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Error code: DatasetGenerationCastError Exception: DatasetGenerationCastError Message: An error occurred while generating the dataset All the data files must have the same columns, but at some point there are 5 new columns ({'Word Frq in Corpus', 'WORD', 'Count in Pairs', 'TYPE', 'Word Frq Level'}) and 28 missing columns ({'s9', 'r1', 'rel_avg', 'Relation', 'r2', 'sim_avg', 's11', 's6', 'r10', 's3', 's5', 'r7', 's8', 'r11', 'r3', 'r4', 's7', 'Word-1', 'Word-2', 's4', 's2', 'r8', 'r5', 'ID', 's10', 's1', 'r6', 'r9'}). This happened while the csv dataset builder was generating data using hf://datasets/elmurod1202/SimRelUz_semantic_evaluation_dataset/wordlist.csv (at revision e10ced5885eee436783059b4b6b4c8cc50d3576b) Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations) 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 2256, in cast_table_to_schema raise CastError( datasets.table.CastError: Couldn't cast WORD: string POS: string TYPE: string Count in Pairs: int64 Word Frq in Corpus: double Word Frq Level: string -- schema metadata -- pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 974 to {'ID': Value(dtype='int64', id=None), 'Word-1': Value(dtype='string', id=None), 'Word-2': Value(dtype='string', id=None), 'Relation': Value(dtype='string', id=None), 'POS': Value(dtype='string', id=None), 'sim_avg': Value(dtype='float64', id=None), 'rel_avg': Value(dtype='float64', id=None), 's1': Value(dtype='int64', id=None), 's2': Value(dtype='int64', id=None), 's3': Value(dtype='int64', id=None), 's4': Value(dtype='int64', id=None), 's5': Value(dtype='int64', id=None), 's6': Value(dtype='int64', id=None), 's7': Value(dtype='int64', id=None), 's8': Value(dtype='int64', id=None), 's9': Value(dtype='int64', id=None), 's10': Value(dtype='int64', id=None), 's11': Value(dtype='int64', id=None), 'r1': Value(dtype='int64', id=None), 'r2': Value(dtype='int64', id=None), 'r3': Value(dtype='int64', id=None), 'r4': Value(dtype='int64', id=None), 'r5': Value(dtype='int64', id=None), 'r6': Value(dtype='int64', id=None), 'r7': Value(dtype='int64', id=None), 'r8': Value(dtype='int64', id=None), 'r9': Value(dtype='int64', id=None), 'r10': Value(dtype='int64', id=None), 'r11': Value(dtype='int64', id=None)} because column names don't match During handling of the above exception, another exception occurred: Traceback (most recent call last): File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1321, 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 935, in convert_to_parquet builder.download_and_prepare( File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1027, in download_and_prepare self._download_and_prepare( File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1122, in _download_and_prepare self._prepare_split(split_generator, **prepare_split_kwargs) 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 2013, in _prepare_split_single raise DatasetGenerationCastError.from_cast_error( datasets.exceptions.DatasetGenerationCastError: An error occurred while generating the dataset All the data files must have the same columns, but at some point there are 5 new columns ({'Word Frq in Corpus', 'WORD', 'Count in Pairs', 'TYPE', 'Word Frq Level'}) and 28 missing columns ({'s9', 'r1', 'rel_avg', 'Relation', 'r2', 'sim_avg', 's11', 's6', 'r10', 's3', 's5', 'r7', 's8', 'r11', 'r3', 'r4', 's7', 'Word-1', 'Word-2', 's4', 's2', 'r8', 'r5', 'ID', 's10', 's1', 'r6', 'r9'}). This happened while the csv dataset builder was generating data using hf://datasets/elmurod1202/SimRelUz_semantic_evaluation_dataset/wordlist.csv (at revision e10ced5885eee436783059b4b6b4c8cc50d3576b) Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)
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ID
int64 | Word-1
string | Word-2
string | Relation
string | POS
string | sim_avg
float64 | rel_avg
float64 | s1
int64 | s2
int64 | s3
int64 | s4
int64 | s5
int64 | s6
int64 | s7
int64 | s8
int64 | s9
int64 | s10
int64 | s11
int64 | r1
int64 | r2
int64 | r3
int64 | r4
int64 | r5
int64 | r6
int64 | r7
int64 | r8
int64 | r9
int64 | r10
int64 | r11
int64 |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
609 | katta | ulkan | syn | ADJ | 7.91 | 8.73 | 8 | 8 | 9 | 8 | 8 | 9 | 6 | 7 | 8 | 8 | 8 | 9 | 10 | 7 | 7 | 9 | 9 | 9 | 9 | 8 | 10 | 9 |
610 | milliy | mahalliy | syn | ADJ | 7.64 | 6.91 | 6 | 10 | 6 | 6 | 7 | 7 | 8 | 10 | 9 | 7 | 8 | 8 | 6 | 6 | 7 | 6 | 7 | 6 | 7 | 8 | 6 | 9 |
611 | mazkur | joriy | syn | ADJ | 6.36 | 7.09 | 6 | 7 | 6 | 7 | 6 | 6 | 5 | 7 | 6 | 6 | 8 | 7 | 7 | 6 | 7 | 6 | 8 | 8 | 7 | 7 | 6 | 9 |
612 | muhim | zarur | syn | ADJ | 7.09 | 7.64 | 9 | 7 | 7 | 6 | 6 | 9 | 7 | 7 | 6 | 8 | 6 | 9 | 8 | 7 | 8 | 9 | 9 | 6 | 6 | 8 | 8 | 6 |
613 | iqtisodiy | moliyaviy | syn | ADJ | 8 | 7.82 | 7 | 8 | 8 | 8 | 8 | 7 | 10 | 8 | 8 | 9 | 7 | 9 | 8 | 7 | 6 | 8 | 8 | 10 | 8 | 6 | 8 | 8 |
614 | zamonaviy | yetuk | syn | ADJ | 7.09 | 7.91 | 6 | 8 | 7 | 9 | 6 | 6 | 6 | 6 | 9 | 8 | 7 | 8 | 8 | 9 | 10 | 7 | 8 | 6 | 9 | 6 | 8 | 8 |
615 | joriy | hozirgi | syn | ADJ | 6.82 | 7.73 | 9 | 9 | 6 | 6 | 6 | 8 | 6 | 6 | 6 | 6 | 7 | 9 | 9 | 7 | 7 | 6 | 9 | 7 | 9 | 7 | 9 | 6 |
616 | kichik | mitti | syn | ADJ | 8.27 | 7.27 | 10 | 9 | 6 | 9 | 8 | 8 | 10 | 10 | 6 | 8 | 7 | 9 | 7 | 7 | 6 | 6 | 9 | 6 | 8 | 6 | 8 | 8 |
617 | yuksak | oliy | syn | ADJ | 7.73 | 8.73 | 7 | 9 | 6 | 8 | 8 | 7 | 8 | 8 | 8 | 8 | 8 | 9 | 9 | 7 | 10 | 9 | 9 | 9 | 10 | 8 | 7 | 9 |
