Datasets:

EconomicTermDevelopments
/

shockgating-economics

id int64 1 200	period int64 1 60	demand_shock_intensity float64 0.11 0.98	surge_response_amplitude float64 0.01 1	punishment_window float64 0.13 1	deviation_detection_sensitivity float64 0.16 0.97	coordination_signal_strength float64 0.15 0.76	price_sync float64 0.13 0.66	competitive_pressure float64 0.02 0.92	shockgating_index float64 0.31 0.79
1	38	0.723228	0.546231	0.629876	0.512546	0.334287	0.368108	0.574424	0.523645
2	36	0.349803	0.368557	0.329871	0.571542	0.243108	0.27523	0.693367	0.352455
3	58	0.814093	0.549341	0.499008	0.7433	0.568243	0.422949	0.850762	0.563566
4	20	0.668964	0.553777	0.64465	0.37625	0.382409	0.265654	0.921074	0.458145
5	8	0.600455	0.24825	0.463684	0.926477	0.460543	0.286514	0.327636	0.517792
6	31	0.637439	0.503066	0.652818	0.809769	0.558756	0.486899	0.430167	0.606685
7	31	0.917971	0.692651	0.619722	0.35541	0.362266	0.336533	0.487093	0.567364
8	32	0.922756	0.689294	0.667933	0.668924	0.671609	0.523844	0.264557	0.707333
9	18	0.386341	0.469292	0.18523	0.735903	0.462877	0.435776	0.586486	0.435739
10	3	0.224372	0.233574	0.257609	0.883265	0.339049	0.490855	0.430128	0.40599
11	49	0.503397	0.013989	0.155148	0.589412	0.364318	0.273473	0.178451	0.366167
12	53	0.658523	0.538072	0.559784	0.549326	0.383434	0.277506	0.766464	0.481432
13	60	0.773783	0.698274	0.752044	0.381384	0.364147	0.181913	0.488219	0.548714
14	48	0.896846	0.549276	0.327638	0.416012	0.525311	0.475568	0.545056	0.536086
15	30	0.681086	0.315945	0.462963	0.567313	0.31626	0.270346	0.722646	0.431098
16	20	0.375861	0.413804	0.304692	0.477088	0.258146	0.343699	0.653328	0.361458
17	14	0.254417	0.492534	0.369208	0.339578	0.264643	0.133358	0.770417	0.307226
18	11	0.6273	0.520188	0.458838	0.812657	0.649441	0.526694	0.241512	0.613304
19	60	0.481755	0.384645	0.372527	0.92459	0.347044	0.374007	0.742856	0.456487
20	27	0.106356	0.243332	0.390656	0.329008	0.547082	0.347705	0.422424	0.342717
21	4	0.379307	0.355446	0.245543	0.441994	0.477346	0.516033	0.299756	0.42509
22	30	0.801167	0.6379	0.503143	0.849222	0.499236	0.422924	0.540306	0.612281
23	2	0.524198	0.678699	0.56575	0.545664	0.285795	0.274194	0.37409	0.505366
24	34	0.81516	0.724127	0.442643	0.555057	0.273646	0.424817	0.183471	0.582061
25	25	0.933946	0.444386	0.634149	0.750461	0.465372	0.522455	0.038137	0.669773
26	18	0.736413	0.524473	0.409274	0.296546	0.213411	0.37494	0.044253	0.493915
27	4	0.582769	0.493733	0.513199	0.598249	0.572765	0.203319	0.643532	0.489994
28	32	0.43485	0.436978	0.513635	0.738074	0.482071	0.125694	0.726514	0.443623
29	13	0.698414	0.607733	0.587421	0.306659	0.446052	0.532301	0.328984	0.553296
30	7	0.854152	0.679532	0.559306	0.752127	0.454499	0.336715	0.351379	0.626157
31	49	0.459724	0.413489	0.254262	0.510414	0.364035	0.468697	0.213898	0.446867
32	44	0.692723	0.46819	0.321999	0.378447	0.373337	0.314776	0.412355	0.452908
33	57	0.782621	0.655233	0.534598	0.82678	0.529751	0.590523	0.461927	0.645829
34	48	0.881889	0.793212	0.506394	0.500084	0.282155	0.319869	0.807916	0.533783
35	12	0.431798	0.584699	0.585356	0.735627	0.571023	0.484154	0.545959	0.551366
36	52	0.74551	0.619366	0.652856	0.384445	0.483871	0.544233	0.633821	0.561237
