{"_source":"ml/publish_family7_clim_index.py \u2014 do not hand-edit","anomaly_transform":"ml/trainprobe.py::anomaly_transform","anomaly_transform_src_sha256":"e22a8154353cb6f6a4b49bee84672de1b7e528aee4b01e1968b54997420fbfd1","base":"https://huggingface.co/datasets/chfrank/earth-tensors/resolve/main/tensors/family7_global025_pentad_l2/clim/","cors_measured":{"accept_ranges":"bytes","access_control_allow_origin":"*","access_control_expose_headers":"*","content_range":"bytes 0-4095/348848768","final_url_host":"us.aws.cdn.hf.co","measured_file":"https://huggingface.co/datasets/chfrank/earth-tensors/resolve/main/tensors/family7_global025_pentad_l2/clim/all/g025/clim.npy","measured_utc":"2026-09-25T15:13:37Z","origin":"https://blauewelt.github.io","status":206},"default_version":"all","export_git_sha":"054b6c70686c695e0bba90bd8a68dd1c8f928c5f","files":{"all":{"g025":{"clim_nc":{"bytes":150363515,"sha256":"93a8a384f78bf56bbfd09260dec638622bafe35aab734d90ad2099c241ae6440","url":"https://huggingface.co/datasets/chfrank/earth-tensors/resolve/main/tensors/family7_global025_pentad_l2/clim/all/g025/clim.nc"},"clim_npy":{"bytes":348848768,"dtype":"<f4","fortran_order":false,"header_len":128,"plane_bytes":4152960,"sha256":"24bc9ad5dd0ee746d9454eea1fb21059a4372d82716caa987c9aa35c92fa64d4","shape":[12,7,721,1440],"url":"https://huggingface.co/datasets/chfrank/earth-tensors/resolve/main/tensors/family7_global025_pentad_l2/clim/all/g025/clim.npy"},"months_with_data":[1,2,3,4,5,6,7,8,9,10,11,12],"n_bins":3142,"n_train_bins":3142,"static_chans":[],"stats":{"bytes":2813,"sha256":"7ef0919bfc9db13581fd52377a1060c0831a65c8d506f4fdfe0171fcf7f0b625","url":"https://huggingface.co/datasets/chfrank/earth-tensors/resolve/main/tensors/family7_global025_pentad_l2/clim/all/g025/stats.json"},"tensor_sha256_verified":true},"g100":{"clim_nc":{"bytes":29730875,"sha256":"ae68a258d3c8751e5ae14ccf45712a099125035cc74fbe12d887f4b0884b8bff","url":"https://huggingface.co/datasets/chfrank/earth-tensors/resolve/main/tensors/family7_global025_pentad_l2/clim/all/g100/clim.nc"},"clim_npy":{"bytes":46915328,"dtype":"<f4","fortran_order":false,"header_len":128,"plane_bytes":260640,"sha256":"e10d09442bdb584f2c44cfc38a84f6980f626c660b33f7a5bb6ee92050661e2a","shape":[12,15,181,360],"url":"https://huggingface.co/datasets/chfrank/earth-tensors/resolve/main/tensors/family7_global025_pentad_l2/clim/all/g100/clim.npy"},"months_with_data":[1,2,3,4,5,6,7,8,9,10,11,12],"n_bins":3142,"n_train_bins":3142,"static_chans":[],"stats":{"bytes":3940,"sha256":"424b820c758d7ae5cfb898aa6a41f57053a4e358ce46bf11de4f75e292663838","url":"https://huggingface.co/datasets/chfrank/earth-tensors/resolve/main/tensors/family7_global025_pentad_l2/clim/all/g100/stats.json"},"tensor_sha256_verified":true},"oc025":{"clim_nc":{"bytes":45099101,"sha256":"17185bda63dd41e808c31141d9364c64184647cfe2550ab78b3be4dcd248bfc