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variant
string
field
string
var
string
step
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path
string
dtype
string
shape
list
file_shape
list
component
null
transpose
null
bytes
int64
sha256
string
2d
AEROD_v
AEROD_v
null
1800x3600/AEROD_v_1_1800_3600.f32
<f4
[ 1800, 3600 ]
[ 1800, 3600 ]
null
null
25,920,000
472f169e668049fa46b69698d8a47ce7d74c557e830344fced47b55c0a3829a4
2d
CLDHGH
CLDHGH
null
1800x3600/CLDHGH_1_1800_3600.f32
<f4
[ 1800, 3600 ]
[ 1800, 3600 ]
null
null
25,920,000
2f05bb17391c00a6d5948ef062537fafd44b27fc09e47c06c3f0112718be65d8
2d
CLDLOW
CLDLOW
null
1800x3600/CLDLOW_1_1800_3600.f32
<f4
[ 1800, 3600 ]
[ 1800, 3600 ]
null
null
25,920,000
289f9196036e93e129b9c142444c225065740a783ec76877fc2d5b9fa13d0a3e
2d
CLDMED
CLDMED
null
1800x3600/CLDMED_1_1800_3600.f32
<f4
[ 1800, 3600 ]
[ 1800, 3600 ]
null
null
25,920,000
66b5d22ff38de01c89fa19e4d71039dbfc0ad92ae8b29bdbd35e8bf7c0cced3f
2d
CLDTOT
CLDTOT
null
1800x3600/CLDTOT_1_1800_3600.f32
<f4
[ 1800, 3600 ]
[ 1800, 3600 ]
null
null
25,920,000
63642765eacdd0c7d9f9761c8fb074b37b08ce93e8b71c76cce5e084fc1131e3
2d
FLDSC
FLDSC
null
1800x3600/FLDSC_1_1800_3600.f32
<f4
[ 1800, 3600 ]
[ 1800, 3600 ]
null
null
25,920,000
78df3f45a1609910a452b9791a6a338ef7335ffe3d2af67849ce2095cf307927
2d
FLDS
FLDS
null
1800x3600/FLDS_1_1800_3600.f32
<f4
[ 1800, 3600 ]
[ 1800, 3600 ]
null
null
25,920,000
8b3125216af7f60fb90d9ae38bdd9bc36b56fd7cf7efe79e0775bfe0aa3b9c97
2d
FLNSC
FLNSC
null
1800x3600/FLNSC_1_1800_3600.f32
<f4
[ 1800, 3600 ]
[ 1800, 3600 ]
null
null
25,920,000
e240d0f22e69a44dcfee642951e6926f025639865484a3ec108cdf2bacb6f68e
2d
FLNS
FLNS
null
1800x3600/FLNS_1_1800_3600.f32
<f4
[ 1800, 3600 ]
[ 1800, 3600 ]
null
null
25,920,000
0a683d1c2f04e5e0484a8e7871391436986c638dd7ee0f6983eb6ae6fd834430
2d
FLNTC
FLNTC
null
1800x3600/FLNTC_1_1800_3600.f32
<f4
[ 1800, 3600 ]
[ 1800, 3600 ]
null
null
25,920,000
efd91bc78ae04db0a5712853e878cf8a7f12bafddd1fbca2e33f1aa0c4a561e6
2d
FLNT
FLNT
null
1800x3600/FLNT_1_1800_3600.f32
<f4
[ 1800, 3600 ]
[ 1800, 3600 ]
null
null
25,920,000
4c283426c3c38bdd26107d4a531a7ef2472db10af7c5ded98524880ee83d9865
2d
FLUTC
FLUTC
null
1800x3600/FLUTC_1_1800_3600.f32
<f4
[ 1800, 3600 ]
[ 1800, 3600 ]
null
null
25,920,000
9e2fffcee69476180afd31b5454d65334b5c2aaf2266f9c951a237950f28c74d
2d
FLUT
FLUT
null
1800x3600/FLUT_1_1800_3600.f32
<f4
[ 1800, 3600 ]
[ 1800, 3600 ]
null
null
25,920,000
ae23d14b411dd85db6a02d8846f1b436a2a9f679b48a603d4180fe2ee967ce5d
2d
FREQSH
FREQSH
null
1800x3600/FREQSH_1_1800_3600.f32
<f4
[ 1800, 3600 ]
[ 1800, 3600 ]
null
null
25,920,000
2e3e95da67197a7f154186397abf9854a6bf62b2f7f534319cd3428834846bbb
2d
FREQZM
FREQZM
null
1800x3600/FREQZM_1_1800_3600.f32
<f4
[ 1800, 3600 ]
[ 1800, 3600 ]
null
null
25,920,000
679d2772ba3bbe9221083896887cf1bab701a7cb4df806d8ce53320be719a38d
2d
FSDSC
FSDSC
null
1800x3600/FSDSC_1_1800_3600.f32
<f4
[ 1800, 3600 ]
[ 1800, 3600 ]
null
null
25,920,000
3023650f3261f442f59fd33fc9eb8eb7ccb2b1914fca01794f8eee3937dae06f
