pmp/extratropical-modes-of-variability-npgo/cmip7
Committed artefacts
diagnostic.json
in PR
changed
dab7f948dc49 -> 5c88f4748cc8
packages/climate-ref-pmp/tests/test-data/extratropical-modes-of-variability-npgo/cmip7/regression/diagnostic.json
--- old+++ new@@ -80,48 +80,48 @@ "period": "1900-2005" }, "cbf": {- "bias": 0.002721956,- "bias_glo": 0.00502445,- "cor": 0.8527462,- "cor_glo": 0.6949938,- "frac": 0.09980412,- "frac_cbf_regrid": 0.1771865,- "mean": -8.777251e-16,- "mean_glo": 0.05244148,- "rms": 0.1551407,- "rms_glo": 0.08805753,- "rmsc": 0.5688525,- "rmsc_glo": 0.8240385,- "stdv_pc": 0.1771279,+ "bias": -0.002723462,+ "bias_glo": -0.005107244,+ "cor": 0.8407827,+ "cor_glo": 0.6719568,+ "frac": 0.09979947,+ "frac_cbf_regrid": 0.1771993,+ "mean": -2.497833e-16,+ "mean_glo": -0.05240517,+ "rms": 0.1551321,+ "rms_glo": 0.08809065,+ "rmsc": 0.5643,+ "rmsc_glo": 0.8099916,+ "stdv_pc": 0.1771278, "stdv_pc_ratio_to_obs": 1.162984 }, "eof1": {- "bias": 0.017664,- "bias_glo": -0.08198719,- "cor": 0.1773932,- "cor_glo": 0.1636136,+ "bias": -0.01766399,+ "bias_glo": 0.08186481,+ "cor": 0.1757133,+ "cor_glo": 0.1580377, "frac": 0.2065715,- "mean": -4.637038e-17,- "mean_glo": -0.0347633,+ "mean": 9.365447e-18,+ "mean_glo": 0.0347633, "rms": 0.4021686,- "rms_glo": 0.1884391,- "rmsc": 1.291321,- "rmsc_glo": 1.320243,+ "rms_glo": 0.1883846,+ "rmsc": 1.283968,+ "rmsc_glo": 1.297661, "stdv_pc": 0.3114754, "stdv_pc_ratio_to_obs": 2.045082 }, "eof2": {- "bias": 0.001959474,- "bias_glo": 0.0149159,- "cor": 0.6879325,- "cor_glo": 0.6004919,+ "bias": -0.001959493,+ "bias_glo": -0.01503828,+ "cor": 0.6783562,+ "cor_glo": 0.5813368, "frac": 0.1055681,- "mean": -1.055783e-15,- "mean_glo": 0.06201285,+ "mean": -2.825624e-16,+ "mean_glo": -0.06201285, "rms": 0.2080474,- "rms_glo": 0.09836157,- "rmsc": 0.80793,- "rmsc_glo": 0.9303128,+ "rms_glo": 0.09838759,+ "rmsc": 0.8020522,+ "rmsc_glo": 0.9150554, "stdv_pc": 0.2226666, "stdv_pc_ratio_to_obs": 1.461982 }
Captured baseline
-
EG_Spec_North_test_NPGO_monthly_HadISST-1-1_1900-2005.png28,733 Bchanged -
NPGO_ts_EOF1_monthly_cmip7_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005.nc710,423 Bchanged -
NPGO_ts_EOF1_monthly_cmip7_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005.png64,216 Bchanged -
NPGO_ts_EOF1_monthly_cmip7_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_teleconnection.png105,855 Bchanged -
NPGO_ts_EOF2_monthly_cmip7_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005.nc710,423 Bchanged -
NPGO_ts_EOF2_monthly_cmip7_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005.png63,482 Bchanged -
NPGO_ts_EOF2_monthly_cmip7_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_cbf.nc710,124 Bchanged -
NPGO_ts_EOF2_monthly_cmip7_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_cbf.png63,785 Bchanged -
NPGO_ts_EOF2_monthly_cmip7_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_cbf_compare_obs.png188,676 Bchanged -
NPGO_ts_EOF2_monthly_cmip7_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_cbf_teleconnection.png104,011 Bchanged -
NPGO_ts_EOF2_monthly_cmip7_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_eof2_compare_obs.png188,950 Bchanged -
NPGO_ts_EOF2_monthly_cmip7_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_teleconnection.png104,734 Bchanged -
NPGO_ts_EOF2_monthly_obs_1900-2005.nc1,598,769 Bchanged -
NPGO_ts_EOF2_monthly_obs_1900-2005.png61,109 Bchanged -
NPGO_ts_EOF2_monthly_obs_1900-2005_teleconnection.png98,564 Bchanged -
diagnostic.json4,091 Bchanged -
output.json4,788 B -
regression/ -
diagnostic.jsonchanged -
output.json -
series.json -
series.json2 B -
var_mode_NPGO_EOF2_stat_cmip7_historical_mo_atm_ACCESS-ESM1-5_r1i1p1f1_1900-2005_cmec.json5,460 Bchanged
Images
EG_Spec_North_test_NPGO_monthly_HadISST-1-1_1900-2005.png
changed
31,403 B -> 28,733 B (-2,670)
old
new
NPGO_ts_EOF1_monthly_cmip7_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005.png
changed
87,447 B -> 64,216 B (-23,231)
old
new
NPGO_ts_EOF1_monthly_cmip7_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_teleconnection.png
changed
124,502 B -> 105,855 B (-18,647)
old
new
NPGO_ts_EOF2_monthly_cmip7_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005.png
changed
87,285 B -> 63,482 B (-23,803)
old
new
NPGO_ts_EOF2_monthly_cmip7_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_cbf.png
changed
87,536 B -> 63,785 B (-23,751)
old
new
NPGO_ts_EOF2_monthly_cmip7_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_cbf_compare_obs.png
changed
222,111 B -> 188,676 B (-33,435)
old
new
NPGO_ts_EOF2_monthly_cmip7_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_cbf_teleconnection.png
changed
123,728 B -> 104,011 B (-19,717)
old
new
NPGO_ts_EOF2_monthly_cmip7_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_eof2_compare_obs.png
changed
223,876 B -> 188,950 B (-34,926)
old
new
NPGO_ts_EOF2_monthly_cmip7_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_teleconnection.png
changed
124,828 B -> 104,734 B (-20,094)
old
new
NPGO_ts_EOF2_monthly_obs_1900-2005.png
changed
81,184 B -> 61,109 B (-20,075)
old
new
NPGO_ts_EOF2_monthly_obs_1900-2005_teleconnection.png
changed
118,271 B -> 98,564 B (-19,707)
old
new
Text
diagnostic.json
changed
4,088 B -> 4,091 B (+3)
a675c0e554fa -> 09366e57c238
old new
