Datasets:

global-nomad-nexus
/

solar-rl

setting stringclasses 4 values	run stringclasses 4 values	policy stringclasses 6 values	n_rollouts int64 90 90	n_seeds int64 3 3	cumulative_reward_mean float64 -25.46 0.51	cumulative_reward_std float64 0.09 1.12	cumulative_reward_sem float64 0.01 0.12	cumulative_reward_min float64 -27.34 0.36	cumulative_reward_max float64 -23.28 0.69	episode_volume_mean float64 0.46 0.52	episode_volume_std float64 0.09 0.1	episode_volume_sem float64 0.01 0.01	episode_volume_min float64 0.31 0.37	episode_volume_max float64 0.62 0.71	physics_violation_rate_mean float64 0.45 0.49	physics_violation_rate_std float64 0.02 0.02	physics_violation_rate_sem float64 0 0	physics_violation_rate_min float64 0.41 0.45	physics_violation_rate_max float64 0.49 0.52	artificial_liquidity_MWh_mean float64 0.07 0.22	artificial_liquidity_MWh_std float64 0.02 0.08	artificial_liquidity_MWh_sem float64 0 0.01	artificial_liquidity_MWh_min float64 0.01 0.14	artificial_liquidity_MWh_max float64 0.14 0.34	max_drawdown_mean float64 0 0.02	max_drawdown_std float64 0 0.02	max_drawdown_sem float64 0 0	max_drawdown_min float64 0 0.01	max_drawdown_max float64 0 0.08	max_token_drawdown_mean float64 0.12 0.2	max_token_drawdown_std float64 0.01 0.05	max_token_drawdown_sem float64 0 0.01	max_token_drawdown_min float64 0.08 0.17	max_token_drawdown_max float64 0.14 0.22	action_jitter_mean float64 0 0.43	action_jitter_std float64 0 0.05	action_jitter_sem float64 0 0.01	action_jitter_min float64 0 0.34	action_jitter_max float64 0 0.55	mean_slippage_mean float64 0.01 0.02	mean_slippage_std float64 0 0	mean_slippage_sem float64 0 0	mean_slippage_min float64 0.01 0.01	mean_slippage_max float64 0.02 0.03	spatial_fairness_index_mean float64 0 0.02	spatial_fairness_index_std float64 0 0.01	spatial_fairness_index_sem float64 0 0	spatial_fairness_index_min float64 0 0	spatial_fairness_index_max float64 0.01 0.06	plan_validity_rate_mean float64 1 1 ⌀	plan_validity_rate_std float64 0 0 ⌀	plan_validity_rate_sem float64 0 0 ⌀	plan_validity_rate_min float64 1 1 ⌀	plan_validity_rate_max float64 1 1 ⌀	audit_call_rate_mean float64 0.27 0.37 ⌀	audit_call_rate_std float64 0.2 0.26 ⌀	audit_call_rate_sem float64 0.02 0.03 ⌀	audit_call_rate_min float64 0 0.13 ⌀	audit_call_rate_max float64 0.79 1 ⌀	revision_rate_mean float64 0.82 0.96 ⌀	revision_rate_std float64 0.08 0.28 ⌀	revision_rate_sem float64 0.01 0.03 ⌀	revision_rate_min float64 0 0.67 ⌀	revision_rate_max float64 1 1 ⌀	action_modification_rate_mean float64 0.29 0.99 ⌀	action_modification_rate_std float64 0.05 0.31 ⌀	action_modification_rate_sem float64 0.01 0.03 ⌀	action_modification_rate_min float64 0 0.58 ⌀	action_modification_rate_max float64 1 1 ⌀	avg_action_delta_from_auditor_mean float64 0.02 0.16 ⌀	avg_action_delta_from_auditor_std float64 0.03 0.11 ⌀	avg_action_delta_from_auditor_sem float64 0 0.01 ⌀	avg_action_delta_from_auditor_min float64 0 0.07 ⌀	avg_action_delta_from_auditor_max float64 0.17 0.64 ⌀	llm_failure_count_mean float64 0 0 ⌀	llm_failure_count_std float64 0 0 ⌀	llm_failure_count_sem float64 0 0 ⌀	llm_failure_count_min float64 0 0 ⌀	llm_failure_count_max float64 0 0 ⌀	audit_budget_per_episode_mean float64 5.99 6 ⌀	audit_budget_per_episode_std float64 0 0.11 ⌀	audit_budget_per_episode_sem float64 0 0.01 ⌀	audit_budget_per_episode_min float64 5 6 ⌀	audit_budget_per_episode_max float64 6 6 ⌀	target_audit_rate_mean float64 0.25 0.25 ⌀	target_audit_rate_std float64 0 0 ⌀	target_audit_rate_sem float64 0 0 ⌀	target_audit_rate_min float64 0.25 0.25 ⌀	target_audit_rate_max float64 0.25 0.25 ⌀	audit_cooldown_steps_mean float64 1.34 1.47 ⌀	audit_cooldown_steps_std float64 0.48 0.5 ⌀	audit_cooldown_steps_sem float64 0.05 0.05 ⌀	audit_cooldown_steps_min float64 1 1 ⌀	audit_cooldown_steps_max float64 2 2 ⌀
