{ "cells": [ { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "# Exploratory Data Analysis" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Introduction" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "After the data cleaning step where we put our data into a few standard formats, the next step is to take a look at the data and see if what we're looking at makes sense. Before applying any fancy algorithms, it's always important to explore the data first.\n", "\n", "When working with numerical data, some of the exploratory data analysis (EDA) techniques we can use include finding the average of the data set, the distribution of the data, the most common values, etc. The idea is the same when working with text data. We are going to find some more obvious patterns with EDA before identifying the hidden patterns with machines learning (ML) techniques. We are going to look at the following for each comedian:\n", "\n", "1. **Most common words** - find these and create word clouds\n", "2. **Size of vocabulary** - look number of unique words and also how quickly someone speaks\n", "3. **Amount of profanity** - most common terms" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Most Common Words" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Analysis" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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alianthonybillbodavehasanjimjoejohnlouismikericky
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" ], "text/plain": [ " ali anthony bill bo dave hasan jim joe john louis \\\n", "aaaaah 0 0 1 0 0 0 0 0 0 0 \n", "aaaaahhhhhhh 0 0 0 1 0 0 0 0 0 0 \n", "aaaaauuugghhhhhh 0 0 0 1 0 0 0 0 0 0 \n", "aaaahhhhh 0 0 0 1 0 0 0 0 0 0 \n", "aaah 0 0 0 0 1 0 0 0 0 0 \n", "\n", " mike ricky \n", "aaaaah 0 0 \n", "aaaaahhhhhhh 0 0 \n", "aaaaauuugghhhhhh 0 0 \n", "aaaahhhhh 0 0 \n", "aaah 0 0 " ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Read in the document-term matrix\n", "import pandas as pd\n", "\n", "data = pd.read_pickle('dtm.pkl')\n", "#Transpose becuse it's harder to operate across rows. Easier across columns.\n", "#We want to aggregate for each comedian. So comedians should be on the columns.\n", "data = data.transpose() \n", "data.head()" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'ali': [('like', 126),\n", " ('im', 74),\n", " ('know', 65),\n", " ('just', 64),\n", " ('dont', 61),\n", " ('shit', 34),\n", " ('thats', 34),\n", " ('youre', 31),\n", " ('gonna', 28),\n", " ('ok', 26),\n", " ('lot', 24),\n", " ('wanna', 21),\n", " ('gotta', 21),\n", " ('oh', 21),\n", " ('husband', 20),\n", " ('got', 19),\n", " ('right', 19),\n", " ('time', 19),\n", " ('cause', 18),\n", " ('women', 17),\n", " ('day', 17),\n", " ('people', 16),\n", " ('pregnant', 15),\n", " ('need', 14),\n", " ('god', 14),\n", " ('hes', 14),\n", " ('tell', 13),\n", " ('yeah', 13),\n", " ('theyre', 12),\n", " ('dude', 12)],\n", " 'anthony': [('im', 60),\n", " ('like', 50),\n", " ('know', 39),\n", " ('dont', 38),\n", " ('joke', 34),\n", " ('got', 34),\n", " ('thats', 31),\n", " ('said', 31),\n", " ('anthony', 27),\n", " ('day', 26),\n", " ('say', 26),\n", " ('just', 26),\n", " ('guys', 23),\n", " ('people', 22),\n", " ('tell', 19),\n", " ('youre', 19),\n", " ('right', 18),\n", " ('grandma', 18),\n", " ('time', 17),\n", " ('think', 17),\n", " ('thing', 17),\n", " ('yeah', 16),\n", " ('jokes', 16),\n", " ('school', 16),\n", " ('good', 16),\n", " ('did', 16),\n", " ('gonna', 15),\n", " ('okay', 15),\n", " ('ive', 15),\n", " ('baby', 15)],\n", " 'bill': [('like', 200),\n", " ('just', 149),\n", " ('right', 131),\n", " ('im', 107),\n", " ('know', 