1","url":"https://huggingface.co/datasets/chfrank/earth-tensors/resolve/main/tensors/family7_global025_pentad_l2/clim/all/oc025/clim.nc"},"clim_npy":{"bytes":99671168,"dtype":"<f4","fortran_order":false,"header_len":128,"plane_bytes":4152960,"sha256":"979c600e2906a54f62a7db423338bce092c9f5d43bfa429cac584478d239f5c6","shape":[12,2,721,1440],"url":"https://huggingface.co/datasets/chfrank/earth-tensors/resolve/main/tensors/family7_global025_pentad_l2/clim/all/oc025/clim.npy"},"months_with_data":[1,2,3,4,5,6,7,8,9,10,11,12],"n_bins":1997,"n_train_bins":1997,"static_chans":[],"stats":{"bytes":2103,"sha256":"f00599914b92634c1ba19376bf27b826ae9954e7e0c460fd589c2970b07a1596","url":"https://huggingface.co/datasets/chfrank/earth-tensors/resolve/main/tensors/family7_global025_pentad_l2/clim/all/oc025/stats.json"},"tensor_sha256_verified":true},"rg100":{"clim_nc":{"bytes":31740132,"sha256":"24b4fae8d910e3280c7419a8dcfe997ac768149548f6fad5edfe4ceffda8ca36","url":"https://huggingface.co/datasets/chfrank/earth-tensors/resolve/main/tensors/family7_global025_pentad_l2/clim/all/rg100/clim.nc"},"clim_npy":{"bytes":100085888,"dtype":"<f4","fortran_order":false,"header_len":128,"plane_bytes":260640,"sha256":"a513a463b85ec67d82136fa509aaf999b0824dfb3542a3693e3c697b06221250","shape":[12,32,181,360],"url":"https://huggingface.co/datasets/chfrank/earth-tensors/resolve/main/tensors/family7_global025_pentad_l2/clim/all/rg100/clim.npy"},"months_with_data":[1,2,3,4,5,6,7,8,9,10,11,12],"n_bins":252,"n_train_bins":252,"static_chans":[],"stats":{"bytes":6393,"sha256":"5be3eed7ae2637e9ad58253198dc03714450e3c896fbc8b283c1faf897122707","url":"https://huggingface.co/datasets/chfrank/earth-tensors/resolve/main/tensors/family7_global025_pentad_l2/clim/all/rg100/stats.json"},"tensor_sha256_verified":true}},"dev":{"g025":{"clim_nc":{"bytes":150447973,"sha256":"21d327acc3c24d2ff1cc1b4d21758dad85dbf97256effd6b6ccdcc438bd1129b","url":"https://huggingface.co/datasets/chfrank/earth-tensors/resolve/main/tensors/family7_global025_pentad_l2/clim/dev/g025/clim.nc"},"clim_npy":{"bytes":348848768,"dtype":"<f4","fortran_order":false,"header_len":128,"plane_bytes":4152960,"sha256":"93e15a9839a7dc1f0ad3d1319334d49faa444a76f3bf8da9478729e0a851d6e5","shape":[12,7,721,1440],"url":"https://huggingface.co/datasets/chfrank/earth-tensors/resolve/main/tensors/family7_global025_pentad_l2/clim/dev/g025/clim.npy"},"months_with_data":[1,2,3,4,5,6,7,8,9,10,11,12],"n_bins":3142,"n_train_bins":2923,"static_chans":[],"stats":{"bytes":3028,"sha256":"0565f021934f21ebbe69e50b6a2a4ad1df2777183c812455f9608ecbdcc5d57a","url":"https://huggingface.co/datasets/chfrank/earth-tensors/resolve/main/tensors/family7_global025_pentad_l2/clim/dev/g025/stats.json"},"tensor_sha256_verified":true},"g100":{"clim_nc":{"bytes":29723790,"sha256":"4e2df5a5e5d8bf606dc6b23bbf4fa1b57e64006d43a3632f1207259249753439","url":"https