Datasets:

EconomicTermDevelopments
/

datarift-economics

id int64 1 200	period int64 1 48	data_concentration float64 0.1 1	proprietary_signal_quality float64 0.12 1	interoperability_gap float64 0.06 0.94	switching_cost float64 0.13 0.78	model_performance_delta float64 0.13 0.95	user_lock_in float64 0.17 0.8	portability_readiness float64 0.04 0.95	datarift_index float64 0.3 0.83
1	3	0.551418	0.478826	0.449758	0.588777	0.125193	0.460893	0.473484	0.456241
2	2	0.721374	0.464776	0.733205	0.666652	0.299834	0.573888	0.321602	0.594398
3	29	0.723801	0.614085	0.265489	0.293987	0.443464	0.389315	0.479719	0.477076
4	20	0.595914	0.636177	0.524642	0.588188	0.462693	0.386499	0.419156	0.544885
5	32	0.532573	0.538597	0.187476	0.376208	0.490836	0.315621	0.366969	0.43259
6	8	0.870972	0.645478	0.781946	0.474977	0.631777	0.424019	0.73444	0.629655
7	5	0.957814	1	0.701639	0.764109	0.946362	0.612887	0.315053	0.831633
8	1	0.549034	0.677691	0.627681	0.509746	0.449589	0.406369	0.600546	0.533694
9	43	0.693009	0.512622	0.111562	0.526355	0.669392	0.377074	0.180752	0.516664
10	2	0.830526	0.320301	0.638987	0.381662	0.418231	0.675224	0.7205	0.534963
11	29	0.361307	0.680998	0.159038	0.410473	0.612464	0.369739	0.718965	0.41673
12	18	0.664507	0.346406	0.192035	0.583557	0.434299	0.501229	0.78935	0.438551
13	29	0.69619	0.341642	0.524288	0.496367	0.632582	0.540702	0.438481	0.545645
14	18	0.709192	0.546953	0.425414	0.648592	0.400275	0.60203	0.634098	0.545774
15	20	0.405247	0.436101	0.568515	0.367088	0.316546	0.448525	0.714105	0.414191
16	39	0.958847	0.861816	0.504519	0.61585	0.619376	0.743131	0.601205	0.704394
17	7	0.123237	0.508589	0.702655	0.334178	0.405516	0.337217	0.409939	0.409674
18	39	0.30749	0.450761	0.513431	0.378858	0.37444	0.232252	0.774455	0.367144
19	23	0.867706	0.608533	0.761076	0.557707	0.568425	0.483284	0.570364	0.642702
20	10	0.468234	0.650642	0.491001	0.3799	0.550063	0.417131	0.144199	0.525024
21	5	0.758662	0.575481	0.602558	0.48233	0.597164	0.46917	0.289201	0.604512
22	43	0.448997	0.509138	0.737938	0.436603	0.377825	0.424047	0.625534	0.484195
23	45	0.927056	0.648569	0.490796	0.454397	0.640941	0.577795	0.519929	0.628798
24	2	0.57156	0.750389	0.489003	0.418125	0.394103	0.52167	0.63241	0.518334
25	16	0.420529	0.500552	0.582582	0.334529	0.451985	0.465582	0.240739	0.48413
26	36	0.626013	0.48116	0.478045	0.387689	0.381804	0.434018	0.778225	0.456229
27	19	0.384936	0.467898	0.431392	0.449538	0.570931	0.425375	0.393528	0.463302
28	15	0.53643	0.466897	0.476151	0.343692	0.516358	0.302854	0.267575	0.473517
29	47	0.453321	0.397023	0.282478	0.424616	0.296645	0.410653	0.517269	0.388258
30	20	0.81059	0.790785	0.744631	0.510507	0.590177	0.281774	0.435777	0.640831
31	42	0.383728	0.442245	0.532885	0.16848	0.335047	0.395957	0.505285	0.390352
32	29	0.645484	0.650878	0.623937	0.752096	0.679094	0.456307	0.620998	0.618511
33	48	0.923165	0.534139	0.934686	0.604362	0.541448	0.477616	0.42782	0.683147
34	24	0.55194	0.697454	0.890071	0.342201	0.534145	0.342814	0.800807	0.544154
35	46	0.804586	0.632854	0.522343	0.573319	0.549968	0.666664	0.822136	0.597238
36	1	0.402237	0.4134	0.36488	0.251237	0.332947	0.301742	0.482397	0.364375
