diff --git a/Abalone/AbaloneMeat.jpg b/Abalone/AbaloneMeat.jpg new file mode 100644 index 0000000..ce2f08b Binary files /dev/null and b/Abalone/AbaloneMeat.jpg differ diff --git a/Abalone/README.md b/Abalone/README.md new file mode 100644 index 0000000..d012dc3 --- /dev/null +++ b/Abalone/README.md @@ -0,0 +1,52 @@ +Data Science Dojo
+Copyright (c) 2016 - 2019 + +--- + +**Level:** Beginner
+**Recommended Use:** Regression Models
+**Domain:** Automobiles
+ +## Abalone Data Set + +### Predict the age of Abalone from physical measurements + + +--- +![](AbaloneMeat.jpg) +CC BY-SA 3.0, Link +--- + +This *beginner* level data set has 4177 rows and 9 columns and physical measurements of abalones and the number of rings (representing age). +The age of abalone is determined by cutting the shell through the cone, staining it, and counting the number of rings through a microscope -- a boring and time-consuming task. +Other measurements, which are easier to obtain, are used to predict the age. + +This data set is recommended for learning and practicing your skills in **exploratory data analysis**, **data visualization**, and **classification modelling techniques**. +Feel free to explore the data set with multiple **supervised** and **unsupervised** learning techniques. The Following data dictionary gives more details on this data set: + +--- + +### Data Dictionary + +| Column Position | Atrribute Name | Definition | Data Type | Example | % Null Ratios | +|------------------- |---------------- |------------------------------------------------------------ |-------------- |------------------------ |--------------- | +| 1 | Sex | Sex (M: Male, F: Female, I: Infant) | Quantitative | "M", "F", "I" | 0 | +| 2 | Length | Longest Shell measurement (millimeters - mm) | Qualitative | 0.530, 0.440, 0.425 | 0 | +| 3 | Diameter | Diameter - perpendicular to length (mm) | Qualitative | 0.350, 0.380, 0.300 | 0 | +| 4 | Height | Height - with meat in shell (mm) | Qualitative | 0.095, 0.150, 0.110 | 0 | +| 5 | Whole weight | Weight of whole abalone (grams) | Qualitative | 0.5140, 0.2255, 0.6845 | 0 | +| 6 | Shucked weight | Weight of meat (grams) | Qualitative | 0.1940, 0.1675, 0.0975 | 0 | +| 7 | Viscera weight | Gut weight after bleeding (grams) | Qualitative | 0.1010, 0.1495, 0.0490 | 0 | +| 8 | Shell weight | Shell weight - after being dried (grams) | Qualitative | 0.330, 0.115, 0.245 | 0 | +| 9 | Rings | Rings - value + 1.5 gives age in years (eg. 4 = 5.5 years) | Qualitative | 19, 8, 29 | 0 | +--- + +### Acknowledgement + + +This data set has been sourced from the Machine Learning Repository of University of California, Irvine [Abalone Data Set (UC Irvine)](https://archive.ics.uci.edu/ml/datasets/Abalone). +The UCI page mentions the following study as the original source of the data set: + +*Warwick J Nash, Tracy L Sellers, Simon R Talbot, Andrew J Cawthorn and Wes B Ford (1994) +"The Population Biology of Abalone (_Haliotis_ species) in Tasmania. I. Blacklip Abalone (_H. rubra_) from the North Coast and Islands of Bass Strait", +Sea Fisheries Division, Technical Report No. 48 (ISSN 1034-3288)* \ No newline at end of file diff --git a/Abalone/abalone.data.csv b/Abalone/abalone.data.csv new file mode 100644 index 0000000..bf8a2db --- /dev/null +++ b/Abalone/abalone.data.csv @@ -0,0 +1,4177 @@ +M,0.455,0.365,0.095,0.514,0.2245,0.101,0.15,15 +M,0.35,0.265,0.09,0.2255,0.0995,0.0485,0.07,7 +F,0.53,0.42,0.135,0.677,0.2565,0.1415,0.21,9 +M,0.44,0.365,0.125,0.516,0.2155,0.114,0.155,10 +I,0.33,0.255,0.08,0.205,0.0895,0.0395,0.055,7 +I,0.425,0.3,0.095,0.3515,0.141,0.0775,0.12,8 +F,0.53,0.415,0.15,0.7775,0.237,0.1415,0.33,20 +F,0.545,0.425,0.125,0.768,0.294,0.1495,0.26,16 +M,0.475,0.37,0.125,0.5095,0.2165,0.1125,0.165,9 +F,0.55,0.44,0.15,0.8945,0.3145,0.151,0.32,19 +F,0.525,0.38,0.14,0.6065,0.194,0.1475,0.21,14 +M,0.43,0.35,0.11,0.406,0.1675,0.081,0.135,10 +M,0.49,0.38,0.135,0.5415,0.2175,0.095,0.19,11 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