TEMPERATURE float32 131 294 | Q_POLARISATION float32 -6.71 1.75 | U_POLARISATION float32 -1.67 1.58 | N_OBS float32 18.8 2.44k |
|---|---|---|---|
148.00647 | 0.158772 | 0.251341 | 134.831604 |
148.575623 | 0.105561 | -0.109901 | 113.051842 |
147.231247 | -0.302995 | 0.056387 | 111.034714 |
147.111206 | 0.210124 | -0.498491 | 125.914452 |
148.583984 | 0.044282 | -0.471569 | 133.822159 |
147.884323 | 0.185083 | -0.209337 | 143.784653 |
147.028137 | 0.152601 | -0.20041 | 114.00148 |
146.48703 | 0.404416 | -0.109783 | 157.636337 |
145.92572 | -0.318848 | 0.10998 | 132.845047 |
145.54393 | 0.005141 | -0.059882 | 130.96347 |
145.447876 | 0.352034 | 0.005552 | 125.010925 |
144.816193 | 0.256125 | -0.153616 | 142.749115 |
145.579269 | -0.004094 | -0.068375 | 139.77948 |
144.998703 | 0.257786 | 0.017926 | 115.919136 |
144.51947 | 0.047461 | -0.108161 | 150.671783 |
143.495224 | 0.005098 | -0.136073 | 133.905579 |
147.233734 | 0.073776 | -0.031455 | 171.551147 |
145.876678 | 0.570544 | 0.135872 | 149.7444 |
145.563034 | -0.154425 | 0.137098 | 115.043892 |
144.263931 | -0.11854 | 0.083983 | 130.8367 |
144.582474 | 0.313203 | 0.154554 | 119.059448 |
142.931671 | -0.003506 | -0.181217 | 141.840759 |
143.129318 | 0.227435 | -0.330337 | 117.942749 |
141.759308 | 0.042989 | -0.012183 | 104.072693 |
144.142944 | 0.120435 | 0.042795 | 101.140411 |
142.858902 | 0.250862 | 0.043063 | 121.96003 |
142.889557 | 0.187692 | 0.1703 | 140.678925 |
141.815994 | -0.014799 | -0.139272 | 122.844795 |
142.033844 | 0.065744 | 0.107341 | 140.840622 |
141.08786 | 0.470736 | -0.269465 | 132.878662 |
140.891418 | 0.320037 | -0.033728 | 109.084282 |
139.731995 | 0.123584 | 0.048452 | 163.548096 |
144.575912 | 0.615222 | 0.155955 | 130.896957 |
144.093231 | 0.182219 | -0.102558 | 137.825348 |
144.019119 | 0.36824 | -0.152592 | 139.759995 |
143.203873 | 0.249391 | -0.248751 | 123.89135 |
143.061142 | 0.515308 | 0.206925 | 109.090233 |
142.217545 | 0.22036 | -0.091177 | 119.017906 |
142.271667 | 0.050871 | -0.115705 | 164.636108 |
141.659607 | 0.105515 | 0.01111 | 125.893089 |
143.675003 | 0.281187 | -0.114761 | 140.709412 |
142.471268 | -0.053363 | -0.004701 | 113.027199 |
142.961929 | -0.071253 | 0.032482 | 146.718979 |
141.948059 | 0.28548 | 0.296869 | 144.734177 |
141.506836 | -0.075918 | -0.29602 | 117.978928 |
140.988647 | 0.28557 | -0.120098 | 128.907623 |
140.900894 | 0.220443 | 0.000951 | 121.027954 |
140.193024 | 0.031748 | -0.050008 | 139.775238 |
141.694153 | 0.015506 | -0.003328 | 126.994118 |
140.468552 | 0.212219 | 0.223044 | 120.940262 |
140.859756 | 0.21793 | 0.111713 | 121.873581 |
139.787399 | 0.074213 | -0.106506 | 145.770493 |
139.687286 | -0.163367 | -0.231382 | 117.015396 |
138.998367 | 0.275562 | 0.117513 | 120.846786 |
139.098663 | 0.035338 | 0.124875 | 148.742767 |
138.47049 | 0.27676 | -0.431209 | 132.868729 |
139.782974 | -0.172294 | -0.140816 | 123.987633 |
