pmp/extratropical-modes-of-variability-npgo/cmip7
Committed artefacts changed
diagnostic.json
Images
NPGO_ts_EOF1_monthly_cmip7_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005.png
changed
87,447 B -> 87,447 B (+0)
old
new
NPGO_ts_EOF2_monthly_cmip7_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005.png
changed
87,285 B -> 87,285 B (+0)
old
new
NPGO_ts_EOF2_monthly_cmip7_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_cbf.png
changed
87,536 B -> 87,536 B (+0)
old
new
NPGO_ts_EOF2_monthly_cmip7_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_cbf_compare_obs.png
changed
222,111 B -> 222,111 B (+0)
old
new
NPGO_ts_EOF2_monthly_cmip7_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_eof2_compare_obs.png
changed
223,876 B -> 223,874 B (-2)
old
new
NPGO_ts_EOF2_monthly_obs_1900-2005.png
changed
81,184 B -> 81,186 B (+2)
old
new
Text
diagnostic.json
changed
4,088 B -> 4,096 B (+8)
a675c0e554fa -> 9aabb74c151a
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": 0.0027219715068675936,+ "bias_glo": 0.005024456307575294,+ "cor": 0.8407678759977953,+ "cor_glo": 0.6721398647850402,+ "frac": 0.09980411709246433,+ "frac_cbf_regrid": 0.17718652171772145,+ "mean": -8.816083656685465e-16,+ "mean_glo": 0.052441482989564796,+ "rms": 0.15514071696819554,+ "rms_glo": 0.08805752144809878,+ "rmsc": 0.5643263802488628,+ "rmsc_glo": 0.8097655580436857,+ "stdv_pc": 0.17712783978509353,+ "stdv_pc_ratio_to_obs": 1.1629840165020278 }, "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": 0.017663992835352523,+ "bias_glo": -0.0819871912659038,+ "cor": 0.1757132931504005,+ "cor_glo": 0.15798219634863175,+ "frac": 0.20657147829540423,+ "mean": -4.522825661416562e-17,+ "mean_glo": -0.03476330357905302,+ "rms": 0.40216859106100056,+ "rms_glo": 0.18843905377395873,+ "rmsc": 1.2839678154785037,+ "rmsc_glo": 1.2977040051877597,+ "stdv_pc": 0.31147540045357885,+ "stdv_pc_ratio_to_obs": 2.0450817483043995 }, "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": 0.0019594933317660965,+ "bias_glo": 0.014915903089132931,+ "cor": 0.6783561551600842,+ "cor_glo": 0.5813943154456755,+ "frac": 0.10556814183779989,+ "mean": -1.0617219027406153e-15,+ "mean_glo": 0.062012854168579615,+ "rms": 0.20804738980410814,+ "rms_glo": 0.09836156930940422,+ "rmsc": 0.8020521538360724,+ "rmsc_glo": 0.9149925409121191,+ "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 -> 5,463 B (+0)
4bc2fd0139b3 -> 5e128884068a
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": 0.10872744129795804,+ "mean": -0.0005403731033845474,+ "mean_glo": 0.04585065169485108,+ "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": 0.0027219715068675936,+ "bias_glo": 0.005024456307575294,+ "cor": 0.8407678759977953,+ "cor_glo": 0.6721398647850402,+ "frac": 0.09980411709246433,+ "frac_cbf_regrid": 0.17718652171772145,+ "mean": -8.816083656685465e-16,+ "mean_glo": 0.052441482989564796,+ "rms": 0.15514071696819554,+ "rms_glo": 0.08805752144809878,+ "rmsc": 0.5643263802488628,+ "rmsc_glo": 0.8097655580436857,+ "stdv_pc": 0.17712783978509353,+ "stdv_pc_ratio_to_obs": 1.1629840165020278 }, "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": 0.017663992835352523,+ "bias_glo": -0.0819871912659038,+ "cor": 0.1757132931504005,+ "cor_glo": 0.15798219634863175,+ "frac": 0.20657147829540423,+ "mean": -4.522825661416562e-17,+ "mean_glo": -0.03476330357905302,+ "rms": 0.40216859106100056,+ "rms_glo": 0.18843905377395873,+ "rmsc": 1.2839678154785037,+ "rmsc_glo": 1.2977040051877597,+ "stdv_pc": 0.31147540045357885,+ "stdv_pc_ratio_to_obs": 2.0450817483043995,+ "tcor_cbf_vs_eof_pc": 0.29232350613463 }, "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": 0.0019594933317660965,+ "bias_glo": 0.014915903089132931,+ "cor": 0.6783561551600842,+ "cor_glo": 0.5813943154456755,+ "frac": 0.10556814183779989,+ "mean": -1.0617219027406153e-15,+ "mean_glo": 0.062012854168579615,+ "rms": 0.20804738980410814,+ "rms_glo": 0.09836156930940422,+ "rmsc": 0.8020521538360724,+ "rmsc_glo": 0.9149925409121191,+ "stdv_pc": 0.2226665667124285,+ "stdv_pc_ratio_to_obs": 1.461981687407954,+ "tcor_cbf_vs_eof_pc": 0.8269339838869865 } } }
NetCDF
NPGO_ts_EOF1_monthly_cmip7_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005.nc
changed
710,422 B -> 710,422 B (+0)
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 = 2026-09-04 02:06:03 ; :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 = 2026-09-04 02:06:03 ; :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 -> -1.07763 | 2.48683 -> 2.48683 | -0.0285158 -> -0.0285158 | 9,278 -> 9,278 | 1.9984e-15 | 8.03595e-16 | 17,619 |
frac |
scalar -> scalar | 0.206571 -> 0.206571 | 0.206571 -> 0.206571 | 0.206571 -> 0.206571 | 0 -> 0 | 5.55112e-17 | 2.68726e-16 | 1 |
intercept |
145x192 -> 145x192 | -0.00110203 -> -0.00110203 | 0.000643799 -> 0.000643799 | 1.12699e-05 -> 1.12699e-05 | 9,278 -> 9,278 | 1.05216e-15 | 9.54754e-13 | 18,104 |
mode |
scalar -> scalar | 0 -> 0 | 0 -> 0 | 0 -> 0 | 0 -> 0 | 0 | 0 | 0 |
pc |
1272 -> 1272 | -0.942129 -> -0.942129 | 0.841836 -> 0.841836 | -6.98253e-18 -> 8.37904e-18 | 0 -> 0 | 3.66374e-15 | 3.88878e-15 | 1,248 |
slope |
145x192 -> 145x192 | -7.98374 -> -7.98374 | 3.46012 -> 3.46012 | 0.0915145 -> 0.0915145 | 9,278 -> 9,278 | 1.59872e-14 | 2.00247e-15 | 18,271 |
NPGO_ts_EOF2_monthly_cmip7_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005.nc
changed
710,422 B -> 710,422 B (+0)
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 = 2026-09-04 02:06:19 ; :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 = 2026-09-04 02:06:19 ; :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 -> -1.31403 | 0.504907 -> 0.504907 | 0.0660624 -> 0.0660624 | 9,278 -> 9,278 | 3.33067e-15 | 2.5347e-15 | 17,460 |
frac |
scalar -> scalar | 0.105568 -> 0.105568 | 0.105568 -> 0.105568 | 0.105568 -> 0.105568 | 0 -> 0 | 1.11022e-16 | 1.05166e-15 | 1 |
