Datasets:

lvimuth
/

HealthRisk-1500-Medical-Risk-Prediction

Patient_ID stringlengths 5 5	Age int64 20 80	Gender stringclasses 2 values	Symptoms stringclasses 10 values	Medical_History stringclasses 10 values	Medications stringclasses 9 values	Lab_Reports stringclasses 10 values	Lifestyle stringclasses 6 values	Doctor_Notes stringclasses 10 values	Diagnosis stringclasses 10 values	Risk_Level stringclasses 3 values
P0001	69	Female	Memory loss, confusion	Stroke history	Ibuprofen	High blood sugar	Healthy diet	Reports difficulty breathing, requires further testing	Cancer Screening Needed	Medium
P0002	61	Male	Shortness of breath, dizziness	Arthritis	Levothyroxine	High blood pressure	Smoker	Nausea reported, possible gastrointestinal issue	Respiratory Infection	Medium
P0003	29	Male	Shortness of breath, dizziness	Arthritis	Omeprazole	Irregular heartbeat detected	Drinker	Sudden weight loss unexplained, requires evaluation	Migraine	Low
P0004	63	Male	High fever, body aches	Asthma	Aspirin	High cholesterol	Active	Mild symptoms but family history is concerning	Arthritis	Medium
P0005	46	Female	Joint pain, swelling	No known history	Omeprazole	High blood sugar	Drinker	Heart palpitations observed, needs ECG	Arthritis	Medium
P0006	27	Female	Shortness of breath, dizziness	High cholesterol	Aspirin	Low white blood cell count	Sedentary	Heart palpitations observed, needs ECG	Gastroenteritis	High
P0007	36	Female	Rapid heartbeat, sweating	High cholesterol	Metformin	Low oxygen levels	Active	Patient forgets daily activities, early dementia suspected	Gastroenteritis	Low
P0008	24	Female	Chest pain, fatigue	Hypertension	Ibuprofen	Irregular heartbeat detected	Sedentary	Patient forgets daily activities, early dementia suspected	Heart Disease	Low
P0009	36	Female	High fever, body aches	Cancer history	Metformin	Normal MRI	Active	Joint pain worsening, recommended physical therapy	Heart Disease	Medium
P0010	35	Female	Nausea, vomiting	Cancer history	Donepezil	High blood pressure	Healthy diet	Heart palpitations observed, needs ECG	Heart Disease	High
P0011	67	Female	Chest pain, fatigue	Diabetes	Levothyroxine	Low white blood cell count	Drinker	Mild symptoms but family history is concerning	Alzheimer's	High
P0012	39	Male	Rapid heartbeat, sweating	No known history	Levothyroxine	Low white blood cell count	Smoker	Nausea reported, possible gastrointestinal issue	Hypertension	High
P0013	48	Male	Shortness of breath, dizziness	Kidney disease	Ibuprofen	High cholesterol	Healthy diet	Suspected infection, prescribed antibiotics	Respiratory Infection	Low
P0014	25	Male	Sudden weight loss, tiredness	Cancer history	Metformin	Low oxygen levels	Sedentary	Suspected infection, prescribed antibiotics	Gastroenteritis	Low
P0015	34	Male	High fever, body aches	Kidney disease	Insulin	Brain scan abnormality	Overweight	Suspected infection, prescribed antibiotics	Migraine	High
P0016	57	Female	Thirst, frequent urination	No known history	Atorvastatin	Brain scan abnormality	Smoker	Patient forgets daily activities, early dementia suspected	Gastroenteritis	High
P0017	21	Female	Chest pain, fatigue	Cancer history	Atorvastatin	Low white blood cell count	Smoker	Reports difficulty breathing, requires further testing	Diabetes	High
P0018	57	Male	Rapid heartbeat, sweating	High cholesterol	Insulin	Low oxygen levels	Healthy diet	Blurry vision, check for diabetes	Gastroenteritis	Medium
P0019	26	Male	Shortness of breath, dizziness	Stroke history	Aspirin	Brain scan abnormality	Active	Mild symptoms but family history is concerning	Arrhythmia	Low
P0020	21	Male	Shortness of breath, dizziness	Arthritis	Metformin	High cholesterol	Active	Heart palpitations observed, needs ECG	Arthritis	High
P0021	80	Female	Rapid heartbeat, sweating	Arthritis	Metformin	Low oxygen levels	Active	Nausea reported, possible gastrointestinal issue	Migraine	Low
P0022	20	Female	Thirst, frequent urination	Stroke history	Donepezil	Irregular heartbeat detected	Active	Patient forgets daily activities, early dementia suspected	Respiratory Infection	Medium
P0023	39	Male	Memory loss, confusion	Cancer history	Aspirin	Elevated liver enzymes	Healthy diet	Blurry vision, check for diabetes	Heart Disease	Medium
