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date_and_time_handling_in_pandas's Introduction

Date_and_Time_Handling_in_Pandas

-- This repository is dedicated to demonstrating effective ways of handling and analyzing date and time data using Pandas in Python.

Features

  • Date and Time Representation: Understanding different date and time representations in Pandas, including timestamps, periods, and timedeltas.

  • Date and Time Operations: Comprehensive examples of performing operations like date arithmetic, time zone conversions, and date comparisons.

  • Data Analysis with Dates and Times: Techniques for analyzing time series data, including resampling, shifting, and rolling calculations.

Importing the Required Libraries

  • import pandas as pd

Handling Date and Time Data

Load data into a Pandas DataFrame

df = pd.DataFrame({'date': ['2023-01-01', '2023-01-02', '2023-01-03'], 'value': [10, 20, 15]})

Convert 'date' column to datetime

df['date'] = pd.to_datetime(df['date'])

Perform various operations on the datetime column

df['year'] = df['date'].dt.year df['month'] = df['date'].dt.month

  • Example 1: Handling Date and Time Data
  • Example 2: Date and Time Operations
  • Example 3: Data Analysis with Dates and Times

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