We will use Python Api and R Api to gather information:

So what is API?An API or Application Programming Interface is a facilitator that enables apps, databases, softwares and IoT devices to communicate with each other.A series of commands by the end-user allows your app to interface with an external software via an API. The interface refers to the endpoints at which various software components can communicate. source

Click following link to check Python Twitter Api Code:

    Python Twitter Api Code

Click following link to check Python NewsAPI Code:

    Python NewsAPI Code

Click following link to check R Api Code:

    R Api Code
R code for data cleaning Python code for text data cleaning Python code for record data cleaning
Raw data Raw data Raw data
Cleaned data Cleaned data Cleaned data
R Code to Data Cleaning Python Code to Data Cleaning Python Code to Data Cleaning