P0024	33	Female	Blurred vision, headaches	Alzheimer's in family	Atorvastatin	Elevated liver enzymes	Overweight	Nausea reported, possible gastrointestinal issue	Diabetes	High
P0025	59	Female	Nausea, vomiting	No known history	Ibuprofen	High cholesterol	Active	Joint pain worsening, recommended physical therapy	Diabetes	Low
P0026	31	Female	Memory loss, confusion	Hypertension	Metformin	Brain scan abnormality	Overweight	Sudden weight loss unexplained, requires evaluation	Gastroenteritis	Medium
P0027	73	Male	Chest pain, fatigue	Diabetes	Aspirin	Elevated liver enzymes	Drinker	Blurry vision, check for diabetes	Arthritis	High
P0028	75	Male	Chest pain, fatigue	Alzheimer's in family	Levothyroxine	Low white blood cell count	Drinker	Reports difficulty breathing, requires further testing	Arthritis	Low
P0029	79	Male	Sudden weight loss, tiredness	Alzheimer's in family	Insulin	Low oxygen levels	Active	Nausea reported, possible gastrointestinal issue	Heart Disease	High
P0030	75	Male	High fever, body aches	High cholesterol	Donepezil	Brain scan abnormality	Active	Sudden weight loss unexplained, requires evaluation	Respiratory Infection	Medium
P0031	49	Male	Blurred vision, headaches	Diabetes	Aspirin	Elevated liver enzymes	Active	Reports difficulty breathing, requires further testing	Migraine	Low
P0032	63	Male	High fever, body aches	No known history	Levothyroxine	High blood pressure	Overweight	Blurry vision, check for diabetes	Gastroenteritis	Medium
P0033	77	Female	Blurred vision, headaches	Arthritis	Lisinopril	Normal MRI	Smoker	Reports difficulty breathing, requires further testing	Alzheimer's	Low
P0034	51	Female	Shortness of breath, dizziness	Diabetes	Donepezil	Elevated liver enzymes	Drinker	Heart palpitations observed, needs ECG	Arthritis	High
P0035	50	Female	Joint pain, swelling	Arthritis	Ibuprofen	Brain scan abnormality	Active	Mild symptoms but family history is concerning	Arrhythmia	Low
P0036	70	Male	Chest pain, fatigue	Diabetes	Donepezil	Normal sugar	Overweight	Mild symptoms but family history is concerning	Cancer Screening Needed	Low
P0037	69	Male	Thirst, frequent urination	Asthma	Lisinopril	Normal MRI	Active	Mild symptoms but family history is concerning	Gastroenteritis	Medium
P0038	27	Male	Rapid heartbeat, sweating	Cancer history	Omeprazole	Normal sugar	Active	Sudden weight loss unexplained, requires evaluation	Respiratory Infection	Low
P0039	51	Male	Blurred vision, headaches	No known history	Levothyroxine	Irregular heartbeat detected	Healthy diet	Patient experiences chest discomfort, possible cardiac issue	Gastroenteritis	High
P0040	38	Female	Blurred vision, headaches	Alzheimer's in family	Lisinopril	Irregular heartbeat detected	Sedentary	Heart palpitations observed, needs ECG	Migraine	Medium
P0041	50	Female	Shortness of breath, dizziness	Asthma	Omeprazole	Elevated liver enzymes	Overweight	Heart palpitations observed, needs ECG	Cancer Screening Needed	Low
P0042	45	Male	Shortness of breath, dizziness	Hypertension	Atorvastatin	High blood pressure	Sedentary	Mild symptoms but family history is concerning	Heart Disease	Medium
P0043	29	Female	Joint pain, swelling	Kidney disease	Omeprazole	High blood sugar	Sedentary	Patient experiences chest discomfort, possible cardiac issue	Arrhythmia	Low
P0044	62	Female	Sudden weight loss, tiredness	Cancer history	Metformin	Elevated liver enzymes	Healthy diet	Patient forgets daily activities, early dementia suspected	Arthritis	Low
P0045	50	Female	Shortness of breath, dizziness	Cancer history	null	High cholesterol	Smoker	Patient experiences chest discomfort, possible cardiac issue	Hypertension	High
P0046	37	Male	Sudden weight loss, tiredness	Cancer history	Levothyroxine	High cholesterol	Smoker	Reports difficulty breathing, requires further testing	Migraine	Medium
P0047	43	Male	Blurred vision, headaches	Diabetes	Donepezil	Brain scan abnormality	Active	Sudden weight loss unexplained, requires evaluation	Hypertension	Low
P0048	54	Female	Rapid heartbeat, sweating	Hypertension	Omeprazole	Normal sugar	Active	Nausea reported, possible gastrointestinal issue	Migraine	Low