://huggingface.co/datasets/chfrank/earth-tensors/resolve/main/tensors/family7_global025_pentad_l2/clim/dev/g100/clim.nc"},"clim_npy":{"bytes":46915328,"dtype":"<f4","fortran_order":false,"header_len":128,"plane_bytes":260640,"sha256":"ee474d5b5fca73a94a315f4d7ff778a9f7032254d27783110b6dbb5a4ac23572","shape":[12,15,181,360],"url":"https://huggingface.co/datasets/chfrank/earth-tensors/resolve/main/tensors/family7_global025_pentad_l2/clim/dev/g100/clim.npy"},"months_with_data":[1,2,3,4,5,6,7,8,9,10,11,12],"n_bins":3142,"n_train_bins":2923,"static_chans":[],"stats":{"bytes":4159,"sha256":"a08ab0ab92fda4d81dff0e9fc8d1b155ca0a14bbc6fb64066794ceadac061922","url":"https://huggingface.co/datasets/chfrank/earth-tensors/resolve/main/tensors/family7_global025_pentad_l2/clim/dev/g100/stats.json"},"tensor_sha256_verified":true},"oc025":{"clim_nc":{"bytes":45052236,"sha256":"12ad1616765d1ee6c8a1a1edf904cc1cc51b4e7166c221a15f62023ae9b423e8","url":"https://huggingface.co/datasets/chfrank/earth-tensors/resolve/main/tensors/family7_global025_pentad_l2/clim/dev/oc025/clim.nc"},"clim_npy":{"bytes":99671168,"dtype":"<f4","fortran_order":false,"header_len":128,"plane_bytes":4152960,"sha256":"76609ed9db54b069a3958cc25312401f0a9ee186d7208dd294edddeb8cc32705","shape":[12,2,721,1440],"url":"https://huggingface.co/datasets/chfrank/earth-tensors/resolve/main/tensors/family7_global025_pentad_l2/clim/dev/oc025/clim.npy"},"months_with_data":[1,2,3,4,5,6,7,8,9,10,11,12],"n_bins":1997,"n_train_bins":1778,"static_chans":[],"stats":{"bytes":2318,"sha256":"6982b79176a2b39d248dfe70d3f922e2952ce2acf87267c5d503d0005a20472b","url":"https://huggingface.co/datasets/chfrank/earth-tensors/resolve/main/tensors/family7_global025_pentad_l2/clim/dev/oc025/stats.json"},"tensor_sha256_verified":true},"rg100":{"clim_nc":{"bytes":31745017,"sha256":"b01a42e9ca68f390dddd86a8ccfeb89dc9f387a1b201218b784ec13c18ae3824","url":"https://huggingface.co/datasets/chfrank/earth-tensors/resolve/main/tensors/family7_global025_pentad_l2/clim/dev/rg100/clim.nc"},"clim_npy":{"bytes":100085888,"dtype":"<f4","fortran_order":false,"header_len":128,"plane_bytes":260640,"sha256":"5efc2b865e26ede7817364f73ad3773ba3b4d4f14d69cd9e9956e33afd156a3b","shape":[12,32,181,360],"url":"https://huggingface.co/datasets/chfrank/earth-tensors/resolve/main/tensors/family7_global025_pentad_l2/clim/dev/rg100/clim.npy"},"months_with_data":[1,2,3,4,5,6,7,8,9,10,11,12],"n_bins":252,"n_train_bins":216,"static_chans":[],"stats":{"bytes":6622,"sha256":"2ef5c9ac74a88496996f9e5b2fed273023e8c015e3571459dd8eb41ff56c4664","url":"https://huggingface.co/datasets/chfrank/earth-tensors/resolve/main/tensors/family7_global025_pentad_l2/clim/dev/rg100/stats.json"},"tensor_sha256_verified":true}},"paper":{"g025":{"clim_nc":{"bytes":150477190,"sha256":"b3ee247fc88657e57263d8dcf5ef88c7b874f300928f9f3847a4024d84d78cad","url":"https://huggingface.co/datasets/chfrank/earth-tensors/resolve/main/tensors/family7_global025_pentad_l2/clim/paper/g025/clim.nc"},"clim_npy":{"bytes":348848768,"dtype":"<f4","fortran_order":false,"header_len":128,"plane_bytes":4152960,"sha256":"ecb1253a6b8191c01bd806d75bc2d006d61e985afe1af55f10e83a7bcf2edbcc","shape":[12,7,721,1440],"url":"https://huggingface.co/datasets/chfrank/earth-tensors/resolve/main/tensors/family7_global025_pentad_l2/clim/paper/g025/clim.npy"},"months_with_data":[1,2,3,4,5,6,7,8,9,10,11,12],"n_bins":3142,"n_train_bins":2703,"static_chans":[],"stats":{"bytes":3060,"sha256":"b66ee374e0d811e9f224d3010911d3c87f2e9b7954c8e8fddb75d212bc4fc172","url":"https://huggingface.co/datasets/chfrank/earth-tensors/resolve/main/tensors/family7_global025_pentad_l2/clim/paper/g025/stats.json"},"tensor_sha256_verified":true},"g100":{"clim_nc":{"bytes":29716562,"sha256":"97d3e920f165638094c9ff63baed1222e9113ce2d5b8c759a2c115035cb42d5e","url":"https://huggingface.co/datasets/chfrank/earth-tensors/resolve/main/tensors/family7_global025_pentad_l2/clim/paper/g100/clim.nc"},"clim_npy":{"bytes":46915328,"dtype":"<f4","fortran_order":false,"header_len":128,"plane_bytes":260640,"sha256":"4f7263c7a8dd33f8f68e0652e60393e3a55f1bb9cbb3da538410dd52a4ae71b5","shape":[12,15,181,360],"url":"https://huggingface.co/datasets/chfrank/earth-tensors/resolve/main/tensors/family7_global025_pentad_l2/clim/paper/g100/clim.npy"},"months_with_data":[1,2,3,4,5,6,7,8,9,10,11,12],"n_bins":3142,"n_train_bins":2703,"static_chans":[],"stats":{"bytes":4181,"sha256":"d890169c961932bb9fc115c3e5346e980c019d09253f8b37701dc3d0114075bb","url":"https://huggingface.co/datasets/chfrank/earth-tensors/resolve/main/tensors/family7_global025_pentad_l2/clim/paper/g100/stats.json"},"tensor_sha256_verified":true},"oc025":{"clim_nc":{"bytes":45049862,"sha256":"46998835a43434bcad2eb82c2dc6f7e6adae8c74f684849819f752d9fdbc334a","url":"https://huggingface.co/datasets/chfrank/earth-tensors/resolve/main/tensors/family7_global025_pentad_l2/clim/paper/oc025/clim.nc"},"clim_npy":{"bytes":99671168,"dtype":"<f4","fortran_order":false,"header_len":128,"plane_bytes":4152960,"sha256":"454922dad6027013ab52e612e3c7e1497d478b14b365360bec4346ee18d926c9","shape":[12,2,721,1440],"url":"https://huggingface.co/datasets/chfrank/earth-tensors/resolve/main/tensors/family7_global025_pentad_l2/clim/paper/oc025/clim.npy"},"months_with_data":[1,2,3,4,5,6,7,8,9,10,11,12],"n_bins":1997,"n_train_bins":1558,"static_chans":[],"stats":{"bytes":2349,"sha256":"03aa74fc0c60c991715baefc92f5b97b7744d7496e190d6456bf649aa163d6fa","url":"https://huggingface.co/datasets/chfrank/earth-tensors/resolve/main/tensors/family7_global025_pentad_l2/clim/paper/oc025/stats.json"},"tensor_sha256_verified":true},"rg100":{"clim_nc":{"bytes":31775006,"sha256":"261076a28247990ea1001a7884612bb848ba3bb71478afeace20aab55c4ba110","url":"https://huggingface