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README.md

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 ---
+annotations_creators:
+- expert-generated
+language_creators:
+- found
 language:
 - sk
-pretty_name: "DrMax Pharmacy Q&A Dataset"
-tags:
-- pharmacy
-- healthcare
-- question-answering
-- medical
-- slovak
-- conversational
-license: cc-by-4.0
-task_categories:
-- question-answering
-- text-generation
-- conversational
+license: other
+multilinguality:
+- monolingual
+pretty_name: Demagog.sk Vyroky
 size_categories:
-- 1K<n<10K
+- 10K<n<100K
+source_datasets:
+- original
+task_categories:
+- text-classification
+task_ids:
+- fact-checking
 ---
 
-# DrMax Pharmacy Q&A Dataset
+# Demagog.sk Vyroky
 
 ## Dataset Description
 
-This dataset contains 4,703 real-world question-answer pairs from the DrMax pharmacy website (Slovak version), scraped from the "Spýtajte sa lekárnika" (Ask the Pharmacist) section. It represents genuine healthcare and pharmaceutical questions asked by Slovak-speaking patients, answered by licensed pharmacists.
+Demagog.sk Vyroky is a collection of fact-checked political statements scraped from [Demagog.sk](https://demagog.sk/vyroky). Each record contains the original claim, the speaker, the fact-check verdict, and the supporting analysis written by the Demagog.sk editorial team.
 
-### Dataset Summary
+- **Total examples:** 20495
+- **Latest scrape timestamp:** 2025-10-16T21:00:22.850424+00:00
 
-The dataset consists of authentic medical and pharmaceutical Q&A content covering a wide range of health topics including:
-- Pain management (headaches, joint pain, muscle pain)
-- Medication advice and drug interactions
-- Common ailments and symptoms
-- Chronic conditions (diabetes, neuropathy, arthritis)
-- Over-the-counter medication recommendations
-- General health and wellness questions
+### Supported Tasks
 
-Each entry contains the full question text, professional pharmacist answer, categorization tags, dates, and metadata. This makes it valuable for:
-- Training Slovak medical/pharmaceutical question-answering models
-- Healthcare chatbot development
-- Medical information retrieval systems
-- Understanding common health concerns in Slovak-speaking populations
-- Research in pharmaceutical and medical NLP
+- **Fact-checking / claim verification:** predict the fact-check verdict (`verdict`) given the statement and optional context.
+- **Evidence summarisation:** leverage the `analysis_text` to train models that generate or evaluate fact-check rationales.
+- **Speaker and stance profiling:** analyse claims by political actor or party using the `speaker` and `speaker_party` fields.
 