99),\n", " ('dont', 95),\n", " ('gonna', 77),\n", " ('got', 72),\n", " ('fucking', 70),\n", " ('yeah', 67),\n", " ('shit', 63),\n", " ('youre', 59),\n", " ('thats', 56),\n", " ('dude', 40),\n", " ('think', 36),\n", " ('want', 36),\n", " ('fuck', 36),\n", " ('people', 32),\n", " ('did', 31),\n", " ('hes', 31),\n", " ('guy', 30),\n", " ('didnt', 29),\n", " ('make', 28),\n", " ('come', 27),\n", " ('thing', 26),\n", " ('going', 26),\n", " ('theyre', 25),\n", " ('let', 24),\n", " ('theres', 24),\n", " ('little', 23)],\n", " 'bo': [('know', 50),\n", " ('like', 44),\n", " ('think', 37),\n", " ('im', 37),\n", " ('love', 37),\n", " ('bo', 35),\n", " ('just', 35),\n", " ('stuff', 33),\n", " ('repeat', 31),\n", " ('dont', 29),\n", " ('yeah', 27),\n", " ('want', 25),\n", " ('right', 24),\n", " ('cos', 23),\n", " ('people', 22),\n", " ('said', 22),\n", " ('eye', 22),\n", " ('fucking', 22),\n", " ('contact', 21),\n", " ('um', 21),\n", " ('prolonged', 21),\n", " ('youre', 19),\n", " ('thats', 19),\n", " ('time', 18),\n", " ('good', 17),\n", " ('little', 17),\n", " ('sluts', 17),\n", " ('man', 17),\n", " ('oh', 15),\n", " ('fuck', 15)],\n", " 'dave': [('like', 103),\n", " ('know', 79),\n", " ('said', 63),\n", " ('just', 61),\n", " ('im', 47),\n", " ('shit', 45),\n", " ('people', 43),\n", " ('didnt', 39),\n", " ('ahah', 38),\n", " ('dont', 38),\n", " ('time', 36),\n", " ('thats', 33),\n", " ('fuck', 33),\n", " ('fucking', 32),\n", " ('black', 31),\n", " ('man', 30),\n", " ('good', 27),\n", " ('got', 27),\n", " ('right', 22),\n", " ('gonna', 21),\n", " ('gay', 20),\n", " ('lot', 20),\n", " ('nigga', 20),\n", " ('hes', 19),\n", " ('did', 19),\n", " ('yeah', 18),\n", " ('oj', 18),\n", " ('oh', 18),\n", " ('come', 17),\n", " ('guys', 16)],\n", " 'hasan': [('like', 220),\n", " ('im', 136),\n", " ('know', 70),\n", " ('dont', 64),\n", " ('dad', 59),\n", " ('youre', 51),\n", " ('just', 46),\n", " ('going', 41),\n", " ('thats', 39),\n", " ('want', 38),\n", " ('got', 35),\n", " ('love', 34),\n", " ('shes', 32),\n", " ('hasan', 31),\n", " ('say', 30),\n", " ('right', 30),\n", " ('time', 27),\n", " ('life', 25),\n", " ('mom', 25),\n", " ('people', 25),\n", " ('hey', 24),\n", " ('oh', 24),\n", " ('look', 22),\n", " ('did', 22),\n", " ('brown', 21),\n", " ('parents', 20),\n", " ('guys', 20),\n", " ('white', 20),\n", " ('girl', 19),\n", " ('whats', 19)],\n", " 'jim': [('like', 108),\n", " ('im', 101),\n", " ('dont', 90),\n", " ('right', 81),\n", " ('fucking', 78),\n", " ('know', 63),\n", " ('just', 63),\n", " ('went', 63),\n", " ('youre', 48),\n", " ('people', 44),\n", " ('thats', 42),\n", " ('day', 40),\n", " ('oh', 40),\n", " ('think', 39),\n", " ('going', 39),\n", " ('fuck', 37),\n", " ('thing', 34),\n", " ('goes', 34),\n", " ('said', 32),\n", " ('guns', 30),\n", " ('theyre', 29),\n", " ('good', 28),\n", " ('ive', 27),\n", " ('theres', 26),\n", " ('women', 26),\n", " ('cause', 26),\n", " ('got', 26),\n", " ('want', 25),\n", " ('really', 23),\n", " ('hes', 23)],\n", " 'joe': [('like', 143),\n", " ('people', 100),\n", " ('just', 87),\n", " ('dont', 79),\n", " ('fucking', 69),\n", " ('im', 69),\n", " ('fuck', 66),\n", " ('thats', 62),\n", " ('gonna', 52),\n", " ('theyre', 49),\n", " ('know', 46),\n", " ('youre', 42),\n", " ('think', 41),\n", " ('shit', 40),\n", " ('got', 36),\n", " ('theres', 34),\n", " ('right', 31),\n", " ('man', 30),\n", " ('house', 27),\n", " ('oh', 25),\n", " ('kids', 25),\n", " ('white', 24),\n", " ('cause', 24),\n", " ('say', 23),\n", " ('real', 22),\n", " ('life', 21),\n", " ('time', 20),\n", " ('really', 20),\n", " ('gotta', 20),\n", " ('dude', 20)],\n", " 'john': [('like', 