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spark_twitter's Introduction

spark_twitter

It's a playground for using Twitter streaming api and trying Apache Spark.

Answering the question: What are the current most popular hashtags in tweets mentioning Toronto?

  1. Run twitter_client.py: it creates a socket on localhost:50001 and listens.
  2. Run spark_client.py: it connects to localhost:50001.

twitter_client.py connects to Twitter API and takes tweets where toronto is mentioned and then sends hashtags of the tweet to spark stream.

With the help of Spark hashtags are being counted (constantly updating as tweets come) and 20 the most popular tags are displayed in console as a data frame.

spoiler: #toronto is usually around 10 times more popular than any other hashtag

Example (proof):

hashtag hashtag_count
toronto 240
job 20
hiring 18
blackpanther 16
canada 15
sales 11
news 11
topoli 11
ontario 10
danaigurira 9
bobmarleyday 9
careerarc 9
hamilton 8
fake 8
mapleleafs 8
mississauga 8
nhl 7
design 7
cats 7
winter 7

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