The Clothing dataset employed in this analysis is sourced from Kaggle and focuses on clothing-related information. This dataset comprises six variables, with five being categorical and one numerical variable. The categorical variables include details such as brand, category, color, size, and material, while the numerical variable pertains to the pricing information of the clothing items.
Through a brief online search, you can discover that the top three renowned athletic brands are Nike, Adidas, and Puma. In this comparison, we will explore the pricing of their clothing, sizing options, materials, and color varieties within their respective categories.
Having examined the average price concerning size, we will now shift our focus to explore the impact of brand on the pricing within the category and Material.
| Category | range |
|---|---|
| Sweater | 22 |
| Jeans | 19 |
| T-shirt | 19 |
| Dress | 17 |
| Jacket | 14 |
| Shoes | 8 |
This table provides insight into the pricing range for each
category, highlighting the associated brand, category, and material
details. Notably, the category “Shoes” exhibits the smallest range,
indicating relatively consistent pricing across different brands.
Conversely, for “Sweaters,” the table reveals the largest range,
signifying notable price variations across different brands within this
category.
| Material | range |
|---|---|
| Nylon | 20 |
| Cotton | 19 |
| Silk | 10 |
| Denim | 10 |
| Wool | 9 |
| Polyester | 7 |
Furthermore, when examining materials, the data reveals that
Nylon has the widest pricing range, suggesting considerable variability
across brands. Conversely, Polyester stands out for having the smallest
range, indicating more consistent pricing within this material
category.
| Size | range |
|---|---|
| XL | 20 |
| S | 17 |
| L | 13 |
| NA | 12 |
| XXL | 12 |
| M | 11 |
When examining the range across different sizes, it becomes apparent that the XL size exhibits the widest range, while the smallest range is observed for the M size.
| Color | range |
|---|---|
| Black | 20 |
| Yellow | 20 |
| Blue | 16 |
| Red | 13 |
| Green | 9 |
| White | 5 |
In the context of color variation, it is noteworthy that Yellow and Black share an identical range, emphasizing similar pricing dynamics. Conversely, the color White stands out with the smallest range, signifying a more consistent pricing trend within this particular color category.