WeatherBlend

Multi-model forecast blending for Membury, East Devon

Temperature models

2b (lean) + 2c (rich). MAE °C, lower better. Δ vs best single NWP — negative = blend wins.

Temperature — Membury Devon

Phase 2c · `v2026-08-02_151746_phase2c` Δ -0.006 vs prev train

Rich blender, 88 features (adds dew/RH/cloud/wind/pressure). Trained 2026-08-02. Metric: Test MAE (°C).

Lead	Blend	Best single	Δ vs best
+24h	0.559	temp_ecmwf (1.157)	-51.7%
+48h	0.644	temp_aifs (0.785)	-18.0%
+72h	0.751	temp_aifs (0.830)	-9.4%
+96h	0.938	temp_aifs (0.959)	-2.2%
+120h	1.202	temp_aifs (1.140)	+5.5%

Verify history (22 runs)

Mon + Thu rolling MAE (°C). Per-lead cells turn red when the rolling metric breaches the lead-specific drift threshold; check the verify report for the per-cell breakdown. Version column names the trained model — a fresh champion takes ~5-9d to show.

Run (UTC)	Version	N	+12h	+24h	+48h	+72h	+96h	+120h
Mon 2026-08-03	`v2026-07-19_150748_phase2c` `v2026-07-26_152348_phase2c`	624	1.351 temp_aifs: 0.524	1.247 temp_aifs: 0.456	0.911 temp_aifs: 0.839	1.488 temp_aifs: 0.913	1.404 temp_aifs: 0.972	1.655 temp_aifs: 0.934
Thu 2026-07-30	`v2026-07-12_151351_phase2c` `v2026-07-19_150748_phase2c`	624	1.909 temp_mf: 0.804	1.935 temp_mf: 0.990	1.190 temp_aifs: 1.082	2.071 temp_aifs: 1.233	2.002 temp_ukmo: 1.248	1.820 temp_aifs: 1.257
Mon 2026-07-27	`v2026-07-12_151351_phase2c` `v2026-07-19_150748_phase2c`	624	1.704 temp_mf: 0.875	1.773 temp_mf: 0.467	0.951 temp_aifs: 0.918	1.381 temp_icon: 0.873	1.668 temp_icon: 1.087	1.658 temp_aifs: 1.222
Thu 2026-07-23	`v2026-07-05_150329_phase2c` `v2026-07-12_151351_phase2c`	624	2.011 temp_aifs: 0.670	1.851 temp_aifs: 0.660	1.085 temp_aifs: 0.635	1.317 temp_aifs: 0.726	1.795 temp_aifs: 0.962	2.303 temp_icon: 1.309
Mon 2026-07-20	`v2026-07-05_150329_phase2c` `v2026-07-12_151351_phase2c`	624	2.278 temp_ecmwf: 0.478	1.975 temp_ecmwf: 0.360	1.984 temp_aifs: 1.202	2.466 temp_icon: 1.115	3.298 temp_icon: 1.163	2.872 temp_icon: 1.256
Thu 2026-07-16	`v2026-06-28_152406_phase2c` `v2026-07-05_150329_phase2c`	648	2.099 temp_aifs: 1.200	2.294 temp_mf: 1.020	1.817 temp_aifs: 1.175	2.497 temp_icon: 1.144	3.314 temp_mf: 1.213	2.143 temp_aifs: 1.292
Mon 2026-07-13	`v2026-06-28_152406_phase2c` `v2026-07-05_150329_phase2c`	648	1.851 temp_aifs: 1.088	2.394 temp_mf: 1.133	0.948 temp_aifs: 0.888	1.442 temp_aifs: 1.045	1.704 temp_aifs: 1.230	1.605 temp_aifs: 1.015
Thu 2026-07-09	`v2026-06-21_151058_phase2c` `v2026-06-28_152406_phase2c`	648	0.820 temp_aifs: 0.585	0.734 temp_icon: 0.562	0.451 temp_icon: 0.560	0.880 temp_ecmwf: 0.589	1.052 temp_ecmwf: 0.300	1.421 temp_aifs: 0.956
