pmp/extratropical-modes-of-variability-npo/cmip6
Committed artefacts
diagnostic.json
in PR
changed
97e13c7ed46b -> 405c33d15fe9
packages/climate-ref-pmp/tests/test-data/extratropical-modes-of-variability-npo/cmip6/regression/diagnostic.json
--- old+++ new@@ -86,7 +86,7 @@ "cor_glo": 0.7810496, "frac": 0.1934667, "frac_cbf_regrid": 0.1495934,- "mean": 3.601233e-15,+ "mean": 1.981859e-16, "mean_glo": -0.1088049, "rms": 0.4796899, "rms_glo": 0.5523216,@@ -101,7 +101,7 @@ "cor": 0.1054597, "cor_glo": 0.1067177, "frac": 0.4459002,- "mean": 3.842821e-14,+ "mean": 2.960124e-15, "mean_glo": -1.115863, "rms": 2.113898, "rms_glo": 1.693602,@@ -116,7 +116,7 @@ "cor": 0.8272324, "cor_glo": 0.6752448, "frac": 0.2027935,- "mean": 1.320555e-15,+ "mean": 1.083348e-16, "mean_glo": -0.05191146, "rms": 0.7346259, "rms_glo": 0.5618944,@@ -140,7 +140,7 @@ "cor_glo": 0.7775047, "frac": 0.224873, "frac_cbf_regrid": 0.1821159,- "mean": 2.75475e-15,+ "mean": 2.443951e-16, "mean_glo": -0.08074314, "rms": 0.3137266, "rms_glo": 0.2196611,@@ -155,7 +155,7 @@ "cor": 0.6527494, "cor_glo": 0.5431576, "frac": 0.2736954,- "mean": 2.184495e-15,+ "mean": 1.964745e-16, "mean_glo": -0.06595961, "rms": 0.5690407, "rms_glo": 0.3083463,@@ -170,7 +170,7 @@ "cor": 0.6076769, "cor_glo": 0.4886326, "frac": 0.1587845,- "mean": -9.457472e-16,+ "mean": -1.142393e-16, "mean_glo": 0.03319881, "rms": 0.4758642, "rms_glo": 0.3203243,@@ -194,7 +194,7 @@ "cor_glo": 0.7269497, "frac": 0.1825753, "frac_cbf_regrid": 0.1512343,- "mean": 5.832621e-16,+ "mean": 4.210167e-17, "mean_glo": -0.01736389, "rms": 0.3585589, "rms_glo": 0.2698424,@@ -209,7 +209,7 @@ "cor": 0.2131215, "cor_glo": 0.1757718, "frac": 0.4079202,- "mean": 6.476127e-15,+ "mean": 4.36762e-16, "mean_glo": -0.193311, "rms": 1.434592, "rms_glo": 0.673587,@@ -224,7 +224,7 @@ "cor": 0.913807, "cor_glo": 0.6952528, "frac": 0.1555162,- "mean": -4.375151e-15,+ "mean": -3.840494e-16, "mean_glo": 0.1300236, "rms": 0.3502364, "rms_glo": 0.3310062,@@ -248,7 +248,7 @@ "cor_glo": 0.7428952, "frac": 0.1729541, "frac_cbf_regrid": 0.1399775,- "mean": 3.968767e-15,+ "mean": 3.77118e-16, "mean_glo": -0.1192024, "rms": 0.2116899, "rms_glo": 0.2458417,@@ -263,7 +263,7 @@ "cor": 0.02746122, "cor_glo": 0.002230965, "frac": 0.2782871,- "mean": 6.214617e-15,+ "mean": 4.504536e-16, "mean_glo": -0.1864355, "rms": 1.278282, "rms_glo": 0.5637758,@@ -278,7 +278,7 @@ "cor": 0.8716694, "cor_glo": 0.7272199, "frac": 0.1791062,- "mean": 2.88359e-15,+ "mean": 1.876284e-16, "mean_glo": -0.0880192, "rms": 0.4145842, "rms_glo": 0.2592252,
Captured baseline
-
EG_Spec_North_test_NPO_DJF_20CR-V2_1900-2005.png29,480 Bchanged -
EG_Spec_North_test_NPO_JJA_20CR-V2_1900-2005.png28,142 Bchanged -
EG_Spec_North_test_NPO_MAM_20CR-V2_1900-2005.png28,895 Bchanged -
EG_Spec_North_test_NPO_SON_20CR-V2_1900-2005.png29,008 Bchanged -
NPO_psl_EOF1_DJF_cmip6_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005.nc690,881 Bchanged -
NPO_psl_EOF1_DJF_cmip6_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005.png77,500 Bchanged -
NPO_psl_EOF1_DJF_cmip6_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_teleconnection.png105,333 Bchanged -
NPO_psl_EOF1_JJA_cmip6_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005.nc690,881 Bchanged -
NPO_psl_EOF1_JJA_cmip6_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005.png74,158 Bchanged -
NPO_psl_EOF1_JJA_cmip6_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_teleconnection.png105,211 Bchanged -
NPO_psl_EOF1_MAM_cmip6_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005.nc690,881 Bchanged -
NPO_psl_EOF1_MAM_cmip6_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005.png75,653 Bchanged -
NPO_psl_EOF1_MAM_cmip6_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_teleconnection.png105,733 Bchanged -
NPO_psl_EOF1_SON_cmip6_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005.nc690,881 Bchanged -
NPO_psl_EOF1_SON_cmip6_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005.png74,986 Bchanged -
NPO_psl_EOF1_SON_cmip6_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_teleconnection.png104,590 Bchanged -
NPO_psl_EOF2_DJF_cmip6_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005.nc690,881 Bchanged -
NPO_psl_EOF2_DJF_cmip6_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005.png75,226 Bchanged -
NPO_psl_EOF2_DJF_cmip6_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_cbf.nc690,632 Bchanged -
NPO_psl_EOF2_DJF_cmip6_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_cbf.png75,041 Bchanged -
NPO_psl_EOF2_DJF_cmip6_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_cbf_compare_obs.png190,908 Bchanged -
NPO_psl_EOF2_DJF_cmip6_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_cbf_teleconnection.png108,920 Bchanged -
NPO_psl_EOF2_DJF_cmip6_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_eof2_compare_obs.png193,760 Bchanged -
NPO_psl_EOF2_DJF_cmip6_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_teleconnection.png108,769 Bchanged -
NPO_psl_EOF2_DJF_obs_1900-2005.nc415,708 Bchanged -
NPO_psl_EOF2_DJF_obs_1900-2005.png74,336 Bchanged -
NPO_psl_EOF2_DJF_obs_1900-2005_teleconnection.png100,703 Bchanged -
NPO_psl_EOF2_JJA_cmip6_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005.nc690,881 Bchanged -
NPO_psl_EOF2_JJA_cmip6_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005.png72,350 Bchanged -
NPO_psl_EOF2_JJA_cmip6_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_cbf.nc690,632 Bchanged -
NPO_psl_EOF2_JJA_cmip6_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_cbf.png73,692 Bchanged -
NPO_psl_EOF2_JJA_cmip6_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_cbf_compare_obs.png187,955 Bchanged -
NPO_psl_EOF2_JJA_cmip6_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_cbf_teleconnection.png104,765 Bchanged -
NPO_psl_EOF2_JJA_cmip6_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_eof2_compare_obs.png191,943 Bchanged -
NPO_psl_EOF2_JJA_cmip6_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_teleconnection.png106,455 Bchanged -
NPO_psl_EOF2_JJA_obs_1900-2005.nc415,708 Bchanged -
NPO_psl_EOF2_JJA_obs_1900-2005.png72,536 Bchanged -
NPO_psl_EOF2_JJA_obs_1900-2005_teleconnection.png100,970 Bchanged -
NPO_psl_EOF2_MAM_cmip6_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005.nc690,881 Bchanged -
NPO_psl_EOF2_MAM_cmip6_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005.png73,480 Bchanged -
NPO_psl_EOF2_MAM_cmip6_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_cbf.nc690,632 Bchanged -
NPO_psl_EOF2_MAM_cmip6_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_cbf.png73,414 Bchanged -
NPO_psl_EOF2_MAM_cmip6_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_cbf_compare_obs.png193,655 Bchanged -
NPO_psl_EOF2_MAM_cmip6_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_cbf_teleconnection.png106,765 Bchanged -
NPO_psl_EOF2_MAM_cmip6_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_eof2_compare_obs.png195,873 Bchanged -
NPO_psl_EOF2_MAM_cmip6_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_teleconnection.png105,460 Bchanged -
NPO_psl_EOF2_MAM_obs_1900-2005.nc415,708 Bchanged -
NPO_psl_EOF2_MAM_obs_1900-2005.png73,955 Bchanged -
NPO_psl_EOF2_MAM_obs_1900-2005_teleconnection.png104,807 Bchanged -
NPO_psl_EOF2_SON_cmip6_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005.nc690,881 Bchanged -
NPO_psl_EOF2_SON_cmip6_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005.png73,471 Bchanged -
NPO_psl_EOF2_SON_cmip6_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_cbf.nc690,632 Bchanged -
NPO_psl_EOF2_SON_cmip6_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_cbf.png73,447 Bchanged -
NPO_psl_EOF2_SON_cmip6_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_cbf_compare_obs.png188,454 Bchanged -
NPO_psl_EOF2_SON_cmip6_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_cbf_teleconnection.png102,764 Bchanged -
NPO_psl_EOF2_SON_cmip6_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_eof2_compare_obs.png190,020 Bchanged -
NPO_psl_EOF2_SON_cmip6_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_teleconnection.png104,272 Bchanged -
NPO_psl_EOF2_SON_obs_1900-2005.nc415,708 Bchanged -
NPO_psl_EOF2_SON_obs_1900-2005.png72,908 Bchanged -
NPO_psl_EOF2_SON_obs_1900-2005_teleconnection.png101,763 Bchanged -
diagnostic.json12,034 Bchanged -