LLM Planner+Auditor	agentic_llm_llm	dqn	90	3	-23.508977	0.893039	0.094135	-25.354255	-20.907312	0.496808	0.096777	0.010201	0.350055	0.703648	0.478023	0.017902	0.001887	0.432298	0.513982	0.140645	0.041018	0.004324	0.073673	0.238525	0.003946	0.004716	0.000497	0.000148	0.020353	0.157215	0.017931	0.00189	0.119274	0.205206	0.093888	0.025852	0.002725	0.044227	0.150659	0.014621	0.00229	0.000241	0.01061	0.020252	0.015681	0.013763	0.001451	0.000461	0.055777	1	0	0	1	1	0.371759	0.213305	0.022484	0.041667	1	0.955202	0.076063	0.008018	0.666667	1	0.517593	0.230004	0.024245	0.041667	1	0.08447	0.054044	0.005697	0.001902	0.285811	0	0	0	0	0	6	0	0	6	6	0.25	0	0	0.25	0.25	1.422222	0.496681	0.052355	1	2
LLM Planner+Auditor	agentic_llm_llm	ppo	90	3	-22.441033	1.115182	0.117551	-24.599758	-20.081918	0.485983	0.095982	0.010117	0.32816	0.70605	0.457118	0.022444	0.002366	0.409385	0.50123	0.137892	0.076426	0.008056	0.01392	0.299855	0.011524	0.006261	0.00066	0.00082	0.028043	0.174942	0.032723	0.003449	0.106758	0.217603	0.082948	0.020587	0.00217	0.026522	0.131739	0.014076	0.002249	0.000237	0.009693	0.019025	0.004541	0.003942	0.000416	0.000138	0.017115	1	0	0	1	1	0.343981	0.212786	0.02243	0.083333	0.791667	0.94346	0.104514	0.011017	0.571429	1	0.986574	0.063338	0.006676	0.416667	1	0.16351	0.075598	0.007969	0.070914	0.4875	0	0	0	0	0	5.988889	0.105409	0.011111	5	6	0.25	0	0	0.25	0.25	1.411111	0.494792	0.052156	1	2
LLM Planner+Auditor	agentic_llm_llm	sac	90	3	-22.324486	0.933285	0.098377	-24.332589	-20.02584	0.521062	0.099988	0.01054	0.371517	0.704858	0.452659	0.019237	0.002028	0.410364	0.49528	0.075896	0.034959	0.003685	0.022447	0.156243	0.016355	0.013335	0.001406	0.000663	0.052888	0.187517	0.014558	0.001535	0.15562	0.213383	0.114508	0.027324	0.00288	0.068326	0.184133	0.017492	0.003105	0.000327	0.012238	0.025283	0.005071	0.004123	0.000435	0.000093	0.016147	1	0	0	1	1	0.34213	0.197172	0.020784	0.125	0.791667	0.956915	0.080895	0.008527	0.666667	1	0.523611	0.190281	0.020057	0.208333	1	0.058657	0.037558	0.003959	0.015575	0.18211	0	0	0	0	0	6	0	0	6	6	0.25	0	0	0.25	0.25	1.466667	0.501683	0.052882	1	2
LLM Planner+Auditor no-physics	agentic_llm_llm_no_physics_penalty	dqn	90	3	0.270253	0.112439	0.011852	-0.010913	0.51108	0.489752	0.095609	0.010078	0.336952	0.686693	0.486159	0.016781	0.001769	0.450243	0.521771	0.181957	0.050552	0.005329	0.059953	0.312794	0.000827	0.000651	0.000069	0.000028	0.002511	0.176346	0.015877	0.001674	0.140137	0.207841	0.034196	0.01006	0.00106	0.015338	0.064226	0.013157	0.002106	0.000222	0.00972	0.020071	0.011877	0.010651	0.001123	0.000257	0.048045	1	0	0	1	1	0.296759	0.264028	0.027831	0.041667	1	0.876582	0.212312	0.02238	0	1	0.490278	0.307016	0.032362	0	1	0.042118	0.036916	0.003891	0	0.185165	0	0	0	0	0	6	0	0	6	6	0.25	0	0	0.25	0.25	1.344444	0.477849	0.05037	1	2
LLM Planner+Auditor no-physics	agentic_llm_llm_no_physics_penalty	ppo	90	3	0.224143	0.178849	0.018852	-0.349528	0.612799	0.505737	0.098911	0.010426	0.342806	0.706042	0.479643	0.018912	0.001993	0.435347	0.519917	0.197694	0.060342	0.006361	0.028787	0.313832	0.002888	0.003655	0.000385	0	0.022162	0.195697	0.014117	0.001488	0.171032	0.217606	0.036631	0.022901	0.002414	0.002609	0.123565	0.013003	0.002041	0.000215	0.009149	0.021307	0.005502	0.004734	0.000499	0.000243	0.019684	1	0	0	1	1	0.272685	0.232214	0.024477	0.041667	1	0.869263	0.167544	0.017661	0.333333	1	0.991204	0.053547	0.005644	0.583333	1	0.110757	0.105818	0.011154	0.007306	0.644209	0	0	0	0	0	6	0	0	6	6	0.25	0	0	0.25	0.25	1.411111	0.494792	0.052156	1	2