Mon 2026-07-06	`v2026-06-21_151058_phase2c` `v2026-06-28_152406_phase2c`	648	0.714 temp_aifs: 0.593	0.420 temp_aifs: 0.496	1.981 temp_aifs: 1.049	2.145 temp_aifs: 1.028	2.410 temp_aifs: 0.979	1.699 temp_aifs: 1.060
Thu 2026-07-02	`v2026-06-15_085319_phase2c` `v2026-06-21_151058_phase2c`	600	3.502 temp_icon: 1.004	3.963 temp_icon: 1.362	3.976 temp_aifs: 1.472	4.804 temp_aifs: 1.226	5.937 temp_aifs: 0.871	3.853 temp_ukmo: 2.343
Mon 2026-06-29	`v2026-06-15_085319_phase2c` `v2026-06-21_151058_phase2c`	600	2.108 temp_ukmo: 0.976	2.307 temp_ukmo: 0.825	0.987 temp_aifs: 0.675	1.152 temp_aifs: 0.823	1.847 temp_aifs: 0.895	1.926 temp_aifs: 1.361
Thu 2026-06-25	`v2026-06-07_143923_phase2c` `v2026-06-14_151935_phase2c` `v2026-06-15_085319_phase2c`	720	0.766 temp_aifs: 0.557	0.738 temp_aifs: 0.591	0.522 temp_icon: 0.508	0.736 temp_icon: 0.521	1.307 temp_mf: 0.900	0.879 temp_ukmo: 1.207
Mon 2026-06-22	`v2026-06-07_143923_phase2c` `v2026-06-14_151935_phase2c` `v2026-06-15_085319_phase2c`	720	0.822 temp_icon: 0.458	0.898 temp_icon: 0.458	0.525 temp_aifs: 0.728	0.634 temp_aifs: 0.655	0.879 temp_aifs: 0.945	1.009 temp_aifs: 1.346
Thu 2026-06-18	`v2026-06-01_234001_phase2c` `v2026-06-07_143923_phase2c`	528	—	0.398 temp_ecmwf: 0.522	0.413 temp_ecmwf: 0.570	0.486 temp_aifs: 0.496	1.143 temp_ukmo: 0.688	0.649 temp_aifs: 0.687
Mon 2026-06-15	`v2026-06-01_234001_phase2c` `v2026-06-07_143923_phase2c`	528	—	0.474 temp_aifs: 0.533	0.494 temp_aifs: 0.516	0.488 temp_ecmwf: 0.710	0.634 temp_ecmwf: 0.796	0.625 temp_ecmwf: 0.698
Fri 2026-06-12	`v2026-06-01_234001_phase2c`	432	—	0.351 temp_aifs: 0.493	0.577 temp_aifs: 0.523	0.559 temp_aifs: 0.813	0.691 temp_mf: 0.781	0.705 temp_aifs: 0.808
Thu 2026-06-11	`v2026-05-26_102733_phase2c` `v2026-06-01_234001_phase2c`	528	—	0.321 temp_aifs: 0.501	0.347 temp_aifs: 0.445	0.652 temp_aifs: 0.350	0.612 temp_aifs: 0.797	0.686 temp_aifs: 0.750
Mon 2026-06-08	`v2026-05-26_102733_phase2c` `v2026-05-31_210744_phase2c`	528	—	0.312 temp_aifs: 0.571	0.563 temp_icon: 0.989	0.715 temp_gem: 0.922	0.654 temp_aifs: 0.870	0.706 temp_aifs: 0.796
Thu 2026-06-04	`v2026-05-17_173719_phase2c` `v2026-05-24_141820_phase2c` `v2026-05-26_102733_phase2c`	744	—	0.989 temp_icon: 1.029	0.781 temp_icon: 1.067	1.293 temp_aifs: 1.358	0.990 temp_aifs: 1.408	1.689 temp_aifs: 1.855
Mon 2026-06-01	`v2026-05-17_173719_phase2c` `v2026-05-24_141820_phase2c`	744	—	0.983 temp_gem: 1.060	0.957 temp_icon: 0.615	1.021 temp_icon: 1.136	1.454 temp_icon: 1.929	1.589 temp_aifs: 1.843
Thu 2026-05-28	`v2026-05-14_220930_phase2c` `v2026-05-17_173719_phase2c`	432	—	0.474 temp_aifs: 0.507	0.515 temp_aifs: 0.611	0.787 temp_ukmo: 0.697	0.508 temp_gem: 0.683	0.544 temp_aifs: 0.680
Mon 2026-05-25	`v2026-05-14_220930_phase2c` `v2026-05-17_173719_phase2c`	240	—	0.663 temp_ecmwf: 0.379	0.636 temp_gem: 0.563	0.797 temp_ecmwf: 0.490	—	—

