Checking Overlap Between Pandas Interval Objects with Shared Open Endpoints

πŸ’‘ Problem Formulation: When working with data in Python’s Pandas library, you may come across the need to determine if two interval objects overlap despite sharing an open endpoint. For instance, given intervals (1, 4] and (4, 6], the task is to ascertain whether these intervals are considered to be overlapping. The exact criteria for … Read more

5 Best Ways to Convert Timestamp to Period in Python Pandas

πŸ’‘ Problem Formulation: Developers working with time series data in Python often need to convert timestamps to periods for more granular or variable data analysis. Given a timestamp such as ‘2023-03-21 10:00’, the goal is to convert this into a period, for example, a monthly period like ‘2023-03’. Method 1: Using to_period() Function on DatetimeIndex … Read more

5 Best Ways to Find Mutual Followers from a Relations List in Python

πŸ’‘ Problem Formulation: In the context of social networks, finding mutual followers can be a common task. Given a list of user relationships where each relationship is a tuple of (follower, followee), the problem is to identify all pairs of users who are following each other mutually. For example, if our input is [(“alice”,”bob”),(“bob”,”alice”),(“alice”,”charlie”)], the … Read more