output.json17,945 B -
regression/ -
diagnostic.jsonchanged -
output.json -
series.json -
series.json2 B -
var_mode_NPO_EOF2_stat_cmip6_historical_mo_atm_ACCESS-ESM1-5_r1i1p1f1_1900-2005_cmec.json16,220 Bchanged
Images
EG_Spec_North_test_NPO_DJF_20CR-V2_1900-2005.png
changed
32,188 B -> 29,480 B (-2,708)
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EG_Spec_North_test_NPO_JJA_20CR-V2_1900-2005.png
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30,830 B -> 28,142 B (-2,688)
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EG_Spec_North_test_NPO_MAM_20CR-V2_1900-2005.png
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31,813 B -> 28,895 B (-2,918)
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EG_Spec_North_test_NPO_SON_20CR-V2_1900-2005.png
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31,465 B -> 29,008 B (-2,457)
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NPO_psl_EOF1_DJF_cmip6_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005.png
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93,893 B -> 77,500 B (-16,393)
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NPO_psl_EOF1_DJF_cmip6_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_teleconnection.png
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118,144 B -> 105,333 B (-12,811)
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NPO_psl_EOF1_JJA_cmip6_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005.png
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90,618 B -> 74,158 B (-16,460)
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NPO_psl_EOF1_JJA_cmip6_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_teleconnection.png
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119,100 B -> 105,211 B (-13,889)
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NPO_psl_EOF1_MAM_cmip6_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005.png
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92,630 B -> 75,653 B (-16,977)
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NPO_psl_EOF1_MAM_cmip6_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_teleconnection.png
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119,950 B -> 105,733 B (-14,217)
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NPO_psl_EOF1_SON_cmip6_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005.png
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92,122 B -> 74,986 B (-17,136)
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NPO_psl_EOF1_SON_cmip6_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_teleconnection.png
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118,606 B -> 104,590 B (-14,016)
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NPO_psl_EOF2_DJF_cmip6_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005.png
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91,818 B -> 75,226 B (-16,592)
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NPO_psl_EOF2_DJF_cmip6_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_cbf.png
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91,594 B -> 75,041 B (-16,553)
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NPO_psl_EOF2_DJF_cmip6_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_cbf_compare_obs.png
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215,974 B -> 190,908 B (-25,066)
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NPO_psl_EOF2_DJF_cmip6_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_cbf_teleconnection.png
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121,808 B -> 108,920 B (-12,888)
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NPO_psl_EOF2_DJF_cmip6_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_eof2_compare_obs.png
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218,194 B -> 193,760 B (-24,434)
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NPO_psl_EOF2_DJF_cmip6_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_teleconnection.png
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121,804 B -> 108,769 B (-13,035)
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NPO_psl_EOF2_DJF_obs_1900-2005.png
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86,582 B -> 74,336 B (-12,246)
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NPO_psl_EOF2_DJF_obs_1900-2005_teleconnection.png
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112,927 B -> 100,703 B (-12,224)
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NPO_psl_EOF2_JJA_cmip6_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005.png
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89,661 B -> 72,350 B (-17,311)
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NPO_psl_EOF2_JJA_cmip6_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_cbf.png
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91,163 B -> 73,692 B (-17,471)
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NPO_psl_EOF2_JJA_cmip6_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_cbf_compare_obs.png
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212,957 B -> 187,955 B (-25,002)
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NPO_psl_EOF2_JJA_cmip6_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_cbf_teleconnection.png
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119,323 B -> 104,765 B (-14,558)
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NPO_psl_EOF2_JJA_cmip6_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_eof2_compare_obs.png
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217,759 B -> 191,943 B (-25,816)
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NPO_psl_EOF2_JJA_cmip6_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_teleconnection.png
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120,023 B -> 106,455 B (-13,568)
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NPO_psl_EOF2_JJA_obs_1900-2005.png
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86,082 B -> 72,536 B (-13,546)
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NPO_psl_EOF2_JJA_obs_1900-2005_teleconnection.png
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113,483 B -> 100,970 B (-12,513)
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NPO_psl_EOF2_MAM_cmip6_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005.png
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91,125 B -> 73,480 B (-17,645)
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NPO_psl_EOF2_MAM_cmip6_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_cbf.png
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90,833 B -> 73,414 B (-17,419)
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NPO_psl_EOF2_MAM_cmip6_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_cbf_compare_obs.png
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219,196 B -> 193,655 B (-25,541)
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NPO_psl_EOF2_MAM_cmip6_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_cbf_teleconnection.png
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120,246 B -> 106,765 B (-13,481)
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NPO_psl_EOF2_MAM_cmip6_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_eof2_compare_obs.png
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220,933 B -> 195,873 B (-25,060)
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NPO_psl_EOF2_MAM_cmip6_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_teleconnection.png
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119,537 B -> 105,460 B (-14,077)
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NPO_psl_EOF2_MAM_obs_1900-2005.png
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86,937 B -> 73,955 B (-12,982)
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NPO_psl_EOF2_MAM_obs_1900-2005_teleconnection.png
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116,843 B -> 104,807 B (-12,036)
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NPO_psl_EOF2_SON_cmip6_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005.png
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91,096 B -> 73,471 B (-17,625)
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NPO_psl_EOF2_SON_cmip6_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_cbf.png
