Datasets:

EconomicTermDevelopments
/

climatelag-economics

id int64 1 200	year int64 2.03k 2.06k	emission_flow float64 0.13 0.98	atmospheric_stock float64 0.18 0.96	response_delay float64 0.09 0.76	damage_realization_lag float64 0.12 0.89	policy_delay float64 0.12 0.92	discounting_bias float64 0.08 0.97	adaptation_capacity float64 0.04 0.92	climatelag_index float64 0.31 0.74
1	2,057	0.9598	0.498659	0.151999	0.179923	0.70677	0.531837	0.656209	0.479109
2	2,057	0.438186	0.47672	0.194651	0.425555	0.314982	0.275178	0.189597	0.395493
3	2,058	0.613905	0.67555	0.56071	0.574882	0.416648	0.211796	0.317461	0.546846
4	2,036	0.656957	0.585585	0.500565	0.307529	0.590383	0.374401	0.377306	0.519734
5	2,032	0.458794	0.653819	0.61519	0.559068	0.491474	0.364864	0.321705	0.550836
6	2,045	0.541307	0.624194	0.65871	0.530549	0.58118	0.666992	0.767053	0.56912
7	2,045	0.446229	0.659865	0.724685	0.387283	0.690713	0.465886	0.422523	0.572068
8	2,029	0.339021	0.452289	0.364206	0.399406	0.721486	0.36785	0.656344	0.430403
9	2,059	0.286127	0.332272	0.416758	0.417393	0.320187	0.373253	0.114103	0.400412
10	2,046	0.962116	0.496736	0.399047	0.464349	0.51228	0.520011	0.508769	0.552494
11	2,030	0.70472	0.699459	0.490705	0.463253	0.738122	0.265872	0.044581	0.607463
12	2,056	0.893704	0.794148	0.613878	0.505149	0.806472	0.518061	0.645673	0.670319
13	2,027	0.782025	0.644675	0.614203	0.455361	0.697403	0.259357	0.163759	0.615051
14	2,054	0.492407	0.22161	0.44743	0.116741	0.765256	0.605312	0.583186	0.418903
15	2,049	0.979873	0.859774	0.689814	0.64684	0.578657	0.737108	0.921647	0.700191
16	2,030	0.57026	0.514017	0.331397	0.308631	0.487545	0.138626	0.494605	0.415348
17	2,054	0.773846	0.504792	0.356355	0.390804	0.357652	0.744364	0.496802	0.506114
18	2,058	0.529217	0.470425	0.42331	0.268737	0.437198	0.595511	0.074429	0.48335
19	2,048	0.434111	0.550709	0.64615	0.545093	0.50597	0.531738	0.157805	0.563493
20	2,039	0.738108	0.449999	0.567471	0.446921	0.706446	0.86635	0.367112	0.608918
21	2,058	0.77487	0.550932	0.691288	0.515775	0.669697	0.408222	0.437466	0.609685
22	2,041	0.655297	0.567835	0.756438	0.886973	0.66944	0.462353	0.665684	0.651835
23	2,041	0.18605	0.472291	0.523901	0.374322	0.5128	0.511844	0.619623	0.422381
24	2,032	0.558737	0.32853	0.569908	0.477172	0.614954	0.52073	0.415342	0.512404
25	2,036	0.594355	0.495502	0.175083	0.362738	0.731397	0.490887	0.50322	0.465067
26	2,059	0.288475	0.716833	0.611228	0.308963	0.205112	0.646913	0.825036	0.442045
27	2,034	0.530097	0.3441	0.525716	0.40218	0.567235	0.748467	0.50279	0.499767
28	2,046	0.216567	0.531244	0.513277	0.507034	0.52014	0.664914	0.37599	0.493022
29	2,046	0.649042	0.715617	0.400297	0.59914	0.506357	0.568269	0.496532	0.568568
30	2,052	0.675825	0.467759	0.432238	0.372975	0.764524	0.254835	0.538687	0.499229
31	2,036	0.923146	0.518032	0.385746	0.294122	0.686749	0.453425	0.374655	0.548958
32	2,050	0.710348	0.608385	0.533964	0.508035	0.380133	0.364731	0.150401	0.558224
33	2,054	0.697066	0.540943	0.415786	0.192306	0.393556	0.440491	0.477781	0.455435
34	2,033	0.71581	0.744237	0.516436	0.290739	0.491856	0.862007	0.271897	0.601278
35	2,033	0.271268	0.556878	0.437965	0.322554	0.578438	0.484919	0.747677	0.423742
36	2,032	0.815673	0.532935	0.532476	0.43208	0.588213	0.404938	0.508453	0.553582
37	2,047	0.810613	0.635644	0.612583	0.56557	0.529498	0.576946	0.395006	0.625094
38	2,059	0.417303	0.491304	0.3513	0.362962	0.598653	0.367963	0.848077	0.409273
39	2,055	0.709452	0.594842	0.436418	0.699981	0.308074	0.477805	0.372902	0.552215
40	2,033	0.590545	0.588562	0.564936	0.440744	0.78528	0.543189	0.447572	0.581088
41	2,047	0.31509	0.558706	0.635227	0.428955	0.488934	0.304501	0.447548	0.477052
42	2,047	0.493148	0.529049	0.337438	0.431902	0.228767	0.539059	0.462197	0.432933
43	2,045	0.67302	0.391857	0.385524	0.12083	0.686237	0.423056	0.562521	0.440322
44	2,049	0.325393	0.69436	0.441487	0.496345	0.439469	0.284073	0.665294	0.45264
45	2,058	0.879184	0.872608	0.643206	0.647142	0.319687	0.405171	0.274355	0.660384
46	2,038	0.384584	0.48085	0.388933	0.240233	0.702314	0.914304	0.758034	0.465643
47	2,048	0.496519	0.42835	0.501679	0.45806	0.446088	0.893211	0.335363	0.525082
48	2,059	0.275581	0.249952	0.388955	0.39283	0.334355	0.549112	0.333255	0.37701