.co/datasets/chfrank/earth-tensors/resolve/main/tensors/family7_global025_pentad_l2/clim/paper/rg100/clim.nc"},"clim_npy":{"bytes":100085888,"dtype":"<f4","fortran_order":false,"header_len":128,"plane_bytes":260640,"sha256":"869b3be4fa5b71456da4bcebc6df4e9161be6e8c59ebd8b75fe0e1c0553a9e07","shape":[12,32,181,360],"url":"https://huggingface.co/datasets/chfrank/earth-tensors/resolve/main/tensors/family7_global025_pentad_l2/clim/paper/rg100/clim.npy"},"months_with_data":[1,2,3,4,5,6,7,8,9,10,11,12],"n_bins":252,"n_train_bins":180,"static_chans":[],"stats":{"bytes":6650,"sha256":"7e63aa283cfd3ddbb5e94f1fe00287e00f14b75a73c305f732f344b831b562a6","url":"https://huggingface.co/datasets/chfrank/earth-tensors/resolve/main/tensors/family7_global025_pentad_l2/clim/paper/rg100/stats.json"},"tensor_sha256_verified":true}}},"fixture":false,"fixture_dir":null,"generated_utc":"2026-09-25T15:13:37Z","groups":{"g025":{"chans":["cur_speed","log_mld","ssh","cur_u","cur_v","sst","sea_ice"],"grid":{"lat0":-90.0,"lon0":-180.0,"nx":1440,"ny":721,"south_first":true,"step":0.25,"wrap":true},"labels":{"cur_speed":"Surface current speed","cur_u":"Surface current, eastward","cur_v":"Surface current, northward","log_mld":"Mixed-layer depth (log\u2081\u2080)","sea_ice":"Sea-ice concentration","ssh":"Sea surface height","sst":"Sea-surface temperature (OISST, observed)"},"norm":[[0.15802441537380219,0.15939047932624817],[1.4785079956054688,0.3587009608745575],[-0.16675372421741486,0.7128952741622925],[-0.000669016211759299,0.17932170629501343],[0.005932836327701807,0.13485221564769745],[13.609583854675293,11.62016487121582],[0.8267017602920532,0.23977689445018768]],"ramp":{"cur_speed":"speed","cur_u":"anom","cur_v":"anom","log_mld":"precip","sea_ice":"precip","ssh":"anom","sst":"sst"},"sign":{"cur_speed":"seq","cur_u":"div","cur_v":"div","log_mld":"seq","sea_ice":"seq","ssh":"div","sst":"seq"},"tensor_file":"family7_global025_pentad_l2_X_g025.npy","tensor_sha256":"1cb1e1af4132e6acdec76a7341a49453b32f9b982eee09d3ad577c5dd147d293","units":{"cur_speed":"m/s","cur_u":"m/s","cur_v":"m/s","log_mld":"log\u2081\u2080 m","sea_ice":"0\u20131","ssh":"m","sst":"\u00b0C"}},"g100":{"chans":["tau_x","tau_y","tau_x_std","tau_y_std","t2m","u10","v10","sp","log_prate","log_swe","soilw","tsoil","lhtfl","shtfl","skt"],"grid":{"lat0":-90.0,"lon0":-180.0,"nx":360,"ny":181,"south_first":true,"step":1.0,"wrap":true},"labels":{"lhtfl":"Latent heat flux (positive = up)","log_prate":"Precipitation rate (log1p)","log_swe":"Snow water equivalent (log1p)","shtfl":"Sensible heat flux (positive = up)","skt":"Skin temperature (NCEP reanalysis, every surface)","soilw":"Soil moisture, 0\u201310 cm","sp":"Surface pressure","t2m":"Air temperature at 2 m","tau_x":"Wind stress on the surface, eastward","tau_x_std":"Wind stress spread within the pentad, eastward","tau_y":"Wind stress on the