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91,052 B -> 73,447 B (-17,605)
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NPO_psl_EOF2_SON_cmip6_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_cbf_compare_obs.png
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214,585 B -> 188,454 B (-26,131)
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NPO_psl_EOF2_SON_cmip6_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_cbf_teleconnection.png
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117,689 B -> 102,764 B (-14,925)
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NPO_psl_EOF2_SON_cmip6_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_eof2_compare_obs.png
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216,914 B -> 190,020 B (-26,894)
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NPO_psl_EOF2_SON_cmip6_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_teleconnection.png
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118,879 B -> 104,272 B (-14,607)
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NPO_psl_EOF2_SON_obs_1900-2005.png
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86,582 B -> 72,908 B (-13,674)
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NPO_psl_EOF2_SON_obs_1900-2005_teleconnection.png
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114,077 B -> 101,763 B (-12,314)
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Text
diagnostic.json
changed
12,048 B -> 12,034 B (-14)
0f603acf719f -> 1ca10f1dea44
old new
--- old+++ new@@ -80,50 +80,50 @@ "period": "1900-2005" }, "cbf": {- "bias": 0.0032319942300309125,- "bias_glo": -0.4095762737470006,- "cor": 0.9247021548455819,- "cor_glo": 0.7810496497911036,- "frac": 0.19346665988933542,- "frac_cbf_regrid": 0.14959340309835348,- "mean": 3.601233007038685e-15,- "mean_glo": -0.10880491013960494,- "rms": 0.47968987559549303,- "rms_glo": 0.5523215554182134,- "rmsc": 0.3880666099211572,- "rmsc_glo": 0.6617406827315718,- "stdv_pc": 1.136463162963323,- "stdv_pc_ratio_to_obs": 0.9148570011569027+ "bias": 0.003231994230027254,+ "bias_glo": -0.40957627374703165,+ "cor": 0.9247021548455828,+ "cor_glo": 0.7810496497911039,+ "frac": 0.19346665988933556,+ "frac_cbf_regrid": 0.14959340309835129,+ "mean": 1.9818590543441344e-16,+ "mean_glo": -0.108804910139612,+ "rms": 0.47968987559549525,+ "rms_glo": 0.5523215554182344,+ "rmsc": 0.3880666099211579,+ "rmsc_glo": 0.6617406827315829,+ "stdv_pc": 1.1364631629633242,+ "stdv_pc_ratio_to_obs": 0.9148570011569033 }, 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var_mode_NPO_EOF2_stat_cmip6_historical_mo_atm_ACCESS-ESM1-5_r1i1p1f1_1900-2005_cmec.json
changed
16,238 B -> 16,220 B (-18)
23f5c882af20 -> c82b3cb74b48
old new
--- old+++ new@@ -54,28 +54,28 @@ "defaultReference": { "NPO": { "DJF": {- "frac": 0.20484198487568836,- "mean": -3.088459551438966e-15,- "mean_glo": 0.30077135495894225,- "stdv_pc": 1.2422303830283676+ "frac": 0.2048419848756885,+ "mean": 5.0614912683952e-16,+ "mean_glo": 0.30077135495896584,+ "stdv_pc": 1.242230383028368 }, "JJA": {- "frac": 0.1286547194683618,- "mean": 2.0008495644098222e-15,- "mean_glo": -0.13881150105486134,- "stdv_pc": 0.47970897290663467+ "frac": 0.1286547194683619,+ "mean": -2.6664424510446565e-16,+ "mean_glo": -0.13881150105487342,+ "stdv_pc": 0.4797089729066347 }, "MAM": {- "frac": 0.17820720243234248,- "mean": 1.026164772150587e-15,- "mean_glo": -0.07236163662334705,- "stdv_pc": 0.8471453937336215+ "frac": 0.1782072024323423,+ "mean": -6.560092989449878e-17,+ "mean_glo": -0.07236163662335303,+ "stdv_pc": 0.847145393733621 }, "SON": {- "frac": 0.18716421870332065,- "mean": 2.3637537389651643e-15,- "mean_glo": -0.17908481962689765,- "stdv_pc": 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"stdv_pc_ratio_to_obs": 1.2970933496409656 }, "eof1": {- "bias": 2.6880426722571517e-05,- "bias_glo": 0.07285189358574946,- "cor": 0.652749359941693,- "cor_glo": 0.543157562597321,- "frac": 0.2736954067813516,- "mean": 2.1844947296759707e-15,- "mean_glo": -0.06595960954034798,- "rms": 0.5690406718001686,- "rms_glo": 0.30834632014077806,- "rmsc": 0.8333674299030235,- "rmsc_glo": 0.9558686463882409,- "stdv_pc": 0.7589778322581704,- "stdv_pc_ratio_to_obs": 1.582163092884005,- "tcor_cbf_vs_eof_pc": 0.7878422191089292+ "bias": 2.6880426724812177e-05,+ "bias_glo": 0.07285189358575689,+ "cor": 0.6527493599416931,+ "cor_glo": 0.5431575625973218,+ "frac": 0.2736954067813519,+ "mean": 1.9647445547383993e-16,+ "mean_glo": -0.06595960954035118,+ "rms": 0.5690406718001716,+ "rms_glo": 0.30834632014078917,+ "rmsc": 0.8333674299030254,+ "rmsc_glo": 0.9558686463882573,+ "stdv_pc": 0.758977832258172,+ "stdv_pc_ratio_to_obs": 1.5821630928840078,+ "tcor_cbf_vs_eof_pc": 0.7878422191089293 }, "eof2": {- "bias": -0.004090241361476755,- "bias_glo": 0.1720103148387363,- "cor": 0.6076768975692515,- "cor_glo": 0.48863258087871597,- "frac": 0.15878449550347376,- "mean": -9.457472482128969e-16,- "mean_glo": 0.03319881007888026,- "rms": 0.4758642410813919,- "rms_glo": 0.3203242932686888,- "rmsc": 0.8858025862604559,- "rmsc_glo": 1.0113035523192555,- "stdv_pc": 0.5780952270693056,- "stdv_pc_ratio_to_obs": 1.2050957136918508,- "tcor_cbf_vs_eof_pc": 0.563133692024049+ "bias": -0.004090241361474521,+ "bias_glo": 0.17201031483875054,+ "cor": 0.6076768975692513,+ "cor_glo": 0.4886325808787157,+ "frac": 0.1587844955034742,+ "mean": -1.1423928486828236e-16,+ "mean_glo": 0.03319881007888132,+ "rms": 0.4758642410813947,+ "rms_glo": 0.320324293268701,+ "rmsc": 0.8858025862604589,+ "rmsc_glo": 1.011303552319273,+ "stdv_pc": 0.5780952270693069,+ "stdv_pc_ratio_to_obs": 1.2050957136918534,+ "tcor_cbf_vs_eof_pc": 0.5631336920240478 } }, "MAM": {@@ -209,52 +209,52 @@ "period": "1900-2005" }, "cbf": {- "bias": 0.0022039097701148287,- "bias_glo": 0.054997732631253876,- "cor": 0.9191628323381242,- "cor_glo": 0.7269497027099248,- "frac": 0.1825752975435656,- "frac_cbf_regrid": 0.15123434533763586,- "mean": 5.832621465634369e-16,- "mean_glo": -0.01736389477110439,- "rms": 0.35855888710950845,- "rms_glo": 0.2698424297959414,- "rmsc": 0.40208744244405864,- "rmsc_glo": 0.7389861808662913,- "stdv_pc": 0.8363425298101125,- "stdv_pc_ratio_to_obs": 0.9872479222534662+ "bias": 0.002203909770115947,+ "bias_glo": 0.05499773263125868,+ "cor": 0.9191628323381256,+ "cor_glo": 0.7269497027099264,+ "frac": 0.18257529754356586,+ "frac_cbf_regrid": 0.1512343453376343,+ "mean": 4.2101669030108556e-17,+ "mean_glo": -0.01736389477110557,+ "rms": 0.3585588871095097,+ "rms_glo": 0.26984242979595047,+ "rmsc": 0.40208744244405914,+ "rmsc_glo": 0.738986180866303,+ "stdv_pc": 0.8363425298101124,+ "stdv_pc_ratio_to_obs": 0.9872479222534668 }, "eof1": {- "bias": 0.0020172882806642925,- "bias_glo": -0.12094934298735165,- "cor": 0.21312154138311631,- "cor_glo": 0.17577175734881442,+ "bias": 0.002017288280665366,+ "bias_glo": -0.1209493429873589,+ "cor": 0.2131215413831173,+ "cor_glo": 0.1757717573488159, "frac": 0.4079201865153728,- "mean": 6.476126650809992e-15,- "mean_glo": -0.19331097768823716,- "rms": 1.4345924335312534,- "rms_glo": 0.6735870474161357,- "rmsc": 1.2544946657934697,- "rmsc_glo": 1.283922320709689,- "stdv_pc": 1.369149464823691,- "stdv_pc_ratio_to_obs": 1.6161918307664314,- "tcor_cbf_vs_eof_pc": 0.344594852898343+ "mean": 4.367620299383619e-16,+ "mean_glo": -0.19331097768824593,+ "rms": 1.4345924335312608,+ "rms_glo": 0.6735870474161582,+ "rmsc": 1.2544946657934721,+ "rmsc_glo": 1.2839223207097101,+ "stdv_pc": 1.3691494648236908,+ "stdv_pc_ratio_to_obs": 1.616191830766432,+ "tcor_cbf_vs_eof_pc": 0.34459485289834363 }, "eof2": {- "bias": 0.0024559912611305168,- "bias_glo": 0.2023852186392563,- "cor": 0.9138070323178821,- "cor_glo": 0.6952527504393063,- "frac": 0.1555161783236825,- "mean": -4.375150679210006e-15,- "mean_glo": 0.13002358983387813,- "rms": 0.35023641215575585,- "rms_glo": 0.33100615794514054,- "rmsc": 0.41519388228142584,- "rmsc_glo": 0.7807012991513492,+ "bias": 0.002455991261131619,+ "bias_glo": 0.20238521863927117,+ "cor": 0.913807032317881,+ "cor_glo": 0.6952527504393051,+ "frac": 0.1555161783236826,+ "mean": -3.840493711526975e-16,+ "mean_glo": 0.1300235898338842,+ "rms": 0.3502364121557586,+ "rms_glo": 0.3310061579451526,+ "rmsc": 0.415193882281428,+ "rmsc_glo": 0.7807012991513629, "stdv_pc": 