By actual NWP forecast lead (6h buckets)

Same data grouped by ValidTime − freshest contributing NWP cycle (6h buckets) instead of trained-lead label. Reveals MAE structure within a trained bucket once predict spread to hourly outputs (2026-05-04+). Buckets start at the trained lead — earlier figures measured from the cron-fire time, which made offset-day models look like sub-lead forecasts.

Run (UTC)	0-5h	6-11h	12-17h	18-23h	24-29h	30-35h	36-41h	42-47h	48-53h	54-59h	60-65h	66-71h	72-77h	78-83h	84-89h	90-95h	96-101h	102-107h	108-113h	114-119h	120-125h	126-131h	132-137h	138-143h	144-149h
Mon 2026-08-03	—	—	1.335	1.884	1.177	2.018	1.855	1.742	0.859	1.023	1.054	1.050	1.430	1.686	1.656	1.320	1.340	1.585	1.629	1.301	1.595	1.724	2.082	1.506	—
Thu 2026-07-30	—	—	1.907	1.970	1.751	2.327	2.560	2.397	1.039	1.591	1.651	1.561	1.896	2.786	2.820	1.433	2.012	1.890	2.574	1.876	1.649	2.232	2.476	1.597	—
Mon 2026-07-27	—	—	1.701	1.796	1.746	2.069	2.183	1.461	0.835	1.187	1.385	0.996	1.259	1.716	1.771	1.273	1.445	2.181	2.472	1.791	1.562	1.855	2.224	1.345	—
Thu 2026-07-23	—	—	2.031	1.494	1.833	1.939	2.162	1.042	1.003	1.260	1.499	1.067	1.314	1.357	1.671	0.311	1.872	0.952	3.843	1.833	2.123	2.753	3.239	1.384	3.137
Mon 2026-07-20	—	—	2.295	1.667	2.037	1.295	3.613	1.789	1.748	2.652	2.984	1.033	2.140	3.414	3.623	1.690	2.959	4.297	4.667	2.145	2.662	3.421	4.067	1.738	3.137
Thu 2026-07-16	—	—	2.103	2.004	2.063	3.006	3.120	1.793	1.632	2.320	2.777	1.225	2.181	3.472	4.016	2.533	3.369	2.709	3.168	2.405	1.874	2.648	3.068	2.164	3.137
Mon 2026-07-13	—	—	1.837	2.314	2.332	3.072	1.514	1.322	0.822	1.062	1.281	1.448	1.374	1.568	1.956	1.296	1.529	2.048	2.466	1.716	1.502	1.794	2.341	1.030	—
Thu 2026-07-09	—	—	0.825	0.694	0.665	0.863	1.026	0.852	0.438	0.501	0.490	0.416	0.878	0.824	1.134	0.566	1.112	0.401	1.581	1.084	1.432	1.465	1.470	0.958	—
Mon 2026-07-06	—	—	0.721	0.450	0.425	0.363	3.238	1.672	1.817	2.667	2.396	1.003	2.106	2.586	2.131	1.096	2.450	2.641	2.088	1.379	1.683	1.819	1.776	1.280	—
Thu 2026-07-02	—	—	3.520	3.011	3.439	5.328	6.018	3.470	3.447	5.805	5.910	2.409	4.445	6.314	5.837	4.552	5.981	5.461	5.354	4.584	3.347	4.985	5.347	4.161	—
