license:mit size_categories:n<1K format:csv modality:tabular library:datasets library:pandas library:mlcroissant library:polars region:us infinite-dataset-hub synthetic
---
license: mit
tags:
- infinite-dataset-hub
- synthetic
---

# HealthRiskPredictor

tags: healthcare analytics, preventative measures, patient risk stratification

_Note: This is an AI-generated dataset so its content may be inaccurate or false_

**Dataset Description:**

The 'HealthRiskPredictor' dataset is designed to support machine learning models in predicting the likelihood of patients developing chronic diseases based on their lifestyle, medical history, and demographic information. It includes a wide range of features such as age, gender, weight, height, exercise frequency, smoking status, diet, medical history, and family history of diseases. The dataset aims to aid healthcare providers in implementing preventative measures and patient risk stratification to tailor personalized healthcare plans.

**CSV Content Preview:**

```
age,gender,weight,height,exercise_frequency,smoking_status,diet_type,family_history_of_diseases,medical_history,risk_level
29,male,85,180,4,non-smoker,balanced,no,none,low
35,female,70,165,2,smoker,vegan,yes,hypertension,high
42,male,95,175,1,non-smoker,omnivore,no,none,medium
58,female,78,160,3,non-smoker,vegetarian,yes,diabetes,high
33,male,88,178,2,non-smoker,balanced,no,none,low
```

Please note that this is a small preview of the dataset and in a full dataset, there would be thousands of records, each with unique information. The 'risk_level' column has been invented to classify the risk level of patients developing chronic diseases based on the given factors. The labels represent the risk stratification (low, medium, high) to assist healthcare providers in identifying high-risk patients and implementing preventative measures accordingly.

**Source of the data:**

The dataset was generated using the [Infinite Dataset Hub](https://huggingface.co/spaces/infinite-dataset-hub/infinite-dataset-hub) and microsoft/Phi-3-mini-4k-instruct using the query '':

- **Dataset Generation Page**: https://huggingface.co/spaces/infinite-dataset-hub/infinite-dataset-hub?q=&dataset=HealthRiskPredictor&tags=healthcare+analytics,+preventative+measures,+patient+risk+stratification
- **Model**: https://huggingface.co/microsoft/Phi-3-mini-4k-instruct
- **More Datasets**: https://huggingface.co/datasets?other=infinite-dataset-hub
