Datasets:
TEMPERATURE float32 0 2.76 | N_OBS float32 0 67 |
|---|---|
2.754805 | 11 |
2.744529 | 4 |
2.747275 | 18 |
2.743793 | 24 |
2.738516 | 4 |
2.734393 | 3 |
2.740441 | 11 |
2.738705 | 7 |
2.744071 | 8 |
2.735307 | 3 |
2.739819 | 12 |
2.738341 | 13 |
2.736085 | 15 |
2.736444 | 20 |
2.738494 | 4 |
0 | 0 |
2.734661 | 4 |
2.734278 | 4 |
2.740697 | 4 |
2.737283 | 4 |
2.734337 | 4 |
2.733881 | 4 |
2.736442 | 8 |
2.735507 | 21 |
2.734914 | 24 |
2.73339 | 21 |
0 | 0 |
0 | 0 |
2.733552 | 19 |
2.729055 | 7 |
0 | 0 |
2.735831 | 2 |
2.737925 | 18 |
2.734281 | 11 |
0 | 0 |
2.737345 | 9 |
2.736583 | 8 |
2.735735 | 11 |
2.733674 | 20 |
2.731908 | 10 |
0 | 0 |
0 | 0 |
0 | 0 |
0 | 0 |
0 | 0 |
2.73565 | 10 |
0 | 0 |
0 | 0 |
2.736354 | 12 |
2.735287 | 10 |
2.728346 | 4 |
2.726938 | 3 |
2.733704 | 13 |
2.734384 | 10 |
2.726331 | 4 |
2.729116 | 10 |
2.734762 | 16 |
2.734009 | 16 |
0 | 0 |
0 | 0 |
2.733215 | 16 |
2.735651 | 7 |
0 | 0 |
0 | 0 |
2.736679 | 8 |
2.734759 | 27 |
2.734227 | 24 |
2.722374 | 2 |
2.728623 | 3 |
2.734356 | 12 |
2.733523 | 8 |
2.732006 | 6 |
0 | 0 |
2.732943 | 8 |
2.733618 | 13 |
2.731853 | 5 |
2.73398 | 9 |
2.732905 | 16 |
2.730274 | 13 |
2.733685 | 10 |
2.730889 | 18 |
0 | 0 |
2.732218 | 18 |
0 | 0 |
0 | 0 |
0 | 0 |
0 | 0 |
0 | 0 |
2.736088 | 4 |
0 | 0 |
0 | 0 |
0 | 0 |
0 | 0 |
0 | 0 |
0 | 0 |
0 | 0 |
2.725905 | 1 |
2.730757 | 13 |
2.731674 | 19 |
2.735264 | 7 |
ARCADE 2 Sky Maps
Regenerate the preview from the published Parquet data with
python tools/render_hub_preview.py arcade2-sky-maps datasets/arcade2-sky-maps/preview.png.
These twelve maps are the calibrated sky-map measurement release from the July 2006 flight of ARCADE 2. The cryogenic differential radiometers compared the sky with a full-aperture blackbody calibrator. The maps retain absolute sky intensity after removal of the CMB dipole; no other Galactic or cosmological source was removed.
Each config preserves one LAMBDA FITS filename stem. Frequencies range from
3.15 to 89.8 GHz. Multiple configs at nearby nominal frequencies are distinct
radiometer channels, not interchangeable renderings. The s filename suffixes
remain part of their source identities.
How to use
python -m venv .venv && .venv/bin/pip install datasets huggingface_hub pyarrow
from datasets import load_dataset
dataset = load_dataset("astro-legacy-archive/arcade2-sky-maps", "arc2_3150_v19", split="train")
row = dataset.select([0]).select_columns(["TEMPERATURE"])[0]
print(row["TEMPERATURE"])
3.0873405933380127
from huggingface_hub import hf_hub_download
import json
import pyarrow.parquet as pq
path = hf_hub_download("astro-legacy-archive/arcade2-sky-maps", "arc2_3150_v19.parquet", repo_type="dataset")
print(json.loads(pq.ParquetFile(path).schema_arrow.metadata[b"healpix_map"])["healpix"]["ordering"])
NESTED
The example uses one representative channel. Choose another config by its
source filename stem. The embedded healpix_map document records geometry,
field units, coverage populations, source headers, provenance, and physics.
Coverage-sensitive work should use its measured zero populations rather than
turning them into nulls; the source values remain in-band.
Dataset structure
Every config contains 3,072 scalar rows, one for each NSIDE-16 NESTED HEALPix pixel in Galactic coordinates.
| column | type | source unit | description |
|---|---|---|---|
TEMPERATURE |
float32 | K | Absolute thermodynamic sky temperature; CMB dipole removed |
N_OBS |
float32 | counts | Number of 0.5-second integrations in the pixel |
TEMPERATURE=0 and N_OBS=0 identify the same measured pixel populations,
between 2,840 and 2,865 pixels depending on channel. The source and LAMBDA page
do not attach a separate code definition to zero, so the metadata records only
the measured values and counts. No config contains NaNs, infinities, or FITS
null values. Nonzero N_OBS values are integer-valued despite float32 storage.
The ordinary channels have documented 11.6-degree FWHM beams. LAMBDA documents
arc2_29500s_v19 with a 4-degree FWHM beam. The source FREQ cards are retained
verbatim: in particular the values in the two highest-frequency files are
22,664 and 24,264 because of their source integer representation. The filename
and product documentation independently identify those channels as 88,200 and
89,800 MHz; the structured metadata keeps the two bases distinct.
Provenance and citations
The twelve source files were delivered by LAMBDA on 2011-07-04. Each selected FITS bintable reconstructs in source column and row order with identical TFORM, shape, dtype, and value bits; FITS container serialisation is outside that promise. Source URLs, byte sizes, SHA-256 pins, complete FITS headers, and the fixed regeneration command are embedded in every Parquet file.
Cite Fixsen et al. (2011), ApJ 734, 5, DOI 10.1088/0004-637X/734/1/5; Kogut et al. (2011), ApJ 734, 4, DOI 10.1088/0004-637X/734/1/4; and Singal et al. (2011), ApJ 730, 138, DOI 10.1088/0004-637X/730/2/138.
No explicit licence identifier is published for these files. LAMBDA is a service of HEASARC and the Astrophysics Science Division at NASA/GSFC.
Considerations for use
- The maps cover only the ARCADE flight scan despite using a full-sphere grid.
- Pixel values are thermodynamic kelvin, not antenna temperature.
- Keep the distinct radiometer channels separate, including equal-frequency
ordinary and
sconfigurations. - The several-mK zero-level accuracy and per-map white-noise amplitudes are described in Fixsen et al. and Singal et al.; they are not per-pixel columns.
Licence
HEASARC states verbatim:
HEASARC materials are all available freely for your use.
This is a free-use statement rather than a named formal licence.
Errata and requests
To report an erratum, propose a correction, or ask a question about this
dataset, open a Discussion or Pull Request in its Community tab; posting
requires a free Hugging Face account. Dataset requests and archive-wide
questions may be posted in the
README space's Community tab
or the Community tab of any dataset. Confirmed corrections are made in the
source conversion tools and published by rebuilding the dataset.
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