Live Stream. In this case, you can pass this
URL:
https://stream.twitter.com/1.1/statuses/sample.json?language=fr and you will receive tweets as the standard JSON dictionary. An example python code to download a portion of the public stream is here. In this case, you let the code run and stop it once you have collected a decent sized corpus.