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

# MovementPatterns

tags: classification, activity recognition, inertial sensors

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

**Dataset Description:**

The 'MovementPatterns' dataset is designed for the task of human activity recognition using data from inertial sensors. This dataset contains time-series data captured by accelerometers and gyroscopes, which are commonly found in wearable devices. Each record in the dataset represents a short snippet of movement captured from different activities. The activities are categorized into distinct classes based on the patterns of movement observed, such as walking, running, sitting, or jumping.

The dataset is intended for use in machine learning models that aim to classify human activities by analyzing the sensor data. The quality of the dataset is ensured by cleaning the data, labeling it accurately, and providing a balanced representation of each activity. The labels are human-annotated and represent the activity class as perceived by human observers.

**CSV Content Preview:**

```
timestamp, accelerometer_x, accelerometer_y, accelerometer_z, gyroscope_x, gyroscope_y, gyroscope_z, label
1577836800, 0.01, -0.02, 9.81, 0.001, -0.002, 0.003, walking
1577836860, 0.03, -0.04, 9.81, 0.002, -0.003, 0.004, running
1577836920, -0.02, 0.01, 9.79, -0.001, 0.002, -0.001, sitting
1577836980, 0.00, 0.02, 9.82, 0.000, 0.001, -0.002, jumping
1577837040, -0.01, 0.00, 9.80, -0.002, 0.000, 0.000, walking
```

**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=MovementPatterns&tags=classification,+activity+recognition,+inertial+sensors
- **Model**: https://huggingface.co/microsoft/Phi-3-mini-4k-instruct
- **More Datasets**: https://huggingface.co/datasets?other=infinite-dataset-hub
