Following are the key points about Pandas:
- Python Pandas is an Open Source Python Library.
- Pandas have derived from “Panel Data System”.
- Pandas is a popular choice for Data Analysis and Data Science because it is very simple and easy to use.
- The main author of Pandas is Wes McKinney.
- Pandas offer high-performance, easy-to-use data structure and data analysis tools.
Data Analysis – Process of evaluating big datasets using analytical and statistical tools to discover useful information and conclusion to support business decision-making.
Pandas Installation
Pandas library can be installed in your python by opening a command prompt and running the following command:
pip install pandas
Why Pandas is used in Python
- Pandas is the most popular library in the Scientific Python ecosystem for doing data analysis. Pandas is capable of many tasks including-
- It can read or write in many different data formats (Integer, float, double etc).
- It can calculate in all ways data is organized, i.e. row and column-wise analysis.
- It can easily select subsets of data from bulky data sets and even combine multiple datasets together.
- It supports visualization by integrating matplotlib and seaborn etc libraries.
Pandas Data Structure
Data Structure - A data structure is a particular way of organizing data in a computer so that it can be used effectively. For example, we can store a list of items using the list data structure.
- There are four built-in data structures in Python - list, tuple, dictionary and set.
- Pandas offer many data structures to handle a variety of data.
- Out of many Data Structures pandas two basic Data Structures of Pandas
Series - A Series is a Pandas data structure that represents a one-dimensional array-like object containing an array of data and an associated array of data labels, called its index.
DataFrame - A DataFrame is a two dimensional labelled array-like, Pandas data structure that stores an ordered collection of columns that can store data of different types.
Note: Both Series and DataFrame are objects in python.
awesome
ReplyDelete