Mon 2026-06-29	—	—	2.115	1.763	2.406	1.210	1.350	0.966	0.903	1.272	1.223	0.678	1.095	1.364	1.334	0.828	1.612	2.348	2.626	2.225	1.653	2.771	2.542	2.107	—
Thu 2026-06-25	—	—	0.783	0.266	0.805	0.658	0.478	0.333	0.539	0.591	0.269	0.407	0.800	0.551	0.278	0.436	1.307	1.040	0.974	0.640	0.903	0.923	0.640	0.916	—
Mon 2026-06-22	—	—	0.822	0.417	0.898	0.663	0.753	0.582	0.498	0.569	0.553	0.730	0.580	0.687	0.874	0.689	0.837	1.019	1.011	0.619	0.978	1.153	0.871	1.381	—
Thu 2026-06-18	—	—	—	—	0.407	0.360	0.404	0.367	0.418	0.445	0.371	0.258	0.413	0.580	0.859	1.079	1.108	1.522	0.675	0.665	0.595	0.643	0.802	1.243	—
Mon 2026-06-15	—	—	—	—	0.485	0.351	0.368	0.257	0.424	0.646	0.692	0.577	0.440	0.597	0.641	0.511	0.592	0.640	0.856	0.824	0.619	0.572	0.668	0.845	—
Fri 2026-06-12	—	—	—	—	0.341	0.372	0.392	0.332	0.485	0.782	0.878	0.701	0.506	0.680	0.699	0.771	0.554	0.881	1.301	1.491	0.705	0.626	0.743	0.608	—
Thu 2026-06-11	—	—	—	—	0.341	0.320	0.255	0.101	0.349	0.452	0.221	0.183	0.652	0.395	0.645	0.434	0.628	0.537	0.673	0.450	0.696	0.626	0.743	0.608	—
Mon 2026-06-08	—	—	—	—	0.312	0.100	0.576	0.201	0.565	0.557	0.593	0.454	0.740	0.625	0.748	0.456	0.704	0.457	0.672	0.278	0.769	0.526	0.506	0.263	—
Thu 2026-06-04	—	—	—	—	1.053	0.915	0.673	0.119	0.786	0.742	0.929	0.827	1.320	1.085	1.698	0.573	1.055	0.279	1.498	1.113	1.487	2.063	2.483	1.609	—
Mon 2026-06-01	1.660	1.307	1.188	0.936	0.798	0.807	0.904	1.026	0.423	0.286	0.918	1.018	1.144	1.380	1.411	1.449	1.079	1.331	1.393	1.474	1.660	2.354	2.025	1.871	—
Thu 2026-05-28	0.203	0.251	0.476	0.496	0.421	0.587	0.449	0.508	0.521	0.667	0.769	0.895	0.855	0.798	0.796	0.674	0.481	0.202	0.649	0.584	0.552	0.512	0.400	0.548	—
Mon 2026-05-25	0.254	0.523	1.397	0.440	0.487	0.428	0.478	0.594	0.595	0.793	0.871	0.558	0.644	1.280	0.738	1.260	—	—	—	—	—	—	—	—	—

Phase 2b · `v2026-08-02_151721` Δ -0.004 vs prev train

Lean blender, 13 features. Trained 2026-08-02. Metric: Test MAE (°C).

Lead	Blend	Best single	Δ vs best
+24h	0.584	temp_ecmwf (1.157)	-49.6%
+48h	0.648	temp_aifs (0.785)	-17.5%
+72h	0.744	temp_aifs (0.830)	-10.3%
+96h	0.967	temp_aifs (0.959)	+0.9%
+120h	1.181	temp_aifs (1.140)	+3.6%

Verify history (22 runs)

