Datasets:

infra-durability-proj
/

civil-engineering-longevity

redundancy_factor float64 0.02 1	load_distribution float64 0.01 0.97	maintenance_margin float64 0.04 0.98	failure_resistance float64 0 0.58	infrastructure_type stringclasses 5 values	age_category stringclasses 4 values
0.42079	0.221351	0.758221	0.061722	dam	legacy
0.528427	0.163692	0.731296	0.050574	road	mature
0.139377	0.566119	0.563494	0.048223	road	legacy
0.151275	0.085777	0.505192	0	dam	new
0.451729	0.26543	0.530479	0.019952	dam	legacy
0.485253	0.638271	0.696215	0.262208	dam	legacy
0.603689	0.321909	0.820737	0.108542	road	mature
0.418805	0.672996	0.515079	0.16648	power_grid	aging
0.449441	0.111996	0.846704	0.009441	water_system	legacy
0.569132	0.545493	0.689149	0.196252	road	aging
0.676481	0.519818	0.458968	0.170883	water_system	mature
0.604026	0.469932	0.342218	0.125375	road	mature
0.300404	0.23225	0.619381	0	road	mature
0.436101	0.20769	0.866951	0.034508	power_grid	new
0.453058	0.532976	0.613963	0.143806	road	mature
0.670269	0.372214	0.463754	0.099029	power_grid	legacy
0.751123	0.427605	0.755419	0.215702	water_system	legacy
0.41533	0.600799	0.857438	0.204026	power_grid	aging
0.705817	0.693491	0.676755	0.328074	water_system	aging
0.229408	0.160738	0.709258	0.007097	bridge	legacy
0.584025	0.467923	0.306834	0.102912	bridge	new
0.251223	0.045238	0.558304	0.008356	bridge	aging
0.697298	0.437529	0.737265	0.273578	road	mature
0.207203	0.165371	0.666588	0	power_grid	new
0.360379	0.185287	0.582736	0.04449	bridge	legacy
0.538972	0.437555	0.890619	0.213707	water_system	mature
0.624281	0.381038	0.311026	0.088225	dam	aging
0.231651	0.179075	0.713281	0.031186	power_grid	new
0.145894	0.306685	0.336095	0	road	mature
0.263268	0.042815	0.785131	0.036164	power_grid	aging
0.278379	0.287774	0.530868	0.020168	power_grid	new
0.767855	0.139415	0.706214	0.086203	water_system	new
0.227076	0.386305	0.534435	0.051809	dam	legacy
0.490858	0.264864	0.873606	0.147384	bridge	new
0.522973	0.85468	0.636508	0.308277	water_system	aging
0.51107	0.305753	0.684729	0.108707	dam	new
0.648439	0.408775	0.616653	0.129924	water_system	legacy
0.825365	0.385022	0.615218	0.203321	bridge	mature
0.496663	0.320491	0.677917	0.045092	bridge	mature
0.156501	0.128351	0.783892	0.034053	bridge	new
0.22413	0.310807	0.648961	0.072947	road	new
0.653855	0.577581	0.359993	0.204211	bridge	legacy
0.5316	0.506605	0.840245	0.205636	dam	mature
0.18406	0.641957	0.373609	0.031682	road	new
0.507412	0.298815	0.702335	0.022895	water_system	legacy
0.162744	0.399269	0.799381	0.023867	bridge	aging
0.031677	0.770309	0.504198	0.066556	water_system	legacy
0.610748	0.397918	0.858107	0.199329	water_system	legacy
0.169853	0.534114	0.73858	0.121894	dam	new
0.350669	0.565383	0.695768	0.199445	power_grid	legacy
0.447232	0.01604	0.621038	0.04747	bridge	aging
0.628823	0.376529	0.52036	0.184037	water_system	aging
0.479736	0.080009	0.638185	0.020117	road	new
0.131434	0.456414	0.369451	0.003178	dam	new
0.891239	0.632713	0.922645	0.545191	road	aging
0.425962	0.343249	0.408502	0	power_grid	legacy
0.312786	0.372749	0.43252	0.030534	water_system	mature
