Creating a model

The most important step in sentiment analysis (as is the case with most machine learning problems) is the preprocessing of our data. The following table contains 10 tweets, randomly sampled from the dataset:

id

text

44

@JonathanRKnight Awww I soo wish I was there to see...

143873

Shaking stomach flipping........god i hate thi...

466449

why do they refuse to put nice things in our v...

1035127

@KrisAllenmusic visit here

680337

Rafa out of Wimbledon Love Drunk by BLG out S...

31250

It's official, printers hate me Going to sul...

1078430

@_Enigma__ Good to hear

1436972

Dear Photoshop CS2. i love you. and i miss you!

401990

my boyfriend got in a car accident today ! ...

Get Hands-On Ensemble Learning with Python now with the O’Reilly learning platform.

O’Reilly members experience books, live events, courses curated by job role, and more from O’Reilly and nearly 200 top publishers.