--- old+++ new@@ -80,50 +80,50 @@ "period": "1900-2005" }, "cbf": {- "bias": 0.0027219557398285824,- "bias_glo": 0.00502445016292782,- "cor": 0.8527462319128272,- "cor_glo": 0.6949937683393411,- "frac": 0.09980412199516571,- "frac_cbf_regrid": 0.1771865134870592,- "mean": -8.777251315148051e-16,- "mean_glo": 0.05244147893125718,- "rms": 0.15514074055090962,- "rms_glo": 0.0880575272166798,- "rmsc": 0.5688524875363878,- "rmsc_glo": 0.8240385290955596,- "stdv_pc": 0.17712785922278854,- "stdv_pc_ratio_to_obs": 1.1629841441258304+ "bias": -0.0027234624914691894,+ "bias_glo": -0.005107244361561289,+ "cor": 0.8407827446461447,+ "cor_glo": 0.6719568422567889,+ "frac": 0.09979947489148593,+ "frac_cbf_regrid": 0.17719934569133877,+ "mean": -2.497833263009636e-16,+ "mean_glo": -0.052405167616912454,+ "rms": 0.15513207738904183,+ "rms_glo": 0.08809064749716952,+ "rmsc": 0.564300019262175,+ "rmsc_glo": 0.8099915662330999,+ "stdv_pc": 0.17712783978509414,+ "stdv_pc_ratio_to_obs": 1.1629840165020318 }, "eof1": {- "bias": 0.01766399817563257,- "bias_glo": -0.08198719040105107,- "cor": 0.17739320371160902,- "cor_glo": 0.16361357924752973,- "frac": 0.2065714782954043,- "mean": -4.6370384306442534e-17,- "mean_glo": -0.03476330357905301,- "rms": 0.40216857637704967,- "rms_glo": 0.18843905043090356,- "rmsc": 1.2913210611475165,- "rmsc_glo": 1.3202434076612108,- "stdv_pc": 0.3114754004535793,- "stdv_pc_ratio_to_obs": 2.0450817483044013+ "bias": -0.017663992835352662,+ "bias_glo": 0.08186481094130663,+ "cor": 0.1757132931503999,+ "cor_glo": 0.1580377178101733,+ "frac": 0.2065714782954042,+ "mean": 9.36544707667079e-18,+ "mean_glo": 0.03476330357905308,+ "rms": 0.40216859106100283,+ "rms_glo": 0.18838455420425076,+ "rmsc": 1.2839678154785075,+ "rmsc_glo": 1.2976612201001225,+ "stdv_pc": 0.311475400453579,+ "stdv_pc_ratio_to_obs": 2.0450817483044004 }, "eof2": {- "bias": 0.0019594743225365436,- "bias_glo": 0.014915900903728355,- "cor": 0.6879325378821781,- "cor_glo": 0.600491921738993,- "frac": 0.1055681418378,- "mean": -1.0557828387407753e-15,- "mean_glo": 0.06201285416857965,- "rms": 0.20804740302381156,- "rms_glo": 0.09836157249432219,- "rmsc": 0.8079299538499005,- "rmsc_glo": 0.9303128488180662,- "stdv_pc": 0.22266656671242888,- "stdv_pc_ratio_to_obs": 1.4619816874079559+ "bias": -0.001959493331766089,+ "bias_glo": -0.015038283413731856,+ "cor": 0.6783561551600847,+ "cor_glo": 0.5813367733804387,+ "frac": 0.10556814183779997,+ "mean": -2.8256239106931137e-16,+ "mean_glo": -0.0620128541685812,+ "rms": 0.2080473898041087,+ "rms_glo": 0.09838758511340899,+ "rmsc": 0.8020521538360718,+ "rmsc_glo": 0.9150554267641674,+ "stdv_pc": 0.2226665667124285,+ "stdv_pc_ratio_to_obs": 1.461981687407954 } } }
var_mode_NPGO_EOF2_stat_cmip7_historical_mo_atm_ACCESS-ESM1-5_r1i1p1f1_1900-2005_cmec.json
changed
5,463 B -> 5,460 B (-3)
4bc2fd0139b3 -> 292c38977dfa
old new
--- old+++ new@@ -51,15 +51,15 @@ "defaultReference": { "NPGO": { "monthly": {- "frac": 0.1087274412979581,- "mean": -0.0005403731033845277,- "mean_glo": 0.04585065169485107,- "stdv_pc": 0.15230462093352837+ "frac": 0.10872744129795812,+ "mean": 0.0005403731033845566,+ "mean_glo": -0.04572775456283828,+ "stdv_pc": 0.15230462093352828 } }, "period": "1900-2005", "reference_eofs": 2,- "source": "/Users/jared/Library/Caches/climate_ref/obs4ref/obs4REF/MOHC/HadISST-1-1/mon/ts/gn/v20250415/ts_mon_HadISST-1-1_PCMDI_gn_187001-202501.nc"+ "source": "/data/projects/climate-ref/cache/obs4ref/obs4REF/MOHC/HadISST-1-1/mon/ts/gn/v20250415/ts_mon_HadISST-1-1_PCMDI_gn_187001-202501.nc" } } },@@ -79,52 +79,52 @@ "period": "1900-2005" }, "cbf": {- "bias": 0.0027219557398285824,- "bias_glo": 0.00502445016292782,- "cor": 0.8527462319128272,- "cor_glo": 0.6949937683393411,- "frac": 0.09980412199516571,- "frac_cbf_regrid": 0.1771865134870592,- "mean": -8.777251315148051e-16,- "mean_glo": 0.05244147893125718,- "rms": 0.15514074055090962,- "rms_glo": 0.0880575272166798,- "rmsc": 0.5688524875363878,- "rmsc_glo": 0.8240385290955596,- "stdv_pc": 0.17712785922278854,- "stdv_pc_ratio_to_obs": 1.1629841441258304+ "bias": -0.0027234624914691894,+ "bias_glo": -0.005107244361561289,+ "cor": 0.8407827446461447,+ "cor_glo": 0.6719568422567889,+ "frac": 0.09979947489148593,+ "frac_cbf_regrid": 0.17719934569133877,+ "mean": -2.497833263009636e-16,+ "mean_glo": -0.052405167616912454,+ "rms": 0.15513207738904183,+ "rms_glo": 0.08809064749716952,+ "rmsc": 0.564300019262175,+ "rmsc_glo": 0.8099915662330999,+ "stdv_pc": 0.17712783978509414,+ "stdv_pc_ratio_to_obs": 1.1629840165020318 }, "eof1": {- "bias": 0.01766399817563257,- "bias_glo": -0.08198719040105107,- "cor": 0.17739320371160902,- "cor_glo": 0.16361357924752973,- "frac": 0.2065714782954043,- "mean": -4.6370384306442534e-17,- "mean_glo": -0.03476330357905301,- "rms": 0.40216857637704967,- "rms_glo": 0.18843905043090356,- "rmsc": 1.2913210611475165,- "rmsc_glo": 1.3202434076612108,- "stdv_pc": 0.3114754004535793,- "stdv_pc_ratio_to_obs": 2.0450817483044013,- "tcor_cbf_vs_eof_pc": 0.2923235588563546+ "bias": -0.017663992835352662,+ "bias_glo": 0.08186481094130663,+ "cor": 0.1757132931503999,+ "cor_glo": 0.1580377178101733,+ "frac": 0.2065714782954042,+ "mean": 9.36544707667079e-18,+ "mean_glo": 0.03476330357905308,+ "rms": 0.40216859106100283,+ "rms_glo": 0.18838455420425076,+ "rmsc": 1.2839678154785075,+ "rmsc_glo": 1.2976612201001225,+ "stdv_pc": 0.311475400453579,+ "stdv_pc_ratio_to_obs": 2.0450817483044004,+ "tcor_cbf_vs_eof_pc": 0.2923235061346293 }, "eof2": {- "bias": 0.0019594743225365436,- "bias_glo": 0.014915900903728355,- "cor": 0.6879325378821781,- "cor_glo": 0.600491921738993,- "frac": 0.1055681418378,- "mean": -1.0557828387407753e-15,- "mean_glo": 0.06201285416857965,- "rms": 0.20804740302381156,- "rms_glo": 0.09836157249432219,- "rmsc": 0.8079299538499005,- "rmsc_glo": 0.9303128488180662,- "stdv_pc": 0.22266656671242888,- "stdv_pc_ratio_to_obs": 1.4619816874079559,- "tcor_cbf_vs_eof_pc": 0.8269339791917257+ "bias": -0.001959493331766089,+ "bias_glo": -0.015038283413731856,+ "cor": 0.6783561551600847,+ "cor_glo": 0.5813367733804387,+ "frac": 0.10556814183779997,+ "mean": -2.8256239106931137e-16,+ "mean_glo": -0.0620128541685812,+ "rms": 0.2080473898041087,+ "rms_glo": 0.09838758511340899,+ "rmsc": 0.8020521538360718,+ "rmsc_glo": 0.9150554267641674,+ "stdv_pc": 0.2226665667124285,+ "stdv_pc_ratio_to_obs": 1.461981687407954,+ "tcor_cbf_vs_eof_pc": 0.8269339838869871 } } }
NetCDF
NPGO_ts_EOF1_monthly_cmip7_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005.nc
changed
710,422 B -> 710,423 B (+1)
old new
Header
