Charting word length with nltk

Pengantar Natural Language Processing di Python

Katharine Jarmul

Founder, kjamistan

Getting started with matplotlib

Charting library used by many open source Python projects
Straightforward functionality with lots of options
- Histograms
- Bar charts
- Line charts
- Scatter plots
... and also advanced functionality like 3D graphs and animations!

Plotting a histogram with matplotlib

from matplotlib import pyplot as plt

plt.hist([1, 5, 5, 7, 7, 7, 9])

(array([ 1., 0., 0., 0., 0., 2., 0., 3., 0., 1.]),
 array([ 1., 1.8, 2.6, 3.4, 4.2, 5., 5.8, 6.6, 7.4, 8.2, 9.]),
        <a list of 10 Patch objects>)

plt.show()

Generated histogram

histogram

Combining NLP data extraction with plotting

from matplotlib import pyplot as plt
from nltk.tokenize import word_tokenize

words = word_tokenize("This is a pretty cool tool!")

word_lengths = [len(w) for w in words]

plt.hist(word_lengths)

(array([ 2., 0., 1., 0., 0., 0., 3., 0., 0., 1.]),
 array([ 1., 1.5, 2., 2.5, 3., 3.5, 4., 4.5, 5., 5.5, 6.]),
        <a list of 10 Patch objects>)

plt.show()

Word length histogram

word length histogram

Let's practice!

Pengantar Natural Language Processing di Python