| --- |
| task_categories: |
| - question-answering |
| language: |
| - en |
| tags: |
| - medical |
| pretty_name: Med_data |
| --- |
| |
|
|
|
|
| short_description: Medical datasets for healthcare model training. |
| --- |
| |
| # **Medical Datasets** |
| |
| This Medical dataset is crafted as a versatile resource for enthusiasts of data science, machine learning, and data analysis. It replicates the characteristics of real-world healthcare data, offering users a platform to practice, refine, and showcase their data manipulation and analytical skills within the healthcare domain. |
| |
| ## **Potential Uses** |
| - Building and testing predictive models specific to healthcare. |
| - Practicing techniques for data cleaning, transformation, and analysis. |
| - Designing visualizations to uncover insights into healthcare trends. |
| - Learning and teaching data science and machine learning concepts in a healthcare setting. |
| |
| ## **Acknowledgments** |
| - This dataset is entirely synthetic, created with a focus on respecting healthcare data privacy and security. It contains no real patient information and complies with privacy regulations. |
| - The goal is to support advancements in data science and healthcare analytics while inspiring innovative ideas. |
| |
| ## Directory Structure |
| |
| . ├── evaluation-medical-instruction-datasets/ │ ├── evaluation-medical-instruction-dataset.json │ ├── medmcqa-train-instruction-dataset.json │ ├── medqa-train-instruction-dataset.json │ └── pubmedqa-train-instruction-train.json ├── general-medical-instruction-datasets/ │ ├── general-medical-instruction-dataset.json │ ├── GenMedGPT-5k.json │ ├── HealthCareMagic-100k.json │ ├── medical_meadow_wikidoc_medical_flashcards.json │ ├── medical_meadow_wikidoc_patient_info.json │ └── medicationqa.json ├── medical-preference-data.json └── medical-pretraining-datasets/ |
| |
| ## **Dataset Contents** |
| |
| ### **Evaluation Medical Instruction Datasets** |
| Contains datasets used for evaluating medical instruction models: |
| - `evaluation-medical-instruction-dataset.json` |
| - `medmcqa-train-instruction-dataset.json` |
| - `medial-train-instruction-dataset.json` |
| - `pubmedqa-train-instruction-train.json` |
| |
| ### **General Medical Instruction Datasets** |
| Contains general medical instruction datasets: |
| - `general-medical-instruction-dataset.json` |
| - `GenMedGPT-5k.json` |
| - `HealthCareMagic-100k.json` |
| - `medical_meadow_wikidoc_medical_flashcards.json` |
| - `medical_meadow_wikidoc_patient_info.json` |
| - `medicationqa.json` |
| |
| ### **Medical Preference Data** |
| - `medical-preference-data.json`: Contains data related to medical preferences. |
| |
| ### **Medical Pretraining Datasets** |
| Contains datasets used for pretraining medical models. |
| |
| ## **Usage** |
| These datasets can be used to train and evaluate models for medical question answering and other related tasks. Each dataset is provided in **JSON** and **TXT** formats and contains various medical instructions, inputs, and outputs. |
| |
| ## Example |
| |
| Here is an example entry from the `medicationqa.json` dataset: |
| |
| ```json |
| { |
| "instruction": "Your role as a doctor requires you to answer the medical questions taking into account the patient's description.", |
| "input": "how fast does the medication take to work amlodipine", |
| "output": "After oral administration of therapeutic doses of amlodipine besylate, absorption produces peak plasma concentrations between 6 and 12 hours." |
| } |