2d
FSDS
FSDS
null
1800x3600/FSDS_1_1800_3600.f32
<f4
[ 1800, 3600 ]
[ 1800, 3600 ]
null
null
25,920,000
4b89af52db1a06f17de49275c4520374ad48385f5e95c7c1ad1060aed02b494d
2d
FSDTOA
FSDTOA
null
1800x3600/FSDTOA_1_1800_3600.f32
<f4
[ 1800, 3600 ]
[ 1800, 3600 ]
null
null
25,920,000
13b6d8e0fce292e18d80ef46a48b9b9f1f4902d9fa3538431c3518270a2796b4
2d
FSNSC
FSNSC
null
1800x3600/FSNSC_1_1800_3600.f32
<f4
[ 1800, 3600 ]
[ 1800, 3600 ]
null
null
25,920,000
fa93c97cb3267ee2c42d2307763dd55eb8279715b835cd79494188d202a9de04
2d
FSNS
FSNS
null
1800x3600/FSNS_1_1800_3600.f32
<f4
[ 1800, 3600 ]
[ 1800, 3600 ]
null
null
25,920,000
114f9b8aec31768e480571f07cada05379c80dc7f8e437df1feea1e5a6b2d63d
2d
FSNTC
FSNTC
null
1800x3600/FSNTC_1_1800_3600.f32
<f4
[ 1800, 3600 ]
[ 1800, 3600 ]
null
null
25,920,000
76c232b3d01c48752c1d4e701bd900cab15b348fb0812018a266f7d53b33155f
2d
FSNTOAC
FSNTOAC
null
1800x3600/FSNTOAC_1_1800_3600.f32
<f4
[ 1800, 3600 ]
[ 1800, 3600 ]
null
null
25,920,000
2c001352ea9622689fd0df4c10a0795a2120a0fb210ffd0eafdc4a97149b79f5
2d
FSNTOA
FSNTOA
null
1800x3600/FSNTOA_1_1800_3600.f32
<f4
[ 1800, 3600 ]
[ 1800, 3600 ]
null
null
25,920,000
ca6fa4c63334f76ef1e5704c98b0c8a597e3bb319ac479e3baf89d786dab420c
2d
FSNT
FSNT
null
1800x3600/FSNT_1_1800_3600.f32
<f4
[ 1800, 3600 ]
[ 1800, 3600 ]
null
null
25,920,000
3ecc5ddf559d1ccd97617ca2baa95230d24598063f84ad698b14eeaa3fad870b
2d
FSUTOA
FSUTOA
null
1800x3600/FSUTOA_1_1800_3600.f32
<f4
[ 1800, 3600 ]
[ 1800, 3600 ]
null
null
25,920,000
1eadd633d2a3511dde4a34fc98b4cd13d8e39f36007a634b82fc4c29690909d6
2d
ICEFRAC
ICEFRAC
null
1800x3600/ICEFRAC_1_1800_3600.f32
<f4
[ 1800, 3600 ]
[ 1800, 3600 ]
null
null
25,920,000
67559bf9472231982cc6e1082f3a63972b357c8c876da304ec7c8c2ca370ad52
2d
LANDFRAC
LANDFRAC
null
1800x3600/LANDFRAC_1_1800_3600.f32
<f4
[ 1800, 3600 ]
[ 1800, 3600 ]
null
null
25,920,000
5a3246be29bcb8dd0c5b50a6eacce00305b1190405b4e8b860731a30c9cb47f8
2d
LHFLX
LHFLX
null
1800x3600/LHFLX_1_1800_3600.f32
<f4
[ 1800, 3600 ]
[ 1800, 3600 ]
null
null
25,920,000
ae648f7a56b40f45a98f558e7ab3b118ad1b3a23001106ab44728f1f971f0233
2d
LWCF
LWCF
null
1800x3600/LWCF_1_1800_3600.f32
<f4
[ 1800, 3600 ]
[ 1800, 3600 ]
null
null
25,920,000
7909d892b8fbff0102b893f03afd0ea590cd59831f0e89b5508aed5b7504288c
2d
OCNFRAC
OCNFRAC
null
1800x3600/OCNFRAC_1_1800_3600.f32
<f4
[ 1800, 3600 ]
[ 1800, 3600 ]
null
null
25,920,000
6937088b3d6eeac4ae2e0bf711f5b492b8de192394959ec9477f7bcca5349df9
2d
ODV_SSLTA
ODV_SSLTA
null
1800x3600/ODV_SSLTA_1_1800_3600.f32
<f4
[ 1800, 3600 ]
[ 1800, 3600 ]
null
null
25,920,000
8cb076dac8fdeed1fe1abe20c6ca53359375fc46d84c35001f8e97a7abfaf64b
2d
ODV_SSLTC
ODV_SSLTC
null
1800x3600/ODV_SSLTC_1_1800_3600.f32
<f4
[ 1800, 3600 ]
[ 1800, 3600 ]
null
null
25,920,000
0c766dc5ebb3ea4c507bd05a9548b6b21d9a9799985e09e8e3cb0e13c8291e4c
2d
ODV_bcar1
ODV_bcar1
null
1800x3600/ODV_bcar1_1_1800_3600.f32
<f4
[ 1800, 3600 ]
[ 1800, 3600 ]
null
null
25,920,000
420159cb156ec12a287e97eb976aac2614f83e90ce379f5879c2b2a1b587aaee
2d
ODV_bcar2
ODV_bcar2