618 | hozirgi | mazkur | syn | ADJ | 7.82 | 8 | 7 | 8 | 6 | 8 | 7 | 7 | 7 | 10 | 10 | 8 | 8 | 8 | 9 | 7 | 8 | 9 | 9 | 6 | 7 | 8 | 8 | 9 |
619 | xususiy | shaxsiy | syn | ADJ | 7.64 | 8.09 | 7 | 9 | 9 | 8 | 7 | 8 | 7 | 6 | 7 | 10 | 6 | 9 | 9 | 9 | 8 | 6 | 8 | 8 | 9 | 8 | 9 | 6 |
620 | mustaqil | demokratik | syn | ADJ | 7.55 | 8.09 | 8 | 7 | 6 | 8 | 6 | 8 | 8 | 10 | 6 | 8 | 8 | 9 | 9 | 6 | 9 | 7 | 9 | 10 | 9 | 7 | 6 | 8 |
621 | ulkan | yirik | syn | ADJ | 7.82 | 8.45 | 7 | 8 | 7 | 6 | 6 | 9 | 10 | 10 | 9 | 8 | 6 | 9 | 8 | 7 | 8 | 9 | 9 | 10 | 8 | 9 | 8 | 8 |
622 | doimiy | muntazam | syn | ADJ | 7.27 | 7.73 | 7 | 7 | 6 | 7 | 9 | 9 | 6 | 6 | 6 | 9 | 8 | 9 | 9 | 7 | 8 | 6 | 9 | 7 | 6 | 7 | 9 | 8 |
623 | erkin | mustaqil | syn | ADJ | 7.73 | 8.27 | 9 | 6 | 6 | 6 | 8 | 8 | 7 | 10 | 9 | 8 | 8 | 10 | 7 | 8 | 9 | 8 | 10 | 6 | 9 | 6 | 9 | 9 |
624 | yagona | yakka | syn | ADJ | 7.45 | 8.09 | 8 | 6 | 6 | 7 | 9 | 8 | 8 | 7 | 9 | 8 | 6 | 9 | 8 | 6 | 7 | 6 | 9 | 9 | 10 | 9 | 10 | 6 |
625 | mashhur | taniqli | syn | ADJ | 8.45 | 9.27 | 10 | 9 | 8 | 8 | 7 | 9 | 7 | 9 | 10 | 8 | 8 | 10 | 9 | 9 | 10 | 8 | 10 | 8 | 10 | 10 | 9 | 9 |
626 | teng | barobar | syn | ADJ | 8.73 | 9.55 | 9 | 8 | 9 | 7 | 10 | 9 | 8 | 8 | 10 | 9 | 9 | 10 | 10 | 10 | 9 | 10 | 9 | 10 | 9 | 10 | 9 | 9 |
627 | mustahkam | barqaror | syn | ADJ | 7.91 | 7.73 | 7 | 10 | 6 | 6 | 7 | 9 | 10 | 10 | 8 | 6 | 8 | 9 | 6 | 8 | 7 | 9 | 9 | 8 | 7 | 6 | 8 | 8 |
628 | tub | mahalliy | syn | ADJ | 7.91 | 7.18 | 8 | 7 | 6 | 10 | 6 | 7 | 8 | 10 | 9 | 9 | 7 | 9 | 9 | 6 | 6 | 8 | 8 | 7 | 6 | 6 | 6 | 8 |
629 | boshlang'ich | dastlabki | syn | ADJ | 7.55 | 8.45 | 9 | 9 | 7 | 6 | 7 | 7 | 6 | 8 | 10 | 8 | 6 | 10 | 10 | 7 | 7 | 9 | 8 | 7 | 10 | 9 | 8 | 8 |
630 | ilg'or | zamonaviy | syn | ADJ | 7.36 | 8.27 | 8 | 8 | 8 | 7 | 7 | 8 | 6 | 6 | 7 | 8 | 8 | 9 | 10 | 9 | 9 | 9 | 9 | 6 | 7 | 7 | 7 | 9 |
631 | muqaddas | aziz | syn | ADJ | 7 | 8.27 | 5 | 7 | 7 | 8 | 9 | 9 | 6 | 8 | 6 | 6 | 6 | 10 | 8 | 7 | 9 | 9 | 9 | 8 | 9 | 8 | 6 | 8 |
632 | xaqiqiy | asl | syn | ADJ | 8.09 | 8.45 | 8 | 8 | 6 | 7 | 10 | 9 | 7 | 9 | 8 | 9 | 8 | 9 | 10 | 8 | 9 | 8 | 9 | 8 | 7 | 10 | 6 | 9 |
633 | bo'sh | quruq | syn | ADJ | 7.18 | 7.18 | 6 | 7 | 8 | 6 | 8 | 6 | 9 | 6 | 9 | 8 | 6 | 9 | 8 | 7 | 6 | 8 | 8 | 6 | 8 | 6 | 7 | 6 |
634 | ozod | mustaqil | syn | ADJ | 8 | 8 | 9 | 6 | 7 | 6 | 9 | 10 | 10 | 8 | 9 | 6 | 8 | 9 | 9 | 8 | 6 | 7 | 10 | 6 | 10 | 6 | 8 | 9 |
635 | barobar | tengdosh | syn | ADJ | 7.09 | 8.18 | 7 | 6 | 7 | 7 | 7 | 8 | 6 | 7 | 9 | 6 | 8 | 10 | 8 | 9 | 6 | 6 | 10 | 7 | 10 | 8 | 7 | 9 |
636 | quyi | past | syn | ADJ | 7.55 | 8.27 | 9 | 8 | 7 | 7 | 7 | 10 | 6 | 7 | 6 | 8 | 8 | 10 | 8 | 8 | 9 | 8 | 10 | 7 | 9 | 7 | 7 | 8 |