Run (UTC)	Version	N	+24h	+48h	+72h	+96h	+120h
Mon 2026-08-03	`v2026-07-19_150724` `v2026-07-26_152324`	624	1.146 temp_aifs: 0.456	1.093 temp_aifs: 0.839	1.656 temp_aifs: 0.913	1.506 temp_aifs: 0.972	1.258 temp_aifs: 0.934
Thu 2026-07-30	`v2026-07-12_151326` `v2026-07-19_150724`	624	1.966 temp_mf: 0.990	1.573 temp_aifs: 1.082	2.336 temp_aifs: 1.233	2.380 temp_icon: 1.408	1.476 temp_aifs: 1.257
Mon 2026-07-27	`v2026-07-12_151326` `v2026-07-19_150724`	624	1.792 temp_mf: 0.467	1.118 temp_aifs: 0.918	1.856 temp_icon: 0.873	1.840 temp_icon: 1.087	1.363 temp_aifs: 1.222
Thu 2026-07-23	`v2026-07-05_150306` `v2026-07-12_151326`	624	1.791 temp_aifs: 0.660	1.063 temp_aifs: 0.635	1.575 temp_aifs: 0.726	1.688 temp_aifs: 0.962	1.838 temp_icon: 1.309
Mon 2026-07-20	`v2026-07-05_150306` `v2026-07-12_151326`	624	1.891 temp_ecmwf: 0.360	1.974 temp_aifs: 1.202	2.816 temp_icon: 1.115	2.813 temp_icon: 1.163	2.386 temp_icon: 1.256
Thu 2026-07-16	`v2026-06-28_152344` `v2026-07-05_150306`	648	2.485 temp_mf: 1.020	1.814 temp_aifs: 1.175	2.728 temp_icon: 1.144	2.808 temp_mf: 1.213	1.673 temp_aifs: 1.292
Mon 2026-07-13	`v2026-06-28_152344` `v2026-07-05_150306`	648	2.593 temp_mf: 1.133	1.051 temp_aifs: 0.888	1.796 temp_aifs: 1.045	1.441 temp_aifs: 1.230	1.329 temp_aifs: 1.015
Thu 2026-07-09	`v2026-06-21_151038` `v2026-06-28_152344`	648	0.809 temp_icon: 0.562	0.594 temp_icon: 0.560	1.293 temp_ecmwf: 0.589	0.880 temp_ecmwf: 0.300	1.241 temp_aifs: 0.956
Mon 2026-07-06	`v2026-06-21_151038` `v2026-06-28_152344`	648	0.502 temp_aifs: 0.496	1.985 temp_aifs: 1.049	2.304 temp_aifs: 1.028	1.827 temp_aifs: 0.979	1.529 temp_aifs: 1.060
Thu 2026-07-02	`v2026-06-14_151908` `v2026-06-21_151038`	648	3.794 temp_icon: 1.362	4.015 temp_aifs: 1.472	5.124 temp_aifs: 1.226	4.578 temp_aifs: 0.871	3.401 temp_aifs: 2.252
Mon 2026-06-29	`v2026-06-14_151908` `v2026-06-21_151038`	648	2.184 temp_gfs: 1.077	0.925 temp_aifs: 0.673	1.351 temp_aifs: 0.798	1.160 temp_aifs: 0.894	1.629 temp_aifs: 1.295