xarray.Dataset { dimensions: time = 1272 ; lat = 145 ; lon = 192 ; variables: int64 mode() ; mode:long_name = eof_mode_number ; float64 pc(time) ; pc:_FillValue = nan ; pc:comment = Non-scaled time series for principal component of 2th variance mode ; pc:variable = ts ; pc:eof_mode = 1 ; pc:coordinates = mode ; float64 eof(lat, lon) ; eof:_FillValue = nan ; eof:variable = ts ; eof:description = linear regression on global field for teleconnection ; eof:comment = Reconstructed EOF pattern with teleconnection considerations ; eof:eof_mode = 1 ; eof:coordinates = mode ; float64 slope(lat, lon) ; slope:_FillValue = nan ; slope:coordinates = mode ; float64 intercept(lat, lon) ; intercept:_FillValue = nan ; intercept:coordinates = mode ; float64 frac() ; frac:_FillValue = nan ; frac:long_name = variance_fractions ; frac:units = ratio ; frac:coordinates = mode ; float64 time(time) ; time:_FillValue = nan ; time:bounds = time_bnds ; time:axis = T ; time:long_name = time ; time:standard_name = time ; time:units = days since 1850-01-01 ; time:calendar = proleptic_gregorian ; float64 lat(lat) ; lat:_FillValue = nan ; lat:bounds = lat_bnds ; lat:units = degrees_north ; lat:axis = Y ; lat:long_name = Latitude ; lat:standard_name = latitude ; float64 lon(lon) ; lon:_FillValue = nan ; lon:bounds = lon_bnds ; lon:units = degrees_east ; lon:axis = X ; lon:long_name = Longitude ; lon:standard_name = longitude ; // global attributes: :title = PCMDI Metrics Package Extratropical Modes of Variability diagnostics ; :author = PCMDI ; :contact = [email protected] ;- :creation_date = 2026-07-09 04:35:32 ;+ :creation_date = 2026-09-07 01:19:23 ; :references = Lee, J., K. Sperber, P. Gleckler, C. Bonfils, and K. Taylor, 2019: Quantifying the Agreement Between Observed and Simulated Extratropical Modes of Interannual Variability. Climate Dynamics, 52, 4057-4089, doi: 10.1007/s00382-018-4355-4, Lee, J., K. Sperber, P. Gleckler, K. Taylor, and C. Bonfils, 2021: Benchmarking performance changes in the simulation of extratropical modes of variability across CMIP generations. Journal of Climate, 34, 6945–6969, doi: 10.1175/JCLI-D-20-0832.1, Lee, J., P. J. Gleckler, M.-S. Ahn, A. Ordonez, P. Ullrich, K. R. Sperber, K. E. Taylor, Y. Y. Planton, E. Guilyardi, P. Durack, C. Bonfils, M. D. Zelinka, L.-W. Chao, B. Dong, C. Doutriaux, C. Zhang, T. Vo, J. Boutte, M. F. Wehner, A. G. Pendergrass, D. Kim, Z. Xue, A. T. Wittenberg, and J. Krasting, 2024: Systematic and Objective Evaluation of Earth System Models: PCMDI Metrics Package (PMP) version 3. Geoscientific Model Development, 17, 3919–3948, doi: 10.5194/gmd-17-3919-2024 ; :identifier = CMIP7 ACCESS-ESM1-5 (r1i1p1f1), EOF1 ; }
old
xarray.Dataset {dimensions: time = 1272 ; lat = 145 ; lon = 192 ;variables: int64 mode() ; mode:long_name = eof_mode_number ; float64 pc(time) ; pc:_FillValue = nan ; pc:comment = Non-scaled time series for principal component of 2th variance mode ; pc:variable = ts ; pc:eof_mode = 1 ; pc:coordinates = mode ; float64 eof(lat, lon) ; eof:_FillValue = nan ; eof:variable = ts ; eof:description = linear regression on global field for teleconnection ; eof:comment = Reconstructed EOF pattern with teleconnection considerations ; eof:eof_mode = 1 ; eof:coordinates = mode ; float64 slope(lat, lon) ; slope:_FillValue = nan ; slope:coordinates = mode ; float64 intercept(lat, lon) ; intercept:_FillValue = nan ; intercept:coordinates = mode ; float64 frac() ; frac:_FillValue = nan ; frac:long_name = variance_fractions ; frac:units = ratio ; frac:coordinates = mode ; float64 time(time) ; time:_FillValue = nan ; time:bounds = time_bnds ; time:axis = T ; time:long_name = time ; time:standard_name = time ; time:units = days since 1850-01-01 ; time:calendar = proleptic_gregorian ; float64 lat(lat) ; lat:_FillValue = nan ; lat:bounds = lat_bnds ; lat:units = degrees_north ; lat:axis = Y ; lat:long_name = Latitude ; lat:standard_name = latitude ; float64 lon(lon) ; lon:_FillValue = nan ; lon:bounds = lon_bnds ; lon:units = degrees_east ; lon:axis = X ; lon:long_name = Longitude ; lon:standard_name = longitude ;// global attributes: :title = PCMDI Metrics Package Extratropical Modes of Variability diagnostics ; :author = PCMDI ; :contact = [email protected] ; :creation_date = 2026-07-09 04:35:32 ; :references = Lee, J., K. Sperber, P. Gleckler, C. Bonfils, and K. Taylor, 2019: Quantifying the Agreement Between Observed and Simulated Extratropical Modes of Interannual Variability. Climate Dynamics, 52, 4057-4089, doi: 10.1007/s00382-018-4355-4, Lee, J., K. Sperber, P. Gleckler, K. Taylor, and C. Bonfils, 2021: Benchmarking performance changes in the simulation of extratropical modes of variability across CMIP generations. Journal of Climate, 34, 6945–6969, doi: 10.1175/JCLI-D-20-0832.1, Lee, J., P. J. Gleckler, M.-S. Ahn, A. Ordonez, P. Ullrich, K. R. Sperber, K. E. Taylor, Y. Y. Planton, E. Guilyardi, P. Durack, C. Bonfils, M. D. Zelinka, L.-W. Chao, B. Dong, C. Doutriaux, C. Zhang, T. Vo, J. Boutte, M. F. Wehner, A. G. Pendergrass, D. Kim, Z. Xue, A. T. Wittenberg, and J. Krasting, 2024: Systematic and Objective Evaluation of Earth System Models: PCMDI Metrics Package (PMP) version 3. Geoscientific Model Development, 17, 3919–3948, doi: 10.5194/gmd-17-3919-2024 ; :identifier = CMIP7 ACCESS-ESM1-5 (r1i1p1f1), EOF1 ;}
new