null
1800x3600/ODV_bcar2_1_1800_3600.f32
<f4
[ 1800, 3600 ]
[ 1800, 3600 ]
null
null
25,920,000
915749c02e607517f1e4927ca2090b372b8d498a994a619650b324e456114b6a
2d
ODV_dust1
ODV_dust1
null
1800x3600/ODV_dust1_1_1800_3600.f32
<f4
[ 1800, 3600 ]
[ 1800, 3600 ]
null
null
25,920,000
d2f3e5c5040045e2562864147c06cf045c237c55d67e30509b1bcb6382a12466
2d
ODV_dust2
ODV_dust2
null
1800x3600/ODV_dust2_1_1800_3600.f32
<f4
[ 1800, 3600 ]
[ 1800, 3600 ]
null
null
25,920,000
3cff9ea11b9173ece3d1770a7147f5714fd6ef3de58dce547e86e2c1de0502b5
2d
ODV_dust3
ODV_dust3
null
1800x3600/ODV_dust3_1_1800_3600.f32
<f4
[ 1800, 3600 ]
[ 1800, 3600 ]
null
null
25,920,000
6abd527f2ee09ad3a0ae7caf87d1efe0d5d4eb6231650a92dfa4c76ad757e418
2d
ODV_dust4
ODV_dust4
null
1800x3600/ODV_dust4_1_1800_3600.f32
<f4
[ 1800, 3600 ]
[ 1800, 3600 ]
null
null
25,920,000
042f684b66daf347fd196142dbf409ca69fd8362c67b0326b8e28c0b07139c9d
2d
ODV_ocar1
ODV_ocar1
null
1800x3600/ODV_ocar1_1_1800_3600.f32
<f4
[ 1800, 3600 ]
[ 1800, 3600 ]
null
null
25,920,000
d2844a184fddeb250c5b0d9820a7bbc99a2c64c2f3d3083c90b632fc54beefbc
2d
ODV_ocar2
ODV_ocar2
null
1800x3600/ODV_ocar2_1_1800_3600.f32
<f4
[ 1800, 3600 ]
[ 1800, 3600 ]
null
null
25,920,000
ef5a4607969f9f0deac0f3a2fd8d4188894b4f86b95b8e6e5ec32e33aafff9a2
2d
ODV_sulf
ODV_sulf
null
1800x3600/ODV_sulf_1_1800_3600.f32
<f4
[ 1800, 3600 ]
[ 1800, 3600 ]
null
null
25,920,000
d9b39e3ebaaf3f3a06cc67f94e3af82b4e9845ff529b427a32fd555d87b54d8a
2d
PBLH
PBLH
null
1800x3600/PBLH_1_1800_3600.f32
<f4
[ 1800, 3600 ]
[ 1800, 3600 ]
null
null
25,920,000
88a9075f1ba8e490f16fb3c3da3cc9123900d23d6482daa4d709678b05bd300f
2d
PCONVB
PCONVB
null
1800x3600/PCONVB_1_1800_3600.f32
<f4
[ 1800, 3600 ]
[ 1800, 3600 ]
null
null
25,920,000
e027f172d76bcbdbeaf3cdf95fef2b88c3174160520e473e0e4a99b84d3b1aab
2d
PCONVT
PCONVT
null
1800x3600/PCONVT_1_1800_3600.f32
<f4
[ 1800, 3600 ]
[ 1800, 3600 ]
null
null
25,920,000
b7d2a267361c134f796eeb6a7789df1e4437abd48452f73f9cc02c88c9ef6234
2d
PHIS
PHIS
null
1800x3600/PHIS_1_1800_3600.f32
<f4
[ 1800, 3600 ]
[ 1800, 3600 ]
null
null
25,920,000
23df45df82812bc002d14d07f1aa3b457de36a87b0716b706c872c6ce5c8294b
2d
PRECCDZM
PRECCDZM
null
1800x3600/PRECCDZM_1_1800_3600.f32
<f4
[ 1800, 3600 ]
[ 1800, 3600 ]
null
null
25,920,000
929ef28a23d3e12ef88eff4772e6e0564a6b1de9df2fbe5aef72f97f97a1e17f
2d
PRECC
PRECC
null
1800x3600/PRECC_1_1800_3600.f32
<f4
[ 1800, 3600 ]
[ 1800, 3600 ]
null
null
25,920,000
f89c1c7fc2204c2c3faf9ee4afd0aa6607b538befddd7fe86c39cc18287abac9
2d
PRECL
PRECL
null
1800x3600/PRECL_1_1800_3600.f32
<f4
[ 1800, 3600 ]
[ 1800, 3600 ]
null
null
25,920,000
a101c9a7ec18c295e0afed5374c7643811ee1397a84af2e186cc5fb08e95d904
2d
PRECSC
PRECSC
null
1800x3600/PRECSC_1_1800_3600.f32
<f4
[ 1800, 3600 ]
[ 1800, 3600 ]
null
null
25,920,000
b119c24e214d39d1c26c0bc47c6a6cc7528066533bf991ea03a99e6ba1ec70b1
2d
PRECSH
PRECSH
null
1800x3600/PRECSH_1_1800_3600.f32
<f4
[ 1800, 3600 ]
[ 1800, 3600 ]
null
null
25,920,000
428b531be2b78bf8a3841cec0f535e98df570286d4d773752ebacb41a95a3d2a
