Datasets:
PIX_PLUS int16 0 6.14k | PIX_MINU int16 0 6.14k | N_OBS int32 1 5.01k | SUM float32 -24,609.67 26.7k | SUM_2 float32 0 17.4M | SUM_3 float32 -230,554,320 262M | SUM_4 float32 0 183B |
|---|---|---|---|---|---|---|
0 | 325 | 85 | 325.043182 | 292,836.625 | 990,098.625 | 2,878,046,464 |
0 | 326 | 25 | -677.762756 | 136,167.640625 | -14,171,955 | 2,843,329,536 |
0 | 327 | 158 | 87.098236 | 573,675.6875 | 12,878,326 | 6,910,743,040 |
0 | 331 | 4 | 67.028702 | 8,253.370117 | 380,375.90625 | 25,876,584 |
0 | 332 | 88 | 228.974487 | 281,208.09375 | 1,365,634 | 2,647,314,176 |
0 | 333 | 81 | 270.591064 | 190,807.53125 | -4,374,243 | 1,590,788,224 |
0 | 334 | 141 | -978.089172 | 415,699.96875 | -3,902,727.5 | 3,219,988,736 |
0 | 335 | 35 | -96.802498 | 145,187.671875 | 3,424,101.25 | 1,831,450,112 |
0 | 336 | 62 | 37.282761 | 207,139.625 | -1,760,272.375 | 2,558,075,648 |
0 | 338 | 20 | -432.845734 | 112,561.242188 | -14,034,602 | 2,885,236,224 |
0 | 353 | 52 | 697.578674 | 140,786.546875 | 5,485,844.5 | 1,102,034,816 |
0 | 355 | 114 | -166.373993 | 374,770.75 | -781,692.125 | 3,060,030,720 |
0 | 356 | 119 | 581.587158 | 300,514.75 | 2,413,576 | 2,164,115,968 |
0 | 357 | 3 | 64.185265 | 3,000.159424 | 114,972.460938 | 4,808,682 |
0 | 358 | 57 | 210.30394 | 150,811.21875 | 1,734,072.75 | 1,106,850,944 |
0 | 360 | 31 | 625.645935 | 99,368.789063 | 3,174,180.25 | 622,538,304 |
0 | 361 | 161 | 1,162.227051 | 618,300.25 | 9,122,973 | 5,887,780,864 |
0 | 362 | 141 | -1,152.99939 | 498,943.3125 | -13,022,536 | 4,495,848,448 |
0 | 363 | 82 | 891.280518 | 211,143.421875 | -1,151,939 | 1,987,895,680 |
0 | 364 | 2 | -36.422302 | 746.380005 | -16,618.695313 | 388,764.78125 |
0 | 405 | 26 | -92.548943 | 101,215.34375 | 2,198,985.25 | 812,165,312 |
0 | 407 | 140 | 433.785339 | 485,270.375 | 9,487,358 | 4,668,120,064 |
0 | 411 | 2 | 25.686291 | 609.356628 | 15,004.444336 | 370,043.9375 |
0 | 412 | 58 | -603.951904 | 182,275.78125 | -6,778,935.5 | 1,498,958,592 |
0 | 413 | 175 | 188.460938 | 653,119.6875 | 5,445,023 | 6,860,919,808 |
0 | 414 | 203 | 70.787674 | 695,728.125 | -11,463,723 | 6,476,241,408 |
0 | 415 | 41 | 236.660065 | 117,074.117188 | 2,500,920.5 | 1,024,951,552 |
0 | 429 | 7 | 243.072098 | 31,309.537109 | 2,222,173.5 | 256,215,568 |
0 | 430 | 2 | -52.132626 | 1,535.287231 | -49,214.53125 | 1,657,926.125 |
0 | 431 | 190 | 1,428.649292 | 626,863.375 | 14,186,592 | 6,771,557,376 |
0 | 433 | 103 | -670.435364 | 309,979.0625 | -9,858,643 | 2,721,963,776 |
0 | 434 | 41 | 24.145142 | 120,355.140625 | -969,818.4375 | 980,433,408 |
0 | 435 | 228 | 1,573.391968 | 788,023.1875 | 10,611,818 | 8,087,888,896 |