Thu 2026-06-25	`v2026-06-07_143856` `v2026-06-14_151908`	720	0.793 temp_aifs: 0.591	0.652 temp_aifs: 0.593	0.884 temp_aifs: 0.591	0.914 temp_mf: 0.900	0.952 temp_aifs: 1.252
Mon 2026-06-22	`v2026-06-07_143856` `v2026-06-14_151908`	720	0.854 temp_icon: 0.458	0.551 temp_aifs: 0.728	0.807 temp_aifs: 0.655	0.835 temp_aifs: 0.945	1.064 temp_aifs: 1.346
Thu 2026-06-18	`v2026-06-05_091951` `v2026-06-07_143856`	384	0.408 temp_ecmwf: 0.522	0.440 temp_ecmwf: 0.570	0.457 temp_aifs: 0.496	1.105 temp_gfs: 0.821	0.665 temp_aifs: 0.632
Mon 2026-06-15	`v2026-05-26_102714` `v2026-06-05_091951` `v2026-06-07_143856`	320	0.473 temp_aifs: 0.533	0.332 temp_icon: 0.502	0.496 temp_aifs: 0.617	0.504 temp_ecmwf: 0.630	0.556 temp_icon: 0.693
Fri 2026-06-12	`v2026-05-26_102714` `v2026-05-31_210717` `v2026-06-05_091951`	528	0.406 temp_icon: 0.400	0.446 temp_mf: 0.551	0.369 temp_aifs: 0.713	0.602 temp_aifs: 0.797	0.638 temp_aifs: 0.750
Thu 2026-06-11	`v2026-05-26_102714` `v2026-05-31_210717`	528	0.429 temp_icon: 0.493	0.446 temp_mf: 0.551	0.369 temp_aifs: 0.713	0.602 temp_aifs: 0.797	0.638 temp_aifs: 0.750
Mon 2026-06-08	`v2026-05-26_102714` `v2026-05-31_210717`	528	0.341 temp_aifs: 0.571	0.613 temp_icon: 0.989	0.626 temp_gem: 0.922	0.647 temp_aifs: 0.870	0.765 temp_aifs: 0.796
Thu 2026-06-04	`v2026-05-17_173539` `v2026-05-24_141800` `v2026-05-26_102714`	744	0.900 temp_icon: 1.029	0.871 temp_icon: 1.067	1.116 temp_aifs: 1.358	0.893 temp_aifs: 1.408	1.904 temp_aifs: 1.855
Mon 2026-06-01	`v2026-05-17_173539` `v2026-05-24_141800`	744	1.068 temp_gem: 1.060	0.975 temp_icon: 0.615	1.171 temp_icon: 1.136	1.539 temp_icon: 1.929	1.838 temp_aifs: 1.843
Thu 2026-05-28	`v2026-05-14_220359` `v2026-05-17_173539`	432	0.434 temp_aifs: 0.507	0.569 temp_aifs: 0.611	0.784 temp_aifs: 0.788	0.668 temp_gem: 0.683	0.634 temp_aifs: 0.680
Mon 2026-05-25	`v2026-05-14_220359` `v2026-05-17_173539`	240	0.705 temp_ecmwf: 0.379	0.540 temp_gem: 0.563	0.821 temp_ecmwf: 0.490	—	—

