_rows.py", line 322, in compute compute_first_rows_from_parquet_response( File "/src/services/worker/src/worker/job_runners/split/first_rows.py", line 88, in compute_first_rows_from_parquet_response rows_index = indexer.get_rows_index( File "/src/libs/libcommon/src/libcommon/parquet_utils.py", line 640, in get_rows_index return RowsIndex( File "/src/libs/libcommon/src/libcommon/parquet_utils.py", line 521, in __init__ self.parquet_index = self._init_parquet_index( File "/src/libs/libcommon/src/libcommon/parquet_utils.py", line 538, in _init_parquet_index response = get_previous_step_or_raise( File "/src/libs/libcommon/src/libcommon/simple_cache.py", line 591, in get_previous_step_or_raise raise CachedArtifactError( libcommon.simple_cache.CachedArtifactError: The previous step failed. During handling of the above exception, another exception occurred: Traceback (most recent call last): File "/src/services/worker/src/worker/job_runners/split/first_rows.py", line 240, in compute_first_rows_from_streaming_response iterable_dataset = iterable_dataset._resolve_features() File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/iterable_dataset.py", line 2216, in _resolve_features features = _infer_features_from_batch(self.with_format(None)._head()) File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/iterable_dataset.py", line 1239, in _head return _examples_to_batch(list(self.take(n))) File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/iterable_dataset.py", line 1389, in __iter__ for key, example in ex_iterable: File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/iterable_dataset.py", line 1044, in __iter__ yield from islice(self.ex_iterable, self.n) File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/iterable_dataset.py", line 282, in __iter__ for key, pa_table in self.generate_tables_fn(**self.kwargs): File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/packaged_modules/csv/csv.py", line 195, in _generate_tables for batch_idx, df in enumerate(csv_file_reader): File "/src/services/worker/.venv/lib/python3.9/site-packages/pandas/io/parsers/readers.py", line 1843, in __next__ return self.get_chunk() File "/src/services/worker/.venv/lib/python3.9/site-packages/pandas/io/parsers/readers.py", line 1985, in get_chunk return self.read(nrows=size) File "/src/services/worker/.venv/lib/python3.9/site-packages/pandas/io/parsers/readers.py", line 1923, in read ) = self._engine.read( # type: ignore[attr-defined] File "/src/services/worker/.venv/lib/python3.9/site-packages/pandas/io/parsers/c_parser_wrapper.py", line 234, in read chunks = self._reader.read_low_memory(nrows) File "parsers.pyx", line 850, in pandas._libs.parsers.TextReader.read_low_memory File "parsers.pyx", line 905, in pandas._libs.parsers.TextReader._read_rows File "parsers.pyx", line 874, in pandas._libs.parsers.TextReader._tokenize_rows File "parsers.pyx", line 891, in pandas._libs.parsers.TextReader._check_tokenize_status File "parsers.pyx", line 2053, in pandas._libs.parsers.raise_parser_error UnicodeDecodeError: 'utf-8' codec can't decode byte 0xc2 in position 70501: invalid continuation byte
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Data
Data is scrapped from Facebook, Twitter, KLSE Screener & Lowyat and labelled by local Malaysians.
Label Definition & Statistics
Label | Coverage | Example | Count (%) | Unique Count (%) |
---|---|---|---|---|
eng | English words, including misspelled words | kipidap, lol, 50cents | 19,519 (42.00%) | 3887 (36.53%) |
msa | Malay words, including shorthands, typos, regional dialects, Indonesian and adapted Arabic words (found in DBP’s online dictionary ), but not indigenous languages like Kadazan-Dusun or Iban. | Bole, xpe, camni, Allahyarham, kah | 8746 (18.82%) | 2501 (23.50%) |
zho | Chinese character | 5,988 (12.88%) | 1920 (18.04%) | |
tam | Tamil characters | 10 (0.02%) | 10 (0.10%) | |
mix | Mix language or grammar in 1 word | slowkan | 17 (0.04%) | 16 (0.15%) |
rzho | Mandarin words phonetically typed using roman characters | hen hao xiao | 12 (0.03%) | 9 (0.09%) |
ryue | Cantonese words phonetically typed using roman characters | sohai, sai lang | 25 (0.05%) | 16 (0.15%) |
rnan | Hokkien words phonetically typed using roman characters | kaw kaw, huat ah | 24 (0.05%) | 20 (0.19%) |
rtam | Tamil words phonetically typed using roman characters | nee solredum vastevumdan | 7 (0.02%) | 7 (0.07%) |
ne | (i) Proper Nouns typed in roman characters, (ii) Universal words which do not indicate specific language (food from other nations), (iii) masked named entity e.g. <stock>, <user> | MACC, SPRM, Singapura, WhatsApp, bento | 3120 (6.71%) | 973 (9.14%) |
fw | Known foreign language words (e.g. Arabic, Hindi, Kadazan-Dusun, Bidayuh) | oppa, Allahummargh-firlaha | 657 (1.41%) | 412 (3.87%) |
amb | Ambiguous between >1 languages (e.g. shared words used in a Malay-English code-mixed sentence) | Hospital, bonus | 18 (0.04%) | 18 (0.17%) |
univ | (i) Interjection words that is universal across languages, (ii) Symbols, emojis and emoticons, (iii) masked items <tag>, <url>, <emoji>, (iv) numbers and universal units | RM20, 200km, 6am, Wa, lah, ohhh, aiya, meh, leh, .,?! =) >.< | 8223 (17.69%) | 757 (7.11%) |
unk | Unknown language | skalskks, Aosgxbsuwu | 107 (0.23%) | 96 (0.90%) |
Total | 46,473 | 10,642 |
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