0 | 436 | 129 | -369.256104 | 543,829.75 | -722,966.75 | 6,810,882,560 |
0 | 438 | 12 | 78.863693 | 22,469.310547 | 675,857.3125 | 83,582,448 |
0 | 440 | 230 | 309.667175 | 760,822.375 | -541,782.5 | 8,509,425,152 |
0 | 441 | 56 | -132.903915 | 208,485.40625 | -6,076,074 | 2,535,100,672 |
0 | 442 | 136 | -400.395081 | 482,448.5 | -628,813.125 | 5,267,471,360 |
0 | 448 | 161 | -948.881592 | 521,469.40625 | -15,405,262 | 5,357,074,944 |
0 | 449 | 7 | -193.536499 | 34,827.929688 | -2,793,754.75 | 458,330,112 |
0 | 450 | 107 | -753.199646 | 322,437.875 | -6,385,603 | 2,545,932,544 |
0 | 456 | 2 | -13.364786 | 89.578384 | -602.201538 | 4,060.304688 |
0 | 605 | 6 | 28.001717 | 17,735.662109 | 366,829.3125 | 143,985,168 |
0 | 606 | 23 | 263.004974 | 79,254.398438 | 1,338,177.5 | 531,274,912 |
0 | 607 | 318 | -237.896576 | 1,186,923 | 13,187,142 | 13,122,535,424 |
0 | 615 | 6 | -103.923714 | 21,914.914063 | -818,464.4375 | 150,323,344 |
0 | 618 | 57 | -325.944092 | 230,214.21875 | 1,935,273 | 3,620,464,896 |
0 | 619 | 297 | 215.719193 | 965,307.8125 | 13,567,356 | 9,516,067,840 |
0 | 620 | 99 | -599.294434 | 379,807.8125 | -8,819,361 | 3,639,088,896 |
0 | 621 | 402 | -1,077.359741 | 1,292,874.25 | 10,358,593 | 12,405,632,000 |
0 | 622 | 370 | 114.81311 | 1,410,494.375 | -17,162,346 | 15,410,698,240 |
0 | 623 | 101 | -1,632.019653 | 304,685.8125 | -12,253,428 | 2,571,881,472 |
0 | 625 | 74 | 273.07608 | 281,581.15625 | 7,775,246 | 2,440,879,872 |
0 | 626 | 172 | -65.165634 | 627,991.8125 | -5,394,010.5 | 7,347,402,240 |
0 | 627 | 335 | -463.267181 | 1,135,179.25 | 10,252,115 | 10,039,731,200 |
0 | 628 | 395 | 357.731842 | 1,325,174.625 | -7,348,935 | 12,472,932,352 |
0 | 629 | 222 | 1,614.092407 | 736,467.6875 | 6,770,184.5 | 8,051,762,688 |
0 | 630 | 90 | -199.049393 | 343,203.6875 | 4,175,787.5 | 3,638,781,952 |
0 | 632 | 305 | -1,111.719482 | 1,159,662 | 3,419,598 | 12,683,707,392 |
0 | 633 | 20 | 274.733185 | 52,748.828125 | 2,083,356.5 | 272,424,448 |
0 | 647 | 8 | 356.775085 | 38,312.894531 | 3,938,072.75 | 447,722,944 |
0 | 648 | 1 | -28.83634 | 831.534485 | -23,978.410156 | 691,449.5625 |
0 | 649 | 55 | -120.773422 | 156,057.328125 | 2,430,583.5 | 1,618,968,576 |
0 | 650 | 216 | -411.563904 | 751,371.6875 | -546,152 | 7,061,633,536 |
0 | 651 | 274 | 1,374.519897 | 1,020,997.6875 | 8,506,558 | 12,771,736,576 |
0 | 652 | 149 | 934.288452 | 397,968.9375 | 1,427,314.75 | 3,772,422,144 |
0 | 653 | 292 | -280.179688 | 1,111,076.875 | -3,105,444.5 | 10,839,536,640 |
0 | 654 | 177 | 234.395569 | 606,307.125 | -8,271,895.5 | 6,859,832,320 |
0 | 655 | 76 | -88.393478 | 244,320.75 | -2,543,687 | 2,492,169,216 |