P0049	46	Male	Blurred vision, headaches	Alzheimer's in family	Aspirin	Brain scan abnormality	Overweight	Heart palpitations observed, needs ECG	Heart Disease	Low
P0050	30	Female	High fever, body aches	High cholesterol	Omeprazole	Low white blood cell count	Active	Reports difficulty breathing, requires further testing	Hypertension	Medium
P0051	66	Male	Sudden weight loss, tiredness	Cancer history	Lisinopril	High blood sugar	Smoker	Patient forgets daily activities, early dementia suspected	Alzheimer's	Low
P0052	60	Female	Joint pain, swelling	Kidney disease	Aspirin	Brain scan abnormality	Sedentary	Nausea reported, possible gastrointestinal issue	Migraine	High
P0053	66	Female	Thirst, frequent urination	High cholesterol	Insulin	Normal MRI	Sedentary	Patient forgets daily activities, early dementia suspected	Heart Disease	Medium
P0054	64	Male	Rapid heartbeat, sweating	Alzheimer's in family	Atorvastatin	Normal sugar	Overweight	Nausea reported, possible gastrointestinal issue	Hypertension	Medium
P0055	35	Female	Blurred vision, headaches	Diabetes	Ibuprofen	High cholesterol	Sedentary	Reports difficulty breathing, requires further testing	Migraine	Low
P0056	44	Female	Joint pain, swelling	Kidney disease	Aspirin	Normal MRI	Smoker	Joint pain worsening, recommended physical therapy	Arthritis	Medium
P0057	25	Female	Memory loss, confusion	Arthritis	Levothyroxine	Normal MRI	Active	Blurry vision, check for diabetes	Alzheimer's	Low
P0058	53	Female	Nausea, vomiting	Diabetes	Insulin	Elevated liver enzymes	Healthy diet	Joint pain worsening, recommended physical therapy	Hypertension	Medium
P0059	42	Male	Sudden weight loss, tiredness	Stroke history	Atorvastatin	High blood pressure	Drinker	Patient experiences chest discomfort, possible cardiac issue	Arthritis	Low
P0060	34	Male	Blurred vision, headaches	Kidney disease	Aspirin	High cholesterol	Active	Blurry vision, check for diabetes	Respiratory Infection	High
P0061	62	Male	Blurred vision, headaches	Cancer history	Aspirin	Irregular heartbeat detected	Healthy diet	Patient forgets daily activities, early dementia suspected	Alzheimer's	Low
P0062	65	Male	Sudden weight loss, tiredness	Kidney disease	Atorvastatin	Normal sugar	Smoker	Nausea reported, possible gastrointestinal issue	Cancer Screening Needed	High
P0063	51	Male	Nausea, vomiting	Cancer history	Insulin	Elevated liver enzymes	Active	Heart palpitations observed, needs ECG	Diabetes	Medium
P0064	68	Female	Joint pain, swelling	Diabetes	Levothyroxine	High cholesterol	Smoker	Nausea reported, possible gastrointestinal issue	Respiratory Infection	Medium
P0065	24	Male	Joint pain, swelling	Cancer history	Lisinopril	High blood sugar	Drinker	Mild symptoms but family history is concerning	Alzheimer's	Medium
P0066	20	Male	Nausea, vomiting	Hypertension	Omeprazole	Normal sugar	Smoker	Joint pain worsening, recommended physical therapy	Respiratory Infection	Medium
P0067	22	Male	Thirst, frequent urination	No known history	Metformin	Brain scan abnormality	Sedentary	Reports difficulty breathing, requires further testing	Gastroenteritis	High
P0068	70	Male	Sudden weight loss, tiredness	Stroke history	null	Irregular heartbeat detected	Sedentary	Heart palpitations observed, needs ECG	Gastroenteritis	Medium
P0069	68	Female	Blurred vision, headaches	Diabetes	Atorvastatin	Normal sugar	Healthy diet	Patient forgets daily activities, early dementia suspected	Heart Disease	Low
P0070	58	Female	Shortness of breath, dizziness	Cancer history	Insulin	Irregular heartbeat detected	Drinker	Nausea reported, possible gastrointestinal issue	Diabetes	Medium
P0071	54	Male	Rapid heartbeat, sweating	High cholesterol	null	High blood sugar	Smoker	Sudden weight loss unexplained, requires evaluation	Arrhythmia	Medium
P0072	29	Male	Rapid heartbeat, sweating	Cancer history	Donepezil	Low oxygen levels	Smoker	Sudden weight loss unexplained, requires evaluation	Cancer Screening Needed	Low
P0073	59	Male	Chest pain, fatigue	Diabetes	Omeprazole	High blood sugar	Healthy diet	Heart palpitations observed, needs ECG	Arrhythmia	Low
P0074	20	Male	Joint pain, swelling	Alzheimer's in family	null	Normal sugar	Active	Reports difficulty breathing, requires further testing	Migraine	High