intercept |
145x192 -> 145x192 | -0.00110203 -> -0.00110203 | 0.000643799 -> 0.000643799 | 1.12699e-05 -> 1.12699e-05 | 9,278 -> 9,278 | 7.72006e-16 | 7.00533e-13 | 18,049 |
mode |
scalar -> scalar | 1 -> 1 | 1 -> 1 | 1 -> 1 | 0 -> 0 | 0 | 0 | 0 |
pc |
1272 -> 1272 | -0.777922 -> -0.777922 | 0.622994 -> 0.622994 | -4.18952e-18 -> 5.93515e-18 | 0 -> 0 | 2.66454e-15 | 3.4252e-15 | 1,255 |
slope |
145x192 -> 145x192 | -2.26758 -> -2.26758 | 5.90167 -> 5.90167 | -0.296738 -> -0.296738 | 9,278 -> 9,278 | 9.99201e-15 | 1.69308e-15 | 18,388 |
NPGO_ts_EOF2_monthly_cmip7_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_cbf.nc
changed
710,123 B -> 710,123 B (+0)
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 = 2026-09-04 02:05:32 ; :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), 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 = 2026-09-04 02:05:32 ; :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), CBF ;}
| variable | shape | min | max | mean | nan | max abs diff | max rel diff | cells differ |
|---|---|---|---|---|---|---|---|---|
eof |
145x192 -> 145x192 | -0.580948 -> -0.580948 | 0.648124 -> 0.648124 | 0.0563513 -> 0.0563513 | 9,278 -> 9,278 | 2.06398e-07 | 3.18454e-07 | 18,562 |
frac |
scalar -> scalar | 0.0998041 -> 0.0998041 | 0.0998041 -> 0.0998041 | 0.0998041 -> 0.0998041 | 0 -> 0 | 4.9027e-09 | 4.91232e-08 | 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 | 2.6535e-08 | 18,562 |
mode |
scalar -> scalar | 1 -> 1 | 1 -> 1 | 1 -> 1 | 0 -> 0 | 0 | 0 | 0 |
pc |
1272 -> 1272 | -0.721616 -> -0.721616 | 0.491012 -> 0.491012 | -1.88973e-05 -> -1.88973e-05 | 0 -> 0 | 9.67473e-08 | 1.3407e-07 | 1,272 |
slope |
145x192 -> 145x192 | -3.27981 -> -3.27981 | 3.65811 -> 3.6581 | 0.318041 -> 0.318042 | 9,278 -> 9,278 | 1.11125e-06 | 3.03779e-07 | 18,562 |
NPGO_ts_EOF2_monthly_obs_1900-2005.nc
changed
1,598,768 B -> 1,598,768 B (+0)
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 = 2026-09-04 02:04:27 ; :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 = 2026-09-04 02:04:27 ; :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 -> -0.480735 | 0.414679 -> 0.414679 | 0.0416207 -> 0.0416207 | 31,464 -> 31,464 | 1.94289e-15 | 4.0415e-15 | 32,721 |
frac |
scalar -> scalar | 0.108727 -> 0.108727 | 0.108727 -> 0.108727 | 0.108727 -> 0.108727 | 0 -> 0 | 5.55112e-17 | 5.10553e-16 | 1 |
intercept |
180x360 -> 180x360 | -0.000395238 -> -0.000395238 | 0.000322253 -> 0.000322253 | 6.20779e-05 -> 6.20779e-05 | 31,464 -> 31,464 | 4.04678e-16 | 1.02388e-12 | 32,783 |
mode |
scalar -> scalar | 1 -> 1 | 1 -> 1 | 1 -> 1 | 0 -> 0 | 0 | 0 | 0 |
pc |
1272 -> 1272 | -0.569242 -> -0.569242 | 0.511152 -> 0.511152 | 5.58603e-18 -> 4.18952e-18 | 0 -> 0 | 1.9984e-15 | 3.51063e-15 | 1,258 |
slope |
180x360 -> 180x360 | -3.15715 -> -3.15715 | 2.7221 -> 2.7221 | 0.272865 -> 0.272865 | 31,464 -> 31,464 | 1.11022e-14 | 3.51654e-15 | 32,758 |