xarray.Dataset {dimensions: time = 1272 ; lat = 145 ; lon = 192 ;variables: int64 mode() ; mode:long_name = eof_mode_number ; float64 pc(time) ; pc:_FillValue = nan ; pc:comment = Non-scaled time series for principal component of 2th variance mode ; pc:variable = ts ; pc:eof_mode = 1 ; pc:coordinates = mode ; float64 eof(lat, lon) ; eof:_FillValue = nan ; eof:variable = ts ; eof:description = linear regression on global field for teleconnection ; eof:comment = Reconstructed EOF pattern with teleconnection considerations ; eof:eof_mode = 1 ; eof:coordinates = mode ; float64 slope(lat, lon) ; slope:_FillValue = nan ; slope:coordinates = mode ; float64 intercept(lat, lon) ; intercept:_FillValue = nan ; intercept:coordinates = mode ; float64 frac() ; frac:_FillValue = nan ; frac:long_name = variance_fractions ; frac:units = ratio ; frac:coordinates = mode ; float64 time(time) ; time:_FillValue = nan ; time:bounds = time_bnds ; time:axis = T ; time:long_name = time ; time:standard_name = time ; time:units = days since 1850-01-01 ; time:calendar = proleptic_gregorian ; float64 lat(lat) ; lat:_FillValue = nan ; lat:bounds = lat_bnds ; lat:units = degrees_north ; lat:axis = Y ; lat:long_name = Latitude ; lat:standard_name = latitude ; float64 lon(lon) ; lon:_FillValue = nan ; lon:bounds = lon_bnds ; lon:units = degrees_east ; lon:axis = X ; lon:long_name = Longitude ; lon:standard_name = longitude ;// global attributes: :title = PCMDI Metrics Package Extratropical Modes of Variability diagnostics ; :author = PCMDI ; :contact = [email protected] ; :creation_date = 2026-09-07 01:19:23 ; :references = Lee, J., K. Sperber, P. Gleckler, C. Bonfils, and K. Taylor, 2019: Quantifying the Agreement Between Observed and Simulated Extratropical Modes of Interannual Variability. Climate Dynamics, 52, 4057-4089, doi: 10.1007/s00382-018-4355-4, Lee, J., K. Sperber, P. Gleckler, K. Taylor, and C. Bonfils, 2021: Benchmarking performance changes in the simulation of extratropical modes of variability across CMIP generations. Journal of Climate, 34, 6945–6969, doi: 10.1175/JCLI-D-20-0832.1, Lee, J., P. J. Gleckler, M.-S. Ahn, A. Ordonez, P. Ullrich, K. R. Sperber, K. E. Taylor, Y. Y. Planton, E. Guilyardi, P. Durack, C. Bonfils, M. D. Zelinka, L.-W. Chao, B. Dong, C. Doutriaux, C. Zhang, T. Vo, J. Boutte, M. F. Wehner, A. G. Pendergrass, D. Kim, Z. Xue, A. T. Wittenberg, and J. Krasting, 2024: Systematic and Objective Evaluation of Earth System Models: PCMDI Metrics Package (PMP) version 3. Geoscientific Model Development, 17, 3919–3948, doi: 10.5194/gmd-17-3919-2024 ; :identifier = CMIP7 ACCESS-ESM1-5 (r1i1p1f1), EOF1 ;}
| variable | shape | min | max | mean | nan | max abs diff | max rel diff | cells differ |
|---|---|---|---|---|---|---|---|---|
eof |
145x192 -> 145x192 | -1.07763 -> -2.48683 | 2.48683 -> 1.07763 | -0.0285158 -> 0.0285158 | 9,278 -> 9,278 | 4.97365 | 2 | 18,562 |
frac noise |
scalar -> scalar | 0.206571 -> 0.206571 | 0.206571 -> 0.206571 | 0.206571 -> 0.206571 | 0 -> 0 | 8.32667e-17 | 4.03089e-16 | 1 |
intercept noise |
145x192 -> 145x192 | -0.00110203 -> -0.00110203 | 0.000643799 -> 0.000643799 | 1.12699e-05 -> 1.12699e-05 | 9,278 -> 9,278 | 8.22747e-16 | 7.46576e-13 | 18,559 |
mode |
scalar -> scalar | 0 -> 0 | 0 -> 0 | 0 -> 0 | 0 -> 0 | 0 | 0 | 0 |
pc |
1272 -> 1272 | -0.942129 -> -0.841836 | 0.841836 -> 0.942129 | -6.98253e-18 -> -2.09476e-17 | 0 -> 0 | 1.88426 | 2 | 1,272 |
slope noise |
145x192 -> 145x192 | -7.98374 -> -7.98374 | 3.46012 -> 3.46012 | 0.0915145 -> 0.0915145 | 9,278 -> 9,278 | 1.68754e-14 | 2.11372e-15 | 18,264 |
NPGO_ts_EOF2_monthly_cmip7_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005.nc
changed
710,422 B -> 710,423 B (+1)
old new
Header
xarray.Dataset { dimensions: time = 1272 ; lat = 145 ; lon = 192 ; variables: int64 mode() ; mode:long_name = eof_mode_number ; float64 pc(time) ; pc:_FillValue = nan ; pc:comment = Non-scaled time series for principal component of 2th variance mode ; pc:variable = ts ; pc:eof_mode = 2 ; pc:coordinates = mode ; float64 eof(lat, lon) ; eof:_FillValue = nan ; eof:variable = ts ; eof:description = linear regression on global field for teleconnection ; eof:comment = Reconstructed EOF pattern with teleconnection considerations ; eof:eof_mode = 2 ; eof:coordinates = mode ; float64 slope(lat, lon) ; slope:_FillValue = nan ; slope:coordinates = mode ; float64 intercept(lat, lon) ; intercept:_FillValue = nan ; intercept:coordinates = mode ; float64 frac() ; frac:_FillValue = nan ; frac:long_name = variance_fractions ; frac:units = ratio ; frac:coordinates = mode ; float64 time(time) ; time:_FillValue = nan ; time:bounds = time_bnds ; time:axis = T ; time:long_name = time ; time:standard_name = time ; time:units = days since 1850-01-01 ; time:calendar = proleptic_gregorian ; float64 lat(lat) ; lat:_FillValue = nan ; lat:bounds = lat_bnds ; lat:units = degrees_north ; lat:axis = Y ; lat:long_name = Latitude ; lat:standard_name = latitude ; float64 lon(lon) ; lon:_FillValue = nan ; lon:bounds = lon_bnds ; lon:units = degrees_east ; lon:axis = X ; lon:long_name = Longitude ; lon:standard_name = longitude ; // global attributes: :title = PCMDI Metrics Package Extratropical Modes of Variability diagnostics ; :author = PCMDI ; :contact = [email protected] ;- :creation_date = 2026-07-09 04:35:42 ;+ :creation_date = 2026-09-07 01:19:33 ; :references = Lee, J., K. Sperber, P. Gleckler, C. Bonfils, and K. Taylor, 2019: Quantifying the Agreement Between Observed and Simulated Extratropical Modes of Interannual Variability. Climate Dynamics, 52, 4057-4089, doi: 10.1007/s00382-018-4355-4, Lee, J., K. Sperber, P. Gleckler, K. Taylor, and C. Bonfils, 2021: Benchmarking performance changes in the simulation of extratropical modes of variability across CMIP generations. Journal of Climate, 34, 6945–6969, doi: 10.1175/JCLI-D-20-0832.1, Lee, J., P. J. Gleckler, M.-S. Ahn, A. Ordonez, P. Ullrich, K. R. Sperber, K. E. Taylor, Y. Y. Planton, E. Guilyardi, P. Durack, C. Bonfils, M. D. Zelinka, L.-W. Chao, B. Dong, C. Doutriaux, C. Zhang, T. Vo, J. Boutte, M. F. Wehner, A. G. Pendergrass, D. Kim, Z. Xue, A. T. Wittenberg, and J. Krasting, 2024: Systematic and Objective Evaluation of Earth System Models: PCMDI Metrics Package (PMP) version 3. Geoscientific Model Development, 17, 3919–3948, doi: 10.5194/gmd-17-3919-2024 ; :identifier = CMIP7 ACCESS-ESM1-5 (r1i1p1f1), EOF2 ; }
old
