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seniruk/Near-Earth-Comets-Classification-dataset

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--- license: apache-2.0 tags: - nasa - comets - classification size_categories: - 100K<n<1M --- # Hi, I’m Seniru Epasinghe 👋 I’m an AI undergraduate and an AI enthusiast, working on machine learning projects and open-source contributions. I enjoy exploring AI pipelines, natural language processing, and building tools that make development easier. ## 🌐 Connect with me [![Hugging Face](https://img.shields.io/badge/Hugging%20Face-seniruk-orange?logo=huggingface&logoColor=white)](https://huggingface.co/seniruk) &nbsp;&nbsp; [![Medium](https://img.shields.io/badge/Medium-seniruk_epasinghe-black?logo=medium&logoColor=white)](https://medium.com/@senirukepasinghe) &nbsp;&nbsp; [![LinkedIn](https://img.shields.io/badge/LinkedIn-seniru_epasinghe-blue?logo=linkedin&logoColor=white)](https://www.linkedin.com/in/seniru-epasinghe-b34b86232/) &nbsp;&nbsp; [![GitHub](https://img.shields.io/badge/GitHub-seth2k2-181717?logo=github&logoColor=white)](https://github.com/seth2k2) # Near-Earth Comets (NECs) Classification Dataset - This repository provides an **open-source dataset** of Near‑Earth Comets (NECs) and their classification as **Potentially Hazardous Asteroids (PHAs)** or not, based on the standards defined by NASA/JPL CNEOS. - The dataset covers observations from **1950 to 2025** - This dataset was created to support: - Machine Learning / AI **classification projects** - Risk assessments and orbital analysis - Astronomy and astrophysics education - Research on PHA‑related orbital characteristics ## **Column Descriptions** | Column Name | Meaning | |----------------------------------------|-------------------------------------------------------------------------| | **Date** | Date of the dataset record. | | **Neo Reference ID** | Unique identifier assigned by NASA/JPL for the object. | | **Name** | Official or provisional designation of the Near-Earth Comet/Asteroid. | | **Absolute Magnitude (H)** | Brightness of the object; used to estimate size. | | **Estimated Diameter** (km, m, miles, feet) | Estimated physical size range in multiple units. | | **Close Approach Date** | When the object made its close approach to Earth (or another body). | | **Epoch Date — Close Approach** | Time reference used for orbital calculations during the close approach. | | **Relative Velocity** (km/s, km/hr, mph) | Object's speed relative to Earth in multiple units. | | **Miss Distance** (AU, LD, km, miles) | Distance by which the object missed Earth, in multiple units. | | **Orbiting Body** | Celestial body the object approaches (e.g., Earth, Mars). | | **Orbit ID** | Identifier of the orbit solution at that epoch. | | **Orbit Determination Date** | When JPL finalized the orbital solution. | | **Orbit Uncertainty** | Numerical uncertainty measure (0 = best, 9 = worst). | | **Minimum Orbit Intersection Distance (MOID)** | Minimum distance between Earth's orbit and the object's orbit. | | **Jupiter Tisserand Invariant** | Orbital classification parameter related to comet vs. asteroid dynamics. | | **Epoch Osculation** | Timestamp for orbital element calculation. | | **Eccentricity** | Orbit shape (0 = circular, 1 = parabolic). | | **Semi-Major Axis** | Half of the longest dimension of the orbital ellipse. | | **Inclination** | Tilt of the object's orbit relative to Earth's orbital plane. | | **Ascending Node Longitude** | Where the object crosses the reference plane going northward. | | **Orbital Period** | Time required to complete one orbit. | | **Perihelion Distance** | Closest distance to the Sun. | | **Perihelion Argument** | Angle describing orbit orientation. | | **Aphelion Distance** | Furthest distance from the Sun. | | **Perihelion Time** | When the object reaches perihelion. | | **Mean Anomaly** | Angular position of the object in its orbit. | | **Mean Motion** | Average orbital angular speed. | | **Equinox** | Reference coordinate system epoch. | | **Hazardous** | **TRUE** if it meets potentially hazardous asteroid (PHA) criteria. | ## References - https://ssd.jpl.nasa.gov/tools/sbdb_query.html - https://cneos.jpl.nasa.gov/about/neo_groups.html#:~:text=Potentially%20Hazardous%20Asteroids%3A%20NEAs%20whose,H)%20is%2022.0%20or%20brighter. ## License This dataset is released as **open-source** under the Apache License.\ You may freely use it in academic, commercial, or private projects.
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