190),\n", " ('know', 66),\n", " ('just', 53),\n", " ('dont', 52),\n", " ('said', 39),\n", " ('clinton', 34),\n", " ('im', 33),\n", " ('thats', 31),\n", " ('right', 29),\n", " ('youre', 28),\n", " ('little', 26),\n", " ('hey', 25),\n", " ('got', 24),\n", " ('time', 24),\n", " ('people', 22),\n", " ('say', 22),\n", " ('cause', 22),\n", " ('mom', 22),\n", " ('think', 21),\n", " ('way', 21),\n", " ('day', 21),\n", " ('old', 21),\n", " ('oh', 21),\n", " ('gonna', 21),\n", " ('cow', 20),\n", " ('went', 18),\n", " ('wife', 18),\n", " ('really', 18),\n", " ('dad', 17),\n", " ('real', 17)],\n", " 'louis': [('like', 110),\n", " ('just', 97),\n", " ('know', 70),\n", " ('dont', 53),\n", " ('thats', 51),\n", " ('im', 50),\n", " ('youre', 50),\n", " ('life', 41),\n", " ('people', 40),\n", " ('thing', 31),\n", " ('gonna', 29),\n", " ('hes', 29),\n", " ('cause', 28),\n", " ('theres', 28),\n", " ('shit', 25),\n", " ('time', 22),\n", " ('good', 22),\n", " ('tit', 22),\n", " ('right', 21),\n", " ('think', 21),\n", " ('theyre', 21),\n", " ('really', 20),\n", " ('course', 19),\n", " ('kids', 18),\n", " ('murder', 18),\n", " ('guy', 18),\n", " ('ok', 17),\n", " ('mean', 15),\n", " ('fuck', 15),\n", " ('didnt', 15)],\n", " 'mike': [('like', 234),\n", " ('im', 142),\n", " ('know', 105),\n", " ('said', 88),\n", " ('just', 83),\n", " ('dont', 76),\n", " ('think', 51),\n", " ('thats', 51),\n", " ('says', 46),\n", " ('cause', 35),\n", " ('right', 34),\n", " ('jenny', 33),\n", " ('goes', 32),\n", " ('id', 30),\n", " ('really', 30),\n", " ('point', 28),\n", " ('youre', 28),\n", " ('mean', 28),\n", " ('gonna', 27),\n", " ('got', 25),\n", " ('yeah', 25),\n", " ('people', 23),\n", " ('kind', 23),\n", " ('uh', 22),\n", " ('say', 21),\n", " ('feel', 20),\n", " ('want', 19),\n", " ('didnt', 19),\n", " ('going', 19),\n", " ('time', 19)],\n", " 'ricky': [('right', 110),\n", " ('like', 80),\n", " ('just', 66),\n", " ('im', 66),\n", " ('dont', 56),\n", " ('know', 55),\n", " ('said', 51),\n", " ('yeah', 49),\n", " ('fucking', 47),\n", " ('got', 44),\n", " ('say', 43),\n", " ('youre', 41),\n", " ('went', 40),\n", " ('id', 39),\n", " ('thats', 38),\n", " ('people', 34),\n", " ('didnt', 33),\n", " ('little', 32),\n", " ('joke', 31),\n", " ('theyre', 29),\n", " ('hes', 29),\n", " ('ive', 28),\n", " ('thing', 26),\n", " ('going', 26),\n", " ('years', 24),\n", " ('day', 23),\n", " ('saying', 22),\n", " ('theres', 22),\n", " ('ill', 21),\n", " ('big', 21)]}" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Find the top 30 words said by each comedian\n", "top_dict = {}\n", "for c in data.columns:\n", " top = data[c].sort_values(ascending=False).head(30)\n", " top_dict[c]= list(zip(top.index, top.values))\n", "\n", "top_dict" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ali\n", "like, im, know, just, dont, shit, thats, youre, gonna, ok, lot, wanna, gotta, oh\n", "---\n", "anthony\n", "im, like, know, dont, joke, got, thats, said, anthony, day, say, just, guys, people\n", "---\n", "bill\n", "like, just, right, im, know, dont, gonna, got, fucking, yeah, shit, youre, thats, dude\n", "---\n", "bo\n", "know, like, think, im, love, bo, just, stuff, repeat, dont, yeah, want, right, cos\n", "---\n", "dave\n", "like, know, said, just, im, shit, people, didnt, ahah, dont, time, thats, fuck, fucking\n", "---\n", "hasan\n", "like, im, know, dont, dad, youre, just, going, thats, want, got, love, shes, hasan\n", "---\n", "jim\n", "like, im, dont, right, fucking, know, just, went, youre, people, thats, day, oh, think\n", "---\n", "joe\n", "like, people, just, dont, fucking, im, fuck, thats, gonna, theyre, know, youre, think, shit\n", "---\n", "john\n", "like, know, just, dont, said, clinton, im, thats, right, youre, little, hey, got, time\n", "---\n", "louis\n", "like, just, know, dont, thats, im, youre, life, people, thing, gonna, hes, cause, theres\n", "---\n", "mike\n", "like, im, know, said, just, dont, think, thats, says, cause, right, jenny, goes, id\n", "---\n", "ricky\n", "right, like, just, im, dont, know, said, yeah, fucking, got, say, youre, went, id\n", "---\n" ] } ], "source": [ "# Print the top 15 words said by each comedian\n", "for comedian, top_words in top_dict.items():\n", " print(comedian)\n", " print(', '.join([word for word, count in top_words[0:14]]))\n", " print('---')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**NOTE:** At this point, we could go on and create word clouds. However, by looking at these top words, you can see that some of them have very little meaning and could be added to a stop words list, so let's do just that.\n", "\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['like',\n", " 'im',\n", " 'know',\n", " 'just',\n", " 'dont',\n", " 'shit',\n", " 'thats',\n", " 'youre',\n", " 'gonna',\n", " 'ok',\n", " 'lot',\n", " 'wanna',\n", " 'gotta',\n", " 'oh',\n", " 'husband',\n", " 'got',\n", " 'right',\n", " 'time',\n", " 'cause',\n", " 'women',\n", " 'day',\n", " 'people',\n", " 'pregnant',\n", " 'need',\n", " 'god',\n", " 'hes',\n", " 'tell',\n", " 'yeah',\n", " 'theyre',\n", " 'dude',\n", " 'im',\n", " 'like',\n", " 'know',\n", " 'dont',\n", " 'joke',\n", " 'got',\n", " 'thats',\n", " 'said',\n", " 'anthony',\n", " 'day',\n", " 'say',\n", " 'just',\n", " 'guys',\n", " 'people',\n", " 'tell',\n", " 'youre',\n", " 'right',\n", " 'grandma',\n", " 'time',\n", " 'think',\n", " 'thing',\n", " 'yeah',\n", " 'jokes',\n", " 'school',\n", " 'good',\n", " 'did',\n", " 'gonna',\n", " 'okay',\n", " 'ive',\n", " 'baby',\n", " 'like',\n", " 'just',\n", " 'right',\n", " 'im',\n", " 'know',\n", " 'dont',\n", " 'gonna',\n", " 'got',\n", " 'fucking',\n", " 'yeah',\n", " 'shit',\n", " 'youre',\n", " 'thats',\n", " 'dude',\n", " 'think',\n", " 'want',\n", " 'fuck',\n", " 'people',\n", " 'did',\n", " 'hes',\n", " 'guy',\n", " 'didnt',\n", " 'make',\n", " 'come',\n", " 'thing',\n", " 'going',\n", " 'theyre',\n", " 'let',\n", " 'theres',\n", " 'little',\n", " 'know',\n", " 'like',\n", " 'think',\n", " 'im',\n", " 'love',\n", " 'bo',\n", " 'just',\n", " 'stuff',\n", " 'repeat',\n", " 'dont',\n", " 'yeah',\n", " 'want',\n", " 'right',\n", " 'cos',\n", " 'people',\n", " 'said',\n", " 'eye',\n", " 'fucking',\n", " 'contact',\n", " 'um',\n", " 'prolonged',\n", " 'youre',\n", " 'thats',\n", " 'time',\n", " 'good',\n", " 'little',\n", " 'sluts',\n", " 'man',\n", " 'oh',\n", " 'fuck',\n", " 'like',\n", " 'know',\n", " 'said',\n", " 'just',\n", " 'im',\n", " 'shit',\n", " 'people',\n", " 'didnt',\n", " 'ahah',\n", " 'dont',\n", " 'time',\n", " 'thats',\n", " 'fuck',\n", " 'fucking',\n", " 'black',\n", " 'man',\n", " 'good',\n", " 'got',\n", " 'right',\n", " 'gonna',\n", " 'gay',\n", " 'lot',\n", " 'nigga',\n", " 'hes',\n", " 'did',\n", " 'yeah',\n", " 'oj',\n", " 'oh',\n", " 'come',\n", " 'guys',\n", " 'like',\n", " 'im',\n", " 'know',\n", " 'dont',\n", " 'dad',\n", " 'youre',\n", " 'just',\n", " 'going',\n", " 'thats',\n", " 'want',\n", " 'got',\n", " 'love',\n", " 'shes',\n", " 'hasan',\n", " 'say',\n", " 'right',\n", " 'time',\n", " 'life',\n", " 'mom',\n", " 'people',\n", " 'hey',\n", " 'oh',\n", " 'look',\n", " 'did',\n", " 'brown',\n", " 'parents',\n", " 'guys',\n", " 'white',\n", " 'girl',\n", " 'whats',\n", " 'like',\n", " 'im',\n", " 'dont',\n", " 'right',\n", " 