37	42	0.509395	0.123247	0.472871	0.472143	0.298827	0.436549	0.47676	0.399439
38	21	0.63857	0.478031	0.721848	0.266171	0.396894	0.21032	0.426338	0.483655
39	3	0.970414	0.586671	0.495785	0.538656	0.674768	0.582342	0.714796	0.629853
40	27	0.440964	0.475104	0.262546	0.461283	0.437175	0.39233	0.475441	0.421045
41	12	0.71031	0.559898	0.63693	0.333076	0.485156	0.321157	0.725693	0.50859
42	15	0.418883	0.385465	0.480688	0.266735	0.422383	0.480883	0.387981	0.425505
43	39	0.923068	0.607778	0.526581	0.477367	0.592684	0.682106	0.587035	0.630808
44	22	0.643147	0.515401	0.107588	0.462509	0.551284	0.371658	0.407693	0.462222
45	22	0.822352	0.539997	0.520072	0.511127	0.62689	0.494679	0.152458	0.620569
46	2	0.418173	0.492529	0.485224	0.304627	0.324377	0.316463	0.56115	0.401219
47	48	0.607185	0.609308	0.431745	0.383176	0.328888	0.617221	0.629183	0.491426
48	8	0.567631	0.461398	0.576465	0.339985	0.310613	0.583799	0.658274	0.468062
49	10	0.750129	0.738481	0.339037	0.716517	0.747432	0.516475	0.402776	0.637136
50	28	0.662189	0.653433	0.410619	0.515921	0.623796	0.553812	0.090977	0.601426
51	7	0.748003	0.703412	0.648559	0.466269	0.529222	0.52672	0.320279	0.622869
52	20	0.251494	0.340759	0.762991	0.424785	0.327782	0.28324	0.147247	0.434467
53	30	0.597395	0.629883	0.522431	0.445806	0.502353	0.379264	0.393938	0.530588
54	27	0.447375	0.262002	0.430382	0.216222	0.440282	0.240139	0.486275	0.362082
55	23	0.56856	0.583844	0.730588	0.511929	0.465001	0.355261	0.478755	0.545122
56	19	0.865166	0.574391	0.512302	0.523195	0.523118	0.435628	0.131332	0.615157
57	33	0.488347	0.337132	0.455866	0.326753	0.492251	0.31473	0.331439	0.430462
58	25	0.34933	0.59824	0.261436	0.391421	0.481501	0.349507	0.345189	0.423949
59	42	0.75717	0.448642	0.246007	0.427895	0.566612	0.423719	0.711177	0.475761
60	2	0.475606	0.253798	0.913884	0.341651	0.269675	0.317121	0.335245	0.458771
61	27	0.66462	0.685173	0.410697	0.613133	0.651655	0.689969	0.697315	0.592345
62	19	0.790929	0.488888	0.405341	0.394334	0.453503	0.418836	0.201988	0.534061
63	15	0.493625	0.395764	0.589443	0.465345	0.422669	0.573819	0.235262	0.510717
64	27	0.780955	0.628617	0.903396	0.525231	0.505043	0.420658	0.371554	0.646306
65	1	0.766156	0.486701	0.41491	0.427739	0.517131	0.735516	0.261457	0.577116
66	31	0.677072	0.589876	0.718314	0.627277	0.525484	0.524662	0.316224	0.623773
67	39	0.771824	0.672325	0.183861	0.644408	0.693941	0.607839	0.778406	0.569392
68	38	0.72949	0.670218	0.094727	0.55662	0.630604	0.451201	0.234442	0.549889
69	1	0.628067	0.636529	0.286608	0.434288	0.512592	0.429309	0.497785	0.497573
70	15	0.842512	0.541887	0.468693	0.625493	0.576055	0.511735	0.843947	0.572304
71	47	0.709861	0.691858	0.815101	0.339254	0.393074	0.384974	0.313445	0.586733
72	42	0.715057	0.751081	0.519054	0.488667	0.661937	0.594203	0.621472	0.608904
73	11	0.458363	0.47584	0.296096	0.331723	0.485264	0.351736	0.464493	0.414609
74	43	0.795034	0.711458	0.501649	0.694043	0.677517	0.541253	0.324869	0.664083
75	20	0.639691	0.746235	0.319896	0.521567	0.495159	0.456187	0.270388	0.553972
76	24	0.103205	0.353178	0.329115	0.317557	0.227903	0.359069	0.331962	0.302704