LLM Planner+Auditor no-physics	agentic_llm_llm_no_physics_penalty	sac	90	3	0.297283	0.259232	0.027325	-0.287192	0.664059	0.519368	0.099782	0.010518	0.368053	0.705212	0.487038	0.01674	0.001765	0.452528	0.521746	0.190782	0.04723	0.004978	0.068313	0.311625	0.000837	0.000627	0.000066	0.000086	0.00271	0.187298	0.014174	0.001494	0.160956	0.215064	0.036184	0.040593	0.004279	0.005142	0.117655	0.013738	0.001925	0.000203	0.010359	0.017437	0.01088	0.008668	0.000914	0.000201	0.036559	1	0	0	1	1	0.273611	0.239565	0.025252	0	0.791667	0.823505	0.280551	0.029573	0	1	0.293981	0.265688	0.028006	0	1	0.020691	0.032523	0.003428	0	0.173695	0	0	0	0	0	6	0	0	6	6	0.25	0	0	0.25	0.25	1.366667	0.484594	0.051081	1	2
Main / physics penalty	main	dqn	90	3	-23.231875	0.913816	0.096325	-24.965884	-20.999444	0.490995	0.095687	0.010086	0.344148	0.701775	0.46877	0.018176	0.001916	0.426986	0.504836	0.129782	0.039731	0.004188	0.049824	0.214145	0.012116	0.009848	0.001038	0.000148	0.039585	0.155616	0.018194	0.001918	0.120079	0.196147	0.111779	0.028957	0.003052	0.043147	0.170034	0.014762	0.002344	0.000247	0.010317	0.020578	0.015871	0.014542	0.001533	0.000456	0.056473	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null
Main / physics penalty	main	myopic	90	3	-23.082196	0.798026	0.084119	-24.596275	-21.389199	0.456173	0.087779	0.009253	0.325184	0.615772	0.477922	0.016813	0.001772	0.443365	0.513587	0.100903	0.023459	0.002473	0.070133	0.148302	0.001268	0.000656	0.000069	0.000559	0.0031	0.119295	0.010195	0.001075	0.100782	0.137645	0.006841	0.004799	0.000506	0	0.010435	0.014395	0.002283	0.000241	0.010792	0.018417	0.017162	0.013024	0.001373	0.000535	0.048052	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null
Main / physics penalty	main	ppo	90	3	-22.346935	1.024191	0.107959	-24.198043	-20.141927	0.469921	0.097422	0.010269	0.313273	0.70605	0.452049	0.021866	0.002305	0.406035	0.491179	0.145302	0.08399	0.008853	0.009261	0.290743	0.020782	0.013858	0.001461	0.006281	0.068229	0.163233	0.048427	0.005105	0.082207	0.219054	0.060681	0.015289	0.001612	0.010158	0.075044	0.013365	0.002331	0.000246	0.008913	0.017359	0.004106	0.003526	0.000372	0.000117	0.014652	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null
Main / physics penalty	main	random	90	3	-25.455617	0.913266	0.096267	-27.337164	-23.279553	0.479992	0.092507	0.009751	0.331839	0.668804	0.477148	0.01715	0.001808	0.43953	0.51475	0.113717	0.029654	0.003126	0.054217	0.185082	0.005484	0.005291	0.000558	0.000383	0.026769	0.146962	0.015002	0.001581	0.119102	0.184714	0.430109	0.04811	0.005071	0.339102	0.553914	0.014778	0.002316	0.000244	0.010361	0.018938	0.015523	0.012386	0.001306	0.000424	0.052972	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null
Main / physics penalty	main	sac	90	3	-22.262269	0.939248	0.099005	-24.284225	-20.153357	0.521169	0.100054	0.010547	0.37152	0.704834	0.446147	0.019568	0.002063	0.408349	0.487914	0.068631	0.032771	0.003454	0.020065	0.14184	0.023025	0.017869	0.001884	0.004176	0.075362	0.187671	0.014623	0.001541	0.157915	0.214539	0.143463	0.032072	0.003381	0.093812	0.219164	0.017752	0.00321	0.000338	0.012044	0.025469	0.004797	0.003982	0.00042	0.0001	0.015433	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null
