### ### UCI Concrete Compressive Strength Data ### Downloaded From: https://archive.ics.uci.edu/ml/datasets/Concrete+Compressive+Strength Data Type: multivariate Abstract: Concrete is the most important material in civil engineering. The concrete compressive strength is a highly nonlinear function of age and ingredients. These ingredients include cement, blast furnace slag, fly ash, water, superplasticizer, coarse aggregate, and fine aggregate. Data Characteristics: The actual concrete compressive strength (MPa) for a given mixture under a specific age (days) was determined from laboratory. Data is in raw form (not scaled). Summary Statistics: Number of instances (observations): 1030 Number of Attributes: 9 Attribute breakdown: 8 quantitative input variables, and 1 quantitative output variable Missing Attribute Values: None Variable Information: Given is 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 Slag (component 2) Blast Furnace Slag -- quantitative -- kg in a m3 mixture Fly (component 3) Fly Ash -- quantitative -- kg in a m3 mixture Water (component 4) -- quantitative -- kg in a m3 mixture Superplasticizer (component 5) -- quantitative -- kg in a m3 mixture Coarse (component 6) Coarse Aggregate -- quantitative -- kg in a m3 mixture Fine (component 7) Fine Aggregate -- quantitative -- kg in a m3 mixture Age -- quantitative -- Day (1~365) CCS Concrete compressive strength -- quantitative -- MPa -- response variable ---------- library(tidyverse) DF <- read.csv("https://nmimoto.github.io/datasets/concrete.csv") DF