surface, northward","tau_y_std":"Wind stress spread within the pentad, northward","tsoil":"Soil temperature, 0\u201310 cm","u10":"Wind at 10 m, eastward","v10":"Wind at 10 m, northward"},"norm":[[0.010276762768626213,0.12464355677366257],[0.004198156762868166,0.09508801251649857],[0.08253989368677139,0.07243697345256805],[0.08081922680139542,0.07206984609365463],[4.806963920593262,21.998552322387695],[0.0027037980034947395,4.367985725402832],[0.15566927194595337,3.1668875217437744],[965.0466918945312,94.76402282714844],[0.8661561608314514,0.7682962417602539],[2.070072650909424,3.5658504962921143],[0.3039536774158478,0.08272434026002884],[-9.683809280395508,33.660823822021484],[62.30154800415039,62.61179733276367],[5.7186174392700195,40.151729583740234],[5.087692737579346,22.719362258911133]],"ramp":{"lhtfl":"anom","log_prate":"rain","log_swe":"precip","shtfl":"anom","skt":"sst","soilw":"precip","sp":"precip","t2m":"t2m","tau_x":"anom","tau_x_std":"precip","tau_y":"anom","tau_y_std":"precip","tsoil":"sst","u10":"anom","v10":"anom"},"sign":{"lhtfl":"div","log_prate":"seq","log_swe":"seq","shtfl":"div","skt":"seq","soilw":"seq","sp":"seq","t2m":"seq","tau_x":"div","tau_x_std":"seq","tau_y":"div","tau_y_std":"seq","tsoil":"seq","u10":"div","v10":"div"},"tensor_file":"family7_global025_pentad_l2_X_g100.npy","tensor_sha256":"79c8075eedf68529736fff6c1f4c3cff0fef091322971919c4e400b9ed825b06","units":{"lhtfl":"W/m\u00b2","log_prate":"log1p mm/day","log_swe":"log1p mm","shtfl":"W/m\u00b2","skt":"\u00b0C","soilw":"fraction","sp":"hPa","t2m":"\u00b0C","tau_x":"N/m\u00b2","tau_x_std":"N/m\u00b2","tau_y":"N/m\u00b2","tau_y_std":"N/m\u00b2","tsoil":"\u00b0C","u10":"m/s","v10":"m/s"}},"oc025":{"chans":["log_chl","chl_cov"],"grid":{"lat0":-90.0,"lon0":-180.0,"nx":1440,"ny":721,"south_first":true,"step":0.25,"wrap":true},"labels":{"chl_cov":"clear-sky coverage fraction","log_chl":"log10 chlorophyll-a (mg/m\u00b3)"},"norm":[[-0.7764688730239868,0.45660480856895447],[0.2823045551776886,0.213731050491333]],"ramp":{"chl_cov":"precip","log_chl":"precip"},"sign":{"chl_cov":"seq","log_chl":"seq"},"tensor_file":"family7_global025_pentad_l2_X_oc025.npy","tensor_sha256":"c50c79b5760103cdda1233fe6d6bf776fa03caf732a59b24cd27bd6a5cdd1700","units":{"chl_cov":"0\u20131","log_chl":"log\u2081\u2080 mg/m\u00b3"}},"rg100":{"chans":["rg_t10","rg_t30","rg_t50","rg_t100","rg_t150","rg_t200","rg_t300","rg_t400","rg_t500","rg_t700","rg_t900","rg_t1100","rg_t1300","rg_t1500","rg_t1700","rg_t1900","rg_s10","rg_s30","rg_s50","rg_s100","rg_s150","rg_s200","rg_s300","rg_s400","rg_s500","rg_s700","rg_s900","rg_s1100","rg_s1300","rg_s1500","rg_s1700","rg_s1900"],"grid":{"lat0":-90.0,"lon0":-180.0,"nx":360,"ny":181,"south_first":true,"step":1.0,"wrap":true},"labels":{"rg_s10":"Ocean salinity at 10 dbar","rg_s100":"Ocean salinity at 100 dbar","rg_s1100":"Ocean salinity at 1100 