xarray.Dataset {dimensions: time = 1272 ; lat = 145 ; lon = 192 ;variables: int64 mode() ; mode:long_name = eof_mode_number ; float64 pc(time) ; pc:_FillValue = nan ; pc:comment = Non-scaled time series for principal component of 2th variance mode ; pc:variable = ts ; pc:eof_mode = 2 ; pc:coordinates = mode ; float64 eof(lat, lon) ; eof:_FillValue = nan ; eof:variable = ts ; eof:description = linear regression on global field for teleconnection ; eof:comment = Reconstructed EOF pattern with teleconnection considerations ; eof:eof_mode = 2 ; eof:coordinates = mode ; float64 slope(lat, lon) ; slope:_FillValue = nan ; slope:coordinates = mode ; float64 intercept(lat, lon) ; intercept:_FillValue = nan ; intercept:coordinates = mode ; float64 frac() ; frac:_FillValue = nan ; frac:long_name = variance_fractions ; frac:units = ratio ; frac:coordinates = mode ; float64 time(time) ; time:_FillValue = nan ; time:bounds = time_bnds ; time:axis = T ; time:long_name = time ; time:standard_name = time ; time:units = days since 1850-01-01 ; time:calendar = proleptic_gregorian ; float64 lat(lat) ; lat:_FillValue = nan ; lat:bounds = lat_bnds ; lat:units = degrees_north ; lat:axis = Y ; lat:long_name = Latitude ; lat:standard_name = latitude ; float64 lon(lon) ; lon:_FillValue = nan ; lon:bounds = lon_bnds ; lon:units = degrees_east ; lon:axis = X ; lon:long_name = Longitude ; lon:standard_name = longitude ;// global attributes: :title = PCMDI Metrics Package Extratropical Modes of Variability diagnostics ; :author = PCMDI ; :contact = [email protected] ; :creation_date = 2026-07-09 04:35:42 ; :references = Lee, J., K. Sperber, P. Gleckler, C. Bonfils, and K. Taylor, 2019: Quantifying the Agreement Between Observed and Simulated Extratropical Modes of Interannual Variability. Climate Dynamics, 52, 4057-4089, doi: 10.1007/s00382-018-4355-4, Lee, J., K. Sperber, P. Gleckler, K. Taylor, and C. Bonfils, 2021: Benchmarking performance changes in the simulation of extratropical modes of variability across CMIP generations. Journal of Climate, 34, 6945–6969, doi: 10.1175/JCLI-D-20-0832.1, Lee, J., P. J. Gleckler, M.-S. Ahn, A. Ordonez, P. Ullrich, K. R. Sperber, K. E. Taylor, Y. Y. Planton, E. Guilyardi, P. Durack, C. Bonfils, M. D. Zelinka, L.-W. Chao, B. Dong, C. Doutriaux, C. Zhang, T. Vo, J. Boutte, M. F. Wehner, A. G. Pendergrass, D. Kim, Z. Xue, A. T. Wittenberg, and J. Krasting, 2024: Systematic and Objective Evaluation of Earth System Models: PCMDI Metrics Package (PMP) version 3. Geoscientific Model Development, 17, 3919–3948, doi: 10.5194/gmd-17-3919-2024 ; :identifier = CMIP7 ACCESS-ESM1-5 (r1i1p1f1), EOF2 ;}
new
xarray.Dataset {dimensions: time = 1272 ; lat = 145 ; lon = 192 ;variables: int64 mode() ; mode:long_name = eof_mode_number ; float64 pc(time) ; pc:_FillValue = nan ; pc:comment = Non-scaled time series for principal component of 2th variance mode ; pc:variable = ts ; pc:eof_mode = 2 ; pc:coordinates = mode ; float64 eof(lat, lon) ; eof:_FillValue = nan ; eof:variable = ts ; eof:description = linear regression on global field for teleconnection ; eof:comment = Reconstructed EOF pattern with teleconnection considerations ; eof:eof_mode = 2 ; eof:coordinates = mode ; float64 slope(lat, lon) ; slope:_FillValue = nan ; slope:coordinates = mode ; float64 intercept(lat, lon) ; intercept:_FillValue = nan ; intercept:coordinates = mode ; float64 frac() ; frac:_FillValue = nan ; frac:long_name = variance_fractions ; frac:units = ratio ; frac:coordinates = mode ; float64 time(time) ; time:_FillValue = nan ; time:bounds = time_bnds ; time:axis = T ; time:long_name = time ; time:standard_name = time ; time:units = days since 1850-01-01 ; time:calendar = proleptic_gregorian ; float64 lat(lat) ; lat:_FillValue = nan ; lat:bounds = lat_bnds ; lat:units = degrees_north ; lat:axis = Y ; lat:long_name = Latitude ; lat:standard_name = latitude ; float64 lon(lon) ; lon:_FillValue = nan ; lon:bounds = lon_bnds ; lon:units = degrees_east ; lon:axis = X ; lon:long_name = Longitude ; lon:standard_name = longitude ;// global attributes: :title = PCMDI Metrics Package Extratropical Modes of Variability diagnostics ; :author = PCMDI ; :contact = [email protected] ; :creation_date = 2026-09-07 01:19:33 ; :references = Lee, J., K. Sperber, P. Gleckler, C. Bonfils, and K. Taylor, 2019: Quantifying the Agreement Between Observed and Simulated Extratropical Modes of Interannual Variability. Climate Dynamics, 52, 4057-4089, doi: 10.1007/s00382-018-4355-4, Lee, J., K. Sperber, P. Gleckler, K. Taylor, and C. Bonfils, 2021: Benchmarking performance changes in the simulation of extratropical modes of variability across CMIP generations. Journal of Climate, 34, 6945–6969, doi: 10.1175/JCLI-D-20-0832.1, Lee, J., P. J. Gleckler, M.-S. Ahn, A. Ordonez, P. Ullrich, K. R. Sperber, K. E. Taylor, Y. Y. Planton, E. Guilyardi, P. Durack, C. Bonfils, M. D. Zelinka, L.-W. Chao, B. Dong, C. Doutriaux, C. Zhang, T. Vo, J. Boutte, M. F. Wehner, A. G. Pendergrass, D. Kim, Z. Xue, A. T. Wittenberg, and J. Krasting, 2024: Systematic and Objective Evaluation of Earth System Models: PCMDI Metrics Package (PMP) version 3. Geoscientific Model Development, 17, 3919–3948, doi: 10.5194/gmd-17-3919-2024 ; :identifier = CMIP7 ACCESS-ESM1-5 (r1i1p1f1), EOF2 ;}
| variable | shape | min | max | mean | nan | max abs diff | max rel diff | cells differ |
|---|---|---|---|---|---|---|---|---|
eof |
145x192 -> 145x192 | -1.31403 -> -0.504907 | 0.504907 -> 1.31403 | 0.0660624 -> -0.0660624 | 9,278 -> 9,278 | 2.62806 | 2 | 18,562 |
frac noise |
scalar -> scalar | 0.105568 -> 0.105568 | 0.105568 -> 0.105568 | 0.105568 -> 0.105568 | 0 -> 0 | 2.77556e-17 | 2.62916e-16 | 1 |
intercept noise |
145x192 -> 145x192 | -0.00110203 -> -0.00110203 | 0.000643799 -> 0.000643799 | 1.12699e-05 -> 1.12699e-05 | 9,278 -> 9,278 | 8.08327e-16 | 7.33491e-13 | 18,558 |
mode |
scalar -> scalar | 1 -> 1 | 1 -> 1 | 1 -> 1 | 0 -> 0 | 0 | 0 | 0 |
pc |
1272 -> 1272 | -0.777922 -> -0.622994 | 0.622994 -> 0.777922 | -4.18952e-18 -> -5.58603e-18 | 0 -> 0 | 1.55584 | 2 | 1,272 |