Main / physics penalty	main	static	90	3	-23.379079	0.802379	0.084578	-24.863511	-21.652671	0.514185	0.098745	0.010409	0.366842	0.694753	0.487373	0.016645	0.001755	0.4527	0.521771	0.180259	0.041909	0.004418	0.12529	0.264936	0.000821	0.000614	0.000065	0.000129	0.002461	0.186295	0.013672	0.001441	0.163279	0.209289	0	0	0	0	0	0.013962	0.001963	0.000207	0.0108	0.017393	0.013139	0.010261	0.001082	0.000321	0.038246	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null
No-physics reward ablation	no_physics_penalty	dqn	90	3	0.315443	0.092123	0.009711	0.112608	0.55455	0.48671	0.092977	0.009801	0.333762	0.662446	0.486942	0.016637	0.001754	0.451727	0.521771	0.187386	0.048507	0.005113	0.121431	0.309626	0.000773	0.000607	0.000064	0.000068	0.002484	0.172932	0.017027	0.001795	0.141394	0.206845	0.025923	0.008214	0.000866	0.009139	0.042595	0.012927	0.001764	0.000186	0.009723	0.016431	0.011862	0.009559	0.001008	0.000258	0.040244	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null
No-physics reward ablation	no_physics_penalty	myopic	90	3	0.278497	0.08784	0.009259	0.151481	0.422431	0.456173	0.087779	0.009253	0.325184	0.615772	0.477922	0.016813	0.001772	0.443365	0.513587	0.100903	0.023459	0.002473	0.070133	0.148302	0.001268	0.000656	0.000069	0.000559	0.0031	0.119295	0.010195	0.001075	0.100782	0.137645	0.006841	0.004799	0.000506	0	0.010435	0.014395	0.002283	0.000241	0.010792	0.018417	0.017162	0.013024	0.001373	0.000535	0.048052	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null
No-physics reward ablation	no_physics_penalty	ppo	90	3	0.267486	0.164575	0.017348	-0.05441	0.604897	0.49526	0.10286	0.010842	0.314803	0.70605	0.483101	0.018245	0.001923	0.436693	0.521771	0.223804	0.05346	0.005635	0.143902	0.335585	0.003229	0.003809	0.000401	0	0.011454	0.196042	0.014104	0.001487	0.171884	0.21906	0.013507	0.013506	0.001424	0	0.031826	0.012192	0.001922	0.000203	0.008452	0.016031	0.00534	0.004619	0.000487	0.00027	0.017547	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null
No-physics reward ablation	no_physics_penalty	random	90	3	-2.130495	0.30585	0.032239	-2.95204	-1.47725	0.479992	0.092507	0.009751	0.331839	0.668804	0.477148	0.01715	0.001808	0.43953	0.51475	0.113717	0.029654	0.003126	0.054217	0.185082	0.005484	0.005291	0.000558	0.000383	0.026769	0.146962	0.015002	0.001581	0.119102	0.184714	0.430109	0.04811	0.005071	0.339102	0.553914	0.014778	0.002316	0.000244	0.010361	0.018938	0.015523	0.012386	0.001306	0.000424	0.052972	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null
No-physics reward ablation	no_physics_penalty	sac	90	3	0.259457	0.316199	0.03333	-0.361735	0.664059	0.519416	0.099754	0.010515	0.369558	0.705086	0.48736	0.016639	0.001754	0.4527	0.521771	0.192458	0.046359	0.004887	0.128333	0.3124	0.000837	0.000637	0.000067	0.000086	0.0028	0.187068	0.014035	0.001479	0.160956	0.214174	0.043158	0.051675	0.005447	0.005142	0.130565	0.0137	0.001942	0.000205	0.010413	0.017437	0.010854	0.00867	0.000914	0.000202	0.036521	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null
No-physics reward ablation	no_physics_penalty	static	90	3	0.505327	0.099362	0.010474	0.355087	0.688476	0.514185	0.098745	0.010409	0.366842	0.694753	0.487373	0.016645	0.001755	0.4527	0.521771	0.180259	0.041909	0.004418	0.12529	0.264936	0.000821	0.000614	0.000065	0.000129	0.002461	0.186295	0.013672	0.001441	0.163279	0.209289	0	0	0	0	0	0.013962	0.001963	0.000207	0.0108	0.017393	0.013139	0.010261	0.001082	0.000321	0.038246	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null