0 | 657 | 1 | -20.424833 | 417.173828 | -8,520.706055 | 174,034 |
0 | 658 | 100 | -446.271088 | 358,373.09375 | -10,449,355 | 3,303,549,184 |
0 | 659 | 250 | -66.303406 | 966,568.8125 | -554,038 | 10,092,289,024 |
0 | 660 | 72 | 76.208145 | 192,197.078125 | 5,312,416.5 | 1,755,568,640 |
0 | 661 | 245 | -735.102173 | 772,222.6875 | -14,927,191 | 7,193,169,920 |
0 | 662 | 329 | -394.743347 | 1,003,286.4375 | -3,268,866.5 | 10,003,509,248 |
0 | 663 | 158 | 863.088989 | 514,265.21875 | 8,812,655 | 4,888,768,000 |
0 | 664 | 254 | 383.59787 | 839,325.5 | 6,999,114.5 | 7,748,859,904 |
0 | 665 | 132 | -714.28949 | 409,139.15625 | -10,622,826 | 3,804,711,424 |
0 | 666 | 2 | 82.516724 | 8,884.370117 | 818,735.125 | 76,778,472 |
0 | 668 | 9 | -159.166824 | 23,283.847656 | -1,399,350 | 149,322,672 |
0 | 672 | 126 | 723.942322 | 318,585.34375 | 3,812,050.5 | 2,378,265,344 |
0 | 673 | 31 | -281.933411 | 104,288.0625 | -2,905,898.5 | 1,350,283,136 |
0 | 704 | 390 | 170.370911 | 1,499,892.125 | 13,948,075 | 15,533,839,360 |
0 | 705 | 175 | 24.699677 | 531,726.3125 | 1,882,080.5 | 4,618,404,864 |
0 | 706 | 10 | -130.68866 | 36,203.070313 | -347,773.90625 | 272,447,904 |
0 | 708 | 3 | -2.347546 | 5,187.10791 | 125,555.414063 | 13,031,466 |
0 | 770 | 1 | -70.471985 | 4,966.300781 | -349,985.0625 | 24,664,142 |
0 | 771 | 157 | -905.368469 | 661,029.125 | -10,256,550 | 9,894,010,880 |
0 | 772 | 168 | -1,430.312988 | 605,927.625 | -20,192,576 | 6,641,174,528 |
0 | 773 | 189 | -56.286194 | 728,302.125 | -13,240,048 | 6,927,508,992 |
0 | 774 | 217 | 444.179596 | 856,263.125 | 13,581,961 | 10,766,038,016 |
0 | 775 | 6 | 63.103344 | 15,875.821289 | 1,408,158.25 | 177,103,680 |
0 | 776 | 166 | 1,133.450806 | 549,402.9375 | 20,948,300 | 5,988,688,896 |
0 | 777 | 210 | -1,363.838623 | 697,205.5 | -21,786,870 | 7,165,270,016 |
0 | 778 | 289 | -774.090393 | 948,059.75 | -28,627,564 | 10,661,372,928 |
0 | 779 | 6 | 102.253662 | 24,741.498047 | 1,133,133 | 257,229,792 |
0 | 780 | 12 | 89.769775 | 18,630.832031 | 1,143,708.625 | 117,901,784 |
0 | 784 | 3 | -134.692245 | 16,408.951172 | -1,817,476.125 | 218,190,912 |
0 | 800 | 5 | 212.460754 | 29,359.697266 | 1,495,836.125 | 223,097,120 |
0 | 1,056 | 45 | -39.729095 | 242,324.046875 | 4,210,938.5 | 4,149,282,304 |
COBE DMR four-year pixelized differential data
The preview bins the 31A source rows by their ordered PIX_PLUS and
PIX_MINU identities; colour records the number of source rows in each 24 by
24 pixel bin.
Regenerate it from the published Parquet data with
python tools/render_hub_preview.py cobe-dmr-pixelized-differential-data datasets/cobe-dmr-pixelized-differential-data/preview.png.