49	2,057	0.788171	0.647178	0.612961	0.59905	0.620317	0.450544	0.504728	0.620301
50	2,048	0.577284	0.627313	0.430133	0.441823	0.49931	0.578854	0.595662	0.513533
51	2,026	0.836422	0.402807	0.397546	0.384079	0.414259	0.496509	0.580087	0.480584
52	2,039	0.609225	0.688438	0.65931	0.49795	0.658524	0.67969	0.590457	0.612669
53	2,038	0.394534	0.66774	0.501491	0.474936	0.765108	0.230901	0.593293	0.512319
54	2,054	0.613689	0.564761	0.294813	0.429616	0.35321	0.379834	0.438902	0.453973
55	2,044	0.520736	0.339585	0.251095	0.216695	0.448451	0.684567	0.789081	0.372425
56	2,056	0.633715	0.456916	0.481915	0.318707	0.225819	0.733847	0.084415	0.499623
57	2,049	0.714221	0.574608	0.435826	0.406816	0.87956	0.49078	0.750758	0.5534
58	2,030	0.387038	0.585484	0.572757	0.268152	0.328993	0.34942	0.501793	0.434171
59	2,039	0.343907	0.540127	0.360074	0.291731	0.728023	0.517105	0.185718	0.482515
60	2,040	0.516668	0.537262	0.582087	0.378475	0.695739	0.593553	0.785664	0.518611
61	2,029	0.403871	0.461319	0.591606	0.483584	0.634041	0.380807	0.569738	0.492787
62	2,032	0.904764	0.668244	0.60865	0.565024	0.714765	0.531236	0.606881	0.649647
63	2,035	0.636193	0.629664	0.524243	0.433115	0.353299	0.840783	0.868139	0.522881
64	2,045	0.755182	0.834002	0.26418	0.406238	0.885064	0.767589	0.708455	0.607491
65	2,057	0.772749	0.774242	0.762493	0.534393	0.888473	0.720337	0.357367	0.733586
66	2,047	0.486957	0.569913	0.296372	0.40608	0.262552	0.350162	0.174484	0.436632
67	2,055	0.536416	0.287653	0.437151	0.345189	0.836546	0.460622	0.449851	0.478712
68	2,052	0.598625	0.478948	0.547786	0.492103	0.706463	0.604232	0.342002	0.571296
69	2,044	0.573039	0.593639	0.438516	0.290671	0.651996	0.509188	0.390953	0.514903
70	2,043	0.444695	0.426999	0.387724	0.42066	0.427458	0.426252	0.441398	0.432264
71	2,052	0.779206	0.670682	0.48467	0.397806	0.388134	0.880097	0.311953	0.593677
72	2,036	0.718376	0.566834	0.530562	0.518041	0.302743	0.488495	0.217317	0.549206
73	2,043	0.203475	0.587268	0.452928	0.388919	0.754435	0.233115	0.271188	0.469256
74	2,051	0.40217	0.551152	0.57558	0.539712	0.843636	0.188358	0.54757	0.526652
75	2,045	0.712271	0.417468	0.447505	0.302081	0.714473	0.510101	0.481196	0.510532
76	2,033	0.839754	0.69261	0.580728	0.448687	0.662845	0.084466	0.521706	0.57486
77	2,041	0.669533	0.587157	0.708288	0.580049	0.397491	0.393743	0.172096	0.594369
78	2,060	0.936061	0.775235	0.68311	0.751247	0.785587	0.391117	0.234734	0.742786
79	2,045	0.316467	0.304541	0.245248	0.367353	0.44139	0.233121	0.390668	0.342227
80	2,043	0.771398	0.560272	0.620978	0.542924	0.23005	0.55206	0.434755	0.555549
81	2,026	0.372036	0.178544	0.303796	0.223634	0.44443	0.431844	0.707654	0.310921
82	2,047	0.560655	0.363419	0.41657	0.403768	0.462553	0.289691	0.607206	0.419856
83	2,036	0.841851	0.572894	0.421295	0.368468	0.390337	0.405898	0.359394	0.519091
84	2,051	0.820059	0.384768	0.432378	0.429654	0.536125	0.693407	0.281422	0.548925
85	2,026	0.654447	0.724592	0.480696	0.404494	0.46902	0.737364	0.295882	0.582111
86	2,041	0.629297	0.352534	0.753606	0.556304	0.453176	0.458651	0.324614	0.552142
87	2,057	0.569796	0.679018	0.693326	0.470558	0.655663	0.360842	0.461445	0.58444
88	2,059	0.592898	0.388691	0.444662	0.490505	0.48401	0.740862	0.716733	0.487857
89	2,044	0.616395	0.574908	0.475181	0.443156	0.724184	0.075949	0.23433	0.528778
90	2,050	0.550871	0.553854	0.460981	0.550738	0.801163	0.699216	0.706394	0.564501
91	2,032	0.547265	0.51893	0.48376	0.319146	0.432654	0.318762	0.365684	0.462303
92	2,028	0.812524	0.624071	0.249033	0.343734	0.577343	0.626575	0.23686	0.546697
93	2,052	0.683233	0.47978	0.383463	0.285697	0.824611	0.507194	0.2016	0.540449
94	2,057	0.518172	0.602224	0.542345	0.50368	0.558284	0.657135	0.150549	0.581348
95	2,032	0.811665	0.728077	0.473877	0.251252	0.862389	0.359876	0.266283	0.601838
96	2,040	0.453451	0.334198	0.215949	0.295318	0.898446	0.348914	0.273182	0.437649
97	2,058	0.520221	0.351357	0.451381	0.321303	0.650321	0.466162	0.606885	0.448247
98	2,046	0.874543	0.58747	0.669577	0.341855	0.799046	0.576934	0.612136	0.621481
99	2,033	0.454229	0.72726	0.604696	0.324828	0.542528	0.361698	0.785815	0.49366
100	2,045	0.275632	0.726953	0.527649	0.463486	0.489912	0.410501	0.385215	0.502908