P0075	79	Female	Rapid heartbeat, sweating	No known history	null	High blood pressure	Smoker	Blurry vision, check for diabetes	Arthritis	High
P0076	29	Male	Rapid heartbeat, sweating	Asthma	Lisinopril	High blood pressure	Overweight	Heart palpitations observed, needs ECG	Migraine	Medium
P0077	75	Female	High fever, body aches	Stroke history	Levothyroxine	Low white blood cell count	Overweight	Patient experiences chest discomfort, possible cardiac issue	Arthritis	Low
P0078	80	Female	Joint pain, swelling	Hypertension	Metformin	Low oxygen levels	Healthy diet	Nausea reported, possible gastrointestinal issue	Respiratory Infection	Low
P0079	39	Female	Chest pain, fatigue	Stroke history	Lisinopril	Brain scan abnormality	Smoker	Nausea reported, possible gastrointestinal issue	Heart Disease	Low
P0080	52	Male	Shortness of breath, dizziness	Diabetes	Donepezil	High blood pressure	Healthy diet	Joint pain worsening, recommended physical therapy	Heart Disease	Medium
P0081	36	Male	High fever, body aches	Cancer history	null	High blood sugar	Overweight	Sudden weight loss unexplained, requires evaluation	Respiratory Infection	Low
P0082	69	Male	Sudden weight loss, tiredness	Cancer history	Metformin	High blood sugar	Overweight	Patient forgets daily activities, early dementia suspected	Hypertension	Medium
P0083	62	Male	Rapid heartbeat, sweating	Hypertension	Aspirin	High cholesterol	Sedentary	Mild symptoms but family history is concerning	Cancer Screening Needed	High
P0084	74	Female	Joint pain, swelling	Diabetes	Metformin	High blood pressure	Healthy diet	Reports difficulty breathing, requires further testing	Migraine	Low
P0085	79	Male	Blurred vision, headaches	Alzheimer's in family	Donepezil	High cholesterol	Overweight	Nausea reported, possible gastrointestinal issue	Heart Disease	Low
P0086	36	Female	High fever, body aches	Hypertension	Aspirin	Low white blood cell count	Active	Blurry vision, check for diabetes	Cancer Screening Needed	Medium
P0087	64	Female	Nausea, vomiting	Alzheimer's in family	Ibuprofen	High cholesterol	Drinker	Blurry vision, check for diabetes	Arrhythmia	High
P0088	63	Male	Memory loss, confusion	No known history	Ibuprofen	High cholesterol	Drinker	Suspected infection, prescribed antibiotics	Hypertension	High
P0089	70	Female	Thirst, frequent urination	Hypertension	Ibuprofen	Elevated liver enzymes	Overweight	Patient forgets daily activities, early dementia suspected	Hypertension	High
P0090	25	Female	Shortness of breath, dizziness	Stroke history	null	Brain scan abnormality	Sedentary	Sudden weight loss unexplained, requires evaluation	Hypertension	Low
P0091	68	Female	Shortness of breath, dizziness	Hypertension	Aspirin	Irregular heartbeat detected	Drinker	Mild symptoms but family history is concerning	Arrhythmia	High
P0092	78	Female	Memory loss, confusion	Arthritis	Ibuprofen	High blood pressure	Drinker	Joint pain worsening, recommended physical therapy	Heart Disease	High
P0093	47	Male	Shortness of breath, dizziness	No known history	Aspirin	Low oxygen levels	Smoker	Sudden weight loss unexplained, requires evaluation	Diabetes	Low
P0094	80	Female	Blurred vision, headaches	Stroke history	Metformin	Brain scan abnormality	Drinker	Joint pain worsening, recommended physical therapy	Hypertension	Medium
P0095	65	Male	Joint pain, swelling	Hypertension	Lisinopril	Normal sugar	Overweight	Reports difficulty breathing, requires further testing	Alzheimer's	High
P0096	39	Male	Sudden weight loss, tiredness	Diabetes	Ibuprofen	High blood pressure	Drinker	Mild symptoms but family history is concerning	Respiratory Infection	High
P0097	27	Female	Chest pain, fatigue	Arthritis	Atorvastatin	Elevated liver enzymes	Overweight	Blurry vision, check for diabetes	Respiratory Infection	Low
P0098	26	Female	High fever, body aches	Diabetes	Omeprazole	Low oxygen levels	Healthy diet	Reports difficulty breathing, requires further testing	Hypertension	Medium
P0099	40	Female	Memory loss, confusion	Stroke history	Lisinopril	Normal sugar	Active	Mild symptoms but family history is concerning	Cancer Screening Needed	High
P0100	60	Male	Thirst, frequent urination	Alzheimer's in family	Metformin	High blood sugar	Active	Heart palpitations observed, needs ECG	Gastroenteritis	High