This dataset contains the COBE Differential Microwave Radiometer four-year Pixelized Differential Data Project Data Set served by LAMBDA. Six detector channels at 31.5, 53, and 90 GHz are delivered as eight source files because 31B is split into three source time intervals.
python -m venv .venv && .venv/bin/pip install datasets huggingface_hub pyarrow
from datasets import load_dataset
dataset = load_dataset("astro-legacy-archive/cobe-dmr-pixelized-differential-data", "DMR_PIXDIFF_31A_4YR", split="train[:1]", columns=["PIX_PLUS", "PIX_MINU", "SUM"])
row = dataset[0]
print(row["PIX_PLUS"], row["PIX_MINU"], row["SUM"])
0 325 325.0431823730469
import json
from huggingface_hub import hf_hub_download
import pyarrow.parquet as pq
path = hf_hub_download("astro-legacy-archive/cobe-dmr-pixelized-differential-data", "DMR_PIXDIFF_31A_4YR.parquet", repo_type="dataset")
meta = json.loads(pq.read_schema(path).metadata[b"explicit_pixel_table"])
print([field["name"] for field in meta["pixelisation"]["pixel_columns"]])
['PIX_PLUS', 'PIX_MINU']
Dataset structure
Each configuration is one source DMR_PIXPERM binary table. The seven
scalar fields remain in source order: int16 PIX_PLUS, int16 PIX_MINU,
int32 N_OBS, and float32 SUM, SUM_2, SUM_3, and SUM_4. The source
units are respectively blank, blank, blank, mK, mK**2, mK**3, and
mK**4; blank TUNIT cards are preserved as present and blank.
Rows describe source pixel permutations. PIX_PLUS and PIX_MINU each span
0 through 6,143 and neither is independently unique. Their ordered source
pair is unique within each file and is recorded by schema 1.1 without adding
a combined identifier column. The source rows remain sorted by PIX_PLUS
and then PIX_MINU.
N_OBS is the number of observations accumulated for that permutation.
SUM through SUM_4 retain the source sums of the first through fourth
powers of the calibrated differential antenna temperature. No mean,
variance, map value, coordinate, or decoded statistic is derived.
Pixelisation and observing periods
The primary headers state COORDSYS='E' and PIXRESOL=6. The pinned COBE
document identifies the quadrilateralized spherical cube (CSC) projection;
LAMBDA describes the sign as temperature in horn 1 minus temperature in horn
2. The documented 6,144-pixel identity on each side gives 37,748,736 possible
ordered pairs. Missing pairs remain absent rows rather than archive fill
values.
The primary headers retain channel, frequency, antenna-temperature scale, thermodynamic conversion, observation dates, noise measurements, correction flags, and removed-dipole parameters. The three 31B configurations are the three source time intervals and are not concatenated or renamed.
Source guidance and limitations
The four-year DMR Explanatory Supplement identifies the three 31B files as separate, unweighted intervals A, B, and C because coadding their pixelized differential data is not straightforward. Intervals B and C have higher RMS noise than interval A following a discontinuous increase in the receiver noise. They should not be treated as directly coaddable equal-noise parts.
Eclipse-season systematic errors significantly affect the 31 GHz channels; the released 31A and 31B products exclude the affected date ranges. Scientific use must also account for the documented calibration uncertainties and systematic-error limits rather than treating the corrected sums as free of those limitations.
Every source FITS header gives the dipole-restoration prescription. To restore
the removed dipole to SUM for a pixel permutation, add N_OBS times the dot
product of the header's dipole vector with the pointing vector for PIX_PLUS
minus the pointing vector for PIX_MINU. The applicable DIP_MAG, DIP_ELON,
and DIP_ELAT values remain in each embedded primary header; the header warns
that this is neither a definitive DMR dipole nor the best-fit dipole from the
dataset.
Provenance and reconstruction
The LAMBDA download table
serves the eight FITS files. Together they contain 12,834,908 rows and occupy
308,165,760 bytes. Individual source and Parquet SHA-256 values are recorded
in facts.yaml and each Parquet file embeds its own source pin.
The four-year DMR Explanatory Supplement
is the governing document for these four-year Project Data Sets.
The explicit_pixel_table metadata contains both complete FITS headers,
source field definitions, ordered pixel identity, pixelisation statements and
bases, physics, credit, and the fixed regeneration command. Rebuild with
python tools/make_cobe_dmr_pixelized_differential_data.py data/cobe-dmr-pixelized-differential-data.
No explicit licence identifier is published. Preserve the COBE credit: “The COBE datasets were developed by the NASA Goddard Space Flight Center under the guidance of the COBE Science Working Group.”
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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