slope noise |
145x192 -> 145x192 | -2.26758 -> -2.26758 | 5.90167 -> 5.90167 | -0.296738 -> -0.296738 | 9,278 -> 9,278 | 1.33227e-14 | 2.25744e-15 | 18,557 |
NPGO_ts_EOF2_monthly_cmip7_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_cbf.nc
changed
710,123 B -> 710,124 B (+1)
old new
Header
xarray.Dataset { dimensions: time = 1272 ; lat = 145 ; lon = 192 ; variables: int64 mode() ; mode:long_name = eof_mode_number ; float64 pc(time) ; pc:_FillValue = nan ; pc:long_name = ts_pseudo_pcs ; pc:comment = Non-scaled pseudo principal components ; pc:coordinates = mode ; float64 eof(lat, lon) ; eof:_FillValue = nan ; eof:variable = ts ; eof:description = linear regression on global field for teleconnection ; eof:comment = Reconstructed EOF pattern with teleconnection considerations ; eof:coordinates = mode ; float64 slope(lat, lon) ; slope:_FillValue = nan ; slope:coordinates = mode ; float64 intercept(lat, lon) ; intercept:_FillValue = nan ; intercept:coordinates = mode ; float64 frac() ; frac:_FillValue = nan ; frac:coordinates = mode ; float64 time(time) ; time:_FillValue = nan ; time:bounds = time_bnds ; time:axis = T ; time:long_name = time ; time:standard_name = time ; time:units = days since 1850-01-01 ; time:calendar = proleptic_gregorian ; float64 lat(lat) ; lat:_FillValue = nan ; lat:bounds = lat_bnds ; lat:units = degrees_north ; lat:axis = Y ; lat:long_name = Latitude ; lat:standard_name = latitude ; float64 lon(lon) ; lon:_FillValue = nan ; lon:bounds = lon_bnds ; lon:units = degrees_east ; lon:axis = X ; lon:long_name = Longitude ; lon:standard_name = longitude ; // global attributes: :title = PCMDI Metrics Package Extratropical Modes of Variability diagnostics ; :author = PCMDI ; :contact = [email protected] ;- :creation_date = 2026-07-09 04:34:13 ;+ :creation_date = 2026-09-07 01:19:00 ; :references = Lee, J., K. Sperber, P. Gleckler, C. Bonfils, and K. Taylor, 2019: Quantifying the Agreement Between Observed and Simulated Extratropical Modes of Interannual Variability. Climate Dynamics, 52, 4057-4089, doi: 10.1007/s00382-018-4355-4, Lee, J., K. Sperber, P. Gleckler, K. Taylor, and C. Bonfils, 2021: Benchmarking performance changes in the simulation of extratropical modes of variability across CMIP generations. Journal of Climate, 34, 6945–6969, doi: 10.1175/JCLI-D-20-0832.1, Lee, J., P. J. Gleckler, M.-S. Ahn, A. Ordonez, P. Ullrich, K. R. Sperber, K. E. Taylor, Y. Y. Planton, E. Guilyardi, P. Durack, C. Bonfils, M. D. Zelinka, L.-W. Chao, B. Dong, C. Doutriaux, C. Zhang, T. Vo, J. Boutte, M. F. Wehner, A. G. Pendergrass, D. Kim, Z. Xue, A. T. Wittenberg, and J. Krasting, 2024: Systematic and Objective Evaluation of Earth System Models: PCMDI Metrics Package (PMP) version 3. Geoscientific Model Development, 17, 3919–3948, doi: 10.5194/gmd-17-3919-2024 ; :identifier = CMIP7 ACCESS-ESM1-5 (r1i1p1f1), CBF ; }
old
xarray.Dataset {dimensions: time = 1272 ; lat = 145 ; lon = 192 ;variables: int64 mode() ; mode:long_name = eof_mode_number ; float64 pc(time) ; pc:_FillValue = nan ; pc:long_name = ts_pseudo_pcs ; pc:comment = Non-scaled pseudo principal components ; pc:coordinates = mode ; float64 eof(lat, lon) ; eof:_FillValue = nan ; eof:variable = ts ; eof:description = linear regression on global field for teleconnection ; eof:comment = Reconstructed EOF pattern with teleconnection considerations ; eof:coordinates = mode ; float64 slope(lat, lon) ; slope:_FillValue = nan ; slope:coordinates = mode ; float64 intercept(lat, lon) ; intercept:_FillValue = nan ; intercept:coordinates = mode ; float64 frac() ; frac:_FillValue = nan ; frac:coordinates = mode ; float64 time(time) ; time:_FillValue = nan ; time:bounds = time_bnds ; time:axis = T ; time:long_name = time ; time:standard_name = time ; time:units = days since 1850-01-01 ; time:calendar = proleptic_gregorian ; float64 lat(lat) ; lat:_FillValue = nan ; lat:bounds = lat_bnds ; lat:units = degrees_north ; lat:axis = Y ; lat:long_name = Latitude ; lat:standard_name = latitude ; float64 lon(lon) ; lon:_FillValue = nan ; lon:bounds = lon_bnds ; lon:units = degrees_east ; lon:axis = X ; lon:long_name = Longitude ; lon:standard_name = longitude ;// global attributes: :title = PCMDI Metrics Package Extratropical Modes of Variability diagnostics ; :author = PCMDI ; :contact = [email protected] ; :creation_date = 2026-07-09 04:34:13 ; :references = Lee, J., K. Sperber, P. Gleckler, C. Bonfils, and K. Taylor, 2019: Quantifying the Agreement Between Observed and Simulated Extratropical Modes of Interannual Variability. Climate Dynamics, 52, 4057-4089, doi: 10.1007/s00382-018-4355-4, Lee, J., K. Sperber, P. Gleckler, K. Taylor, and C. Bonfils, 2021: Benchmarking performance changes in the simulation of extratropical modes of variability across CMIP generations. Journal of Climate, 34, 6945–6969, doi: 10.1175/JCLI-D-20-0832.1, Lee, J., P. J. Gleckler, M.-S. Ahn, A. Ordonez, P. Ullrich, K. R. Sperber, K. E. Taylor, Y. Y. Planton, E. Guilyardi, P. Durack, C. Bonfils, M. D. Zelinka, L.-W. Chao, B. Dong, C. Doutriaux, C. Zhang, T. Vo, J. Boutte, M. F. Wehner, A. G. Pendergrass, D. Kim, Z. Xue, A. T. Wittenberg, and J. Krasting, 2024: Systematic and Objective Evaluation of Earth System Models: PCMDI Metrics Package (PMP) version 3. Geoscientific Model Development, 17, 3919–3948, doi: 10.5194/gmd-17-3919-2024 ; :identifier = CMIP7 ACCESS-ESM1-5 (r1i1p1f1), CBF ;}
new
