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Predict the age of abalones (in years) based on various physical features such as length and height. The target variable is the number of
Predict the age of abalones (in years) based on various physical features such as length and height. The target variable is the number of rings, where +1.5 gives the age in years. The aim is to build a regression model that can accurately estimate the age of abalones using these features. Sex (Categorical): Gender of the abalone, with M (Male), F (Female), and I (Infant). Length (Continuous): Denotes the longest shell measurement of the abalone in millimeters. Height (Continuous): Indicates the height of the abalone with meat in the shell, measured in millimeters. Rings (Target - Integer): The target variable representing the number of rings on the abalone. Age can be estimated by adding 1.5 to this value. This is the variable we aim to predict in the regression problem. Conducted Regression model provided below. Residuals: Min 1Q -23.3170 -1.6026 (Intercept) Sex Infant Sex Male Length Height Sex Infant*Length Sex Male Length Median -0.5675 3Q 0.8234 Estimate 6.12 -4.87 -1.33 2.88 21.14 7.30 1.96 Max 16.9521 Std. Error 0.48 0.56 0.61 0.93 1.71 1.05 1.04 T-value 12.67 -8.68 -2.20 3.08 12.36 6.98 1.88 P-value
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a Estimated regression model for each sex M F I For Males Sex M Estimated Age 612 133 SexMale 288 Length 2114 Height 196 SexMale Length For Females Se...Get Instant Access to Expert-Tailored Solutions
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