There is an infinite number of objects in the outer space. Some of them are closer than we think. Even though we might think that a distance of 70,000 Km can not potentially harm us, but at an astronomical scale, this is a very small distance and can disrupt many natural phenomena. These objects/asteroids can thus prove to be harmful. Hence, it is wise to know what is surrounding us and what can harm us amongst those.
This dataset compiles the list of NASA certified asteroids that are classified as the nearest earth object.
The dataset contains the following information about object:
-
-Name
-Estimated minimum diameter
-Estimated maximum diameter
-Relative velocity
-Miss Distance
-Orbiting Body
-Sentry Object
-Absolute Magnitude
| Model | Accuracy |
|---|---|
| Using Bayes Theorem | 90.41 |
| Neural Network using Pytorch | 91.186 |
| XG Boost | 91.23 |
| Random Forest | 92.07 |
| DecisionTreeClassifier | 89.33 |
| KNeighborsClassifier | 88.06 |
1.Pytorch
3.Scikitlearn
4.Numpy
5.Pandas
2.Pytorch-Tabnet - https://arxiv.org/abs/1908.07442
6.NASA Open API - https://api.nasa.gov
7.NEO Earth Close Approches - https://cneos.jpl.nasa.gov/ca/
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