 ### Languages
 
-All content is in **Slovak (sk)**, including both patient questions and pharmacist answers.
-
-## Dataset Structure
-
-### Data Fields
-
-- `url` (string): The full URL to the Q&A page on DrMax.sk
-- `slug` (string): URL slug/identifier for the question
-- `title` (string): The title/summary of the question
-- `question` (string): Full text of the patient's question
-- `answer` (string): Complete pharmacist's response with recommendations
-- `date` (string): Publication date of the Q&A (format: DD. M. YYYY)
-- `tags` (list of strings): Categorization tags (average 2.04 tags per entry, 367 unique tags)
-- `question_author` (string): Name of the person who asked (usually empty for privacy)
-- `answer_author` (string): Name and credentials of the responding pharmacist
-- `scraped_at` (string): ISO 8601 timestamp of when the data was collected
-
-### Data Splits
-
-This dataset contains a single split with 4,703 examples.
-
-### Example
-
-```python
-{
-  'url': 'https://www.drmax.sk/spytajte-sa-lekarnika/bolest-hlavy-a-nevolnost',
-  'slug': 'bolest-hlavy-a-nevolnost',
-  'title': 'bolesť hlavy a nevoľnosť',
-  'question': 'dobrý deň\n(Som cudzinec a môj jazyk nie je dobrý)\nMám migrénu na ľavej strane a za uchom, stav 6/10.\nSprevádzané pretrvávajúcou únavou a nevoľnosťou. Moja choroba sa stala v posledných dvoch dňoch\nĎakujem',
-  'answer': 'Dobrý deň,\nďakujeme za Vašu otázku. Migréna sa vyznačuje silnou a pulzujúcou bolesťou len na jednej polovici hlavy...',
-  'date': '25. 6. 2022',
-  'tags': ['bolesť', 'bolesť hlavy', 'migréna', 'tlmenie bolesti', 'nevoľnosť'],
-  'question_author': '',
-  'answer_author': 'PharmDr. Dominika Titková',
-  'scraped_at': '2025-11-11T17:00:33.177495'
-}
-```
-
-## Dataset Creation
-
-### Source Data
-
-The Q&A pairs were collected from DrMax.sk's "Spýtajte sa lekárnika" (Ask the Pharmacist) section, where real patients ask health-related questions and licensed pharmacists provide professional answers.
-
-#### Data Collection
-
-- **Collection Date**: November 11, 2025
-- **Collection Method**: Automated web scraping using Scrapy and Playwright
-- **Source Website**: DrMax.sk (leading pharmacy chain in Slovakia and Central Europe)
-- **Content Type**: Public Q&A forum moderated by licensed pharmacists
-- **Time Range**: Questions and answers from 2022 onwards
-
-### Annotations
-
-- **Tags**: The dataset includes 367 unique tags covering medical topics, symptoms, conditions, and treatments
-- **Average Tags per Entry**: 2.04
-- **Author Attribution**: Most answers include the pharmacist's name and credentials (PharmDr., Mgr.)
-
-## Dataset Statistics
-
-- **Total Q&A Pairs**: 4,703
-- **Unique Tags**: 367
-- **Average Tags per Entry**: 2.04
-- **Questions with Tags**: 100%
-- **File Size**: ~2.7 MB (Parquet format)
-- **Language**: Slovak
-
-### Common Topics (by tag frequency)
-
-The dataset covers a wide range of pharmaceutical and medical topics including pain management, vitamins, skin conditions, digestive issues, respiratory problems, and medication advice.
-
-## Use Cases
-
-### Question-Answering Systems
-Train or fine-tune models to answer health and pharmaceutical questions in Slovak.
-
-### Medical Chatbots
-Develop conversational AI assistants for pharmacy and healthcare contexts.
-
-### Information Retrieval
-Build semantic search systems for medical information in Slovak language.
-
-### Research Applications
-- Study common health concerns in Slovak-speaking populations
-- Analyze patient-pharmacist communication patterns
-- Research pharmaceutical recommendations and practices
-- Develop medical NLP tools for Slovak language
-
-### Educational Tools
-Create training materials for pharmacy students or healthcare professionals.
-
-## Considerations for Using the Data
-
-### Social Impact
-
-**Positive Impacts:**
-- Improves healthcare information accessibility in Slovak
-- Provides training data for medical AI systems in underrepresented language
-- Democratizes access to pharmaceutical knowledge
-- Can help reduce healthcare information gaps
-
-**Potential Risks:**
-- Models trained on this data should NOT replace professional medical advice
-- Automated systems should clearly indicate they are not substitutes for doctors/pharmacists
-- Misinformation risk if models generate incorrect medical advice
-
-### Discussion of Biases
-
-**Known Biases:**
-- **Commercial Bias**: Answers often recommend DrMax products by name
-- **Demographic Bias**: Questions may reflect specific age groups or populations more than others
-- **Geographic Bias**: Slovak-specific pharmaceutical products and healthcare system
-- **Temporal Bias**: Medical knowledge and pharmaceutical recommendations from 2022+ only
-- **Selection Bias**: Only includes questions that were selected for publication on the website
-
-**Recommended Mitigations:**
-- Cross-reference with multiple medical sources
-- Include disclaimers about medical advice
-- Consider fine-tuning with more diverse medical sources
-- Validate recommendations against current medical guidelines
+- Slovak (`sk`)
 
-### Privacy and Ethics
+## Data Splits
 
-- **Anonymity**: Question authors are typically not named (empty field)
-- **Public Data**: All Q&A pairs were publicly accessible on DrMax website
-- **Professional Answers**: Responses provided by licensed healthcare professionals
-- **No Personal Health Information**: Questions are generalized and don't include identifying medical records
-- **Terms of Service**: Users should respect DrMax's terms when using this data
+| Split | Examples |
+| --- | --- |
+| train | 12297 |
+| validation | 4099 |
+| test | 4099 |
 
-**Ethical Considerations:**
-- This data should be used responsibly for healthcare improvement
-- Do not use for generating medical advice without human oversight
-- Consider impact on healthcare accessibility and safety
-- Respect patient privacy even though data is public
+## Data Fields
 
-## Limitations
+- `id`: string identifier (usually the trailing portion of the vyrok URL).
+- `numeric_id`: numeric ID when available.
+- `url`: canonical Demagog.sk URL for the fact-check.
+- `statement`: verbatim political statement under review.
+- `speaker`: full name of the speaker.
+- `speaker_party`: political affiliation displayed on Demagog.sk.
+- `speaker_url`: link to the speaker profile on Demagog.sk.
+- `statement_date`: ISO date when the claim was made (if available).
+- `verdict`: fact-check verdict label in Slovak (e.g., `Pravda`, `Nepravda`).
+- `analysis_text`: editorial commentary summarising the evidence.
+- `analysis_paragraphs`: list of paragraphs extracted from the commentary.
+- `analysis_sources`: dictionary with `text` and `url` lists aligned per citation.
+- `analysis_date`: ISO date when the analysis was published (if available).
+- `scraped_at`: ISO timestamp when this dataset snapshot was collected.
 
