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

# DepressionDiagnosis

tags: psychology, healthcare, machine learning

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

**Dataset Description:**

The 'DepressionDiagnosis' dataset is a collection of anonymized patient records from mental health clinics, designed for machine learning applications in psychology and healthcare. Each record includes patient narratives describing their symptoms and experiences, which are reviewed by trained professionals for diagnostic purposes. The dataset aims to improve the accuracy of automated depression diagnosis systems by providing a diverse range of text-based patient inputs and corresponding expert diagnoses.

The dataset comprises text entries from patient interviews, standardized assessment forms, and notes from healthcare providers. Each text entry has been carefully reviewed and labeled according to the Diagnostic and Statistical Manual of Mental Disorders (DSM-5) criteria for major depressive disorder (MDD) and persistent depressive disorder (PDD).

The labels are 'Positive' for cases where a healthcare professional has diagnosed the patient with depression (MDD or PDD) and 'Negative' for cases where no depression diagnosis has been made.

**CSV Content Preview:**

```
id,text,labels
001,"Patient reports persistent feelings of sadness, loss of interest in daily activities, and difficulty sleeping for over two weeks. No relief from stress.",Positive
002,"Patient describes occasional feelings of low mood but maintains a functional daily routine. Reports of anxiety, but no significant mood changes.",Negative
003,"Expressed feelings of hopelessness and worthlessness, alongside decreased appetite and trouble concentrating for several months. Symptoms persist despite positive life changes.",Positive
004,"Patient exhibits a general malaise, with complaints of fatigue and sleep disturbances, but denies any depressive thoughts or mood changes.",Negative
005,"Shows signs of irritability and frequent sadness, with self-reported episodes of crying spells over the past few weeks. Sleep patterns disrupted.",Positive
```

**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 'depression':

- **Dataset Generation Page**: https://huggingface.co/spaces/infinite-dataset-hub/infinite-dataset-hub?q=depression&dataset=DepressionDiagnosis&tags=psychology,+healthcare,+machine+learning
- **Model**: https://huggingface.co/microsoft/Phi-3-mini-4k-instruct
- **More Datasets**: https://huggingface.co/datasets?other=infinite-dataset-hub