xarray.Dataset {dimensions: time = 1272 ; lat = 145 ; lon = 192 ;variables: int64 mode() ; mode:long_name = eof_mode_number ; float64 pc(time) ; pc:_FillValue = nan ; pc:long_name = ts_pseudo_pcs ; pc:comment = Non-scaled pseudo principal components ; pc:coordinates = mode ; float64 eof(lat, lon) ; eof:_FillValue = nan ; eof:variable = ts ; eof:description = linear regression on global field for teleconnection ; eof:comment = Reconstructed EOF pattern with teleconnection considerations ; eof:coordinates = mode ; float64 slope(lat, lon) ; slope:_FillValue = nan ; slope:coordinates = mode ; float64 intercept(lat, lon) ; intercept:_FillValue = nan ; intercept:coordinates = mode ; float64 frac() ; frac:_FillValue = nan ; frac:coordinates = mode ; float64 time(time) ; time:_FillValue = nan ; time:bounds = time_bnds ; time:axis = T ; time:long_name = time ; time:standard_name = time ; time:units = days since 1850-01-01 ; time:calendar = proleptic_gregorian ; float64 lat(lat) ; lat:_FillValue = nan ; lat:bounds = lat_bnds ; lat:units = degrees_north ; lat:axis = Y ; lat:long_name = Latitude ; lat:standard_name = latitude ; float64 lon(lon) ; lon:_FillValue = nan ; lon:bounds = lon_bnds ; lon:units = degrees_east ; lon:axis = X ; lon:long_name = Longitude ; lon:standard_name = longitude ;// global attributes: :title = PCMDI Metrics Package Extratropical Modes of Variability diagnostics ; :author = PCMDI ; :contact = [email protected] ; :creation_date = 2026-09-07 01:19:00 ; :references = Lee, J., K. Sperber, P. Gleckler, C. Bonfils, and K. Taylor, 2019: Quantifying the Agreement Between Observed and Simulated Extratropical Modes of Interannual Variability. Climate Dynamics, 52, 4057-4089, doi: 10.1007/s00382-018-4355-4, Lee, J., K. Sperber, P. Gleckler, K. Taylor, and C. Bonfils, 2021: Benchmarking performance changes in the simulation of extratropical modes of variability across CMIP generations. Journal of Climate, 34, 6945–6969, doi: 10.1175/JCLI-D-20-0832.1, Lee, J., P. J. Gleckler, M.-S. Ahn, A. Ordonez, P. Ullrich, K. R. Sperber, K. E. Taylor, Y. Y. Planton, E. Guilyardi, P. Durack, C. Bonfils, M. D. Zelinka, L.-W. Chao, B. Dong, C. Doutriaux, C. Zhang, T. Vo, J. Boutte, M. F. Wehner, A. G. Pendergrass, D. Kim, Z. Xue, A. T. Wittenberg, and J. Krasting, 2024: Systematic and Objective Evaluation of Earth System Models: PCMDI Metrics Package (PMP) version 3. Geoscientific Model Development, 17, 3919–3948, doi: 10.5194/gmd-17-3919-2024 ; :identifier = CMIP7 ACCESS-ESM1-5 (r1i1p1f1), CBF ;}
| variable | shape | min | max | mean | nan | max abs diff | max rel diff | cells differ |
|---|---|---|---|---|---|---|---|---|
eof |
145x192 -> 145x192 | -0.580948 -> -0.647781 | 0.648124 -> 0.580945 | 0.0563513 -> -0.0563167 | 9,278 -> 9,278 | 1.2959 | 1.99947 | 18,562 |
frac |
scalar -> scalar | 0.0998041 -> 0.0997995 | 0.0998041 -> 0.0997995 | 0.0998041 -> 0.0997995 | 0 -> 0 | 4.6471e-06 | 4.65622e-05 | 1 |
intercept |
145x192 -> 145x192 | -0.0010778 -> -0.0010778 | 0.000647221 -> 0.000647221 | 1.72801e-05 -> 1.72801e-05 | 9,278 -> 9,278 | 2.85995e-11 | 2.65351e-08 | 18,562 |
mode |
scalar -> scalar | 1 -> 1 | 1 -> 1 | 1 -> 1 | 0 -> 0 | 0 | 0 | 0 |
pc |
1272 -> 1272 | -0.721616 -> -0.491012 | 0.491012 -> 0.721616 | -1.88973e-05 -> 1.88973e-05 | 0 -> 0 | 1.44323 | 2 | 1,272 |
slope |
145x192 -> 145x192 | -3.27981 -> -3.6581 | 3.65811 -> 3.27981 | 0.318041 -> -0.318042 | 9,278 -> 9,278 | 7.31621 | 2 | 18,562 |
NPGO_ts_EOF2_monthly_obs_1900-2005.nc
changed
1,598,768 B -> 1,598,769 B (+1)
old new
Header
xarray.Dataset { dimensions: time = 1272 ; lat = 180 ; lon = 360 ; variables: int64 mode() ; mode:long_name = eof_mode_number ; float64 pc(time) ; pc:_FillValue = nan ; pc:comment = Non-scaled time series for principal component of 2th variance mode ; pc:variable = ts ; pc:eof_mode = 2 ; pc:coordinates = mode ; float64 eof(lat, lon) ; eof:_FillValue = nan ; eof:variable = ts ; eof:description = linear regression on global field for teleconnection ; eof:comment = Reconstructed EOF pattern with teleconnection considerations ; eof:eof_mode = 2 ; eof:coordinates = mode ; float64 slope(lat, lon) ; slope:_FillValue = nan ; slope:coordinates = mode ; float64 intercept(lat, lon) ; intercept:_FillValue = nan ; intercept:coordinates = mode ; float64 frac() ; frac:_FillValue = nan ; frac:long_name = variance_fractions ; frac:units = ratio ; frac:coordinates = mode ; float64 time(time) ; time:_FillValue = nan ; time:bounds = time_bnds ; time:axis = T ; time:long_name = time ; time:standard_name = time ; time:units = days since 1870-01-01 ; time:calendar = standard ; float64 lat(lat) ; lat:_FillValue = nan ; lat:bounds = lat_bnds ; lat:units = degrees_north ; lat:axis = Y ; lat:long_name = Latitude ; lat:standard_name = latitude ; float64 lon(lon) ; lon:_FillValue = nan ; lon:bounds = lon_bnds ; lon:units = degrees_east ; lon:axis = X ; lon:long_name = Longitude ; lon:standard_name = longitude ; // global attributes: :title = PCMDI Metrics Package Extratropical Modes of Variability diagnostics ; :author = PCMDI ; :contact = [email protected] ;- :creation_date = 2026-07-09 04:33:46 ;+ :creation_date = 2026-09-07 01:18:26 ; :references = Lee, J., K. Sperber, P. Gleckler, C. Bonfils, and K. Taylor, 2019: Quantifying the Agreement Between Observed and Simulated Extratropical Modes of Interannual Variability. Climate Dynamics, 52, 4057-4089, doi: 10.1007/s00382-018-4355-4, Lee, J., K. Sperber, P. Gleckler, K. Taylor, and C. Bonfils, 2021: Benchmarking performance changes in the simulation of extratropical modes of variability across CMIP generations. Journal of Climate, 34, 6945–6969, doi: 10.1175/JCLI-D-20-0832.1, Lee, J., P. J. Gleckler, M.-S. Ahn, A. Ordonez, P. Ullrich, K. R. Sperber, K. E. Taylor, Y. Y. Planton, E. Guilyardi, P. Durack, C. Bonfils, M. D. Zelinka, L.-W. Chao, B. Dong, C. Doutriaux, C. Zhang, T. Vo, J. Boutte, M. F. Wehner, A. G. Pendergrass, D. Kim, Z. Xue, A. T. Wittenberg, and J. Krasting, 2024: Systematic and Objective Evaluation of Earth System Models: PCMDI Metrics Package (PMP) version 3. Geoscientific Model Development, 17, 3919–3948, doi: 10.5194/gmd-17-3919-2024 ; :identifier = HadISST-1-1 ; }
old
