The normal Twitter's API only retrieves about 1% of all available tweets. Although you can retrieve the whole Twitter's timeline with with a special Twitter's API called Firehose, but it is super expensive and only available to a few companies. In this document, Jason Baumgartner mathematically shows the feasibility of reconstructing 99% of Firehose. He also urges the researchers to join forces and collect Twitter's data and make that data available to all researchers.
@imuhammad more useful: urge researchers to abandon Twitter and help destroy their monopoly on political life.
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