SolarChain-Eval RL Benchmark Data

This dataset contains the release bundle for SolarChain-Eval: A Physics-Constrained Benchmark for Trustworthy Economic Agents in Decentralized Energy Markets.

The benchmark evaluates autonomous economic governors in decentralized solar-energy markets. It combines city-level photovoltaic generation, peer-to-peer demand, market liquidity, token-burn dynamics, physics-constraint checks, baseline policies, trained RL policies, no-physics ablations, and agentic planner/auditor evaluation logs.

What Is Included

Area	Contents
`data/raw_24h/`	Small 24-hour smoke-test tables.
`data/month_2026_04/`	Main April 2026 five-city benchmark tables.
`data/cache/`	Cached Open-Meteo weather response used for the monthly generation data.
`runs/`	Multi-seed paper runs, summaries, actions, city-hour policies, agentic logs, and trained PPO/SAC/DQN artifacts.
`analysis/`	Aggregated analysis tables and result-section assets.
`figures/`	Paper figures and diagram sources.
`database/solarchain_eval.sqlite`	SQLite database built from all included CSV and JSONL tables, plus JSON documents as text.
`parquet/`	Parquet mirrors of included CSV and JSONL tables for faster analytics.
`code/`	Reproducibility code, configs, scripts, tests, and project documentation.

Core Tables

File	Rows	Columns
`data/raw_24h/market_liquidity.csv`	24	7
`data/raw_24h/p2p_trades.csv`	42	8
`data/raw_24h/spatiotemporal_generation.csv`	1,200	12
`data/raw_24h/urban_energy_nodes.csv`	50	8
`data/month_2026_04/market_liquidity.csv`	720	7
`data/month_2026_04/p2p_trades.csv`	1,185	8
`data/month_2026_04/spatiotemporal_generation.csv`	36,000	12
`data/month_2026_04/urban_energy_nodes.csv`	50	8

Main Dataset

The primary benchmark data is in data/month_2026_04/ and covers five cities:

Beijing
Shanghai
Chengdu
Shenzhen
Hangzhou

The monthly data spans 2026-04-01T00:00:00+08:00 through 2026-04-30T23:00:00+08:00, with 720 hourly timestamps. Each evaluation episode uses 24 hourly steps.

The four core tables are:

urban_energy_nodes.csv: node metadata, panel area, efficiency, and location.
spatiotemporal_generation.csv: hourly irradiance, temperature, physical upper bound P_max_W, reported generation, and verification status.
market_liquidity.csv: hourly verified supply, SolarChain liquidity, baseline liquidity, and slippage.
p2p_trades.csv: peer-to-peer purchase events, token burns, and exergy dissipation.

Experiment Outputs

The release includes paper runs for seeds 20260511, 20260512, and 20260513, plus a rule-agentic seed run. The included run-level files contain:

metrics.csv
actions.csv
city_hour_policy.csv
agentic_logs.jsonl where applicable
summary.json
config_snapshot.json
run_metadata.json
trained ppo_model.zip, sac_model.zip, and dqn_model.zip artifacts where available

Database

Use the SQLite bundle directly:

import sqlite3
import pandas as pd

conn = sqlite3.connect("database/solarchain_eval.sqlite")
tables = pd.read_sql_query("select name from sqlite_master where type='table'", conn)
print(tables.head())

database/schema_inventory.csv maps each SQLite table to its source file. The generated database loaded 80 tabular sources. Skipped tabular sources: 0.

Reproducibility

The original project code is included under code/. A typical local setup is:

cd code
pip install -e .
python scripts/evaluate.py --policies "static,random,myopic" --episodes 1

For paper-scale runs, see code/paper_pipeline/README.md.

Packaging Notes

See EXCLUDED_FILES.md for workspace material that was intentionally excluded from this dataset release.

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