138.961014 | -0.061373 | -0.247693 | 118.006111 |
139.305389 | 0.191484 | 0.12619 | 123.945023 |
138.322113 | 0.003834 | -0.130233 | 140.804276 |
138.323898 | -0.288373 | -0.30916 | 142.667862 |
137.935837 | 0.515765 | -0.158215 | 122.036827 |
137.702286 | 0.115172 | -0.37018 | 153.71402 |
137.321426 | 0.201837 | -0.190422 | 156.691559 |
141.591476 | -0.081192 | 0.054029 | 138.758926 |
140.612442 | 0.187478 | -0.058783 | 130.873077 |
140.755615 | -0.001818 | 0.0678 | 150.724533 |
139.786423 | -0.072065 | -0.046915 | 134.817703 |
139.830978 | 0.379225 | 0.142214 | 129.876801 |
139.039169 | 0.064654 | -0.052268 | 141.710144 |
138.975449 | 0.273471 | -0.135865 | 125.893936 |
138.169205 | 0.255685 | -0.177507 | 128.962601 |
139.970779 | 0.330541 | -0.110132 | 127.863106 |
139.026062 | -0.298928 | -0.412207 | 122.887512 |
139.177338 | -0.194358 | -0.455273 | 119.036903 |
138.103836 | -0.124033 | 0.024021 | 134.837646 |
138.242126 | -0.228837 | -0.049168 | 145.718918 |
137.48262 | -0.076321 | -0.000323 | 117.933784 |
137.572601 | -0.113815 | 0.185587 | 130.878571 |
137.098587 | 0.121957 | 0.009106 | 122.974174 |
138.10054 | -0.050249 | 0.027916 | 134.764954 |
137.46666 | 0.055753 | 0.027134 | 122.86702 |
137.907684 | 0.02824 | -0.056624 | 152.779175 |
137.084091 | -0.173836 | 0.34329 | 125.92569 |
136.877945 | 0.006332 | -0.211292 | 143.782974 |
136.432678 | 0.203394 | 0.130408 | 134.905518 |
136.666687 | 0.136443 | -0.149011 | 126.898682 |
136.292099 | -0.006015 | 0.022354 | 126.940521 |
137.011612 | 0.128029 | -0.262924 | 137.800232 |
136.594467 | 0.248312 | 0.034536 | 148.671234 |
136.56044 | -0.178507 | -0.17619 | 162.599426 |
136.20108 | 0.059931 | 0.087683 | 139.881165 |
136.380783 | 0.045825 | 0.035677 | 142.798492 |
135.827972 | -0.109889 | -0.104592 | 148.747421 |
136.038956 | 0.089599 | -0.191023 | 119.937881 |
135.265366 | 0.08348 | 0.323832 | 138.847809 |
138.295914 | 0.262816 | 0.083671 | 127.929779 |
137.667725 | 0.12675 | 0.097633 | 121.006508 |
137.442474 | -0.107507 | -0.224854 | 145.737595 |
137.092392 | 0.073129 | 0.347589 | 126.951279 |
WMAP DR5 Single-Year I/Q/U Maps
The preview renders the canonical year-1 K1 TEMPERATURE field in its source
NESTED order, using a Galactic Mollweide projection and a symmetric 99.5th
percentile colour range.
This dataset contains the complete full-resolution single-year I/Q/U release
served by LAMBDA: ten WMAP differencing assemblies for each of nine observing
years. These are year-specific, per-assembly measurements. They are distinct
from wmap-band-maps-9yr, whose five maps coadd all nine years and combine
the assemblies within each frequency band.
The source release contains 90 FITS files and 180 bintable configurations.
Every file contains a Stokes Maps table and a separate Weight Arrays table.
The current year-2 K1 file is LAMBDA's corrected live object; the other 89
files come from the official bulk tarball.