2d
PRECSL
PRECSL
null
1800x3600/PRECSL_1_1800_3600.f32
<f4
[ 1800, 3600 ]
[ 1800, 3600 ]
null
null
25,920,000
05d852099d6c01bd93688f8875c15b72c59d49265fb07b18a493dfe8db45d81e
2d
PRECT
PRECT
null
1800x3600/PRECT_1_1800_3600.f32
<f4
[ 1800, 3600 ]
[ 1800, 3600 ]
null
null
25,920,000
08ccec199272572ac61406022e1a191970715e674c806fcac14ad913d58c3b96
2d
PSL
PSL
null
1800x3600/PSL_1_1800_3600.f32
<f4
[ 1800, 3600 ]
[ 1800, 3600 ]
null
null
25,920,000
1bcbea5a5599baa8446aadc760e27d25dc0ff5e46e28640a76049ea9de5e389f
2d
PS
PS
null
1800x3600/PS_1_1800_3600.f32
<f4
[ 1800, 3600 ]
[ 1800, 3600 ]
null
null
25,920,000
0c8c46dce36dc5719e7ec05df3cfb75e2d1828bfba643c37c96e0d592fc2efbb
2d
QFLX
QFLX
null
1800x3600/QFLX_1_1800_3600.f32
<f4
[ 1800, 3600 ]
[ 1800, 3600 ]
null
null
25,920,000
5c042ac682e4297062f645aff046a9f83fad002c218f44c383013511073a862d
2d
QREFHT
QREFHT
null
1800x3600/QREFHT_1_1800_3600.f32
<f4
[ 1800, 3600 ]
[ 1800, 3600 ]
null
null
25,920,000
514eb41d84ea7d308f9be77ab450c54a3a4f6c48d5f082e9d77d5b7d99bb998c
2d
RHREFHT
RHREFHT
null
1800x3600/RHREFHT_1_1800_3600.f32
<f4
[ 1800, 3600 ]
[ 1800, 3600 ]
null
null
25,920,000
e7c9385aa006ecc5d2d941274e4b1dfa3b313b87a4e2c406cc459e05c1b5a16d
2d
SFCLDICE
SFCLDICE
null
1800x3600/SFCLDICE_1_1800_3600.f32
<f4
[ 1800, 3600 ]
[ 1800, 3600 ]
null
null
25,920,000
70b59838caa0f3626e47ea1bc89036750d9038839c502bd1eb88eda130fb8cba
2d
SFCLDLIQ
SFCLDLIQ
null
1800x3600/SFCLDLIQ_1_1800_3600.f32
<f4
[ 1800, 3600 ]
[ 1800, 3600 ]
null
null
25,920,000
70b59838caa0f3626e47ea1bc89036750d9038839c502bd1eb88eda130fb8cba
2d
SHFLX
SHFLX
null
1800x3600/SHFLX_1_1800_3600.f32
<f4
[ 1800, 3600 ]
[ 1800, 3600 ]
null
null
25,920,000
87143804c46b2c9ca5234ef6624f894b47520ec03c4823b1ed8fdf83e5393d57
2d
SNOWHICE
SNOWHICE
null
1800x3600/SNOWHICE_1_1800_3600.f32
<f4
[ 1800, 3600 ]
[ 1800, 3600 ]
null
null
25,920,000
7b6eb571d6728723ca049f347f882653c312652346141b9657fa2a70c8e3d153
2d
SNOWHLND
SNOWHLND
null
1800x3600/SNOWHLND_1_1800_3600.f32
<f4
[ 1800, 3600 ]
[ 1800, 3600 ]
null
null
25,920,000
51791563f1edd59eacfb2cef9e408380060ebc77d92a3f76725a995c62bb36de
2d
SOLIN
SOLIN
null
1800x3600/SOLIN_1_1800_3600.f32
<f4
[ 1800, 3600 ]
[ 1800, 3600 ]
null
null
25,920,000
13b6d8e0fce292e18d80ef46a48b9b9f1f4902d9fa3538431c3518270a2796b4
2d
SRFRAD
SRFRAD
null
1800x3600/SRFRAD_1_1800_3600.f32
<f4
[ 1800, 3600 ]
[ 1800, 3600 ]
null
null
25,920,000
2b80f90faeed540e8beb5088779f0d643bd76510982759ded14eca7da45a676e
2d
SWCF
SWCF
null
1800x3600/SWCF_1_1800_3600.f32
<f4
[ 1800, 3600 ]
[ 1800, 3600 ]
null
null
25,920,000
8b51dfa2e9ae91e45ddde1db646f366c3b64057c2ea606c77d103da18c5feff3
2d
TAUX
TAUX
null
1800x3600/TAUX_1_1800_3600.f32
<f4
[ 1800, 3600 ]
[ 1800, 3600 ]
null
null
25,920,000
57c11905d32b24eff5911c7f91e5b17c95ec6e26acdaf4ad3724c43b7cdf9ab1
2d
TAUY
TAUY
null
1800x3600/TAUY_1_1800_3600.f32
<f4
[ 1800, 3600 ]
[ 1800, 3600 ]
null
null
25,920,000
913e97f138064b9e4d1486fea363834a51676cd710809c8e27db2a824feba1d9
2d
TGCLDIWP
TGCLDIWP
null
1800x3600/TGCLDIWP_1_1800_3600.f32