37	20	0.478009	0.409143	0.577646	0.672494	0.528289	0.343805	0.784875	0.474807
38	40	0.571183	0.581263	0.419977	0.897767	0.549422	0.498499	0.550782	0.57036
39	16	0.690267	0.548923	0.444074	0.615909	0.230609	0.188415	0.684769	0.455773
40	19	0.878298	0.472608	0.448273	0.68716	0.469397	0.301139	0.43155	0.560334
41	25	0.671851	0.461367	0.656289	0.905622	0.737534	0.572531	0.719871	0.626517
42	49	0.472746	0.366386	0.434932	0.54351	0.305195	0.254266	0.15725	0.446911
43	16	0.778496	0.450945	0.518873	0.723763	0.550638	0.364608	0.131768	0.604293
44	5	0.708697	0.53817	0.469772	0.616388	0.353651	0.388959	0.472532	0.524064
45	52	0.661281	0.563285	0.609939	0.260677	0.332426	0.301818	0.423647	0.483634
46	45	0.864903	0.291426	0.350804	0.221964	0.404176	0.34847	0.503678	0.437548
47	59	0.517557	0.518503	0.433217	0.676956	0.426689	0.517839	0.565487	0.505538
48	36	0.684873	0.770391	0.493218	0.392664	0.579205	0.278627	0.365442	0.558407
49	18	0.77702	0.344761	0.432093	0.852217	0.494546	0.552918	0.509243	0.568133
50	17	0.588257	0.574725	0.427946	0.343593	0.457308	0.546334	0.608862	0.483114
51	32	0.624767	0.526789	0.677683	0.616072	0.472849	0.358687	0.29879	0.570786
52	25	0.619567	0.328646	0.392185	0.435937	0.454604	0.324198	0.118884	0.478546
53	24	0.69266	0.386141	0.453316	0.456295	0.208024	0.23969	0.270329	0.453726
54	60	0.318637	0.222099	0.229779	0.700525	0.481105	0.365963	0.435038	0.395495
55	6	0.450619	0.707141	0.591381	0.32116	0.385787	0.180386	0.539192	0.455575
56	22	0.871306	0.640305	0.510671	0.612753	0.398439	0.457575	0.323797	0.605088
57	24	0.740387	0.267978	0.301579	0.405187	0.295617	0.291746	0.077381	0.449783
58	3	0.514761	0.716745	0.624836	0.370024	0.474907	0.306054	0.205989	0.541728
59	36	0.444107	0.487989	0.232885	0.610036	0.400797	0.37288	0.449905	0.436551
60	54	0.728357	0.545133	0.301365	0.570309	0.293903	0.452275	0.420421	0.499765
61	2	0.592622	0.768613	0.539479	0.672051	0.324571	0.438326	0.445714	0.563522
62	39	0.665948	0.625512	0.374702	0.580751	0.333126	0.152162	0.42644	0.483463
63	54	0.579406	0.423788	0.354131	0.565929	0.28496	0.41741	0.565818	0.441392
64	19	0.813912	0.701293	0.697474	0.178156	0.41242	0.505629	0.904363	0.523227
65	53	0.713537	0.439271	0.446318	0.433211	0.350138	0.289197	0.737109	0.440792
66	34	0.714777	0.563325	0.626767	0.575896	0.54011	0.423354	0.336297	0.592488
67	18	0.602807	0.379399	0.55162	0.723879	0.385081	0.268355	0.390103	0.505915
68	30	0.698816	0.442572	0.431879	0.86579	0.649561	0.428272	0.308748	0.598366
69	1	0.563931	0.435447	0.522822	0.358346	0.420338	0.416974	0.404937	0.47339
70	44	0.214104	0.457008	0.286244	0.567336	0.462861	0.359724	0.207839	0.42407
71	35	0.895832	0.754236	0.717659	0.455442	0.567668	0.548477	0.713601	0.634446
72	14	0.906813	0.486317	0.602476	0.946016	0.62619	0.48408	0.705295	0.645102
73	8	0.631965	0.604915	0.391644	0.539606	0.668655	0.512279	0.431367	0.560697
74	31	0.58061	0.481986	0.652393	0.656986	0.38876	0.233568	0.193856	0.541057
75	49	0.615594	0.399737	0.551733	0.79875	0.473996	0.474712	0.132192	0.584973
76	23	0.495605	0.446057	0.367753	0.553091	0.466776	0.337336	0.444446	0.458236
