Initial upload v2

README.md

@@ -1,100 +1,298 @@
 ---
-annotations_creators:
-- expert-generated
-language_creators:
-- found
 language:
 - sk
-license: other
-multilinguality:
-- monolingual
-pretty_name: Demagog.sk Vyroky
-size_categories:
-- 10K<n<100K
-source_datasets:
-- original
+pretty_name: "DrMax Pharmacy Q&A Dataset"
+tags:
+- pharmacy
+- healthcare
+- question-answering
+- medical
+- slovak
+- conversational
+license: cc-by-4.0
 task_categories:
-- text-classification
-task_ids:
-- fact-checking
+- question-answering
+- text-generation
+- conversational
+size_categories:
+- 1K<n<10K
 ---
 
-# Demagog.sk Vyroky
+# DrMax Pharmacy Q&A Dataset
 
 ## Dataset Description
 
-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.
+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.
 
-- **Total examples:** 20495
-- **Latest scrape timestamp:** 2025-10-16T21:00:22.850424+00:00
+### Dataset Summary
 
-### Supported Tasks
+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
 
-- **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.
+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
 
 ### Languages
 
-- Slovak (`sk`)
+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
 
-## Data Splits
+### Privacy and Ethics
 
-| Split | Examples |
-| --- | --- |
-| train | 12297 |
-| validation | 4099 |
-| test | 4099 |
+- **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
 
-## Data Fields
+**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
 
-- `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.
+## Limitations
 
-## Data Source and Collection Process
+- **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)
 
-- 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.
+## Additional Information
 
-## Considerations for Use
+### Licensing Information
 
-- 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.
+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.
 
-## Citation
+**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
 
-If you use this dataset, please cite Demagog.sk and reference this repository. An example 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.
 
-> Demagog.sk. *Factcheck politických diskusií.* https://demagog.sk
+### 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
 
 ## 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("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")
+dataset = load_dataset("your-username/drmax-pharmacy-qa")
 
-train = dataset["train"]
-validation = dataset["validation"]
-test = dataset["test"]
+# 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]}")
 ```
 
-## License
+### 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
+
+---
 
-The dataset inherits the terms of use of Demagog.sk. Confirm permissions for your intended use case before redistribution.
+**⚠️ 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.

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dataset/dataset_info.json

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+  "citation": "",
+  "description": "",
+  "features": {
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