0.8453782107263688,- "stdv_pc_ratio_to_obs": 0.997913955478806,- "tcor_cbf_vs_eof_pc": 0.9172822619852826+ "stdv_pc_ratio_to_obs": 0.9979139554788067,+ "tcor_cbf_vs_eof_pc": 0.917282261985282 } }, "SON": {@@ -265,52 +265,52 @@ "period": "1900-2005" }, "cbf": {- "bias": -0.003380834725640412,- "bias_glo": 0.05988240447893002,- "cor": 0.9680575254599766,- "cor_glo": 0.74289523919732,- "frac": 0.17295411950785164,- "frac_cbf_regrid": 0.13997748516084435,- "mean": 3.968766886071837e-15,- "mean_glo": -0.11920241620985635,- "rms": 0.21168988919166054,- "rms_glo": 0.2458416697113219,- "rmsc": 0.25275480436598213,- "rmsc_glo": 0.7170840322552532,- "stdv_pc": 0.8030410424744373,- "stdv_pc_ratio_to_obs": 1.0514045332102282+ "bias": -0.003380834725637785,+ "bias_glo": 0.05988240447893664,+ "cor": 0.9680575254599781,+ "cor_glo": 0.7428952391973193,+ "frac": 0.17295411950785153,+ "frac_cbf_regrid": 0.1399774851608428,+ "mean": 3.771179988123748e-16,+ "mean_glo": -0.11920241620986156,+ "rms": 0.21168988919166173,+ "rms_glo": 0.24584166971133123,+ "rmsc": 0.2527548043659827,+ "rmsc_glo": 0.7170840322552657,+ "stdv_pc": 0.8030410424744376,+ "stdv_pc_ratio_to_obs": 1.051404533210229 }, "eof1": {- "bias": 0.000836550973168266,- "bias_glo": -0.007350661749234768,- "cor": 0.027461222085001753,- "cor_glo": 0.0022309653094476083,- "frac": 0.27828706596066766,- "mean": 6.214617096834366e-15,- "mean_glo": -0.18643548773146584,- "rms": 1.2782815810368684,- "rms_glo": 0.5637757824951585,- "rmsc": 1.3946604052600446,- "rmsc_glo": 1.412635162282087,- "stdv_pc": 1.05839449595282,- "stdv_pc_ratio_to_obs": 1.3857333711620008,- "tcor_cbf_vs_eof_pc": 0.03577735221482578+ "bias": 0.0008365509731710519,+ "bias_glo": -0.00735066175012222,+ "cor": 0.02746122208500152,+ "cor_glo": 0.0022309653074506987,+ "frac": 0.2782870659606673,+ "mean": 4.5045362962295e-16,+ "mean_glo": -0.18643548773147417,+ "rms": 1.2782815810368755,+ "rms_glo": 0.5637757824956017,+ "rmsc": 1.3946604052600489,+ "rmsc_glo": 1.4126351622832134,+ "stdv_pc": 1.0583944959528193,+ "stdv_pc_ratio_to_obs": 1.3857333711620003,+ "tcor_cbf_vs_eof_pc": 0.03577735221482492 }, "eof2": {- "bias": -0.0030647994662175216,- "bias_glo": 0.09106562080050505,- "cor": 0.871669391884114,- "cor_glo": 0.7272198872279557,- "frac": 0.1791062463045435,- "mean": 2.8835899488834707e-15,- "mean_glo": -0.08801920229976637,- "rms": 0.4145841702158256,- "rms_glo": 0.25922521092628975,- "rmsc": 0.5066174291678434,- "rmsc_glo": 0.7386204872834922,- "stdv_pc": 0.8490952820387117,- "stdv_pc_ratio_to_obs": 1.1117023681779463,- "tcor_cbf_vs_eof_pc": 0.9160753304634458+ "bias": -0.0030647994662149087,+ "bias_glo": 0.09106562080051384,+ "cor": 0.8716693918841143,+ "cor_glo": 0.7272198872279567,+ "frac": 0.17910624630454386,+ "mean": 1.8762839849012555e-16,+ "mean_glo": -0.08801920229977103,+ "rms": 0.4145841702158275,+ "rms_glo": 0.2592252109262996,+ "rmsc": 0.5066174291678444,+ "rmsc_glo": 0.738620487283505,+ "stdv_pc": 0.8490952820387119,+ "stdv_pc_ratio_to_obs": 1.111702368177947,+ "tcor_cbf_vs_eof_pc": 0.9160753304634495 } }, "attributes": {
NetCDF
NPO_psl_EOF1_DJF_cmip6_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005.nc
changed
690,880 B -> 690,881 B (+1)
old new
Header
xarray.Dataset { dimensions: time = 106 ; 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 = psl ; pc:eof_mode = 1 ; pc:coordinates = mode ; float64 eof(lat, lon) ; eof:_FillValue = nan ; eof:variable = psl ; 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 = 2026-07-12 03:44:37 ;+ :creation_date = 2026-09-07 01:19:19 ; :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 = CMIP6 ACCESS-ESM1-5 (r1i1p1f1), EOF1 ; }
old
xarray.Dataset {dimensions: time = 106 ; 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 = psl ; pc:eof_mode = 1 ; pc:coordinates = mode ; float64 eof(lat, lon) ; eof:_FillValue = nan ; eof:variable = psl ; 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 = 2026-07-12 03:44:37 ; :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 = CMIP6 ACCESS-ESM1-5 (r1i1p1f1), EOF1 ;}
new
xarray.Dataset {dimensions: time = 106 ; 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 = psl ; pc:eof_mode = 1 ; pc:coordinates = mode ; float64 eof(lat, lon) ; eof:_FillValue = nan ; eof:variable = psl ; 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 01:19:19 ; :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 = CMIP6 ACCESS-ESM1-5 (r1i1p1f1), EOF1 ;}
| variable | shape | min | max | mean | nan | max abs diff | max rel diff | cells differ |
|---|---|---|---|---|---|---|---|---|
eof noise |
145x192 -> 145x192 | -3.32641 -> -3.32641 | 4.97538 -> 4.97538 | -1.27525 -> -1.27525 | 0 -> 0 | 3.81917e-14 | 7.67613e-15 | 27,840 |
frac noise |
scalar -> scalar | 0.4459 -> 0.4459 | 0.4459 -> 0.4459 | 0.4459 -> 0.4459 | 0 -> 0 | 4.996e-16 | 1.12043e-15 | 1 |
intercept noise |
145x192 -> 145x192 | -0.0651864 -> -0.0651864 | 0.177153 -> 0.177153 | 0.0244732 -> 0.0244732 | 0 -> 0 | 1.19349e-15 | 6.73706e-15 | 27,840 |
mode |
scalar -> scalar | 0 -> 0 | 0 -> 0 | 0 -> 0 | 0 -> 0 | 0 | 0 | 0 |
pc noise |
106 -> 106 | -4.98985 -> -4.98985 | 5.19784 -> 5.19784 | -6.5985e-17 -> 7.54114e-17 | 0 -> 0 | 8.88178e-15 | 1.70875e-15 | 104 |
slope noise |
145x192 -> 145x192 | -1.80672 -> -1.80672 | 2.68235 -> 2.68235 | -0.691665 -> -0.691665 | 0 -> 0 | 2.19824e-14 | 8.19522e-15 | 27,840 |
NPO_psl_EOF1_JJA_cmip6_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005.nc
changed
690,880 B -> 690,881 B (+1)
old new
Header
xarray.Dataset { dimensions: time = 106 ; 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 = psl ; pc:eof_mode = 1 ; pc:coordinates = mode ; float64 eof(lat, lon) ; eof:_FillValue = nan ; eof:variable = psl ; 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 = 2026-07-12 03:53:40 ;+ :creation_date = 2026-09-07 01:21:23 ; :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 = CMIP6 ACCESS-ESM1-5 (r1i1p1f1), EOF1 ; }
old
xarray.Dataset {dimensions: time = 106 ; 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 = psl ; pc:eof_mode = 1 ; pc:coordinates = mode ; float64 eof(lat, lon) ; eof:_FillValue = nan ; eof:variable = psl ; 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 = 2026-07-12 03:53:40 ; :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 = CMIP6 ACCESS-ESM1-5 (r1i1p1f1), EOF1 ;}
new
xarray.Dataset {dimensions: time = 106 ; 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 = psl ; pc:eof_mode = 1 ; pc:coordinates = mode ; float64 eof(lat, lon) ; eof:_FillValue = nan ; eof:variable = psl ; 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 01:21:23 ; :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 = CMIP6 ACCESS-ESM1-5 (r1i1p1f1), EOF1 ;}
| variable | shape | min | max | mean | nan | max abs diff | max rel diff | cells differ |
|---|---|---|---|---|---|---|---|---|
eof noise |
145x192 -> 145x192 | -2.18755 -> -2.18755 | 1.57997 -> 1.57997 | -0.146524 -> -0.146524 | 0 -> 0 | 4.44089e-15 | 2.03007e-15 | 27,840 |
frac noise |
scalar -> scalar | 0.273695 -> 0.273695 | 0.273695 -> 0.273695 | 0.273695 -> 0.273695 | 0 -> 0 | 2.77556e-16 | 1.0141e-15 | 1 |
intercept |
145x192 -> 145x192 | -8.62675e-16 -> -5.90425e-16 | 6.9014e-16 -> 3.78286e-16 | -3.36582e-17 -> -4.6747e-17 | 0 -> 0 | 9.27503e-16 | 1.07515 | 27,840 |
mode |
scalar -> scalar | 0 -> 0 | 0 -> 0 | 0 -> 0 | 0 -> 0 | 0 | 0 | 0 |
pc noise |
106 -> 106 | -1.80203 -> -1.80203 | 1.77041 -> 1.77041 | 3.77057e-17 -> -5.65585e-17 | 0 -> 0 | 3.77476e-15 | 2.09472e-15 | 105 |
slope noise |
145x192 -> 145x192 | -2.88224 -> -2.88224 | 2.08171 -> 2.08171 | -0.193054 -> -0.193054 | 0 -> 0 | 7.10543e-15 | 2.46525e-15 | 27,529 |
NPO_psl_EOF1_MAM_cmip6_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005.nc
changed
690,880 B -> 690,881 B (+1)
old new
Header
xarray.Dataset { dimensions: time = 106 ; 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 = psl ; pc:eof_mode = 1 ; pc:coordinates = mode ; float64 eof(lat, lon) ; eof:_FillValue = nan ; eof:variable = psl ; 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 = 2026-07-12 03:49:35 ;+ :creation_date = 2026-09-07 01:20:28 ; :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 = CMIP6 ACCESS-ESM1-5 (r1i1p1f1), EOF1 ; }
old
