Penguins Dataset
The Penguins dataset provides measurements for three species of penguins. It includes features such as species of the penguin, island where the penguin was observed, bill length, bill depth, flipper length, body mass, and sex of the penguin.
Advantages: Good for classification and clustering, richer and more diverse than the iris dataset.
Disadvantages: Contains missing values, limited to penguin measurements.
Features and Characteristics
- species: Species of the penguin (categorical)
- island: Island where the penguin was observed (categorical)
- bill_length_mm: Bill length in mm (numerical)
- bill_depth_mm: Bill depth in mm (numerical)
- flipper_length_mm: Flipper length in mm (numerical)
- body_mass_g: Body mass in grams (numerical)
- sex: Sex of the penguin (categorical)
How to load Penguins Dataset?
penguins = sns.load_dataset("penguins")
print(penguins.head())
species | island | bill_length_mm | bill_depth_mm | flipper_length_mm | body_mass_g | sex |
---|---|---|---|---|---|---|
Adelie | Torgersen | 39.1 | 18.7 | 181 | 3750 | Male |
Adelie | Torgersen | 39.5 | 17.4 | 186 | 3800 | Female |
Adelie | Torgersen | 40.3 | 18.0 | 195 | 3250 | Female |
Adelie | Torgersen | nan | nan | nan | nan | nan |
Adelie | Torgersen | 36.7 | 19.3 | 193 | 3450 | Female |
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