-- **Language**: Only Slovak - not transferable to other languages without translation
-- **Domain**: Pharmacy/OTC medication focused - not comprehensive medical knowledge
-- **Temporal**: Snapshot from specific time period - medical knowledge evolves
-- **Quality Variance**: Answer quality may vary between different pharmacists
-- **Product Focus**: Tendency to recommend specific branded products
-- **Scope**: Limited to questions deemed appropriate for pharmacist advice (no serious diagnosis)
+## Data Source and Collection Process
 
-## Additional Information
+- Statements and annotations originate from Demagog.sk fact-check articles.
+- The dataset is gathered via the public site API combined with HTML parsing of individual statement pages.
+- Verdict labels and commentary are authored by Demagog.sk fact-checkers.
 
-### Licensing Information
+## Considerations for Use
 
-This dataset is released under the **Creative Commons Attribution 4.0 International (CC BY 4.0)** license. When using this dataset, please provide appropriate attribution.
+- Fact-check labels follow Demagog.sk taxonomy; users may wish to map them to English equivalents or merge classes for specific tasks.
+- Commentary text is written in Slovak; downstream tasks may require translation for non-Slovak models.
+- Verify licensing and usage policies of Demagog.sk before redistributing or deploying models trained on this dataset.
 
-**Important**: While this dataset is provided under CC BY 4.0, the original content is owned by DrMax and was sourced from their publicly accessible website. Users should:
-- Provide attribution to both this dataset and DrMax as the source
-- Not claim the medical advice as their own
-- Respect DrMax's terms of service
+## Citation
 
-**Disclaimer**: The dataset compilers are not responsible for the accuracy or completeness of the medical information. This dataset is provided "as-is" for research and educational purposes.
+If you use this dataset, please cite Demagog.sk and reference this repository. An example citation:
 
-### Citation Information
-
-If you use this dataset, please cite:
-
-```bibtex
-@dataset{drmax_pharmacy_qa_2025,
-  title={DrMax Pharmacy Q&A Dataset},
-  author={NaiveNeuron},
-  year={2025},
-  publisher={HuggingFace},
-  url={https://huggingface.co/datasets/[your-username]/drmax-pharmacy-qa},
-  note={4,703 Slovak pharmacy Q&A pairs from DrMax.sk}
-}
-```
-
-### Contributions
-
-Dataset created and maintained by the pharmacy-scrapers project.
-
-**Data Source**: DrMax.sk "Spýtajte sa lekárnika" section
-**Scraping Tools**: Scrapy, Playwright
-**Collection Date**: November 11, 2025
+> Demagog.sk. *Factcheck politických diskusií.* https://demagog.sk
 
 ## Usage
 
-### Loading the Dataset
-
-```python
-from datasets import load_dataset
-
-# Load the dataset
-dataset = load_dataset("your-username/drmax-pharmacy-qa")
-
-# View first example
-print(dataset['train'][0])
-```
-
-### Example: Question-Answer Retrieval
-
-```python
-from datasets import load_dataset
-
-dataset = load_dataset("your-username/drmax-pharmacy-qa")
-
-# Find all questions about headaches
-headache_qa = [
-    item for item in dataset['train']
-    if 'bolesť hlavy' in item['tags'] or 'migréna' in item['tags']
-]
-
-print(f"Found {len(headache_qa)} Q&A pairs about headaches")
-```
-
-### Example: Filter by Tags
-
 ```python
 from datasets import load_dataset
 
-dataset = load_dataset("your-username/drmax-pharmacy-qa")
+dataset = load_dataset("NaiveNeuron/DemagogSK", name="default")
+# For local files, replace the repo name with the path to this folder:
+# dataset = load_dataset("path/to/demagogsk_vyroky", name="default")
 
-# Get all unique tags
-all_tags = set()
-for item in dataset['train']:
-    all_tags.update(item['tags'])
-
-print(f"Dataset contains {len(all_tags)} unique tags")
-print(f"Sample tags: {list(all_tags)[:10]}")
+train = dataset["train"]
+validation = dataset["validation"]
+test = dataset["test"]
 ```
 
-### Example: Training Data for Q&A Model
-
-```python
-from datasets import load_dataset
-
-dataset = load_dataset("your-username/drmax-pharmacy-qa")
-
-# Prepare for instruction tuning
-def format_for_training(example):
-    return {
-        'instruction': example['question'],
-        'response': example['answer'],
-        'context': f"Tags: {', '.join(example['tags'])}"
-    }
-
-training_data = dataset['train'].map(format_for_training)
-```
-
-## Dataset Card Contact
-
-For questions, issues, or suggestions regarding this dataset:
-- Open an issue on the source repository
-- Check the documentation at the repository
-
----
+## License
 
-**⚠️ Medical Disclaimer**: This dataset is for research and educational purposes only. The information contained in this dataset should not be used as a substitute for professional medical advice, diagnosis, or treatment. Always seek the advice of qualified health providers with questions regarding medical conditions.
+The dataset inherits the terms of use of Demagog.sk. Confirm permissions for your intended use case before redistribution.