637 | keskin | jadal | syn | ADJ | 8.45 | 7.82 | 7 | 9 | 9 | 8 | 9 | 9 | 7 | 9 | 8 | 9 | 9 | 8 | 7 | 8 | 9 | 8 | 7 | 8 | 7 | 8 | 8 | 8 |
638 | yomon | salbiy | syn | ADJ | 7 | 8.45 | 8 | 6 | 6 | 7 | 7 | 8 | 8 | 6 | 7 | 6 | 8 | 9 | 9 | 8 | 7 | 9 | 9 | 10 | 7 | 8 | 8 | 9 |
639 | bemor | betob | syn | ADJ | 8.36 | 8.64 | 10 | 10 | 8 | 9 | 9 | 8 | 8 | 8 | 8 | 8 | 6 | 10 | 10 | 9 | 10 | 9 | 8 | 7 | 7 | 9 | 7 | 9 |
640 | tinch | osoyishta | syn | ADJ | 8.64 | 9.09 | 9 | 9 | 9 | 8 | 9 | 9 | 9 | 9 | 8 | 9 | 7 | 10 | 9 | 9 | 9 | 8 | 9 | 10 | 10 | 9 | 8 | 9 |
641 | sobiq | oldingi | syn | ADJ | 7.91 | 7.64 | 8 | 6 | 9 | 7 | 7 | 8 | 8 | 9 | 9 | 9 | 7 | 8 | 7 | 7 | 7 | 8 | 10 | 7 | 6 | 7 | 9 | 8 |
642 | faxriy | nuroniy | syn | ADJ | 7.18 | 8 | 8 | 7 | 6 | 7 | 8 | 6 | 8 | 7 | 6 | 8 | 8 | 9 | 7 | 7 | 7 | 9 | 9 | 9 | 8 | 6 | 8 | 9 |
643 | sevimli | suyukli | syn | ADJ | 8.64 | 8.64 | 9 | 8 | 8 | 9 | 8 | 8 | 8 | 9 | 9 | 10 | 9 | 10 | 9 | 9 | 9 | 8 | 8 | 7 | 9 | 10 | 9 | 7 |
644 | keksa | nuroniy | syn | ADJ | 7.82 | 8.36 | 10 | 8 | 8 | 6 | 6 | 8 | 6 | 8 | 8 | 9 | 9 | 10 | 10 | 8 | 8 | 7 | 9 | 7 | 7 | 10 | 8 | 8 |
645 | xolis | betaraf | syn | ADJ | 8.55 | 8.91 | 8 | 9 | 8 | 7 | 9 | 8 | 9 | 9 | 9 | 9 | 9 | 9 | 10 | 9 | 7 | 8 | 9 | 10 | 8 | 9 | 10 | 9 |
646 | muttasil | muntazam | syn | ADJ | 7.91 | 7.64 | 9 | 8 | 8 | 8 | 8 | 8 | 7 | 6 | 8 | 9 | 8 | 9 | 9 | 6 | 6 | 7 | 8 | 8 | 9 | 7 | 6 | 9 |
647 | yaxlit | butun | syn | ADJ | 8.09 | 8.73 | 9 | 10 | 6 | 9 | 6 | 10 | 6 | 7 | 9 | 9 | 8 | 10 | 10 | 8 | 7 | 8 | 10 | 7 | 9 | 10 | 8 | 9 |
648 | lirik | mumtoz | syn | ADJ | 8.09 | 9.27 | 6 | 7 | 8 | 9 | 10 | 8 | 9 | 7 | 10 | 8 | 7 | 8 | 8 | 9 | 10 | 9 | 9 | 9 | 10 | 11 | 10 | 9 |
649 | g'aroyib | ajabtovur | syn | ADJ | 8.73 | 9.09 | 8 | 9 | 9 | 8 | 9 | 8 | 9 | 9 | 9 | 10 | 8 | 9 | 10 | 10 | 9 | 10 | 8 | 9 | 10 | 9 | 8 | 8 |
650 | kambag'al | miskin | syn | ADJ | 7.82 | 7.45 | 7 | 7 | 6 | 8 | 9 | 8 | 6 | 7 | 10 | 8 | 10 | 8 | 9 | 8 | 8 | 6 | 8 | 7 | 7 | 6 | 8 | 7 |
651 | tekin | bepul | syn | ADJ | 8.45 | 9.45 | 8 | 10 | 8 | 9 | 9 | 9 | 8 | 7 | 9 | 7 | 9 | 10 | 10 | 9 | 10 | 10 | 9 | 10 | 9 | 10 | 8 | 9 |
652 | mahkum | mahbus | syn | ADJ | 8.45 | 8.82 | 10 | 10 | 9 | 9 | 9 | 7 | 9 | 9 | 6 | 6 | 9 | 10 | 10 | 9 | 10 | 7 | 8 | 10 | 9 | 8 | 8 | 8 |
653 | mahkam | mustahkam | syn | ADJ | 7.18 | 8.36 | 9 | 6 | 6 | 7 | 6 | 9 | 9 | 6 | 6 | 7 | 8 | 10 | 7 | 7 | 8 | 9 | 9 | 10 | 9 | 7 | 8 | 8 |
654 | jozibador | latofatli | syn | ADJ | 7.91 | 9 | 8 | 9 | 7 | 8 | 8 | 8 | 9 | 6 | 8 | 8 | 8 | 9 | 10 | 7 | 10 | 8 | 9 | 9 | 9 | 9 | 10 | 9 |
655 | dindor | taqvodor | syn | ADJ | 7.82 | 8.09 | 9 | 8 | 7 | 6 | 6 | 9 | 10 | 10 | 7 | 8 | 6 | 10 | 9 | 9 | 7 | 7 | 9 | 7 | 8 | 8 | 8 | 7 |
656 | yupqa | nozik | syn | ADJ | 7 | 7.82 | 7 | 8 | 6 | 8 | 7 | 6 | 6 | 7 | 6 | 8 | 8 | 9 | 9 | 8 | 8 | 8 | 8 | 8 | 7 | 6 | 6 | 9 |