xarray.Dataset {dimensions: time = 106 ; 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 = psl ; pc:eof_mode = 1 ; pc:coordinates = mode ; float64 eof(lat, lon) ; eof:_FillValue = nan ; eof:variable = psl ; 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 = 2026-07-12 03:49:35 ; :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 = CMIP6 ACCESS-ESM1-5 (r1i1p1f1), EOF1 ;}
new
xarray.Dataset {dimensions: time = 106 ; 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 = psl ; pc:eof_mode = 1 ; pc:coordinates = mode ; float64 eof(lat, lon) ; eof:_FillValue = nan ; eof:variable = psl ; 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 01:20:28 ; :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 = CMIP6 ACCESS-ESM1-5 (r1i1p1f1), EOF1 ;}
| variable | shape | min | max | mean | nan | max abs diff | max rel diff | cells differ |
|---|---|---|---|---|---|---|---|---|
eof noise |
145x192 -> 145x192 | -4.732 -> -4.732 | 2.93886 -> 2.93886 | -0.463562 -> -0.463562 | 0 -> 0 | 9.32587e-15 | 1.97081e-15 | 27,840 |
frac |
scalar -> scalar | 0.40792 -> 0.40792 | 0.40792 -> 0.40792 | 0.40792 -> 0.40792 | 0 -> 0 | 0 | 0 | 0 |
intercept |
145x192 -> 145x192 | -6.9014e-16 -> -3.99669e-16 | 8.62675e-16 -> 4.84763e-16 | 2.15108e-17 -> -1.10778e-18 | 0 -> 0 | 7.91697e-16 | 0.917723 | 27,840 |
mode |
scalar -> scalar | 0 -> 0 | 0 -> 0 | 0 -> 0 | 0 -> 0 | 0 | 0 | 0 |
pc noise |
106 -> 106 | -3.24909 -> -3.24909 | 3.47521 -> 3.47521 | 6.91271e-17 -> 4.18952e-17 | 0 -> 0 | 6.18255e-15 | 1.77905e-15 | 102 |
slope noise |
145x192 -> 145x192 | -3.45616 -> -3.45616 | 2.14648 -> 2.14648 | -0.338576 -> -0.338576 | 0 -> 0 | 7.10543e-15 | 2.05587e-15 | 27,840 |
NPO_psl_EOF1_SON_cmip6_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005.nc
changed
690,880 B -> 690,881 B (+1)
old new
Header
xarray.Dataset { dimensions: time = 106 ; 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 = psl ; pc:eof_mode = 1 ; pc:coordinates = mode ; float64 eof(lat, lon) ; eof:_FillValue = nan ; eof:variable = psl ; 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 = 2026-07-12 03:57:19 ;+ :creation_date = 2026-09-07 01:22:08 ; :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 = CMIP6 ACCESS-ESM1-5 (r1i1p1f1), EOF1 ; }
old
xarray.Dataset {dimensions: time = 106 ; 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 = psl ; pc:eof_mode = 1 ; pc:coordinates = mode ; float64 eof(lat, lon) ; eof:_FillValue = nan ; eof:variable = psl ; 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 = 2026-07-12 03:57:19 ; :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 = CMIP6 ACCESS-ESM1-5 (r1i1p1f1), EOF1 ;}
new
xarray.Dataset {dimensions: time = 106 ; 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 = psl ; pc:eof_mode = 1 ; pc:coordinates = mode ; float64 eof(lat, lon) ; eof:_FillValue = nan ; eof:variable = psl ; 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 01:22:08 ; :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 = CMIP6 ACCESS-ESM1-5 (r1i1p1f1), EOF1 ;}
| variable | shape | min | max | mean | nan | max abs diff | max rel diff | cells differ |
|---|---|---|---|---|---|---|---|---|
eof noise |
145x192 -> 145x192 | -3.47674 -> -3.47674 | 2.51226 -> 2.51226 | -0.341516 -> -0.341516 | 0 -> 0 | 8.88178e-15 | 2.55463e-15 | 27,840 |
frac noise |
scalar -> scalar | 0.278287 -> 0.278287 | 0.278287 -> 0.278287 | 0.278287 -> 0.278287 | 0 -> 0 | 3.33067e-16 | 1.19685e-15 | 1 |
intercept |
145x192 -> 145x192 | -1.20775e-15 -> -4.48797e-16 | 6.9014e-16 -> 4.38713e-16 | -1.14046e-17 -> -5.81886e-19 | 0 -> 0 | 1.01187e-15 | 0.837821 | 27,840 |
mode |
scalar -> scalar | 0 -> 0 | 0 -> 0 | 0 -> 0 | 0 -> 0 | 0 | 0 | 0 |
pc noise |
106 -> 106 | -2.71207 -> -2.71207 | 3.28359 -> 3.28359 | -3.53491e-18 -> 1.1783e-17 | 0 -> 0 | 4.21885e-15 | 1.28483e-15 | 96 |
slope noise |
145x192 -> 145x192 | -3.28492 -> -3.28492 | 2.37366 -> 2.37366 | -0.322673 -> -0.322673 | 0 -> 0 | 9.32587e-15 | 2.839e-15 | 27,840 |
NPO_psl_EOF2_DJF_cmip6_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005.nc
changed
690,880 B -> 690,881 B (+1)
old new
Header
xarray.Dataset { dimensions: time = 106 ; 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 = psl ; pc:eof_mode = 2 ; pc:coordinates = mode ; float64 eof(lat, lon) ; eof:_FillValue = nan ; eof:variable = psl ; 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 = 2026-07-12 03:44:51 ;+ :creation_date = 2026-09-07 01:19:25 ; :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 = CMIP6 ACCESS-ESM1-5 (r1i1p1f1), EOF2 ; }
old
xarray.Dataset {dimensions: time = 106 ; 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 = psl ; pc:eof_mode = 2 ; pc:coordinates = mode ; float64 eof(lat, lon) ; eof:_FillValue = nan ; eof:variable = psl ; 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 = 2026-07-12 03:44:51 ; :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 = CMIP6 ACCESS-ESM1-5 (r1i1p1f1), EOF2 ;}
new
xarray.Dataset {dimensions: time = 106 ; 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 = psl ; pc:eof_mode = 2 ; pc:coordinates = mode ; float64 eof(lat, lon) ; eof:_FillValue = nan ; eof:variable = psl ; 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 01:19:25 ; :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 = CMIP6 ACCESS-ESM1-5 (r1i1p1f1), EOF2 ;}
| variable | shape | min | max | mean | nan | max abs diff | max rel diff | cells differ |
|---|---|---|---|---|---|---|---|---|
eof noise |
145x192 -> 145x192 | -4.52439 -> -4.52439 | 1.72103 -> 1.72103 | -0.11539 -> -0.11539 | 0 -> 0 | 4.88498e-15 | 1.0797e-15 | 27,707 |
frac noise |
scalar -> scalar | 0.202794 -> 0.202794 | 0.202794 -> 0.202794 | 0.202794 -> 0.202794 | 0 -> 0 | 2.77556e-16 | 1.36866e-15 | 1 |
intercept noise |
145x192 -> 145x192 | -0.0651864 -> -0.0651864 | 0.177153 -> 0.177153 | 0.0244732 -> 0.0244732 | 0 -> 0 | 1.30625e-15 | 7.37355e-15 | 27,834 |
mode |
scalar -> scalar | 1 -> 1 | 1 -> 1 | 1 -> 1 | 0 -> 0 | 0 | 0 | 0 |
pc noise |
106 -> 106 | -3.8878 -> -3.8878 | 2.44623 -> 2.44623 | 3.35162e-17 -> -1.06833e-16 | 0 -> 0 | 1.02696e-14 | 2.64148e-15 | 105 |
slope noise |
145x192 -> 145x192 | -1.33232 -> -1.33232 | 3.5842 -> 3.5842 | 0.0717433 -> 0.0717433 | 0 -> 0 | 3.77476e-15 | 1.05317e-15 | 27,389 |
NPO_psl_EOF2_DJF_cmip6_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_cbf.nc
changed
690,631 B -> 690,632 B (+1)
old new
Header
xarray.Dataset { dimensions: time = 106 ; lat = 145 ; lon = 192 ; variables: int64 mode() ; mode:long_name = eof_mode_number ; float64 pc(time) ; pc:_FillValue = nan ; pc:long_name = psl_pseudo_pcs ; pc:comment = Non-scaled pseudo principal components ; pc:coordinates = mode ; float64 eof(lat, lon) ; eof:_FillValue = nan ; eof:variable = psl ; 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 = 2026-07-12 03:40:40 ;+ :creation_date = 2026-09-07 01:19:05 ; :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 = CMIP6 ACCESS-ESM1-5 (r1i1p1f1), CBF ; }
old
xarray.Dataset {dimensions: time = 106 ; lat = 145 ; lon = 192 ;variables: int64 mode() ; mode:long_name = eof_mode_number ; float64 pc(time) ; pc:_FillValue = nan ; pc:long_name = psl_pseudo_pcs ; pc:comment = Non-scaled pseudo principal components ; pc:coordinates = mode ; float64 eof(lat, lon) ; eof:_FillValue = nan ; eof:variable = psl ; 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 = 2026-07-12 03:40:40 ; :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 = CMIP6 ACCESS-ESM1-5 (r1i1p1f1), CBF ;}
new
xarray.Dataset {dimensions: time = 106 ; lat = 145 ; lon = 192 ;variables: int64 mode() ; mode:long_name = eof_mode_number ; float64 pc(time) ; pc:_FillValue = nan ; pc:long_name = psl_pseudo_pcs ; pc:comment = Non-scaled pseudo principal components ; pc:coordinates = mode ; float64 eof(lat, lon) ; eof:_FillValue = nan ; eof:variable = psl ; 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 01:19:05 ; :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 = CMIP6 ACCESS-ESM1-5 (r1i1p1f1), CBF ;}
| variable | shape | min | max | mean | nan | max abs diff | max rel diff | cells differ |
|---|---|---|---|---|---|---|---|---|
eof noise |
145x192 -> 145x192 | -3.79819 -> -3.79819 | 1.85913 -> 1.85913 | -0.236352 -> -0.236352 | 0 -> 0 | 1.11022e-14 | 2.92303e-15 | 27,821 |
frac noise |
scalar -> scalar | 0.193467 -> 0.193467 | 0.193467 -> 0.193467 | 0.193467 -> 0.193467 | 0 -> 0 | 1.38778e-16 | 7.17322e-16 | 1 |
