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juliensimon/galaxy-clusters

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Hugging Face2026-03-24 更新2026-03-29 收录
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--- license: cc-by-4.0 pretty_name: "Planck PSZ2 Galaxy Cluster Catalog" language: - en description: "Galaxy clusters detected by the Planck satellite via the Sunyaev-Zel'dovich effect with mass, redshift, and signal-to-noise" task_categories: - tabular-regression tags: - galaxy-cluster - planck - sz-effect - cosmology - astronomy - open-data size_categories: - 1K<n<10K --- # Planck PSZ2 Galaxy Cluster Catalog ![Update Galaxy Clusters](https://github.com/juliensimon/space-datasets/actions/workflows/update-galaxy-clusters.yml/badge.svg) ![Updated](https://img.shields.io/badge/dynamic/json?url=https://raw.githubusercontent.com/juliensimon/space-datasets/main/status.json&query=$["galaxy-clusters"]&label=updated&color=brightgreen) Complete catalog of galaxy clusters detected by the [Planck satellite](https://www.cosmos.esa.int/web/planck) via the Sunyaev-Zel'dovich (SZ) effect, sourced via NASA HEASARC. Currently **1,655** clusters. ## Dataset description Galaxy clusters are the largest gravitationally bound structures in the universe. The Planck satellite detected them through the thermal Sunyaev-Zel'dovich effect: hot intracluster gas distorts the cosmic microwave background spectrum. The PSZ2 catalog is the second and final Planck SZ source catalog, based on the full mission data. This dataset includes positions, redshifts, SZ-derived mass proxies, integrated SZ signal, signal-to-noise ratio, and detection pipeline information. ## Schema | Column | Type | Description | |--------|------|-------------| | `name` | string | Planck cluster name (e.g. "PSZ2 G000.13+78.04") | | `ra` | float | Right ascension (degrees) | | `dec` | float | Declination (degrees) | | `lii` | float | Galactic longitude (degrees) | | `bii` | float | Galactic latitude (degrees) | | `redshift` | float | Cluster redshift | | `redshift_source_name` | string | Source of redshift measurement | | `mass_sz` | float | SZ mass proxy M_SZ (10^14 solar masses) | | `mass_sz_pos_err` | float | Mass proxy positive uncertainty | | `mass_sz_neg_err` | float | Mass proxy negative uncertainty | | `y5r500` | float | Integrated SZ signal Y_5R500 (arcmin^2) | | `y5r500_error` | float | SZ signal uncertainty | | `snr` | float | Detection signal-to-noise ratio | | `det_pipeline_codes` | string | Detection pipeline code(s) used | ## Quick stats - **1,655** galaxy clusters - **1,094** with measured redshift (median z = 0.224, max z = 0.972) - Median detection SNR: **5.6** ## Usage ```python from datasets import load_dataset ds = load_dataset("juliensimon/galaxy-clusters", split="train") df = ds.to_pandas() # Redshift distribution z = df["redshift"].dropna() print(f"{len(z):,} clusters with redshift, median z = {z.median():.3f}") # Most massive clusters top = df.nlargest(10, "mass_sz")[["name", "redshift", "mass_sz", "snr"]] # Sky map in Galactic coordinates import matplotlib.pyplot as plt plt.scatter(df["lii"], df["bii"], c=df["snr"], s=3, cmap="viridis") plt.colorbar(label="SNR") plt.xlabel("Galactic longitude (deg)") plt.ylabel("Galactic latitude (deg)") plt.title("Planck PSZ2 Galaxy Clusters") ``` ## Data source All data comes from the [Planck PSZ2 Catalog](https://heasarc.gsfc.nasa.gov/W3Browse/all/plancksz2.html) hosted by NASA's High Energy Astrophysics Science Archive Research Center (HEASARC), accessed via the TAP protocol. Original reference: Planck Collaboration, 2016, A&A, 594, A27. ## Update schedule Quarterly (1st Monday of January, April, July, October at 19:30 UTC) via [GitHub Actions](https://github.com/juliensimon/space-datasets). ## Related datasets - [supernova-remnants](https://huggingface.co/datasets/juliensimon/supernova-remnants) — Green's SNR Catalog - [gamma-ray-bursts](https://huggingface.co/datasets/juliensimon/gamma-ray-bursts) — Fermi GBM GRB Catalog - [exoplanets](https://huggingface.co/datasets/juliensimon/exoplanets) — NASA Exoplanet Archive ## Pipeline Source code: [juliensimon/space-datasets](https://github.com/juliensimon/space-datasets) ## Citation ```bibtex @dataset{galaxy_clusters, author = {Simon, Julien}, title = {Planck PSZ2 Galaxy Cluster Catalog}, year = {2026}, publisher = {Hugging Face}, url = {https://huggingface.co/datasets/juliensimon/galaxy-clusters}, note = {Based on Planck PSZ2 Catalog via NASA HEASARC} } ``` ## License [CC-BY-4.0](https://creativecommons.org/licenses/by/4.0/)
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