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Climatelag Economics Dataset

Dataset Description

Summary

Synthetic 200-row dataset for Climatelag measurement and computational experiments.

Supported Tasks

Economic analysis
Environmental/Climate Economics research
Computational economics

Languages

English (metadata and documentation)
Python (code examples)

Dataset Structure

Data Fields

id: Unique observation id
year: Synthetic climate-policy year
emission_flow: Current greenhouse gas emission flow intensity
atmospheric_stock: Accumulated atmospheric greenhouse stock pressure
response_delay: Delay in climate-system response to forcing
damage_realization_lag: Lag between forcing and realized economic damage
policy_delay: Delay between policy adoption and effective implementation
discounting_bias: Present-bias/discounting distortion against long-run damages
adaptation_capacity: Capacity to adapt and mitigate delayed impacts
climatelag_index: Composite term index

Data Splits

Full dataset: 200 examples

Dataset Creation

Source Data

Synthetic data generated for demonstrating Climatelag applications.

Data Generation

Channels are sampled from controlled distributions with correlated structure. The term index is computed from normalized channels and directional weights.

Considerations

Social Impact

Research-only synthetic data for method development and reproducibility testing.

Additional Information

Licensing

MIT License - free for academic and commercial use.

Citation

@dataset{climatelag2026, title={{Climatelag Economics Dataset}}, author={{Economic Research Collective}}, year={{2026}} }

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