Which Python library is used to handle structured data in tabular form?

Question

BlackTom AI · Accepted Answer

When considering which Python library is used to handle structured data in tabular form, we should evaluate each option.
Option 1: Scikit-learn. This library is primarily focused on machine learning algorithms, model selection, and evaluation tools. It does not specialize in managing tabular data structures itself, though it can operate on data that you prepare with other tools.
Option 2: Pandas. This library is specifically designed for data manipulation and analysis, with robust support for tabular data via DataFrame and Series structures. It excels at handling structured data in rows and columns, performing filtering, aggregation, joins, and reshaping.
Option 3: NumPy. NumPy provides efficient numerical array objects and operations, but it is more about homogeneous multi-dimensional arrays rather than labeled tabular data with row/column semantics. It lacks the richer table-oriented features found in Pandas.
Option 4: Matplotlib. This is a plotting library used for creating visualizations. While it can visualize data that resides in other structures, it is not a tool for managing or manipulating tabular data itself.

In summary, the library best suited for tabular, structured data manipulation is Pandas due to its DataFrame construct and extensive data-handling capabilities, while the other libraries serve different primary purposes such as machine learning, numerical computing, or plotting.

Introduction to Machine Learning & AI - DAT-5329 - BMBAN2 In-Class Knowledge Check #1 (Remotely Proctored)

Which Python library is used to handle structured data in tabular form?

查看解析

登录即可查看完整答案

类似问题

In a consumer society, many adults channel creativity into buying things

Economic stress and unpredictable times have resulted in a booming industry for self-help products

People born without creativity never can develop it

A product has a selling price of $20, a contribution margin ratio of 40% and fixed cost of $120,000. To make a profit of $30,000. The number of units that must be sold is: Type the number without $ and a comma. Eg: 20000

Which of the following statement regarding cost is correct:

Under the assumptions used in cost-volume-profit analysis, as the activity increases:

The CVP and break-even analysis are supported by a range of important assumptions. Which of the following is not an assumption of the CVP:

The break-even point is that at which:

更多留学生实用工具

考试浏览器助手

风格化写作助手

论文查重助手

文献引用助手

课堂转译助手

课堂笔记助手

Quiz搜索助手

学校历年真题

智能刷题助手

智能匹配练习

希望你的学习变得更简单