<f4
[ 1800, 3600 ]
[ 1800, 3600 ]
null
null
25,920,000
e7f033aadb1b4ba8813c7ea1a7a57086504730c5cfb3e5ba7b0a7808bb8e1c78
2d
TGCLDLWP
TGCLDLWP
null
1800x3600/TGCLDLWP_1_1800_3600.f32
<f4
[ 1800, 3600 ]
[ 1800, 3600 ]
null
null
25,920,000
1da876a87d0692bad1ceadc9360ae6b2b14f5698c935db8785fc671e37528e2a
2d
TMQ
TMQ
null
1800x3600/TMQ_1_1800_3600.f32
<f4
[ 1800, 3600 ]
[ 1800, 3600 ]
null
null
25,920,000
0377d5ddb4abe425b80472b75dd9b96065d542aa90e3288d8be1094ec91ee3fa
2d
TREFHT
TREFHT
null
1800x3600/TREFHT_1_1800_3600.f32
<f4
[ 1800, 3600 ]
[ 1800, 3600 ]
null
null
25,920,000
bd2d0543890adea3a1cb47ac14eef92ebfba7568ebc1da1cd53e8d37172fbb26
2d
TREFMNAV
TREFMNAV
null
1800x3600/TREFMNAV_1_1800_3600.f32
<f4
[ 1800, 3600 ]
[ 1800, 3600 ]
null
null
25,920,000
6397cb32f81dce3f1ca9b42a7b648a440995935dc32d82595b2fa5472744ad72
2d
TREFMXAV
TREFMXAV
null
1800x3600/TREFMXAV_1_1800_3600.f32
<f4
[ 1800, 3600 ]
[ 1800, 3600 ]
null
null
25,920,000
5791d7ec1b2ccaca7cce6486f6d25e2e9340b3feabe97ccbd32713530e016f6f
2d
TROP_P
TROP_P
null
1800x3600/TROP_P_1_1800_3600.f32
<f4
[ 1800, 3600 ]
[ 1800, 3600 ]
null
null
25,920,000
8d4e7ff2a12e733bf07723873d3a2cbdf8094a533740c1de7cb82f7c0d6d4ed1
2d
TROP_T
TROP_T
null
1800x3600/TROP_T_1_1800_3600.f32
<f4
[ 1800, 3600 ]
[ 1800, 3600 ]
null
null
25,920,000
266feea3e456d126dc8781651b864867495671e52b1001b9465db4ece7d452b4
2d
TROP_Z
TROP_Z
null
1800x3600/TROP_Z_1_1800_3600.f32
<f4
[ 1800, 3600 ]
[ 1800, 3600 ]
null
null
25,920,000
2eedbc8c5ec9bc54eda340deb09959493742cd52fabc3e03351c5f2093071593
2d
TSMN
TSMN
null
1800x3600/TSMN_1_1800_3600.f32
<f4
[ 1800, 3600 ]
[ 1800, 3600 ]
null
null
25,920,000
b096c970cafd9d453c9aaf77423df40a4b6f3c05f47f2e7b54a4e89597bcf1e7
2d
TSMX
TSMX
null
1800x3600/TSMX_1_1800_3600.f32
<f4
[ 1800, 3600 ]
[ 1800, 3600 ]
null
null
25,920,000
23b2c46c21c60956184ca04d311c6c080f9c8e322513b444b27f0e97b8bade9f
2d
TS
TS
null
1800x3600/TS_1_1800_3600.f32
<f4
[ 1800, 3600 ]
[ 1800, 3600 ]
null
null
25,920,000
6792d5cc508eabecfe5a9b8b9a26c211c5f45235c7a6c6355faf9caab5a4774e
2d-cleared
AEROD_v
AEROD_v
null
cleared-1800x3600/AEROD_v_1_1800_3600.dat
<f4
[ 1800, 3600 ]
[ 1800, 3600 ]
null
null
25,920,000
b2c2ca6ef5d7aca100af2219e58b89c188daff185e534b41fde6321c1cd89788
2d-cleared
CLDHGH
CLDHGH
null
cleared-1800x3600/CLDHGH_1_1800_3600.dat
<f4
[ 1800, 3600 ]
[ 1800, 3600 ]
null
null
25,920,000
4642637e103d6c95455178eaafdf7ec84315478d608a3d17302cc7c5662fe4dc
2d-cleared
CLDLOW
CLDLOW
null
cleared-1800x3600/CLDLOW_1_1800_3600.dat
<f4
[ 1800, 3600 ]
[ 1800, 3600 ]
null
null
25,920,000
26c688164bb08766f9015401104ef527d67b378a724eb648dd37ae640f52f080
2d-cleared
CLDMED
CLDMED
null
cleared-1800x3600/CLDMED_1_1800_3600.dat
<f4
[ 1800, 3600 ]
[ 1800, 3600 ]
null
null
25,920,000
a57550031cb1f9706deffbf0c89c8d3870a1d6c7d012dc90f0b7bf793f70f427
2d-cleared
CLDTOT
CLDTOT
null
cleared-1800x3600/CLDTOT_1_1800_3600.dat
<f4
[ 1800, 3600 ]
[ 1800, 3600 ]
null
null
25,920,000
e0224e3698226370d402717bcc77a962154fd747926cd6be684dbb9fbd85442e
2d-cleared
FLDSC
FLDSC
null