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🏥 HealthRisk-1500: Medical Risk Prediction Dataset

📌 Overview

HealthRisk-1500 is a real-world patient risk prediction dataset designed for training NLP models, LLMs, and healthcare AI systems. This dataset includes 1,500 unique patient records, covering a wide range of symptoms, medical histories, lab reports, and risk levels. It is ideal for predictive analytics, medical text processing, and clinical decision support.

🔍 Use Cases

🩺 Disease Risk Prediction: Train AI models to assess a patient's risk for diseases like heart disease, diabetes, and Alzheimer's.
🧠 Clinical NLP Applications: Extract meaningful insights from medical data.
💡 Healthcare Chatbots & Assistants: Enhance virtual medical assistants with real-world structured patient records.
📊 Medical Research & AI Development: Use in academic research for predictive modeling.

📊 Dataset Structure

The dataset consists of 1,500 patient records with the following key attributes:

Column Name	Description
Patient_ID	Unique identifier for each patient
Age	Patient's age (20-80 years)
Gender	Male / Female
Symptoms	Reported symptoms (e.g., "Chest pain, fatigue")
Medical_History	Past conditions (e.g., Hypertension, Diabetes)
Medications	Prescribed medications
Lab_Reports	Lab test results (e.g., High cholesterol, Normal sugar)
Lifestyle	Health habits (e.g., Smoker, Active, Sedentary)
Doctor_Notes	Short text summaries from doctors
Diagnosis	Predicted disease (e.g., Heart Disease, Diabetes)
Risk_Level	Patient risk classification (Low, Medium, High)

🚀 How to Use the Dataset

You can load this dataset using Hugging Face Datasets Library:

from datasets import load_dataset

dataset = load_dataset("lvimuth/HealthRisk-1500-Medical-Risk-Prediction")

🔥 Recommended Models for Training

BERT / BioBERT / ClinicalBERT (Text classification, medical text processing)
DeepSeek LLMs (Medical text summarization and prediction)
GPT-based models (Clinical chatbot training)

📄 Licensing & Attribution

License: 📜 CC BY 4.0 (Attribution required, free for research & commercial use).
Citation: Please cite this dataset when using it in your research or projects.

📬 Contact & Contribution

Have suggestions or want to contribute? Open a GitHub issue or reach out to me at lvimuth.

📢 If you find this dataset useful, please ⭐ star the project on Hugging Face!

Downloads last month: 51

Size of downloaded dataset files:

247 kB

Size of the auto-converted Parquet files:

27.3 kB

Number of rows:

1,500