77	39	0.203293	0.43081	0.403127	0.88731	0.601812	0.388194	0.885603	0.436523
78	1	0.688569	0.372153	0.649337	0.406954	0.55468	0.39522	0.23939	0.545497
79	40	0.522617	0.413111	0.571549	0.190843	0.221646	0.391201	0.716457	0.384663
80	30	0.848698	0.344214	0.578143	0.830422	0.673824	0.335552	0.666488	0.584555
81	11	0.449343	0.516446	0.49362	0.472933	0.389457	0.513327	0.766378	0.448188
82	32	0.7448	0.464143	0.525942	0.465795	0.478551	0.405997	0.489007	0.524505
83	30	0.575563	0.374688	0.493534	0.306624	0.225556	0.413869	0.604956	0.406191
84	58	0.80031	0.558227	0.589641	0.653117	0.604278	0.552768	0.227857	0.647296
85	29	0.806677	0.445563	0.49824	0.91744	0.755081	0.589029	0.458168	0.65523
86	55	0.548131	0.483087	0.439932	0.899202	0.625501	0.518676	0.566929	0.565353
87	37	0.69733	0.442982	0.572596	0.656501	0.443581	0.481557	0.694345	0.530376
88	22	0.895736	0.645282	0.522043	0.381995	0.372378	0.547466	0.715546	0.547758
89	56	0.654464	0.567805	0.603472	0.587534	0.435673	0.452553	0.239844	0.578779
90	3	0.819411	0.355375	0.507931	0.530831	0.505533	0.365282	0.469124	0.527635
91	46	0.866683	0.491156	0.596934	0.682173	0.445967	0.417317	0.438672	0.594248
92	17	0.665191	0.260459	0.285692	0.53429	0.395979	0.216829	0.433876	0.419988
93	17	0.345357	0.456691	0.402337	0.328023	0.151773	0.266019	0.261978	0.372505
94	54	0.306948	0.53189	0.605219	0.639502	0.443524	0.452121	0.3436	0.508706
95	14	0.843171	0.861841	0.677822	0.842182	0.6468	0.570486	0.384345	0.736598
96	3	0.594271	0.506709	0.506922	0.423402	0.684671	0.59673	0.896381	0.506249
97	38	0.405276	0.250697	0.126703	0.643939	0.333936	0.243002	0.181771	0.381219
98	27	0.485293	0.37678	0.431691	0.326699	0.485482	0.519815	0.72042	0.420749
99	24	0.469915	0.589174	0.363602	0.675473	0.397501	0.49109	0.143615	0.531814
100	18	0.774407	0.541878	0.567467	0.577114	0.570034	0.528905	0.388505	0.602107

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Shockgating Economics Dataset

Dataset Description

Summary

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

Supported Tasks

Economic analysis
Computational/Algorithmic Economics research
Computational economics

Languages

English (metadata and documentation)
Python (code examples)

Dataset Structure

Data Fields

id: Unique observation id
period: Synthetic market period
demand_shock_intensity: Intensity of short-run demand shocks
surge_response_amplitude: Amplitude of algorithmic surge price response
punishment_window: Duration/intensity of post-deviation punishment pricing
deviation_detection_sensitivity: Sensitivity to rival pricing deviations
coordination_signal_strength: Strength of coordination signals in pricing patterns
price_sync: Observed synchronization in prices across competitors
competitive_pressure: Effective competitive pressure limiting coordinated behavior
shockgating_index: Composite term index

Data Splits

Full dataset: 200 examples

Dataset Creation

Source Data

Synthetic data generated for demonstrating Shockgating 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{shockgating2026, title={{Shockgating Economics Dataset}}, author={{Economic Research Collective}}, year={{2026}} }

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