intercept noise |
145x192 -> 145x192 | -0.0655456 -> -0.0655456 | 0.174956 -> 0.174956 | 0.0235226 -> 0.0235226 | 0 -> 0 | 1.57188e-15 | 8.98441e-15 | 27,819 |
mode |
scalar -> scalar | 1 -> 1 | 1 -> 1 | 1 -> 1 | 0 -> 0 | 0 | 0 | 0 |
pc noise |
106 -> 106 | -2.92923 -> -2.92923 | 2.48125 -> 2.48125 | -0.00415708 -> -0.00415708 | 0 -> 0 | 8.88178e-15 | 3.03212e-15 | 101 |
slope noise |
145x192 -> 145x192 | -3.31493 -> -3.31493 | 1.66166 -> 1.66166 | -0.22867 -> -0.22867 | 0 -> 0 | 8.88178e-15 | 2.67933e-15 | 27,808 |
NPO_psl_EOF2_DJF_obs_1900-2005.nc
changed
415,707 B -> 415,708 B (+1)
old new
Header
xarray.Dataset { dimensions: time = 106 ; lat = 91 ; lon = 180 ; 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 = psl ; pc:eof_mode = 2 ; pc:coordinates = mode ; float64 eof(lat, lon) ; eof:_FillValue = nan ; eof:variable = psl ; 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 1800-01-01 ; 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 = 2026-07-12 03:38:18 ;+ :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 = 20CR-V2 ; }
old
xarray.Dataset {dimensions: time = 106 ; lat = 91 ; lon = 180 ;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 = psl ; pc:eof_mode = 2 ; pc:coordinates = mode ; float64 eof(lat, lon) ; eof:_FillValue = nan ; eof:variable = psl ; 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 1800-01-01 ; 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 = 2026-07-12 03:38:18 ; :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 = 20CR-V2 ;}
new
xarray.Dataset {dimensions: time = 106 ; lat = 91 ; lon = 180 ;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 = psl ; pc:eof_mode = 2 ; pc:coordinates = mode ; float64 eof(lat, lon) ; eof:_FillValue = nan ; eof:variable = psl ; 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 1800-01-01 ; 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 = 20CR-V2 ;}
| variable | shape | min | max | mean | nan | max abs diff | max rel diff | cells differ |
|---|---|---|---|---|---|---|---|---|
eof noise |
91x180 -> 91x180 | -2.96507 -> -2.96507 | 1.98815 -> 1.98815 | 0.10097 -> 0.10097 | 0 -> 0 | 9.54792e-15 | 3.22014e-15 | 16,348 |
frac noise |
scalar -> scalar | 0.204842 -> 0.204842 | 0.204842 -> 0.204842 | 0.204842 -> 0.204842 | 0 -> 0 | 1.38778e-16 | 6.77487e-16 | 1 |
intercept noise |
91x180 -> 91x180 | -0.124457 -> -0.124457 | 0.113718 -> 0.113718 | -0.0100137 -> -0.0100137 | 0 -> 0 | 8.72674e-16 | 7.01187e-15 | 16,281 |
mode |
scalar -> scalar | 1 -> 1 | 1 -> 1 | 1 -> 1 | 0 -> 0 | 0 | 0 | 0 |
pc noise |
106 -> 106 | -3.71 -> -3.71 | 2.23472 -> 2.23472 | -5.34164e-17 -> 1.04738e-16 | 0 -> 0 | 5.66214e-15 | 1.52618e-15 | 105 |
slope noise |
91x180 -> 91x180 | -2.38357 -> -2.38357 | 1.53594 -> 1.53594 | 0.0893426 -> 0.0893426 | 0 -> 0 | 7.77156e-15 | 3.26047e-15 | 16,377 |
NPO_psl_EOF2_JJA_cmip6_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005.nc
changed
690,880 B -> 690,881 B (+1)
old new
Header
xarray.Dataset { dimensions: time = 106 ; 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 = psl ; pc:eof_mode = 2 ; pc:coordinates = mode ; float64 eof(lat, lon) ; eof:_FillValue = nan ; eof:variable = psl ; 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 = 2026-07-12 03:54:08 ;+ :creation_date = 2026-09-07 01:21:30 ; :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 = CMIP6 ACCESS-ESM1-5 (r1i1p1f1), EOF2 ; }
old
xarray.Dataset {dimensions: time = 106 ; 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 = psl ; pc:eof_mode = 2 ; pc:coordinates = mode ; float64 eof(lat, lon) ; eof:_FillValue = nan ; eof:variable = psl ; 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 = 2026-07-12 03:54:08 ; :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 = CMIP6 ACCESS-ESM1-5 (r1i1p1f1), EOF2 ;}
new
xarray.Dataset {dimensions: time = 106 ; 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 = psl ; pc:eof_mode = 2 ; pc:coordinates = mode ; float64 eof(lat, lon) ; eof:_FillValue = nan ; eof:variable = psl ; 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 01:21:30 ; :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 = CMIP6 ACCESS-ESM1-5 (r1i1p1f1), EOF2 ;}
| variable | shape | min | max | mean | nan | max abs diff | max rel diff | cells differ |
|---|---|---|---|---|---|---|---|---|
eof noise |
145x192 -> 145x192 | -1.11742 -> -1.11742 | 1.16637 -> 1.16637 | 0.0958008 -> 0.0958008 | 0 -> 0 | 8.43769e-15 | 7.23416e-15 | 27,395 |
frac noise |
scalar -> scalar | 0.158784 -> 0.158784 | 0.158784 -> 0.158784 | 0.158784 -> 0.158784 | 0 -> 0 | 4.44089e-16 | 2.7968e-15 | 1 |
intercept |
145x192 -> 145x192 | -6.9014e-16 -> -4.5625e-16 | 1.03521e-15 -> 4.79658e-16 | -4.68174e-18 -> 1.31968e-17 | 0 -> 0 | 9.27544e-16 | 0.895996 | 27,840 |
mode |
scalar -> scalar | 1 -> 1 | 1 -> 1 | 1 -> 1 | 0 -> 0 | 0 | 0 | 0 |
pc noise |
106 -> 106 | -1.3675 -> -1.3675 | 1.44118 -> 1.44118 | 1.46633e-17 -> -7.33166e-17 | 0 -> 0 | 6.46705e-15 | 4.48732e-15 | 106 |
slope noise |
145x192 -> 145x192 | -2.01761 -> -2.01761 | 1.93294 -> 1.93294 | -0.165718 -> -0.165718 | 0 -> 0 | 1.34337e-14 | 6.65823e-15 | 27,587 |
NPO_psl_EOF2_JJA_cmip6_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_cbf.nc
changed
690,631 B -> 690,632 B (+1)
old new
Header
xarray.Dataset { dimensions: time = 106 ; lat = 145 ; lon = 192 ; variables: int64 mode() ; mode:long_name = eof_mode_number ; float64 pc(time) ; pc:_FillValue = nan ; pc:long_name = psl_pseudo_pcs ; pc:comment = Non-scaled pseudo principal components ; pc:coordinates = mode ; float64 eof(lat, lon) ; eof:_FillValue = nan ; eof:variable = psl ; 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 = 2026-07-12 03:50:40 ;+ :creation_date = 2026-09-07 01:21:09 ; :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 = CMIP6 ACCESS-ESM1-5 (r1i1p1f1), CBF ; }
old
xarray.Dataset {dimensions: time = 106 ; lat = 145 ; lon = 192 ;variables: int64 mode() ; mode:long_name = eof_mode_number ; float64 pc(time) ; pc:_FillValue = nan ; pc:long_name = psl_pseudo_pcs ; pc:comment = Non-scaled pseudo principal components ; pc:coordinates = mode ; float64 eof(lat, lon) ; eof:_FillValue = nan ; eof:variable = psl ; 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 = 2026-07-12 03:50:40 ; :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 = CMIP6 ACCESS-ESM1-5 (r1i1p1f1), CBF ;}
new
xarray.Dataset {dimensions: time = 106 ; lat = 145 ; lon = 192 ;variables: int64 mode() ; mode:long_name = eof_mode_number ; float64 pc(time) ; pc:_FillValue = nan ; pc:long_name = psl_pseudo_pcs ; pc:comment = Non-scaled pseudo principal components ; pc:coordinates = mode ; float64 eof(lat, lon) ; eof:_FillValue = nan ; eof:variable = psl ; 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 01:21:09 ; :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 = CMIP6 ACCESS-ESM1-5 (r1i1p1f1), CBF ;}
| variable | shape | min | max | mean | nan | max abs diff | max rel diff | cells differ |
|---|---|---|---|---|---|---|---|---|
eof noise |
145x192 -> 145x192 | -1.84341 -> -1.84341 | 1.63561 -> 1.63561 | -0.103212 -> -0.103212 | 0 -> 0 | 4.69069e-15 | 2.54457e-15 | 27,813 |
frac noise |
scalar -> scalar | 0.224873 -> 0.224873 | 0.224873 -> 0.224873 | 0.224873 -> 0.224873 | 0 -> 0 | 4.71845e-16 | 2.09827e-15 | 1 |
intercept |
145x192 -> 145x192 | -8.64404e-11 -> -8.64406e-11 | 9.74229e-11 -> 9.74225e-11 | 5.45466e-12 -> 5.45465e-12 | 0 -> 0 | 1.11401e-15 | 1.14348e-05 | 27,840 |
mode |
scalar -> scalar | 1 -> 1 | 1 -> 1 | 1 -> 1 | 0 -> 0 | 0 | 0 | 0 |
pc noise |
106 -> 106 | -1.25326 -> -1.25326 | 1.86919 -> 1.86919 | 3.28842e-11 -> 3.28841e-11 | 0 -> 0 | 2.77556e-15 | 1.4849e-15 | 102 |
slope noise |
145x192 -> 145x192 | -2.9626 -> -2.9626 | 2.62864 -> 2.62864 | -0.165876 -> -0.165876 | 0 -> 0 | 7.32747e-15 | 2.47332e-15 | 27,836 |
NPO_psl_EOF2_JJA_obs_1900-2005.nc
changed
415,707 B -> 415,708 B (+1)
old new
Header
xarray.Dataset { dimensions: time = 106 ; lat = 91 ; lon = 180 ; 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 = psl ; pc:eof_mode = 2 ; pc:coordinates = mode ; float64 eof(lat, lon) ; eof:_FillValue = nan ; eof:variable = psl ; 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 1800-01-01 ; 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 = 2026-07-12 03:39:21 ;+ :creation_date = 2026-09-07 01:18:33 ; :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 = 20CR-V2 ; }