657 | yakka | birgina | syn | ADJ | 7 | 7.64 | 8 | 7 | 7 | 6 | 8 | 7 | 6 | 8 | 6 | 8 | 6 | 9 | 7 | 8 | 7 | 6 | 8 | 8 | 9 | 6 | 8 | 8 |
658 | hayoli | iboli | syn | ADJ | 8.55 | 9.36 | 8 | 9 | 8 | 9 | 8 | 8 | 9 | 9 | 10 | 8 | 8 | 9 | 9 | 9 | 10 | 8 | 9 | 10 | 10 | 10 | 10 | 9 |
659 | suveren | mustaqil | syn | ADJ | 8.09 | 8.82 | 7 | 10 | 7 | 9 | 9 | 8 | 8 | 8 | 8 | 8 | 7 | 9 | 10 | 8 | 8 | 10 | 9 | 9 | 8 | 9 | 8 | 9 |
660 | telba | nodon | syn | ADJ | 8.36 | 9.27 | 8 | 7 | 8 | 9 | 9 | 7 | 9 | 9 | 10 | 8 | 8 | 10 | 9 | 10 | 9 | 8 | 8 | 9 | 9 | 10 | 9 | 11 |
661 | chiroyli | latofatli | syn | ADJ | 7.91 | 8.73 | 10 | 9 | 7 | 7 | 8 | 7 | 8 | 9 | 9 | 6 | 7 | 10 | 9 | 8 | 8 | 8 | 8 | 9 | 10 | 9 | 8 | 9 |
662 | samoviy | fazoviy | syn | ADJ | 8.45 | 9.09 | 9 | 9 | 9 | 9 | 9 | 8 | 9 | 6 | 8 | 8 | 9 | 9 | 9 | 10 | 9 | 10 | 8 | 10 | 8 | 9 | 10 | 8 |
663 | betob | bemor | syn | ADJ | 8.45 | 8.45 | 10 | 7 | 8 | 9 | 9 | 7 | 8 | 10 | 9 | 8 | 8 | 10 | 9 | 8 | 10 | 9 | 8 | 6 | 8 | 9 | 8 | 8 |
664 | tetik | ildam | syn | ADJ | 7.55 | 8.09 | 8 | 6 | 6 | 8 | 9 | 8 | 6 | 9 | 7 | 8 | 8 | 9 | 7 | 6 | 9 | 8 | 8 | 8 | 10 | 8 | 8 | 8 |
665 | barxayot | abadiy | syn | ADJ | 7.64 | 8.64 | 8 | 9 | 7 | 8 | 8 | 7 | 9 | 6 | 6 | 8 | 8 | 9 | 9 | 9 | 9 | 8 | 8 | 9 | 9 | 8 | 8 | 9 |
666 | uyushgan | birlashgan | syn | ADJ | 7.36 | 8.18 | 7 | 9 | 6 | 8 | 7 | 8 | 6 | 8 | 6 | 8 | 8 | 9 | 9 | 7 | 8 | 8 | 8 | 8 | 9 | 7 | 8 | 9 |
667 | mahbus | tutqin | syn | ADJ | 8.27 | 9.09 | 9 | 9 | 9 | 8 | 8 | 8 | 7 | 10 | 8 | 8 | 7 | 10 | 10 | 10 | 8 | 9 | 9 | 9 | 10 | 9 | 8 | 8 |
668 | unumdor | hosildor | syn | ADJ | 8.73 | 9.18 | 8 | 9 | 9 | 10 | 9 | 8 | 9 | 10 | 7 | 8 | 9 | 9 | 10 | 9 | 10 | 8 | 8 | 10 | 10 | 8 | 9 | 10 |
669 | ayovsiz | shafqatsiz | syn | ADJ | 8.18 | 9.18 | 9 | 10 | 8 | 7 | 8 | 8 | 9 | 7 | 8 | 8 | 8 | 10 | 10 | 9 | 8 | 9 | 9 | 10 | 9 | 9 | 9 | 9 |
670 | ziyrak | chaqqon | syn | ADJ | 7.82 | 8.27 | 9 | 9 | 9 | 9 | 8 | 7 | 7 | 7 | 7 | 8 | 6 | 9 | 9 | 7 | 10 | 9 | 7 | 9 | 7 | 9 | 6 | 9 |
671 | nopok | iflos | syn | ADJ | 8 | 8.82 | 9 | 8 | 6 | 6 | 8 | 8 | 10 | 8 | 7 | 9 | 9 | 10 | 8 | 8 | 9 | 8 | 9 | 10 | 8 | 8 | 10 | 9 |
672 | yirtqich | yovvoyi | syn | ADJ | 8.27 | 9.09 | 8 | 10 | 9 | 8 | 9 | 7 | 8 | 10 | 6 | 8 | 8 | 10 | 10 | 10 | 9 | 10 | 8 | 9 | 10 | 7 | 8 | 9 |
673 | mayda | kichik | syn | ADJ | 7.64 | 7.18 | 9 | 8 | 9 | 6 | 9 | 7 | 8 | 7 | 6 | 9 | 6 | 8 | 8 | 6 | 7 | 6 | 8 | 9 | 7 | 6 | 8 | 6 |
674 | samarador | foydali | syn | ADJ | 7.55 | 8.27 | 8 | 6 | 7 | 8 | 7 | 8 | 10 | 6 | 6 | 9 | 8 | 9 | 8 | 8 | 8 | 9 | 9 | 7 | 9 | 8 | 8 | 8 |
675 | nosoz | buzuq | syn | ADJ | 8.36 | 8.91 | 9 | 10 | 8 | 8 | 8 | 9 | 9 | 7 | 9 | 9 | 6 | 10 | 10 | 8 | 9 | 8 | 9 | 9 | 9 | 9 | 8 | 9 |