77	20	0.642003	0.771542	0.738319	0.670834	0.584059	0.553478	0.739146	0.632949
78	48	0.719929	0.576537	0.323045	0.622379	0.49041	0.529394	0.599043	0.539313
79	2	0.532551	0.56314	0.57162	0.298979	0.624683	0.313215	0.284479	0.512212
80	44	0.734407	0.509126	0.335793	0.278681	0.488866	0.265057	0.514273	0.46019
81	1	0.276837	0.397934	0.723985	0.42151	0.259655	0.280833	0.485305	0.405113
82	23	0.577373	0.399835	0.310787	0.388051	0.472219	0.526084	0.500349	0.452714
83	13	0.818474	0.619618	0.386526	0.733562	0.515903	0.404385	0.325937	0.602054
84	22	0.977597	0.711254	0.283513	0.571671	0.664859	0.413393	0.702378	0.601213
85	9	0.55503	0.442826	0.29958	0.275175	0.284816	0.320729	0.523586	0.38479
86	21	0.484014	0.457571	0.425525	0.398451	0.535269	0.491855	0.361702	0.478905
87	21	0.489345	0.531853	0.460886	0.480431	0.405363	0.354858	0.144887	0.49171
88	5	0.322127	0.459478	0.343015	0.204323	0.315653	0.189608	0.836703	0.301438
89	35	0.361203	0.483739	0.48746	0.216815	0.366345	0.257092	0.185621	0.405276
90	24	0.888231	0.561365	0.149089	0.520849	0.583341	0.561635	0.598318	0.545436
91	6	0.761592	0.960965	0.482056	0.573945	0.779472	0.423816	0.550473	0.6595
92	14	0.450353	0.558495	0.316759	0.35429	0.454479	0.474108	0.77265	0.41842
93	39	0.885824	0.88626	0.451261	0.733276	0.637785	0.582515	0.703878	0.676708
94	29	0.181183	0.363896	0.323396	0.492365	0.277786	0.365531	0.169977	0.36429
95	46	0.341517	0.381895	0.759409	0.280042	0.441831	0.369293	0.181007	0.461809
96	37	0.60703	0.485658	0.269057	0.334814	0.432814	0.482461	0.062649	0.482512
97	5	0.776223	0.452866	0.44642	0.499477	0.444979	0.532874	0.175308	0.561274
98	10	0.769602	0.471214	0.558948	0.481574	0.402431	0.484119	0.578929	0.534287
99	32	0.720417	0.515046	0.767888	0.544611	0.58689	0.77216	0.387654	0.64941
100	22	0.984916	0.8628	0.355777	0.712366	0.617073	0.685659	0.567792	0.694933

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Datarift Economics Dataset

Dataset Description

Summary

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

Supported Tasks

Economic analysis
Platform Economics / Digital Markets research
Computational economics

Languages

English (metadata and documentation)
Python (code examples)

Dataset Structure

Data Fields

id: Unique observation id
period: Synthetic monthly period
data_concentration: Concentration of valuable user and transaction data
proprietary_signal_quality: Quality advantage of proprietary data signals
interoperability_gap: Gap in data interoperability across platforms
switching_cost: User switching-friction intensity
model_performance_delta: Performance gap attributable to data advantage
user_lock_in: Persistence of user lock-in dynamics
portability_readiness: Technical readiness for data portability
datarift_index: Composite term index

Data Splits

Full dataset: 200 examples

Dataset Creation

Source Data

Synthetic data generated for demonstrating Datarift 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{datarift2026, title={{Datarift Economics Dataset}}, author={{Economic Research Collective}}, year={{2026}} }

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