Concrete Compressive Strength
Donated on 8/2/2007
Concrete is the most important material in civil engineering. The concrete compressive strength is a highly nonlinear function of age and ingredients.
Dataset Characteristics
Multivariate
Subject Area
Physics and Chemistry
Associated Tasks
Regression
Feature Type
Real
# Instances
1030
# Features
8
Dataset Information
Additional Information
Number of instances 1030 Number of Attributes 9 Attribute breakdown 8 quantitative input variables, and 1 quantitative output variable Missing Attribute Values None
Has Missing Values?
No
Introductory Paper
By I. Yeh. 1998
Published in Cement and Concrete Research, Vol. 28, No. 12
Variables Table
| Variable Name | Role | Type | Description | Units | Missing Values |
|---|---|---|---|---|---|
| Cement | Feature | Continuous | kg/m^3 | no | |
| Blast Furnace Slag | Feature | Integer | kg/m^3 | no | |
| Fly Ash | Feature | Continuous | kg/m^3 | no | |
| Water | Feature | Continuous | kg/m^3 | no | |
| Superplasticizer | Feature | Continuous | kg/m^3 | no | |
| Coarse Aggregate | Feature | Continuous | kg/m^3 | no | |
| Fine Aggregate | Feature | Continuous | kg/m^3 | no | |
| Age | Feature | Integer | day | no | |
| Concrete compressive strength | Target | Continuous | MPa | no |
0 to 9 of 9
Additional Variable Information
Given are the variable name, variable type, the measurement unit and a brief description. The concrete compressive strength is the regression problem. The order of this listing corresponds to the order of numerals along the rows of the database. Name -- Data Type -- Measurement -- Description Cement (component 1) -- quantitative -- kg in a m3 mixture -- Input Variable Blast Furnace Slag (component 2) -- quantitative -- kg in a m3 mixture -- Input Variable Fly Ash (component 3) -- quantitative -- kg in a m3 mixture -- Input Variable Water (component 4) -- quantitative -- kg in a m3 mixture -- Input Variable Superplasticizer (component 5) -- quantitative -- kg in a m3 mixture -- Input Variable Coarse Aggregate (component 6) -- quantitative -- kg in a m3 mixture -- Input Variable Fine Aggregate (component 7) -- quantitative -- kg in a m3 mixture -- Input Variable Age -- quantitative -- Day (1~365) -- Input Variable Concrete compressive strength -- quantitative -- MPa -- Output Variable
Dataset Files
| File | Size |
|---|---|
| Concrete_Data.xls | 122 KB |
| Concrete_Readme.txt | 3.7 KB |
Papers Citing this Dataset
Sort by Year, desc
By Ola Spjuth, Robin Brannstrom, Lars Carlsson, Niharika Gauraha. 2019
Published in ArXiv.
By Yonatan Geifman, Ran El-Yaniv. 2019
Published in ArXiv.
By Miten Mistry, Dimitrios Letsios, Gerhard Krennrich, Robert Lee, Ruth Misener. 2018
Published in
By Torgyn Shaikhina, Natalia Khovanova. 2017
Published in Artificial intelligence in medicine.
By Jan vZegklitz, Petr Povs'ik. 2017
Published in ArXiv.
0 to 5 of 15
Reviews
There are no reviews for this dataset yet.
pip install ucimlrepo
from ucimlrepo import fetch_ucirepo # fetch dataset concrete_compressive_strength = fetch_ucirepo(id=165) # data (as pandas dataframes) X = concrete_compressive_strength.data.features y = concrete_compressive_strength.data.targets # metadata print(concrete_compressive_strength.metadata) # variable information print(concrete_compressive_strength.variables)
Yeh, I. (1998). Concrete Compressive Strength [Dataset]. UCI Machine Learning Repository. https://doi.org/10.24432/C5PK67.
Creators
I-Cheng Yeh
DOI
License
This dataset is licensed under a Creative Commons Attribution 4.0 International (CC BY 4.0) license.
This allows for the sharing and adaptation of the datasets for any purpose, provided that the appropriate credit is given.