xarray.Dataset {dimensions: time = 1272 ; lat = 180 ; lon = 360 ;variables: int64 mode() ; mode:long_name = eof_mode_number ; float64 pc(time) ; pc:_FillValue = nan ; pc:comment = Non-scaled time series for principal component of 2th variance mode ; pc:variable = ts ; pc:eof_mode = 2 ; pc:coordinates = mode ; float64 eof(lat, lon) ; eof:_FillValue = nan ; eof:variable = ts ; eof:description = linear regression on global field for teleconnection ; eof:comment = Reconstructed EOF pattern with teleconnection considerations ; eof:eof_mode = 2 ; eof:coordinates = mode ; float64 slope(lat, lon) ; slope:_FillValue = nan ; slope:coordinates = mode ; float64 intercept(lat, lon) ; intercept:_FillValue = nan ; intercept:coordinates = mode ; float64 frac() ; frac:_FillValue = nan ; frac:long_name = variance_fractions ; frac:units = ratio ; frac:coordinates = mode ; float64 time(time) ; time:_FillValue = nan ; time:bounds = time_bnds ; time:axis = T ; time:long_name = time ; time:standard_name = time ; time:units = days since 1870-01-01 ; time:calendar = standard ; float64 lat(lat) ; lat:_FillValue = nan ; lat:bounds = lat_bnds ; lat:units = degrees_north ; lat:axis = Y ; lat:long_name = Latitude ; lat:standard_name = latitude ; float64 lon(lon) ; lon:_FillValue = nan ; lon:bounds = lon_bnds ; lon:units = degrees_east ; lon:axis = X ; lon:long_name = Longitude ; lon:standard_name = longitude ;// global attributes: :title = PCMDI Metrics Package Extratropical Modes of Variability diagnostics ; :author = PCMDI ; :contact = [email protected] ; :creation_date = 2026-07-09 04:33:46 ; :references = Lee, J., K. Sperber, P. Gleckler, C. Bonfils, and K. Taylor, 2019: Quantifying the Agreement Between Observed and Simulated Extratropical Modes of Interannual Variability. Climate Dynamics, 52, 4057-4089, doi: 10.1007/s00382-018-4355-4, Lee, J., K. Sperber, P. Gleckler, K. Taylor, and C. Bonfils, 2021: Benchmarking performance changes in the simulation of extratropical modes of variability across CMIP generations. Journal of Climate, 34, 6945–6969, doi: 10.1175/JCLI-D-20-0832.1, Lee, J., P. J. Gleckler, M.-S. Ahn, A. Ordonez, P. Ullrich, K. R. Sperber, K. E. Taylor, Y. Y. Planton, E. Guilyardi, P. Durack, C. Bonfils, M. D. Zelinka, L.-W. Chao, B. Dong, C. Doutriaux, C. Zhang, T. Vo, J. Boutte, M. F. Wehner, A. G. Pendergrass, D. Kim, Z. Xue, A. T. Wittenberg, and J. Krasting, 2024: Systematic and Objective Evaluation of Earth System Models: PCMDI Metrics Package (PMP) version 3. Geoscientific Model Development, 17, 3919–3948, doi: 10.5194/gmd-17-3919-2024 ; :identifier = HadISST-1-1 ;}
new
xarray.Dataset {dimensions: time = 1272 ; lat = 180 ; lon = 360 ;variables: int64 mode() ; mode:long_name = eof_mode_number ; float64 pc(time) ; pc:_FillValue = nan ; pc:comment = Non-scaled time series for principal component of 2th variance mode ; pc:variable = ts ; pc:eof_mode = 2 ; pc:coordinates = mode ; float64 eof(lat, lon) ; eof:_FillValue = nan ; eof:variable = ts ; eof:description = linear regression on global field for teleconnection ; eof:comment = Reconstructed EOF pattern with teleconnection considerations ; eof:eof_mode = 2 ; eof:coordinates = mode ; float64 slope(lat, lon) ; slope:_FillValue = nan ; slope:coordinates = mode ; float64 intercept(lat, lon) ; intercept:_FillValue = nan ; intercept:coordinates = mode ; float64 frac() ; frac:_FillValue = nan ; frac:long_name = variance_fractions ; frac:units = ratio ; frac:coordinates = mode ; float64 time(time) ; time:_FillValue = nan ; time:bounds = time_bnds ; time:axis = T ; time:long_name = time ; time:standard_name = time ; time:units = days since 1870-01-01 ; time:calendar = standard ; float64 lat(lat) ; lat:_FillValue = nan ; lat:bounds = lat_bnds ; lat:units = degrees_north ; lat:axis = Y ; lat:long_name = Latitude ; lat:standard_name = latitude ; float64 lon(lon) ; lon:_FillValue = nan ; lon:bounds = lon_bnds ; lon:units = degrees_east ; lon:axis = X ; lon:long_name = Longitude ; lon:standard_name = longitude ;// global attributes: :title = PCMDI Metrics Package Extratropical Modes of Variability diagnostics ; :author = PCMDI ; :contact = [email protected] ; :creation_date = 2026-09-07 01:18:26 ; :references = Lee, J., K. Sperber, P. Gleckler, C. Bonfils, and K. Taylor, 2019: Quantifying the Agreement Between Observed and Simulated Extratropical Modes of Interannual Variability. Climate Dynamics, 52, 4057-4089, doi: 10.1007/s00382-018-4355-4, Lee, J., K. Sperber, P. Gleckler, K. Taylor, and C. Bonfils, 2021: Benchmarking performance changes in the simulation of extratropical modes of variability across CMIP generations. Journal of Climate, 34, 6945–6969, doi: 10.1175/JCLI-D-20-0832.1, Lee, J., P. J. Gleckler, M.-S. Ahn, A. Ordonez, P. Ullrich, K. R. Sperber, K. E. Taylor, Y. Y. Planton, E. Guilyardi, P. Durack, C. Bonfils, M. D. Zelinka, L.-W. Chao, B. Dong, C. Doutriaux, C. Zhang, T. Vo, J. Boutte, M. F. Wehner, A. G. Pendergrass, D. Kim, Z. Xue, A. T. Wittenberg, and J. Krasting, 2024: Systematic and Objective Evaluation of Earth System Models: PCMDI Metrics Package (PMP) version 3. Geoscientific Model Development, 17, 3919–3948, doi: 10.5194/gmd-17-3919-2024 ; :identifier = HadISST-1-1 ;}
| variable | shape | min | max | mean | nan | max abs diff | max rel diff | cells differ |
|---|---|---|---|---|---|---|---|---|
eof |
180x360 -> 180x360 | -0.480735 -> -0.414498 | 0.414679 -> 0.480961 | 0.0416207 -> -0.0414965 | 31,464 -> 31,464 | 0.961696 | 2.00047 | 33,336 |
frac noise |
scalar -> scalar | 0.108727 -> 0.108727 | 0.108727 -> 0.108727 | 0.108727 -> 0.108727 | 0 -> 0 | 2.77556e-17 | 2.55277e-16 | 1 |
intercept noise |
180x360 -> 180x360 | -0.000395238 -> -0.000395238 | 0.000322253 -> 0.000322253 | 6.20779e-05 -> 6.20779e-05 | 31,464 -> 31,464 | 3.62397e-16 | 9.16908e-13 | 33,328 |
mode |
scalar -> scalar | 1 -> 1 | 1 -> 1 | 1 -> 1 | 0 -> 0 | 0 | 0 | 0 |
pc |
1272 -> 1272 | -0.569242 -> -0.511152 | 0.511152 -> 0.569242 | 5.58603e-18 -> -8.37904e-18 | 0 -> 0 | 1.13848 | 2 | 1,272 |
slope |
180x360 -> 180x360 | -3.15715 -> -2.7221 | 2.7221 -> 3.15715 | 0.272865 -> -0.272865 | 31,464 -> 31,464 | 6.31429 | 2 | 33,336 |