By actual NWP forecast lead (6h buckets)

Run (UTC)	0-5h	6-11h	12-17h	18-23h	24-29h	30-35h	36-41h	42-47h	48-53h	54-59h	60-65h	66-71h	72-77h	78-83h	84-89h	90-95h	96-101h	102-107h	108-113h	114-119h	120-125h	126-131h	132-137h	138-143h	144-149h
Mon 2026-08-03	—	—	—	—	1.070	1.987	1.875	1.650	1.037	1.237	1.274	1.078	1.575	1.996	1.874	1.207	1.427	1.717	1.822	1.325	1.225	1.225	1.582	1.269	—
Thu 2026-07-30	—	—	—	—	1.769	2.416	2.664	2.265	1.391	2.110	2.165	1.692	2.113	3.217	3.344	1.546	2.434	1.783	2.868	1.972	1.351	1.796	1.899	1.365	—
Mon 2026-07-27	—	—	—	—	1.780	1.918	2.136	1.447	0.968	1.487	1.641	1.025	1.674	2.385	2.446	1.563	1.579	2.511	2.690	1.890	1.287	1.525	1.809	1.067	—
Thu 2026-07-23	—	—	—	—	1.790	1.870	2.001	0.946	0.993	1.305	1.405	0.648	1.545	1.817	1.968	0.214	1.757	0.936	3.178	1.353	1.752	2.049	2.375	1.200	2.297
Mon 2026-07-20	—	—	—	—	1.937	1.385	3.837	1.879	1.734	2.672	2.965	0.996	2.452	3.876	4.156	1.816	2.517	3.726	4.019	1.630	2.285	2.718	3.086	1.243	2.297
Thu 2026-07-16	—	—	—	—	2.214	3.286	3.478	1.995	1.611	2.397	2.806	1.159	2.400	3.772	4.421	2.303	2.883	1.986	2.565	1.880	1.469	2.064	2.343	1.749	2.297
Mon 2026-07-13	—	—	—	—	2.541	3.169	1.623	1.414	0.907	1.220	1.434	1.491	1.683	2.121	2.438	1.235	1.314	1.671	2.051	1.366	1.242	1.490	1.877	1.005	—
Thu 2026-07-09	—	—	—	—	0.739	0.970	1.103	0.802	0.575	0.672	0.665	0.465	1.307	1.252	1.545	0.470	0.916	0.488	1.326	0.935	1.276	1.223	1.123	1.013	—
Mon 2026-07-06	—	—	—	—	0.501	0.516	3.119	1.609	1.816	2.692	2.396	0.986	2.277	2.804	2.178	1.086	1.822	2.083	1.674	1.155	1.555	1.574	1.349	1.231	—
Thu 2026-07-02	—	—	—	—	3.273	5.109	5.826	3.388	3.473	5.820	5.955	2.565	4.793	6.628	5.858	4.306	4.700	3.522	3.798	3.051	2.993	4.354	4.704	3.263	—
Mon 2026-06-29	—	—	—	—	2.324	0.983	1.232	0.893	0.894	1.103	1.018	0.534	1.265	1.653	1.663	0.880	1.081	1.314	1.510	1.090	1.410	2.278	2.198	1.647	—
Thu 2026-06-25	—	—	—	—	0.850	0.744	0.594	0.435	0.704	0.629	0.443	0.239	0.925	0.746	0.912	0.446	0.914	0.874	0.922	0.519	0.981	0.941	0.729	1.112	—
Mon 2026-06-22	—	—	—	—	0.854	0.688	0.752	0.568	0.521	0.606	0.591	0.734	0.728	0.884	1.178	0.840	0.797	0.902	1.038	0.637	1.043	1.139	0.898	1.692	—
Thu 2026-06-18	—	—	—	—	0.425	0.356	0.403	0.327	0.450	0.452	0.398	0.284	0.368	0.563	0.866	1.356	1.088	1.286	0.602	0.733	0.602	0.607	0.929	2.066	—
Mon 2026-06-15	—	—	—	—	0.510	0.068	0.456	0.097	0.298	0.476	0.398	0.254	0.487	0.606	0.344	0.272	0.446	0.564	0.729	0.579	0.540	0.544	0.743	0.440	—
Fri 2026-06-12	—	—	—	—	0.352	0.577	0.758	0.250	0.426	0.575	0.555	0.346	0.369	0.447	0.586	0.349	0.604	0.558	0.729	0.471	0.656	0.539	0.743	0.440	—
Thu 2026-06-11	—	—	—	—	0.386	0.625	0.616	0.250	0.426	0.575	0.555	0.346	0.369	0.447	0.586	0.349	0.604	0.558	0.729	0.471	0.656	0.539	0.743	0.440	—
Mon 2026-06-08	—	—	—	—	0.341	0.194	0.557	0.257	0.643	0.566	0.520	0.342	0.662	0.514	0.612	0.342	0.678	0.480	0.802	0.347	0.827	0.544	0.618	0.443	—
Thu 2026-06-04	—	—	—	—	0.927	0.975	0.629	0.245	0.870	0.878	0.782	0.299	1.189	0.787	1.330	0.216	0.957	0.188	1.608	1.227	1.690	2.352	2.610	1.930	—
Mon 2026-06-01	1.597	1.276	1.302	1.060	0.897	0.937	0.901	1.010	0.461	0.442	1.031	1.175	1.259	1.477	1.496	1.645	1.189	1.422	1.594	1.713	1.966	2.640	2.171	1.890	—
Thu 2026-05-28	0.180	0.225	0.473	0.430	0.404	0.535	0.529	0.592	0.539	0.633	0.758	0.916	0.861	0.821	0.891	0.820	0.088	0.293	0.701	0.651	0.668	0.665	0.571	0.604	—
Mon 2026-05-25	0.278	0.537	1.515	0.457	0.482	0.329	0.508	0.509	0.460	0.633	0.812	0.604	0.666	1.134	0.960	1.149	—	—	—	—	—	—	—	—	—