dbar","rg_s1300":"Ocean salinity at 1300 dbar","rg_s150":"Ocean salinity at 150 dbar","rg_s1500":"Ocean salinity at 1500 dbar","rg_s1700":"Ocean salinity at 1700 dbar","rg_s1900":"Ocean salinity at 1900 dbar","rg_s200":"Ocean salinity at 200 dbar","rg_s30":"Ocean salinity at 30 dbar","rg_s300":"Ocean salinity at 300 dbar","rg_s400":"Ocean salinity at 400 dbar","rg_s50":"Ocean salinity at 50 dbar","rg_s500":"Ocean salinity at 500 dbar","rg_s700":"Ocean salinity at 700 dbar","rg_s900":"Ocean salinity at 900 dbar","rg_t10":"Ocean temperature at 10 dbar","rg_t100":"Ocean temperature at 100 dbar","rg_t1100":"Ocean temperature at 1100 dbar","rg_t1300":"Ocean temperature at 1300 dbar","rg_t150":"Ocean temperature at 150 dbar","rg_t1500":"Ocean temperature at 1500 dbar","rg_t1700":"Ocean temperature at 1700 dbar","rg_t1900":"Ocean temperature at 1900 dbar","rg_t200":"Ocean temperature at 200 dbar","rg_t30":"Ocean temperature at 30 dbar","rg_t300":"Ocean temperature at 300 dbar","rg_t400":"Ocean temperature at 400 dbar","rg_t50":"Ocean temperature at 50 dbar","rg_t500":"Ocean temperature at 500 dbar","rg_t700":"Ocean temperature at 700 dbar","rg_t900":"Ocean temperature at 900 dbar"},"norm":[[17.86660385131836,9.803709030151367],[17.5189266204834,9.67886734008789],[16.79705238342285,9.407912254333496],[14.730545043945312,8.36288070678711],[13.03195858001709,7.11265754699707],[11.7036714553833,6.021671295166016],[9.82548713684082,4.692912578582764],[8.4358491897583,3.8843729496002197],[7.339695930480957,3.339162826538086],[5.791992664337158,2.6093714237213135],[4.704470634460449,2.081817150115967],[4.010709762573242,1.6935533285140991],[3.408292293548584,1.2346680164337158],[3.005173444747925,1.02976655960083],[2.689349412918091,0.8882763981819153],[2.445357322692871,0.8062624931335449],[34.81754684448242,1.057769775390625],[34.8638801574707,1.0321840047836304],[34.91859817504883,1.0135010480880737],[35.0037727355957,0.9609934687614441],[35.01310348510742,0.8674619793891907],[34.96190643310547,0.7773134112358093],[34.83802032470703,0.6608834862709045],[34.738826751708984,0.595497727394104],[34.66823196411133,0.5507616996765137],[34.603763580322266,0.48826342821121216],[34.60338592529297,0.45166438817977905],[34.62830352783203,0.4330283999443054],[34.639286041259766,0.218572735786438],[34.67220687866211,0.17907503247261047],[34.6966667175293,0.1491711437702179],[34.713871002197266,0.1300128698348999]],"ramp":{"rg_s10":"precip","rg_s100":"precip","rg_s1100":"precip","rg_s1300":"precip","rg_s150":"precip","rg_s1500":"precip","rg_s1700":"precip","rg_s1900":"precip","rg_s200":"precip","rg_s30":"precip","rg_s300":"precip","rg_s400":"precip","rg_s50":"precip","rg_s500":"precip","rg_s700":"precip","rg_s900":"precip","rg_t10":"sst","rg_t100":"sst","rg_t1100":"sst","rg_t1300":"sst","rg_t150":"sst","rg_t1500":"sst","rg_t1700":"sst","rg_t1900":"sst","rg_t200":"sst","rg_t30":"sst","rg_t300":"sst","rg_t400":"sst","rg_t50":"sst","rg_t500":"sst","rg_t700":"sst","rg_t900":"sst"},"sign":{"rg_s10":"seq","rg_s100":"seq","rg_s1100":"seq","rg_s1300":"seq","rg_s150":"seq","rg_s1500":"seq","rg_s1700":"seq","rg_s1900":"seq","rg_s200":"seq","rg_s30":"seq","rg_s300":"seq","rg_s400":"seq","rg_s50":"seq","rg_s500":"seq","rg_s700":"seq","rg_s900":"seq","rg_t10":"seq","rg_t100":"seq","rg_t1100":"seq","rg_t1300":"seq","rg_t150":"seq","rg_t1500":"seq","rg_t1700":"seq","rg_t1900":"seq","rg_t200":"seq","rg_t30":"seq","rg_t300":"seq","rg_t400":"seq","rg_t50":"seq","rg_t500":"seq","rg_t700":"seq","rg_t900":"seq"},"tensor_file":"family7_global025_pentad_l2_X_rg100.npy","tensor_sha256":"55c49f1bbc55f9e82204d5d4ff2751cab5625c62003debe56df8cb5f1acaf2d5","units":{"rg_s10":"PSU","rg_s100":"PSU","rg_s1100":"PSU","rg_s1300":"PSU","rg_s150":"PSU","rg_s1500":"PSU","rg_s1700":"PSU","rg_s1900":"PSU","rg_s200":"PSU","rg_s30":"PSU","rg_s300":"PSU","rg_s400":"PSU","rg_s50":"PSU","rg_s500":"PSU","rg_s700":"PSU","rg_s900":"PSU","rg_t10":"\u00b0C","rg_t100":"\u00b0C","rg_t1100":"\u00b0C","rg_t1300":"\u00b0C","rg_t150":"\u00b0C","rg_t1500":"\u00b0C","rg_t1700":"\u00b0C","rg_t1900":"\u00b0C","rg_t200":"\u00b0C","rg_t30":"\u00b0C","rg_t300":"\u00b0C","rg_t400":"\u00b0C","rg_t50":"\u00b0C","rg_t500":"\u00b0C","rg_t700":"\u00b0C","rg_t900":"\u00b0C"}}},"layout":"clim.npy is [month, channel, lat, lon] float32, C order, month 0 = January, z-units: physical = z * norm[c][1] + norm[c][0]. Plane (m, c) starts at header_len + (m * C + c) * plane_bytes. NaN where the (month, cell) had no training sample.","plan":"https://blauewelt.github.io/earth/docs.html?f=ml/plans/E083_model_climatology.md","repo":"datasets/chfrank/earth-tensors","restore_verified":true,"stem":"family7_global025_pentad_l2","tensor_index":"data/family7_index.json","versions":[{"holdout_from":null,"holdout_years":[],"key":"all","name":"All years (1982\u20132024)","rule":"Every bin of the record is a training bin; nothing is held out.","train_span":"1982\u20132024"},{"holdout_from":null,"holdout_years":[2009,2017,2023],"key":"dev","name":"Development holdout \u2014 2009, 2017 and 2023 held out","rule":"Every bin whose calendar year is 2009, 2017 or 2023 is held out of the climatology and of every statistic; all other years are training (the E-059 regime, ml/export_cone_sample.py::HOLDOUT_YEARS).","train_span":"1982\u20132024 less 2009, 2017 and 2023"},{"holdout_from":2021,"holdout_years":[2009,2017],"key":"paper","name":"The paper's split \u2014 trained on 1982\u20132020 less 2009 and 2017","rule":"Training is 1982\u20132020 less the development years 2009 and 2017; those two years and every bin from 2021-01-01 on (the retrospective evaluation period 2021\u20132024) are held out of the climatology and of every statistic.","train_span":"1982\u20132020 less 2009 and 2017"}]}