old
xarray.Dataset {dimensions: time = 106 ; lat = 91 ; lon = 180 ;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 = psl ; pc:eof_mode = 2 ; pc:coordinates = mode ; float64 eof(lat, lon) ; eof:_FillValue = nan ; eof:variable = psl ; 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 1800-01-01 ; 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 = 2026-07-12 03:39:21 ; :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 = 20CR-V2 ;}
new
xarray.Dataset {dimensions: time = 106 ; lat = 91 ; lon = 180 ;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 = psl ; pc:eof_mode = 2 ; pc:coordinates = mode ; float64 eof(lat, lon) ; eof:_FillValue = nan ; eof:variable = psl ; 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 1800-01-01 ; 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 01:18:33 ; :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 = 20CR-V2 ;}
| variable | shape | min | max | mean | nan | max abs diff | max rel diff | cells differ |
|---|---|---|---|---|---|---|---|---|
eof noise |
91x180 -> 91x180 | -1.30284 -> -1.30284 | 1.2043 -> 1.2043 | -0.105243 -> -0.105243 | 0 -> 0 | 4.77396e-15 | 3.66429e-15 | 16,363 |
frac noise |
scalar -> scalar | 0.128655 -> 0.128655 | 0.128655 -> 0.128655 | 0.128655 -> 0.128655 | 0 -> 0 | 1.11022e-16 | 8.62948e-16 | 1 |
intercept |
91x180 -> 91x180 | -2.50715e-15 -> -2.37496e-15 | 2.81178e-15 -> 2.77075e-15 | 1.85657e-19 -> 4.81939e-18 | 0 -> 0 | 7.31649e-16 | 0.260208 | 16,380 |
mode |
scalar -> scalar | 1 -> 1 | 1 -> 1 | 1 -> 1 | 0 -> 0 | 0 | 0 | 0 |
pc noise |
106 -> 106 | -0.979185 -> -0.979185 | 1.53243 -> 1.53243 | 1.57107e-17 -> 1.88528e-17 | 0 -> 0 | 3.71925e-15 | 2.42703e-15 | 106 |
slope noise |
91x180 -> 91x180 | -2.71589 -> -2.71589 | 2.51048 -> 2.51048 | -0.21939 -> -0.21939 | 0 -> 0 | 9.99201e-15 | 3.6791e-15 | 16,357 |
NPO_psl_EOF2_MAM_cmip6_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005.nc
changed
690,880 B -> 690,881 B (+1)
old new
Header
xarray.Dataset { dimensions: time = 106 ; 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 = psl ; pc:eof_mode = 2 ; pc:coordinates = mode ; float64 eof(lat, lon) ; eof:_FillValue = nan ; eof:variable = psl ; 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 = 2026-07-12 03:49:45 ;+ :creation_date = 2026-09-07 01:20:40 ; :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 = CMIP6 ACCESS-ESM1-5 (r1i1p1f1), EOF2 ; }
old
xarray.Dataset {dimensions: time = 106 ; 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 = psl ; pc:eof_mode = 2 ; pc:coordinates = mode ; float64 eof(lat, lon) ; eof:_FillValue = nan ; eof:variable = psl ; 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 = 2026-07-12 03:49:45 ; :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 = CMIP6 ACCESS-ESM1-5 (r1i1p1f1), EOF2 ;}
new
xarray.Dataset {dimensions: time = 106 ; 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 = psl ; pc:eof_mode = 2 ; pc:coordinates = mode ; float64 eof(lat, lon) ; eof:_FillValue = nan ; eof:variable = psl ; 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 01:20:40 ; :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 = CMIP6 ACCESS-ESM1-5 (r1i1p1f1), EOF2 ;}
| variable | shape | min | max | mean | nan | max abs diff | max rel diff | cells differ |
|---|---|---|---|---|---|---|---|---|
eof noise |
145x192 -> 145x192 | -2.84017 -> -2.84017 | 1.08313 -> 1.08313 | 0.147132 -> 0.147132 | 0 -> 0 | 7.32747e-15 | 2.57994e-15 | 27,840 |
frac noise |
scalar -> scalar | 0.155516 -> 0.155516 | 0.155516 -> 0.155516 | 0.155516 -> 0.155516 | 0 -> 0 | 1.11022e-16 | 7.13896e-16 | 1 |
intercept |
145x192 -> 145x192 | -8.62675e-16 -> -4.59252e-16 | 8.62675e-16 -> 4.46269e-16 | 1.37289e-17 -> -5.26715e-18 | 0 -> 0 | 9.63194e-16 | 1.11652 | 27,840 |
mode |
scalar -> scalar | 1 -> 1 | 1 -> 1 | 1 -> 1 | 0 -> 0 | 0 | 0 | 0 |
pc noise |
106 -> 106 | -1.46726 -> -1.46726 | 1.84587 -> 1.84587 | 5.76059e-18 -> 6.7556e-17 | 0 -> 0 | 3.10862e-15 | 1.6841e-15 | 98 |
slope noise |
145x192 -> 145x192 | -1.28124 -> -1.28124 | 3.35965 -> 3.35965 | -0.174043 -> -0.174043 | 0 -> 0 | 8.32667e-15 | 2.47844e-15 | 27,840 |
NPO_psl_EOF2_MAM_cmip6_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_cbf.nc
changed
690,631 B -> 690,632 B (+1)
old new
Header
xarray.Dataset { dimensions: time = 106 ; lat = 145 ; lon = 192 ; variables: int64 mode() ; mode:long_name = eof_mode_number ; float64 pc(time) ; pc:_FillValue = nan ; pc:long_name = psl_pseudo_pcs ; pc:comment = Non-scaled pseudo principal components ; pc:coordinates = mode ; float64 eof(lat, lon) ; eof:_FillValue = nan ; eof:variable = psl ; 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 = 2026-07-12 03:45:53 ;+ :creation_date = 2026-09-07 01:20:05 ; :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 = CMIP6 ACCESS-ESM1-5 (r1i1p1f1), CBF ; }
old
xarray.Dataset {dimensions: time = 106 ; lat = 145 ; lon = 192 ;variables: int64 mode() ; mode:long_name = eof_mode_number ; float64 pc(time) ; pc:_FillValue = nan ; pc:long_name = psl_pseudo_pcs ; pc:comment = Non-scaled pseudo principal components ; pc:coordinates = mode ; float64 eof(lat, lon) ; eof:_FillValue = nan ; eof:variable = psl ; 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 = 2026-07-12 03:45:53 ; :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 = CMIP6 ACCESS-ESM1-5 (r1i1p1f1), CBF ;}
new
xarray.Dataset {dimensions: time = 106 ; lat = 145 ; lon = 192 ;variables: int64 mode() ; mode:long_name = eof_mode_number ; float64 pc(time) ; pc:_FillValue = nan ; pc:long_name = psl_pseudo_pcs ; pc:comment = Non-scaled pseudo principal components ; pc:coordinates = mode ; float64 eof(lat, lon) ; eof:_FillValue = nan ; eof:variable = psl ; 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 01:20:05 ; :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 = CMIP6 ACCESS-ESM1-5 (r1i1p1f1), CBF ;}
| variable | shape | min | max | mean | nan | max abs diff | max rel diff | cells differ |
|---|---|---|---|---|---|---|---|---|
eof noise |
145x192 -> 145x192 | -2.50277 -> -2.50277 | 1.47336 -> 1.47336 | -0.0991148 -> -0.0991148 | 0 -> 0 | 5.77316e-15 | 2.30671e-15 | 27,661 |
frac noise |
scalar -> scalar | 0.182575 -> 0.182575 | 0.182575 -> 0.182575 | 0.182575 -> 0.182575 | 0 -> 0 | 2.498e-16 | 1.3682e-15 | 1 |
intercept |
145x192 -> 145x192 | -4.68217e-10 -> -4.68217e-10 | 2.75635e-10 -> 2.75635e-10 | -1.85423e-11 -> -1.85423e-11 | 0 -> 0 | 1.02384e-15 | 2.18669e-06 | 27,840 |
mode |
scalar -> scalar | 1 -> 1 | 1 -> 1 | 1 -> 1 | 0 -> 0 | 0 | 0 | 0 |
pc noise |
106 -> 106 | -1.93523 -> -1.93523 | 1.97805 -> 1.97805 | -1.56463e-10 -> -1.56462e-10 | 0 -> 0 | 4.55191e-15 | 2.30121e-15 | 102 |
slope noise |
145x192 -> 145x192 | -2.99252 -> -2.99252 | 1.76166 -> 1.76166 | -0.11851 -> -0.11851 | 0 -> 0 | 6.88338e-15 | 2.3002e-15 | 27,656 |
NPO_psl_EOF2_MAM_obs_1900-2005.nc
changed
415,707 B -> 415,708 B (+1)
old new
Header
xarray.Dataset { dimensions: time = 106 ; lat = 91 ; lon = 180 ; 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 = psl ; pc:eof_mode = 2 ; pc:coordinates = mode ; float64 eof(lat, lon) ; eof:_FillValue = nan ; eof:variable = psl ; 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 1800-01-01 ; 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 = 2026-07-12 03:38:49 ;+ :creation_date = 2026-09-07 01:18:30 ; :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 = 20CR-V2 ; }
old
xarray.Dataset {dimensions: time = 106 ; lat = 91 ; lon = 180 ;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 = psl ; pc:eof_mode = 2 ; pc:coordinates = mode ; float64 eof(lat, lon) ; eof:_FillValue = nan ; eof:variable = psl ; 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 1800-01-01 ; 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 = 2026-07-12 03:38:49 ; :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 = 20CR-V2 ;}
new
xarray.Dataset {dimensions: time = 106 ; lat = 91 ; lon = 180 ;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 = psl ; pc:eof_mode = 2 ; pc:coordinates = mode ; float64 eof(lat, lon) ; eof:_FillValue = nan ; eof:variable = psl ; 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 1800-01-01 ; 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 01:18:30 ; :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 = 20CR-V2 ;}