'fucking',\n", " 'know',\n", " 'just',\n", " 'went',\n", " 'youre',\n", " 'people',\n", " 'thats',\n", " 'day',\n", " 'oh',\n", " 'think',\n", " 'going',\n", " 'fuck',\n", " 'thing',\n", " 'goes',\n", " 'said',\n", " 'guns',\n", " 'theyre',\n", " 'good',\n", " 'ive',\n", " 'theres',\n", " 'women',\n", " 'cause',\n", " 'got',\n", " 'want',\n", " 'really',\n", " 'hes',\n", " 'like',\n", " 'people',\n", " 'just',\n", " 'dont',\n", " 'fucking',\n", " 'im',\n", " 'fuck',\n", " 'thats',\n", " 'gonna',\n", " 'theyre',\n", " 'know',\n", " 'youre',\n", " 'think',\n", " 'shit',\n", " 'got',\n", " 'theres',\n", " 'right',\n", " 'man',\n", " 'house',\n", " 'oh',\n", " 'kids',\n", " 'white',\n", " 'cause',\n", " 'say',\n", " 'real',\n", " 'life',\n", " 'time',\n", " 'really',\n", " 'gotta',\n", " 'dude',\n", " 'like',\n", " 'know',\n", " 'just',\n", " 'dont',\n", " 'said',\n", " 'clinton',\n", " 'im',\n", " 'thats',\n", " 'right',\n", " 'youre',\n", " 'little',\n", " 'hey',\n", " 'got',\n", " 'time',\n", " 'people',\n", " 'say',\n", " 'cause',\n", " 'mom',\n", " 'think',\n", " 'way',\n", " 'day',\n", " 'old',\n", " 'oh',\n", " 'gonna',\n", " 'cow',\n", " 'went',\n", " 'wife',\n", " 'really',\n", " 'dad',\n", " 'real',\n", " 'like',\n", " 'just',\n", " 'know',\n", " 'dont',\n", " 'thats',\n", " 'im',\n", " 'youre',\n", " 'life',\n", " 'people',\n", " 'thing',\n", " 'gonna',\n", " 'hes',\n", " 'cause',\n", " 'theres',\n", " 'shit',\n", " 'time',\n", " 'good',\n", " 'tit',\n", " 'right',\n", " 'think',\n", " 'theyre',\n", " 'really',\n", " 'course',\n", " 'kids',\n", " 'murder',\n", " 'guy',\n", " 'ok',\n", " 'mean',\n", " 'fuck',\n", " 'didnt',\n", " 'like',\n", " 'im',\n", " 'know',\n", " 'said',\n", " 'just',\n", " 'dont',\n", " 'think',\n", " 'thats',\n", " 'says',\n", " 'cause',\n", " 'right',\n", " 'jenny',\n", " 'goes',\n", " 'id',\n", " 'really',\n", " 'point',\n", " 'youre',\n", " 'mean',\n", " 'gonna',\n", " 'got',\n", " 'yeah',\n", " 'people',\n", " 'kind',\n", " 'uh',\n", " 'say',\n", " 'feel',\n", " 'want',\n", " 'didnt',\n", " 'going',\n", " 'time',\n", " 'right',\n", " 'like',\n", " 'just',\n", " 'im',\n", " 'dont',\n", " 'know',\n", " 'said',\n", " 'yeah',\n", " 'fucking',\n", " 'got',\n", " 'say',\n", " 'youre',\n", " 'went',\n", " 'id',\n", " 'thats',\n", " 'people',\n", " 'didnt',\n", " 'little',\n", " 'joke',\n", " 'theyre',\n", " 'hes',\n", " 'ive',\n", " 'thing',\n", " 'going',\n", " 'years',\n", " 'day',\n", " 'saying',\n", " 'theres',\n", " 'ill',\n", " 'big']" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Look at the most common top words --> add them to the stop word list\n", "from collections import Counter\n", "\n", "# Let's first create a list that just has each comedians top 30 words (even if repeated)\n", "words = []\n", "for comedian in data.columns:\n", " top = [word for (word, count) in top_dict[comedian]]\n", " for t in top:\n", " words.append(t)\n", " \n", "words" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[('like', 12),\n", " ('im', 12),\n", " ('know', 12),\n", " ('just', 12),\n", " ('dont', 12),\n", " ('thats', 12),\n", " ('right', 12),\n", " ('people', 12),\n", " ('youre', 11),\n", " ('got', 10),\n", " ('time', 9),\n", " ('gonna', 8),\n", " ('think', 8),\n", " ('oh', 7),\n", " ('yeah', 7),\n", " ('said', 7),\n", " ('cause', 6),\n", " ('hes', 6),\n", " ('theyre', 6),\n", " ('say', 6),\n", " ('fucking', 6),\n", " ('fuck', 6),\n", " ('shit', 5),\n", " ('day', 5),\n", " ('thing', 5),\n", " ('good', 5),\n", " ('want', 5),\n", " ('didnt', 5),\n", " ('going', 5),\n", " ('theres', 5),\n", " ('really', 5),\n", " ('did', 4),\n", " ('little', 