{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Exercise 9\n", "\n", "## Mashable news stories analysis\n", "\n", "Predicting if a news story is going to be popular\n" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", " | url | \n", "timedelta | \n", "n_tokens_title | \n", "n_tokens_content | \n", "n_unique_tokens | \n", "n_non_stop_words | \n", "n_non_stop_unique_tokens | \n", "num_hrefs | \n", "num_self_hrefs | \n", "num_imgs | \n", "... | \n", "min_positive_polarity | \n", "max_positive_polarity | \n", "avg_negative_polarity | \n", "min_negative_polarity | \n", "max_negative_polarity | \n", "title_subjectivity | \n", "title_sentiment_polarity | \n", "abs_title_subjectivity | \n", "abs_title_sentiment_polarity | \n", "Popular | \n", "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | \n", "http://mashable.com/2014/12/10/cia-torture-rep... | \n", "28.0 | \n", "9.0 | \n", "188.0 | \n", "0.732620 | \n", "1.0 | \n", "0.844262 | \n", "5.0 | \n", "1.0 | \n", "1.0 | \n", "... | \n", "0.200000 | \n", "0.80 | \n", "-0.487500 | \n", "-0.60 | \n", "-0.250000 | \n", "0.9 | \n", "0.8 | \n", "0.4 | \n", "0.8 | \n", "1 | \n", "
1 | \n", "http://mashable.com/2013/10/18/bitlock-kicksta... | \n", "447.0 | \n", "7.0 | \n", "297.0 | \n", "0.653199 | \n", "1.0 | \n", "0.815789 | \n", "9.0 | \n", "4.0 | \n", "1.0 | \n", "... | \n", "0.160000 | \n", "0.50 | \n", "-0.135340 | \n", "-0.40 | \n", "-0.050000 | \n", "0.1 | \n", "-0.1 | \n", "0.4 | \n", "0.1 | \n", "0 | \n", "
2 | \n", "http://mashable.com/2013/07/24/google-glass-po... | \n", "533.0 | \n", "11.0 | \n", "181.0 | \n", "0.660377 | \n", "1.0 | \n", "0.775701 | \n", "4.0 | \n", "3.0 | \n", "1.0 | \n", "... | \n", "0.136364 | \n", "1.00 | \n", "0.000000 | \n", "0.00 | \n", "0.000000 | \n", "0.3 | \n", "1.0 | \n", "0.2 | \n", "1.0 | \n", "0 | \n", "
3 | \n", "http://mashable.com/2013/11/21/these-are-the-m... | \n", "413.0 | \n", "12.0 | \n", "781.0 | \n", "0.497409 | \n", "1.0 | \n", "0.677350 | \n", "10.0 | \n", "3.0 | \n", "1.0 | \n", "... | \n", "0.100000 | \n", "1.00 | \n", "-0.195701 | \n", "-0.40 | \n", "-0.071429 | \n", "0.0 | \n", "0.0 | \n", "0.5 | \n", "0.0 | \n", "0 | \n", "
4 | \n", "http://mashable.com/2014/02/11/parking-ticket-... | \n", "331.0 | \n", "8.0 | \n", "177.0 | \n", "0.685714 | \n", "1.0 | \n", "0.830357 | \n", "3.0 | \n", "2.0 | \n", "1.0 | \n", "... | \n", "0.100000 | \n", "0.55 | \n", "-0.175000 | \n", "-0.25 | \n", "-0.100000 | \n", "0.0 | \n", "0.0 | \n", "0.5 | \n", "0.0 | \n", "0 | \n", "
5 rows × 61 columns
\n", "