| variable | shape | min | max | mean | nan | max abs diff | max rel diff | cells differ |
|---|---|---|---|---|---|---|---|---|
eof noise |
91x180 -> 91x180 | -2.23349 -> -2.23349 | 1.75924 -> 1.75924 | -0.130875 -> -0.130875 | 0 -> 0 | 5.91194e-15 | 2.64695e-15 | 16,263 |
frac noise |
scalar -> scalar | 0.178207 -> 0.178207 | 0.178207 -> 0.178207 | 0.178207 -> 0.178207 | 0 -> 0 | 1.66533e-16 | 9.34493e-16 | 1 |
intercept |
91x180 -> 91x180 | -2.49097e-15 -> -2.32699e-15 | 1.72805e-15 -> 1.7968e-15 | -1.44766e-17 -> -2.04047e-17 | 0 -> 0 | 6.09578e-16 | 0.244715 | 16,380 |
mode |
scalar -> scalar | 1 -> 1 | 1 -> 1 | 1 -> 1 | 0 -> 0 | 0 | 0 | 0 |
pc noise |
106 -> 106 | -1.89752 -> -1.89752 | 2.38959 -> 2.38959 | 7.22692e-17 -> 2.09476e-17 | 0 -> 0 | 5.10703e-15 | 2.13719e-15 | 103 |
slope noise |
91x180 -> 91x180 | -2.63649 -> -2.63649 | 2.07667 -> 2.07667 | -0.154489 -> -0.154489 | 0 -> 0 | 6.61277e-15 | 2.50817e-15 | 16,221 |
NPO_psl_EOF2_SON_cmip6_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005.nc
changed
690,880 B -> 690,881 B (+1)
old new
Header
xarray.Dataset { dimensions: time = 106 ; 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 = psl ; pc:eof_mode = 2 ; pc:coordinates = mode ; float64 eof(lat, lon) ; eof:_FillValue = nan ; eof:variable = psl ; 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 = 2026-07-12 03:57:30 ;+ :creation_date = 2026-09-07 01:22:14 ; :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 = CMIP6 ACCESS-ESM1-5 (r1i1p1f1), EOF2 ; }
old
xarray.Dataset {dimensions: time = 106 ; 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 = psl ; pc:eof_mode = 2 ; pc:coordinates = mode ; float64 eof(lat, lon) ; eof:_FillValue = nan ; eof:variable = psl ; 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 = 2026-07-12 03:57:30 ; :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 = CMIP6 ACCESS-ESM1-5 (r1i1p1f1), EOF2 ;}
new
xarray.Dataset {dimensions: time = 106 ; 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 = psl ; pc:eof_mode = 2 ; pc:coordinates = mode ; float64 eof(lat, lon) ; eof:_FillValue = nan ; eof:variable = psl ; 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 01:22:14 ; :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 = CMIP6 ACCESS-ESM1-5 (r1i1p1f1), EOF2 ;}
| variable | shape | min | max | mean | nan | max abs diff | max rel diff | cells differ |
|---|---|---|---|---|---|---|---|---|
eof noise |
145x192 -> 145x192 | -1.00503 -> -1.00503 | 2.95577 -> 2.95577 | -0.0418004 -> -0.0418004 | 0 -> 0 | 2.44249e-14 | 8.26345e-15 | 27,789 |
frac noise |
scalar -> scalar | 0.179106 -> 0.179106 | 0.179106 -> 0.179106 | 0.179106 -> 0.179106 | 0 -> 0 | 3.60822e-16 | 2.01457e-15 | 1 |
intercept |
145x192 -> 145x192 | -6.9014e-16 -> -3.86484e-16 | 6.9014e-16 -> 4.39231e-16 | -1.78155e-18 -> -1.65047e-18 | 0 -> 0 | 7.25107e-16 | 1.05067 | 27,840 |
mode |
scalar -> scalar | 1 -> 1 | 1 -> 1 | 1 -> 1 | 0 -> 0 | 0 | 0 | 0 |
pc noise |
106 -> 106 | -1.52558 -> -1.52558 | 2.62312 -> 2.62312 | -9.21695e-17 -> -4.92269e-17 | 0 -> 0 | 2.3398e-14 | 8.91989e-15 | 106 |
slope noise |
145x192 -> 145x192 | -1.18364 -> -1.18364 | 3.48109 -> 3.48109 | -0.0492294 -> -0.0492294 | 0 -> 0 | 2.88658e-14 | 8.29218e-15 | 27,781 |
NPO_psl_EOF2_SON_cmip6_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_cbf.nc
changed
690,631 B -> 690,632 B (+1)
old new
Header
xarray.Dataset { dimensions: time = 106 ; lat = 145 ; lon = 192 ; variables: int64 mode() ; mode:long_name = eof_mode_number ; float64 pc(time) ; pc:_FillValue = nan ; pc:long_name = psl_pseudo_pcs ; pc:comment = Non-scaled pseudo principal components ; pc:coordinates = mode ; float64 eof(lat, lon) ; eof:_FillValue = nan ; eof:variable = psl ; 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 = 2026-07-12 03:55:22 ;+ :creation_date = 2026-09-07 01:21:56 ; :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 = CMIP6 ACCESS-ESM1-5 (r1i1p1f1), CBF ; }
old
xarray.Dataset {dimensions: time = 106 ; lat = 145 ; lon = 192 ;variables: int64 mode() ; mode:long_name = eof_mode_number ; float64 pc(time) ; pc:_FillValue = nan ; pc:long_name = psl_pseudo_pcs ; pc:comment = Non-scaled pseudo principal components ; pc:coordinates = mode ; float64 eof(lat, lon) ; eof:_FillValue = nan ; eof:variable = psl ; 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 = 2026-07-12 03:55:22 ; :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 = CMIP6 ACCESS-ESM1-5 (r1i1p1f1), CBF ;}
new
xarray.Dataset {dimensions: time = 106 ; lat = 145 ; lon = 192 ;variables: int64 mode() ; mode:long_name = eof_mode_number ; float64 pc(time) ; pc:_FillValue = nan ; pc:long_name = psl_pseudo_pcs ; pc:comment = Non-scaled pseudo principal components ; pc:coordinates = mode ; float64 eof(lat, lon) ; eof:_FillValue = nan ; eof:variable = psl ; 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 01:21:56 ; :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 = CMIP6 ACCESS-ESM1-5 (r1i1p1f1), CBF ;}
| variable | shape | min | max | mean | nan | max abs diff | max rel diff | cells differ |
|---|---|---|---|---|---|---|---|---|
eof noise |
145x192 -> 145x192 | -1.03825 -> -1.03825 | 2.65543 -> 2.65543 | -0.0734406 -> -0.0734406 | 0 -> 0 | 7.10543e-15 | 2.67581e-15 | 27,840 |
frac noise |
scalar -> scalar | 0.172954 -> 0.172954 | 0.172954 -> 0.172954 | 0.172954 -> 0.172954 | 0 -> 0 | 1.11022e-16 | 6.41918e-16 | 1 |
intercept |
145x192 -> 145x192 | -3.61302e-10 -> -3.61302e-10 | 1.41265e-10 -> 1.41265e-10 | 9.99242e-12 -> 9.99244e-12 | 0 -> 0 | 1.44089e-15 | 3.98804e-06 | 27,840 |
mode |
scalar -> scalar | 1 -> 1 | 1 -> 1 | 1 -> 1 | 0 -> 0 | 0 | 0 | 0 |
pc noise |
106 -> 106 | -1.51045 -> -1.51045 | 2.56047 -> 2.56047 | 1.09263e-10 -> 1.09263e-10 | 0 -> 0 | 2.44249e-15 | 9.53923e-16 | 102 |
slope noise |
145x192 -> 145x192 | -1.29289 -> -1.29289 | 3.30672 -> 3.30672 | -0.0914531 -> -0.0914531 | 0 -> 0 | 8.43769e-15 | 2.55168e-15 | 27,840 |
NPO_psl_EOF2_SON_obs_1900-2005.nc
changed
415,707 B -> 415,708 B (+1)
old new
Header
xarray.Dataset { dimensions: time = 106 ; lat = 91 ; lon = 180 ; 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 = psl ; pc:eof_mode = 2 ; pc:coordinates = mode ; float64 eof(lat, lon) ; eof:_FillValue = nan ; eof:variable = psl ; 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 1800-01-01 ; 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 = 2026-07-12 03:39:48 ;+ :creation_date = 2026-09-07 01:18:41 ; :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 = 20CR-V2 ; }
old
xarray.Dataset {dimensions: time = 106 ; lat = 91 ; lon = 180 ;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 = psl ; pc:eof_mode = 2 ; pc:coordinates = mode ; float64 eof(lat, lon) ; eof:_FillValue = nan ; eof:variable = psl ; 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 1800-01-01 ; 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 = 2026-07-12 03:39:48 ; :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 = 20CR-V2 ;}
new
xarray.Dataset {dimensions: time = 106 ; lat = 91 ; lon = 180 ;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 = psl ; pc:eof_mode = 2 ; pc:coordinates = mode ; float64 eof(lat, lon) ; eof:_FillValue = nan ; eof:variable = psl ; 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 1800-01-01 ; 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 01:18:41 ; :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 = 20CR-V2 ;}
| variable | shape | min | max | mean | nan | max abs diff | max rel diff | cells differ |
|---|---|---|---|---|---|---|---|---|
eof noise |
91x180 -> 91x180 | -0.982445 -> -0.982445 | 2.18446 -> 2.18446 | -0.0904261 -> -0.0904261 | 0 -> 0 | 4.66294e-15 | 2.1346e-15 | 16,371 |
frac noise |
scalar -> scalar | 0.187164 -> 0.187164 | 0.187164 -> 0.187164 | 0.187164 -> 0.187164 | 0 -> 0 | 5.55112e-17 | 2.96591e-16 | 1 |
intercept |
91x180 -> 91x180 | -2.43706e-15 -> -2.24304e-15 | 2.11355e-15 -> 2.26792e-15 | 2.32682e-17 -> 2.0058e-17 | 0 -> 0 | 5.88037e-16 | 0.24129 | 16,380 |
mode |
scalar -> scalar | 1 -> 1 | 1 -> 1 | 1 -> 1 | 0 -> 0 | 0 | 0 | 0 |
pc noise |
106 -> 106 | -1.56615 -> -1.56615 | 2.63434 -> 2.63434 | 6.12717e-17 -> -2.25187e-17 | 0 -> 0 | 2.55351e-15 | 9.69319e-16 | 104 |
slope noise |
91x180 -> 91x180 | -1.28629 -> -1.28629 | 2.86006 -> 2.86006 | -0.118393 -> -0.118393 | 0 -> 0 | 5.55112e-15 | 1.94091e-15 | 16,366 |