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- *.7z filter=lfs diff=lfs merge=lfs -text
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- *.zstandard filter=lfs diff=lfs merge=lfs -text
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- *tfevents* filter=lfs diff=lfs merge=lfs -text
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- # Audio files - uncompressed
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- *.pcm filter=lfs diff=lfs merge=lfs -text
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- *.sam filter=lfs diff=lfs merge=lfs -text
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- # Audio files - compressed
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- hfreviews.jsonl filter=lfs diff=lfs merge=lfs -text
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- healthcare_facilities_reviews.jsonl filter=lfs diff=lfs merge=lfs -text
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
README.md DELETED
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- ---
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- language:
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- - ru
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- multilinguality:
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- - monolingual
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- size_categories:
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- - 10K<n<100K
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- task_categories:
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- - text-classification
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- task_ids:
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- - sentiment-classification
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- ---
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- ### Dataset Summary
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- The dataset contains user reviews about medical facilities.
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-
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- In total it contains 70,597 reviews. The detailed distribution on sentiment scale is:
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- - 41,419 positive reviews;
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- - 29,178 negative reviews.
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- ### Data Fields
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- Each sample contains the following fields:
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- - **review_id**;
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- - **category** category of medical facility (one of 48);
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- - **title**: review title;
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- - **content**: review text;
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- - **sentiment**: sentiment (<em>positive</em> or <em>negative</em>);
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- - **source_url**.
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- ### Python
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- ```python3
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- import pandas as pd
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- df = pd.read_json('healthcare_facilities_reviews.jsonl', lines=True)
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- df.sample(5)
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- ```
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
healthcare_facilities_reviews.py DELETED
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- import datasets
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- import json
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-
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- class HfreviewsConfig(datasets.BuilderConfig):
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- def __init__(self, features, **kwargs):
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- super(HfreviewsConfig, self).__init__(version=datasets.Version("1.0.0", ""), **kwargs)
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- self.features = features
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-
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- class HealthcareFacilitiesReviews(datasets.GeneratorBasedBuilder):
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- BUILDER_CONFIGS = [
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- HfreviewsConfig(
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- name="simple",
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- description="Simple config",
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- features=["content", "title", "sentiment", "category", "review_id", "source_url"],
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- )
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- ]
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-
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- def _info(self):
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- return datasets.DatasetInfo(
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- description='Healthcare facilities reviews dataset.',
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- features=datasets.Features(
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- {
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- "content": datasets.Value("string"),
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- "title": datasets.Value("string"),
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- "sentiment": datasets.Value("string"),
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- "category": datasets.Value("string"),
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- "review_id": datasets.Value("string"),
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- "source_url": datasets.Value("string"),
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- "Idx": datasets.Value("int32"),
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- }
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- ),
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- supervised_keys=None,
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- homepage='',
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- )
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-
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- def _split_generators(self, dl_manager: datasets.DownloadManager):
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- urls_to_download = {
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- "train": "healthcare_facilities_reviews.jsonl",
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- "dev": "healthcare_facilities_reviews.jsonl",
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- }
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- downloaded_files = dl_manager.download_and_extract(urls_to_download)
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-
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- return [
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- datasets.SplitGenerator(name=datasets.Split.TRAIN, gen_kwargs={"filepath": downloaded_files["train"]}),
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- datasets.SplitGenerator(name=datasets.Split.VALIDATION, gen_kwargs={"filepath": downloaded_files["dev"]}),
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- ]
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-
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- def _generate_examples(self, filepath):
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- """Yields examples."""
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- with open(filepath, encoding="utf-8") as f:
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- for uid, row in enumerate(f):
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- data = json.loads(row)
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- data["Idx"] = uid
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- yield uid, data
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
healthcare_facilities_reviews.jsonl → simple/healthcare_facilities_reviews-train.parquet RENAMED
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  version https://git-lfs.github.com/spec/v1
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- size 95300708
 
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  version https://git-lfs.github.com/spec/v1
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simple/healthcare_facilities_reviews-validation.parquet ADDED
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