0.643084	0.110605	0.493378	0.03875	water_system	mature
0.744103	0.608781	0.574108	0.26604	bridge	mature
0.725889	0.348115	0.695089	0.190947	road	aging
0.749962	0.344497	0.937489	0.275762	water_system	new
0.874198	0.395395	0.467083	0.183855	bridge	aging
0.811985	0.439581	0.372844	0.085041	water_system	legacy
0.742397	0.609106	0.678894	0.338708	road	new
0.354544	0.503469	0.41775	0.076645	bridge	aging
0.200028	0.45445	0.517897	0.089367	water_system	mature
0.354522	0.492061	0.731329	0.127963	road	mature
0.292736	0.564188	0.636725	0.080747	road	legacy
0.232245	0.429352	0.875497	0.06212	bridge	mature
0.737424	0.86961	0.717685	0.4666	road	new
0.757148	0.367079	0.921936	0.213238	power_grid	new
0.662949	0.328077	0.338984	0.108068	road	legacy
0.694865	0.374813	0.344275	0.112058	water_system	aging
0.288645	0.364304	0.335097	0.04245	bridge	new
0.193653	0.33484	0.803379	0.082454	power_grid	new
0.18436	0.796339	0.369375	0.085294	water_system	mature
0.752167	0.695491	0.43255	0.225977	road	aging
0.611273	0.117995	0.322555	0.076123	bridge	legacy
0.523071	0.058588	0.794938	0	road	aging
0.474085	0.209212	0.332588	0.031231	road	new
0.191428	0.325056	0.634418	0.036667	water_system	legacy
0.268956	0.387073	0.851596	0.140337	road	legacy
0.875975	0.515125	0.833329	0.323001	power_grid	legacy
0.570758	0.348712	0.466447	0.077952	dam	aging
0.322399	0.092625	0.66273	0.00174	water_system	new
0.402317	0.600599	0.717248	0.175145	road	aging
0.675257	0.556331	0.572195	0.20823	water_system	mature
0.614366	0.664008	0.081356	0.048167	dam	new
0.107952	0.445174	0.667327	0	road	legacy
0.304677	0.341525	0.454381	0.042447	bridge	aging
0.5245	0.444229	0.830257	0.165964	power_grid	aging
0.581005	0.31645	0.6147	0.079507	water_system	legacy
0.5649	0.690275	0.746355	0.355912	power_grid	aging
0.52531	0.140541	0.75499	0.025794	road	aging
0.614322	0.251392	0.568807	0.092137	road	legacy
0.329541	0.018371	0.659149	0.016117	water_system	aging
0.371933	0.414373	0.522179	0.114548	dam	mature
0.745769	0.152765	0.827435	0.120491	road	legacy
0.469056	0.842673	0.643879	0.249402	power_grid	mature
0.797188	0.356062	0.175133	0.127703	power_grid	aging

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Civil Engineering Longevity

Infrastructure durability data for civil engineering.

Usage

from datasets import load_dataset

dataset = load_dataset("infra-durability-proj/civil-engineering-longevity")
df = dataset["train"].to_pandas()

Or use the provided loader:

from loader import load_data

df = load_data()

Schema

Metrics

Column	Type	Description
redundancy_factor	float	Normalized metric
load_distribution	float	Normalized metric
maintenance_margin	float	Normalized metric
failure_resistance	float	Normalized metric

Categorical Variables

Column	Type	Description
infrastructure_type	string	Categorical variable
age_category	string	Categorical variable

Statistics

Rows: 1000
Columns: 6

License

CC0 1.0 Universal (Public Domain)

Note: Steel remembers the stress it was never given time to release.

Downloads last month: 19

Size of downloaded dataset files:

41.6 kB

Size of the auto-converted Parquet files:

41.6 kB

Number of rows:

1,000