676 | uyg'oq | bedor | syn | ADJ | 8.09 | 8.91 | 8 | 9 | 7 | 8 | 9 | 8 | 8 | 9 | 9 | 8 | 6 | 9 | 9 | 8 | 8 | 10 | 8 | 10 | 10 | 9 | 8 | 9 |
677 | shaffof | tiniq | syn | ADJ | 9.09 | 9.18 | 10 | 9 | 8 | 9 | 8 | 9 | 10 | 10 | 7 | 10 | 10 | 10 | 10 | 9 | 8 | 9 | 10 | 10 | 8 | 9 | 9 | 9 |
678 | hosildor | serhosil | syn | ADJ | 8.36 | 9.27 | 10 | 8 | 8 | 9 | 7 | 9 | 9 | 7 | 9 | 8 | 8 | 10 | 9 | 9 | 10 | 8 | 9 | 10 | 10 | 10 | 8 | 9 |
679 | dumaloq | yumaloq | syn | ADJ | 7.55 | 8.64 | 10 | 8 | 7 | 8 | 8 | 7 | 8 | 6 | 7 | 8 | 6 | 10 | 8 | 8 | 8 | 9 | 8 | 9 | 9 | 8 | 10 | 8 |
680 | manfaatli | foydali | syn | ADJ | 7.55 | 9.18 | 8 | 8 | 7 | 7 | 9 | 9 | 9 | 6 | 8 | 6 | 6 | 9 | 9 | 8 | 9 | 9 | 10 | 9 | 9 | 8 | 10 | 11 |
681 | charog'on | yorug' | syn | ADJ | 7.55 | 8.09 | 7 | 9 | 7 | 8 | 8 | 8 | 6 | 8 | 7 | 8 | 7 | 8 | 9 | 8 | 8 | 9 | 9 | 8 | 8 | 8 | 8 | 6 |
682 | tansiq | mazali | syn | ADJ | 7.27 | 8.36 | 8 | 9 | 7 | 7 | 6 | 8 | 7 | 6 | 8 | 8 | 6 | 9 | 10 | 9 | 7 | 7 | 9 | 8 | 8 | 9 | 8 | 8 |
683 | devona | telba | syn | ADJ | 8 | 8.09 | 9 | 9 | 8 | 10 | 6 | 8 | 8 | 8 | 7 | 8 | 7 | 9 | 9 | 8 | 6 | 7 | 8 | 9 | 9 | 8 | 8 | 8 |
684 | g'amgin | xafa | syn | ADJ | 7.73 | 8.27 | 9 | 9 | 9 | 6 | 8 | 8 | 9 | 6 | 7 | 8 | 6 | 9 | 9 | 9 | 8 | 9 | 9 | 6 | 9 | 8 | 7 | 8 |
685 | serqatnov | gavjum | syn | ADJ | 8.27 | 7.73 | 9 | 7 | 7 | 7 | 8 | 9 | 10 | 9 | 9 | 8 | 8 | 9 | 8 | 6 | 7 | 8 | 9 | 10 | 6 | 6 | 8 | 8 |
686 | tuganmas | abadiy | syn | ADJ | 7.82 | 7.82 | 9 | 6 | 8 | 8 | 7 | 8 | 8 | 7 | 8 | 9 | 8 | 9 | 7 | 7 | 7 | 10 | 9 | 9 | 6 | 6 | 7 | 9 |
687 | ajabtovur | g'ayritabiiy | syn | ADJ | 8.36 | 8.82 | 8 | 9 | 9 | 8 | 9 | 9 | 9 | 6 | 9 | 8 | 8 | 9 | 9 | 9 | 8 | 8 | 10 | 9 | 9 | 9 | 8 | 9 |
688 | chidamli | mustahkam | syn | ADJ | 7.55 | 8.45 | 10 | 8 | 8 | 6 | 6 | 8 | 7 | 7 | 6 | 9 | 8 | 10 | 9 | 9 | 8 | 8 | 9 | 8 | 9 | 7 | 8 | 8 |
689 | dangasa | yalqov | syn | ADJ | 8.27 | 9.27 | 9 | 10 | 8 | 9 | 8 | 8 | 9 | 9 | 9 | 6 | 6 | 10 | 10 | 8 | 10 | 10 | 9 | 9 | 10 | 10 | 7 | 9 |
690 | benuqson | zararsiz | syn | ADJ | 8 | 8 | 8 | 9 | 7 | 7 | 8 | 6 | 7 | 9 | 9 | 9 | 9 | 9 | 9 | 9 | 8 | 8 | 6 | 8 | 7 | 10 | 8 | 6 |
691 | dovyurak | botir | syn | ADJ | 8.45 | 9 | 10 | 10 | 9 | 7 | 7 | 9 | 10 | 8 | 8 | 6 | 9 | 10 | 10 | 9 | 9 | 8 | 9 | 10 | 10 | 8 | 7 | 9 |
692 | mayib | yarador | syn | ADJ | 7.64 | 7.73 | 8 | 7 | 6 | 9 | 6 | 8 | 8 | 8 | 8 | 8 | 8 | 9 | 7 | 8 | 7 | 9 | 8 | 7 | 6 | 7 | 8 | 9 |
693 | totuv | inoq | syn | ADJ | 8.73 | 9.18 | 8 | 10 | 8 | 9 | 9 | 9 | 9 | 9 | 7 | 8 | 10 | 8 | 10 | 9 | 9 | 10 | 10 | 10 | 10 | 8 | 8 | 9 |
694 | ajnabiy | xorijiy | syn | ADJ | 8 | 8.36 | 8 | 9 | 6 | 9 | 9 | 8 | 8 | 8 | 6 | 8 | 9 | 9 | 9 | 7 | 9 | 7 | 10 | 9 | 10 | 7 | 7 | 8 |