cleared-1800x3600/FLDSC_1_1800_3600.dat
<f4
[ 1800, 3600 ]
[ 1800, 3600 ]
null
null
25,920,000
684238bc980ce8cd9bf80be75349bb8cb0e589c7cbf757dbf216c80ac8e43767
2d-cleared
FLDS
FLDS
null
cleared-1800x3600/FLDS_1_1800_3600.dat
<f4
[ 1800, 3600 ]
[ 1800, 3600 ]
null
null
25,920,000
19bd3fab90583fac2e7c411c11905f3a38602ca7b9668d10a7f63a83c3bad4c1
2d-cleared
FLNSC
FLNSC
null
cleared-1800x3600/FLNSC_1_1800_3600.dat
<f4
[ 1800, 3600 ]
[ 1800, 3600 ]
null
null
25,920,000
e1aeb20d0f9b990d7c3aaaa0a39c176f6deca29bb1e553830b774ad1ecea66c1
2d-cleared
FLNS
FLNS
null
cleared-1800x3600/FLNS_1_1800_3600.dat
<f4
[ 1800, 3600 ]
[ 1800, 3600 ]
null
null
25,920,000
4c05b9a2e8bd87b925205d6c0d36b067a7976f527ef89b98afb021deb882b8cc
2d-cleared
FLNTC
FLNTC
null
cleared-1800x3600/FLNTC_1_1800_3600.dat
<f4
[ 1800, 3600 ]
[ 1800, 3600 ]
null
null
25,920,000
cd493e332a52c35c6d9ae4b8b4a8f139ed5d244926367367f050d0c4c8d4cb8c
2d-cleared
FLNT
FLNT
null
cleared-1800x3600/FLNT_1_1800_3600.dat
<f4
[ 1800, 3600 ]
[ 1800, 3600 ]
null
null
25,920,000
89af0e2db87196df94591f8f764b0caf7d3a505e90d21885d3d3588f3fba995a
2d-cleared
FLUTC
FLUTC
null
cleared-1800x3600/FLUTC_1_1800_3600.dat
<f4
[ 1800, 3600 ]
[ 1800, 3600 ]
null
null
25,920,000
b66c9debe98298cc4125700c87bb41087f2f661134fdf96f8f304eb17c3b73e0
2d-cleared
FLUT
FLUT
null
cleared-1800x3600/FLUT_1_1800_3600.dat
<f4
[ 1800, 3600 ]
[ 1800, 3600 ]
null
null
25,920,000
d915be0a03de8c81e65e6909274f939a81ce73bec3244802d18a6d7c7b1b8295
2d-cleared
FREQSH
FREQSH
null
cleared-1800x3600/FREQSH_1_1800_3600.dat
<f4
[ 1800, 3600 ]
[ 1800, 3600 ]
null
null
25,920,000
802ba4836f1eeabca9291cd952ea6956a0e99644f9449cff42263db1aa034cdb
2d-cleared
FREQZM
FREQZM
null
cleared-1800x3600/FREQZM_1_1800_3600.dat
<f4
[ 1800, 3600 ]
[ 1800, 3600 ]
null
null
25,920,000
6fff9d30ee19cc8dbbed18129b58c6b7f5abb75388560f6551eaec844a1d1504
2d-cleared
FSDSC
FSDSC
null
cleared-1800x3600/FSDSC_1_1800_3600.dat
<f4
[ 1800, 3600 ]
[ 1800, 3600 ]
null
null
25,920,000
11792438105e1adedc0ffbc2a43d31cedfb390ff35211a1e8f4fe830bd98f60e
2d-cleared
FSDS
FSDS
null
cleared-1800x3600/FSDS_1_1800_3600.dat
<f4
[ 1800, 3600 ]
[ 1800, 3600 ]
null
null
25,920,000
263b38804e9ae3d3b73745615e3f69ca593fb78374555fb177606e979b122d88
2d-cleared
FSDTOA
FSDTOA
null
cleared-1800x3600/FSDTOA_1_1800_3600.dat
<f4
[ 1800, 3600 ]
[ 1800, 3600 ]
null
null
25,920,000
e0f84dbf59792b990a7f56bd2a6dcf239f211f85f4bd4ddfbee789f397f12fee
2d-cleared
FSNSC
FSNSC
null
cleared-1800x3600/FSNSC_1_1800_3600.dat
<f4
[ 1800, 3600 ]
[ 1800, 3600 ]
null
null
25,920,000
c5e59db5934327b4c353479aeaa854a9075d71f8c89ad17d8e438f67a2599e30
2d-cleared
FSNS
FSNS
null
cleared-1800x3600/FSNS_1_1800_3600.dat
<f4
[ 1800, 3600 ]
[ 1800, 3600 ]
null
null
25,920,000
30064ea38f26c56b113ff7ea33f54998b61aaa8270141699c358eefc0043c854
2d-cleared
FSNTC
FSNTC
null
cleared-1800x3600/FSNTC_1_1800_3600.dat
<f4
[ 1800, 3600 ]
[ 1800, 3600 ]
null
null
25,920,000
932c7bf066b1850dc989bd4822b7f3424539d961589a47553582d5cb0a2aced1
End of preview. Expand in Data Studio

