Diamonds Dataset
The Diamonds dataset contains information about diamonds, including their characteristics and prices. It includes features such as carat weight, cut, color, clarity, depth, table, price, length, width, and depth in mm.
Advantages: Real-world dataset with diverse features, suitable for regression and clustering tasks.
Disadvantages: Large dataset with many features may require preprocessing, limited to diamond data.
Features and Characteristics
- carat: Carat weight of the diamond (numerical)
- cut: Quality of the cut (Fair, Good, Very Good, Premium, Ideal) (categorical)
- color: Diamond color, from D (best) to J (worst) (categorical)
- clarity: A measurement of how clear the diamond is (categorical)
- depth: Total depth percentage (numerical)
- table: Width of the top of the diamond relative to the widest point (numerical)
- price: Price in US dollars (numerical)
- x: Length in mm (numerical)
- y: Width in mm (numerical)
- z: Depth in mm (numerical)
How to load diamonds dataset?
diamonds = sns.load_dataset("diamonds")
print(diamonds.head())
carat | cut | color | clarity | depth | table | price | x | y | z |
---|---|---|---|---|---|---|---|---|---|
0.23 | Ideal | E | SI2 | 61.5 | 55 | 326 | 3.95 | 3.98 | 2.43 |
0.21 | Premium | E | SI1 | 59.8 | 61 | 326 | 3.89 | 3.84 | 2.31 |
0.23 | Good | E | VS1 | 56.9 | 65 | 327 | 4.05 | 4.07 | 2.31 |
0.29 | Premium | I | VS2 | 62.4 | 58 | 334 | 4.20 | 4.23 | 2.63 |
0.29 | Very Good | J | SI2 | 63.3 | 58 | 335 | 4.34 | 4.35 | 2.75 |
Seaborn Datasets For Data Science
Seaborn, a Python data visualization library, offers a range of built-in datasets that are perfect for practicing and demonstrating various data science concepts. These datasets are designed to be simple, intuitive, and easy to work with, making them ideal for beginners and experienced data scientists alike.
In this article, we’ll explore the different datasets available in Seaborn, their characteristics, advantages, and disadvantages, and how they can be used for various data analysis and visualization tasks.
Seaborn Datasets For Data Science
- 1. Tips Dataset
- 2. Iris Dataset
- 3. Penguins Dataset
- 4. Flights Dataset
- 5. Diamonds Dataset
- 6. Titanic Dataset
- 7. Exercise Dataset
- 8. MPG Dataset
- 9. Planets Dataset