695 | sevikli | suyukli | syn | ADJ | 8.09 | 9.18 | 8 | 9 | 8 | 8 | 7 | 9 | 9 | 7 | 8 | 8 | 8 | 9 | 10 | 8 | 10 | 8 | 9 | 10 | 9 | 9 | 10 | 9 |
696 | manfur | razil | syn | ADJ | 7.36 | 7.91 | 6 | 8 | 6 | 6 | 7 | 9 | 6 | 9 | 8 | 8 | 8 | 7 | 9 | 7 | 8 | 8 | 6 | 8 | 9 | 9 | 7 | 9 |
697 | malla | sariq | syn | ADJ | 7.55 | 8 | 9 | 8 | 6 | 6 | 7 | 8 | 9 | 10 | 6 | 8 | 6 | 10 | 8 | 8 | 8 | 8 | 10 | 7 | 6 | 7 | 8 | 8 |
698 | dang'illama | hashamatli | syn | ADJ | 7 | 7.82 | 9 | 6 | 6 | 6 | 5 | 9 | 6 | 7 | 6 | 8 | 9 | 9 | 8 | 7 | 8 | 8 | 9 | 6 | 10 | 7 | 8 | 6 |
699 | havoyi | yuzaki | syn | ADJ | 7 | 8.18 | 8 | 7 | 7 | 7 | 6 | 6 | 8 | 6 | 7 | 6 | 9 | 9 | 9 | 7 | 8 | 8 | 7 | 10 | 8 | 7 | 9 | 8 |
700 | uchqur | chopqir | syn | ADJ | 8.27 | 8.82 | 8 | 9 | 8 | 9 | 9 | 10 | 7 | 8 | 7 | 8 | 8 | 8 | 9 | 8 | 9 | 9 | 10 | 10 | 9 | 9 | 8 | 8 |
701 | surunkali | doimiy | syn | ADJ | 8 | 6.73 | 9 | 7 | 6 | 6 | 7 | 10 | 9 | 9 | 9 | 8 | 8 | 5 | 7 | 7 | 7 | 8 | 8 | 6 | 6 | 6 | 6 | 8 |
702 | taqchil | noyob | syn | ADJ | 7.73 | 8.73 | 7 | 9 | 7 | 9 | 6 | 8 | 6 | 8 | 9 | 8 | 8 | 9 | 9 | 9 | 10 | 9 | 8 | 9 | 7 | 9 | 8 | 9 |
703 | topqir | zukko | syn | ADJ | 8 | 8.91 | 8 | 9 | 9 | 6 | 6 | 9 | 8 | 10 | 9 | 8 | 6 | 9 | 9 | 9 | 8 | 9 | 10 | 9 | 8 | 9 | 10 | 8 |
704 | behalovat | bezovta | syn | ADJ | 8.18 | 9 | 10 | 8 | 8 | 7 | 8 | 9 | 10 | 8 | 7 | 8 | 7 | 10 | 9 | 9 | 8 | 8 | 10 | 10 | 9 | 7 | 11 | 8 |
705 | biyron | sergap | syn | ADJ | 8.45 | 8.55 | 9 | 7 | 7 | 9 | 8 | 8 | 10 | 9 | 9 | 8 | 9 | 10 | 8 | 8 | 10 | 8 | 7 | 10 | 8 | 7 | 9 | 9 |
706 | kasalmant | dardmand | syn | ADJ | 8.27 | 9.09 | 9 | 7 | 9 | 7 | 8 | 8 | 9 | 8 | 10 | 7 | 9 | 10 | 8 | 9 | 9 | 10 | 9 | 9 | 8 | 10 | 9 | 9 |
707 | arzanda | erkatoy | syn | ADJ | 8 | 8.91 | 9 | 7 | 8 | 8 | 7 | 8 | 8 | 6 | 10 | 9 | 8 | 10 | 9 | 9 | 9 | 8 | 9 | 9 | 9 | 10 | 7 | 9 |
708 | mislsiz | cheksiz | syn | ADJ | 8.36 | 8.82 | 10 | 9 | 8 | 8 | 8 | 9 | 9 | 6 | 8 | 9 | 8 | 10 | 10 | 8 | 8 | 9 | 10 | 10 | 7 | 9 | 8 | 8 |
SimRelUz: Similarity and Relatedness scores as a Semantic Evaluation dataset for Uzbek language
We present a semantic model evaluation dataset: SimRelUz - a collection of similarity and relatedness scores of word pairs for Uzbek language. The dataset consists of more than a thousand pairs of words carefully selected based on their morphological features, occurrence frequency, semantic relation, as well as annotated by eleven native Uzbek speakers from different age groups and gender. Additionally, we also present a web-based tool to annotate similarity and relatedness scores. We also share the code to generate the scatter-plot to visualize word-pairs in a vector space.
About The Project
![Visualisation of word-pairs of database in the vector space](https://github.com/elmurod1202/SimRelUz/blob/main/src/result-scatter.png?raw=true)