4),\n", " ('dude', 3),\n", " ('guys', 3),\n", " ('ive', 3),\n", " ('man', 3),\n", " ('life', 3),\n", " ('went', 3),\n", " ('ok', 2),\n", " ('lot', 2),\n", " ('gotta', 2),\n", " ('women', 2),\n", " ('tell', 2),\n", " ('joke', 2),\n", " ('guy', 2),\n", " ('come', 2),\n", " ('love', 2),\n", " ('dad', 2),\n", " ('mom', 2),\n", " ('hey', 2),\n", " ('white', 2),\n", " ('goes', 2),\n", " ('kids', 2),\n", " ('real', 2),\n", " ('mean', 2),\n", " ('id', 2),\n", " ('wanna', 1),\n", " ('husband', 1),\n", " ('pregnant', 1),\n", " ('need', 1),\n", " ('god', 1),\n", " ('anthony', 1),\n", " ('grandma', 1),\n", " ('jokes', 1),\n", " ('school', 1),\n", " ('okay', 1),\n", " ('baby', 1),\n", " ('make', 1),\n", " ('let', 1),\n", " ('bo', 1),\n", " ('stuff', 1),\n", " ('repeat', 1),\n", " ('cos', 1),\n", " ('eye', 1),\n", " ('contact', 1),\n", " ('um', 1),\n", " ('prolonged', 1),\n", " ('sluts', 1),\n", " ('ahah', 1),\n", " ('black', 1),\n", " ('gay', 1),\n", " ('nigga', 1),\n", " ('oj', 1),\n", " ('shes', 1),\n", " ('hasan', 1),\n", " ('look', 1),\n", " ('brown', 1),\n", " ('parents', 1),\n", " ('girl', 1),\n", " ('whats', 1),\n", " ('guns', 1),\n", " ('house', 1),\n", " ('clinton', 1),\n", " ('way', 1),\n", " ('old', 1),\n", " ('cow', 1),\n", " ('wife', 1),\n", " ('tit', 1),\n", " ('course', 1),\n", " ('murder', 1),\n", " ('says', 1),\n", " ('jenny', 1),\n", " ('point', 1),\n", " ('kind', 1),\n", " ('uh', 1),\n", " ('feel', 1),\n", " ('years', 1),\n", " ('saying', 1),\n", " ('ill', 1),\n", " ('big', 1)]" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Aggregate this list and identify the most common words along with how many comedian's routines they occur in\n", "Counter(words).most_common()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['like',\n", " 'im',\n", " 'know',\n", " 'just',\n", " 'dont',\n", " 'thats',\n", " 'right',\n", " 'people',\n", " 'youre',\n", " 'got',\n", " 'time',\n", " 'gonna',\n", " 'think',\n", " 'oh',\n", " 'yeah',\n", " 'said']" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# If more than half of the comedians have it as a top word, exclude it from the list\n", "add_stop_words = [word for word, count in Counter(words).most_common() if count > 6]\n", "add_stop_words" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "# Let's update our document-term matrix with the new list of stop words\n", "from sklearn.feature_extraction import text # Contains the stop word list\n", "from sklearn.feature_extraction.text import CountVectorizer\n", "\n", "# Read in cleaned data from corpus\n", "data_clean = pd.read_pickle('data_clean.pkl')\n", "\n", "# Add new stop words\n", "stop_words = text.ENGLISH_STOP_WORDS.union(add_stop_words)\n", "\n", "# Recreate document-term matrix which excludes our additional stop words\n", "cv = CountVectorizer(stop_words=stop_words)\n", "data_cv = cv.fit_transform(data_clean.transcript)\n", "data_stop = pd.DataFrame(data_cv.toarray(), columns=cv.get_feature_names())\n", "data_stop.index = data_clean.index\n", "\n", "# Pickle it for later use\n", "import pickle\n", "pickle.dump(cv, open(\"cv_stop.pkl\", \"wb\"))\n", "data_stop.to_pickle(\"dtm_stop.pkl\")" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/nwams/anaconda3/lib/python3.7/site-packages/matplotlib/font_manager.py:232: UserWarning: Matplotlib is building the font cache using fc-list. This may take a moment.\n", " 'Matplotlib is building the font cache using fc-list. '\n" ] } ], "source": [ "# Let's make some word clouds!