# Test 1 — Data

来源：https://www.kaggle.com/competitions/assignmenthw2/data

采集时间：2026-10-24T15:38:59Z

1) **images_training**: JPG images of 61578 galaxies. Files are named according to their GalaxyId.

2) **solutions_training**: Probability distributions for the classifications for each of the training images.

3) **images_test**: JPG images of 79975 galaxies. Files are name according to their GalaxyId. You will provide probabilities for each   of these images. 

4) **all_ones_benchmark**: Sample submission file corresponding to the All Ones Benchmark

5) **all_zeros_benchmark**: Sample submission file corresponding to the All Zeros Benchmark

6) **central_pixel_benchmark**: Simple benchmark that clusters training galaxies according to the color in the center of the image and then assigns the associated probability values to like-colored images in the test set.

The first column in each solution is labeled GalaxyID; this is a randomly-generated ID that only allows you to match the probability distributions with the images. The next 37 columns are all floating point numbers between 0 and 1 inclusive. These represent the morphology (or shape) of the galaxy in 37 different categories as identified by crowdsourced volunteer classifications as part of the Galaxy Zoo 2 project. These morphologies are related to probabilities for each category; a high number (close to 1) indicates that many users identified this morphology category for the galaxy with a high level of confidence. Low numbers for a category (close to 0) indicate the feature is likely not present.