There are many language models that have been created that yield good quality semantic knowledge, yet their evaluation depends on gold standard datasets that have word/concept pairs scored by their semantic relations (such as synonymy, antonymy, meronymy, hypernymy, etc.), that come with cost due to their time-consuming context-generation process and high dependence on human annotators.
Current project aims to present, to our knowledge, the first semantic similarity and relatedness dataset for Uzbek language. Furthermore, this repository includes a publicly-availabel code for the web-based tool created for semantic evaluation annotation.
Feel free to use the dataset and the tool presented in this project, and if you find it useful, plese make sure to cite the paper here (coming soon...) Demo of the web-based annotation tool can be seen here.
Built With
Programming language used:
These are the major libraries used inside Python:
Dataset
The visual representation of the dataset (word-pairs of database in the vector space) can be seen at the above diagram. The dataset is composed of 1418 word pairs from different word types (nouns, adjectives and verbs), different word forms (root, inflectional, derivational), with different frequencies (high, mid, low frequencies, rare and OOV words), and with diverse pre-established semantic relations (synonym, antonym, meronym, hypernym, not related). All the pairs have two scores, one for semantic similarity, while the other is for semantic relatedness. No field in the dataset was left empty (as was requested from annotators in the guidelines, even for the OOV cases).
More detailed information can be seen in the table below:
Word classes | Word forms | Word frequencies | |||
---|---|---|---|---|---|
Nouns | 1154 | Root form | 995 | High frequency | 1136 |
Verbs | 351 | Infelctional | 423 | Medium frequency | 448 |
Adjectives | 457 | Derivational | 544 | Low frequency & OOV | 378 |
Total number of unique words: 1962 |
Web tool
The user-interface of the presented web-based semantic evaluation tool designed for multiple-user annotation can be seen below in this picture:
![Web-based annotation tool user interface](https://github.com/elmurod1202/SimRelUz/blob/main/src/app-user-interface.png?raw=true)
License
Distributed under the GNU GENERAL PUBLIC LICENSE. See LICENSE.txt
for more information.
Acknowledgments
We would like to thank the NLP team of the Department of Information Technologies, Urgench State university for their huge help with the annotation.
We are grateful for these resources and tutorials for making this repository possible:
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