\n", "# Terminal / Anaconda Prompt: conda install -c conda-forge wordcloud\n", "from wordcloud import WordCloud\n", "\n", "wc = WordCloud(stopwords=stop_words, background_color=\"white\", colormap=\"Dark2\",\n", " max_font_size=150, random_state=42)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Reset the output dimensions\n", "import matplotlib.pyplot as plt\n", "\n", "plt.rcParams['figure.figsize'] = [16, 6]\n", "\n", "full_names = ['Ali Wong', 'Anthony Jeselnik', 'Bill Burr', 'Bo Burnham', 'Dave Chappelle', 'Hasan Minhaj',\n", " 'Jim Jefferies', 'Joe Rogan', 'John Mulaney', 'Louis C.K.', 'Mike Birbiglia', 'Ricky Gervais']\n", "\n", "# Create subplots for each comedian\n", "for index, comedian in enumerate(data.columns):\n", " wc.generate(data_clean.transcript[comedian])\n", " \n", " plt.subplot(3, 4, index+1)\n", " plt.imshow(wc, interpolation=\"bilinear\")\n", " plt.axis(\"off\")\n", " plt.title(full_names[index])\n", " \n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Findings" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Ali Wong says the s-word a lot and talks about her husband. I guess that's funny to me.\n", "* A lot of people use the F-word. Let's dig into that later." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Number of Words" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Analysis" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/nwams/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:6: FutureWarning: Series.nonzero() is deprecated and will be removed in a future version.Use Series.to_numpy().nonzero() instead\n", " \n" ] }, { "data": { "text/html": [ "
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comedianunique_words
1Anthony Jeselnik984
9Louis C.K.1098
3Bo Burnham1272
6Jim Jefferies1313
0Ali Wong1341
8John Mulaney1391
4Dave Chappelle1404
7Joe Rogan1435
10Mike Birbiglia1494
5Hasan Minhaj1559
2Bill Burr1633
11Ricky Gervais1633
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" ], "text/plain": [ " comedian unique_words\n", "1 Anthony Jeselnik 984\n", "9 Louis C.K. 1098\n", "3 Bo Burnham 1272\n", "6 Jim Jefferies 1313\n", "0 Ali Wong 1341\n", "8 John Mulaney 1391\n", "4 Dave Chappelle 1404\n", "7 Joe Rogan 1435\n", "10 Mike Birbiglia 1494\n", "5 Hasan Minhaj 1559\n", "2 Bill Burr 1633\n", "11 Ricky Gervais 1633" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Find the number of unique words that each comedian uses\n", "\n", "# Identify the non-zero items in the document-term matrix, meaning that the word occurs at least once\n", "unique_list = []\n", "for comedian in data.columns:\n", " uniques = data[comedian].nonzero()[0].size\n", " unique_list.append(uniques)\n", "\n", "# Create a new dataframe that contains this unique word count\n", "data_words = pd.DataFrame(list(zip(full_names, unique_list)), columns=['comedian', 'unique_words'])\n", "data_unique_sort = data_words.sort_values(by='unique_words')\n", "data_unique_sort" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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comedianunique_wordstotal_wordsrun_timeswords_per_minute
1Anthony Jeselnik98429055949.237288
3Bo Burnham127231656052.750000
0Ali Wong134132836054.716667
9Louis C.K.109833325857.448276
4Dave Chappelle140440946761.104478
6Jim Jefferies131347647761.870130
10Mike Birbiglia149447417662.381579
11Ricky Gervais163349727962.936709
8John Mulaney139140016264.532258
5Hasan Minhaj155947777365.438356
2Bill Burr163355358069.187500
7Joe Rogan143545796372.682540