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/wmap-single-year-maps", "wmap_iqumap_r9_yr1_K1_v5__Stokes Maps", split="train")
row = dataset.select([0]).select_columns(["TEMPERATURE"])[0]
print(row["TEMPERATURE"])
148.0064697265625
from huggingface_hub import hf_hub_download
import json
import pyarrow.parquet as pq
path = hf_hub_download("astro-legacy-archive/wmap-single-year-maps", "wmap_iqumap_r9_yr1_K1_v5-hdu-1.parquet", repo_type="dataset")
print(json.loads(pq.ParquetFile(path).schema_arrow.metadata[b"healpix_map"])["healpix"]["ordering"])
NESTED
The examples use the first-year K1 Stokes config. Select a year, differencing
assembly, and source HDU through its filename-stem config. The embedded
healpix_map document supplies geometry, units, coverage, source headers,
physics, and provenance without loading a complete map.
Dataset structure
Every table has 3,145,728 scalar rows at HEALPix NSIDE 512 in NESTED ordering
and Galactic coordinates. Row i is source pixel i.
| source table | verbatim columns | storage and source units |
|---|---|---|
Stokes Maps |
TEMPERATURE, Q_POLARISATION, U_POLARISATION, N_OBS |
float32; Stokes fields mK,thermodynamic, N_OBS counts |
Weight Arrays |
N_OBS, QQ, QU, UU |
float32; repeated N_OBS has no TUNIT, matrix fields counts |
Within each file that has both tables, the two N_OBS arrays are
bit-identical. QQ, QU, and UU are the source symmetric
polarisation-weight matrix elements. The maps contain no nulls or source blank
codes, so coverage.codes is empty.
The maps use the COSMO/HEALPix convention
for Q and U. LAMBDA's governing convention page states that a missing
POLCCONV keyword means COSMO; these source headers omit that keyword. Stokes I zero levels in
the individual-year maps are not set and are not meaningful. LAMBDA states that
the nine-year Stokes maps were made by an N_OBS-weighted pixel mean of the nine
single-year maps; the nine-year Stokes I maps additionally received a zero-level
setting. The combined archive holding also coadds Q1/Q2, V1/V2, and W1–W4 into
frequency-band maps. None of those operations is applied here.
Provenance and citations
The official tarball, delivered 2012-07-28, is 7.61 GiB and has SHA-256
d2575aa9ae0f59c51290be6afea4298d35e0b242b379c9bf57768e0f71a96e0c.
Its year-2 K1 member is truncated at 50,339,520 bytes and contains only the
Stokes table. LAMBDA currently serves a corrected 100,676,160-byte year-2 K1
object, delivered 2013-07-30, containing both tables; its first 50,339,520
bytes are identical to the complete tar member. This dataset uses that corrected
object for year-2 K1 and the pinned tar members for the other 89 files.
Each selected bintable reconstructs in source column and row order with identical TFORM, shape, dtype, and value bits; FITS container serialisation is outside that promise. Each Parquet embeds its individual FITS SHA-256, full headers, source URL, retrieval date, and fixed regeneration command.
Cite Bennett et al. (2013), ApJS 208, 20, DOI 10.1088/0067-0049/208/2/20, arXiv:1212.5225. No explicit licence identifier is published. LAMBDA states that its AWS-hosted WMAP data are freely available for use.
Considerations for use
For a pixel in a differencing assembly, LAMBDA gives the map-noise relation
[ \sigma = \frac{\sigma_0}{\sqrt{N_{\rm OBS}}}. ]
The published uncleaned-map values in mK are:
| assembly | K1 | Ka1 | Q1 | Q2 | V1 | V2 | W1 | W2 | W3 | W4 |
|---|---|---|---|---|---|---|---|---|---|---|
| Stokes I | 1.429 | 1.466 | 2.245 | 2.131 | 3.314 | 2.949 | 5.899 | 6.562 | 6.941 | 6.773 |
| Stokes Q/U | 1.435 | 1.472 | 2.254 | 2.140 | 3.324 | 2.958 | 5.912 | 6.577 | 6.958 | 6.795 |
The live FITS header states that QQ, QU, and UU must be divided by
(\sigma_0^2) to convert the source weight arrays to physical weights in
mK(^{-2}).
- Do not interpret the single-year Stokes I zero level physically.
- Keep differencing assemblies separate unless an analysis explicitly performs the documented band coaddition.
- Match
Stokes MapsandWeight Arraysby source filename and row position. - Full-resolution pixels oversample the frequency-dependent WMAP beams.
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.
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