SDRBench — CESM-ATM

Climate simulation with the Community Earth System Model (CESM), atmosphere component (CAM). Single precision.

Raw binary arrays, not an Arrow/Parquet dataset. datasets.load_dataset("sdrbench/cesm-atm") returns the table of files (files.jsonl: path, dtype, shape, sha256). Read the arrays with the sdrbench package or hf_hub_download + numpy as shown below.

This repository is an unmodified mirror of the CESM-ATM data of SDRBench, the Scientific Data Reduction Benchmark. The originals are hosted by Argonne National Laboratory on Globus; every archive was unpacked and its files uploaded byte-for-byte (sha256 verified) (revision cb3cd3aef0). metadata/ holds the original SDRBench property and template files. Kept in sync automatically by szcompressor/sdrbench.

  • Data provider: Mark Taylor (SNL)
  • Size: 26.3 GB in 3 variant(s)
  • Format: raw little-endian binary, C order (slowest dimension first); dtype and shape per field below

Usage

pip install "sdrbench[sz3]"     # sdrbench + pysz (SZ3)
import numpy as np
import sdrbench
from pysz import sz, szConfig, szErrorBoundMode

ds = sdrbench.dataset("cesm-atm")                # default variant "2d"
print(ds.fields)
x = ds["AEROD_v"]                     # numpy array, dtype <f4, shape (1800, 3600)

# compress with SZ3 (pysz) at a 1e-3 value-range-relative error bound
conf = szConfig()
conf.errorBoundMode = szErrorBoundMode.REL
conf.relErrorBound = 1e-3
compressed, ratio = sz.compress(np.ascontiguousarray(x), conf)
y, _ = sz.decompress(compressed, x.dtype.type, x.shape)
max_err, psnr, nrmse = sz.verify(np.asarray(x), y)
print(f"ratio {ratio:.1f}x, PSNR {psnr:.1f} dB, max error {max_err:.3g}")

Files are fetched on first use (in parallel with ds.download("data/")) and cached, pinned to the revision of the installed sdrbench release; if Hugging Face is unreachable the package falls back to the original archive on Globus. Existing local SDRBench copies can be used with sdrbench.dataset("cesm-atm", root="/path").

Without the package, with huggingface_hub and numpy only:

from huggingface_hub import hf_hub_download
import numpy as np
p = hf_hub_download("sdrbench/cesm-atm", "1800x3600/AEROD_v_1_1800_3600.f32", repo_type="dataset", revision="cb3cd3aef008d4834903dc7aaba24207ca6876a8")
x = np.fromfile(p, dtype="<f4").reshape((1800, 3600))

Variants and fields

2d (default)

sdrbench.dataset("cesm-atm", "2d") — folder 1800x3600/ — 79 files, 2.0 GB, from SDRBENCH-CESM-ATM-1800x3600.tar.gz.

2D fields of one time step on a 1800 x 3600 latitude-longitude grid.

Field dtype Shape (C order) File
AEROD_v <f4 1800 x 3600 1800x3600/AEROD_v_1_1800_3600.f32
CLDHGH <f4 1800 x 3600 1800x3600/CLDHGH_1_1800_3600.f32
CLDLOW <f4 1800 x 3600 1800x3600/CLDLOW_1_1800_3600.f32
CLDMED <f4 1800 x 3600 1800x3600/CLDMED_1_1800_3600.f32
CLDTOT <f4 1800 x 3600 1800x3600/CLDTOT_1_1800_3600.f32
FLDSC <f4 1800 x 3600 1800x3600/FLDSC_1_1800_3600.f32
FLDS <f4 1800 x 3600 1800x3600/FLDS_1_1800_3600.f32
FLNSC <f4 1800 x 3600 1800x3600/FLNSC_1_1800_3600.f32
FLNS <f4 1800 x 3600 1800x3600/FLNS_1_1800_3600.f32
FLNTC <f4 1800 x 3600 1800x3600/FLNTC_1_1800_3600.f32
... 69 more

2d-cleared

sdrbench.dataset("cesm-atm", "2d-cleared") — folder cleared-1800x3600/ — 78 files, 2.0 GB, from SDRBENCH-CESM-ATM-cleared-1800x3600.tar.gz.

The 2D fields with all background (fill) values set to 0.

Field dtype Shape (C order) File
AEROD_v <f4 1800 x 3600 cleared-1800x3600/AEROD_v_1_1800_3600.dat
CLDHGH <f4 1800 x 3600 cleared-1800x3600/CLDHGH_1_1800_3600.dat
CLDLOW <f4 1800 x 3600 cleared-1800x3600/CLDLOW_1_1800_3600.dat
CLDMED <f4 1800 x 3600 cleared-1800x3600/CLDMED_1_1800_3600.dat
CLDTOT <f4 1800 x 3600 cleared-1800x3600/CLDTOT_1_1800_3600.dat
FLDSC <f4 1800 x 3600 cleared-1800x3600/FLDSC_1_1800_3600.dat
FLDS <f4 1800 x 3600 cleared-1800x3600/FLDS_1_1800_3600.dat
FLNSC <f4 1800 x 3600 cleared-1800x3600/FLNSC_1_1800_3600.dat
FLNS <f4 1800 x 3600 cleared-1800x3600/FLNS_1_1800_3600.dat
FLNTC <f4 1800 x 3600 cleared-1800x3600/FLNTC_1_1800_3600.dat
... 67 more

Other files: cleared-1800x3600/readme.txt

3d

sdrbench.dataset("cesm-atm", "3d") — folder 26x1800x3600/ — 33 files, 22.2 GB, from SDRBENCH-CESM-ATM-26x1800x3600.tar.gz.

3D fields: 26 vertical levels of 1800 x 3600.

Field dtype Shape (C order) File
CLDICE <f4 26 x 1800 x 3600 26x1800x3600/CLDICE_1_26_1800_3600.f32
CLDLIQ <f4 26 x 1800 x 3600 26x1800x3600/CLDLIQ_1_26_1800_3600.f32
CLOUD <f4 26 x 1800 x 3600 26x1800x3600/CLOUD_1_26_1800_3600.f32
CMFDQR <f4 26 x 1800 x 3600 26x1800x3600/CMFDQR_1_26_1800_3600.f32
CMFDQ <f4 26 x 1800 x 3600 26x1800x3600/CMFDQ_1_26_1800_3600.f32
CMFDT <f4 26 x 1800 x 3600 26x1800x3600/CMFDT_1_26_1800_3600.f32
CONCLD <f4 26 x 1800 x 3600 26x1800x3600/CONCLD_1_26_1800_3600.f32
DCQ <f4 26 x 1800 x 3600 26x1800x3600/DCQ_1_26_1800_3600.f32
DTCOND <f4 26 x 1800 x 3600 26x1800x3600/DTCOND_1_26_1800_3600.f32
DTV <f4 26 x 1800 x 3600 26x1800x3600/DTV_1_26_1800_3600.f32
... 23 more

Citation

Please cite SDRBench; sdrbench cite cesm-atm prints it:

@inproceedings{zhao2020sdrbench,
  title     = {{SDRBench}: Scientific Data Reduction Benchmark for Lossy Compressors},
  author    = {Zhao, Kai and Di, Sheng and Liang, Xin and Li, Sihuan and Tao, Dingwen and Chen, Zizhong and Cappello, Franck},
  booktitle = {2020 IEEE International Conference on Big Data (Big Data)},
  pages     = {2716--2724},
  year      = {2020}
}

License and terms

The data are distributed by the SDRBench team for research use under the terms of the original data providers listed above (see the SDRBench website); please acknowledge them as requested. Rights remain with the data providers.

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