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" ], "text/plain": [ " comedian unique_words total_words run_times words_per_minute\n", "1 Anthony Jeselnik 984 2905 59 49.237288\n", "3 Bo Burnham 1272 3165 60 52.750000\n", "0 Ali Wong 1341 3283 60 54.716667\n", "9 Louis C.K. 1098 3332 58 57.448276\n", "4 Dave Chappelle 1404 4094 67 61.104478\n", "6 Jim Jefferies 1313 4764 77 61.870130\n", "10 Mike Birbiglia 1494 4741 76 62.381579\n", "11 Ricky Gervais 1633 4972 79 62.936709\n", "8 John Mulaney 1391 4001 62 64.532258\n", "5 Hasan Minhaj 1559 4777 73 65.438356\n", "2 Bill Burr 1633 5535 80 69.187500\n", "7 Joe Rogan 1435 4579 63 72.682540" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Calculate the words per minute of each comedian\n", "\n", "# Find the total number of words that a comedian uses\n", "total_list = []\n", "for comedian in data.columns:\n", " totals = sum(data[comedian])\n", " total_list.append(totals)\n", "\n", "# Comedy special run times from IMDB (in minutes)\n", "run_times = [60, 59, 80, 60, 67, 73, 77, 63, 62, 58, 76, 79]\n", "\n", "# Let's add some columns to our dataframe\n", "data_words['total_words'] = total_list\n", "data_words['run_times'] = run_times\n", "data_words['words_per_minute'] = data_words['total_words'] / data_words['run_times']\n", "\n", "# Sort the dataframe by words per minute to see who talks the slowest and fastest\n", "data_wpm_sort = data_words.sort_values(by='words_per_minute')\n", "data_wpm_sort" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Let's plot our findings\n", "import numpy as np\n", "\n", "y_pos = np.arange(len(data_words)) # Return evenly spaced values within a given interval. Stop at len(data_words)\n", "plt.subplot(1, 2, 1) # plt.subplot (nrows, ncols, index)\n", "plt.barh(y_pos, data_unique_sort.unique_words, align='center')\n", "plt.yticks(y_pos, data_unique_sort.comedian)\n", "plt.title('Number of Unique Words', fontsize=20)\n", "\n", "plt.subplot(1, 2, 2)\n", "plt.barh(y_pos, data_wpm_sort.words_per_minute, align='center')\n", "plt.yticks(y_pos, data_wpm_sort.comedian)\n", "plt.title('Number of Words Per Minute', fontsize=20)\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Findings" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* **Vocabulary**\n", " * Ricky Gervais (British comedy) and Bill Burr (podcast host) use a lot of words in their comedy\n", " * Louis C.K. (self-depricating comedy) and Anthony Jeselnik (dark humor) have a smaller vocabulary\n", "\n", "\n", "* **Talking Speed**\n", " * Joe Rogan (blue comedy) and Bill Burr (podcast host) talk fast\n", " * Bo Burnham (musical comedy) and Anthony Jeselnik (dark humor) talk slow\n", " \n", "Ali Wong is somewhere in the middle in both cases. Nothing too interesting here." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Amount of Profanity" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Analysis" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[('like', 12),\n", " ('im', 12),\n", " ('know', 12),\n", " ('just', 12),\n", " ('dont', 12),\n", " ('thats', 12),\n", " ('right', 12),\n", " ('people', 12),\n", " ('youre', 11),\n", " ('got', 10),\n", " ('time', 9),\n", " ('gonna', 8),\n", " ('think', 8),\n", " ('oh', 7),\n", " ('yeah', 7),\n", " ('said', 7),\n", " ('cause', 6),\n", " ('hes', 6),\n", " ('theyre', 6),\n", " ('say', 6),\n", " ('fucking', 6),\n", " ('fuck', 6),\n", " ('shit', 5),\n", " ('day', 5),\n", " ('thing', 5),\n", " ('good', 5),\n", " ('want', 5),\n", " ('didnt', 5),\n", " ('going', 5),\n", " ('theres', 5),\n", " ('really', 5),\n", " ('did', 4),\n", " ('little', 4),\n", " ('dude', 3),\n", " ('guys', 3),\n", " ('ive', 3),\n", " ('man', 3),\n", " ('life', 3),\n", " ('went', 3),\n", " ('ok', 2),\n", " ('lot', 2),\n", " ('gotta', 2),\n", " ('women', 2),\n", " ('tell', 2),\n", " ('joke', 2),\n", " ('guy', 2),\n", " ('come', 2),\n", " ('love', 2),\n", " ('dad', 2),\n", " ('mom', 2),\n", " ('hey', 2),\n", " ('white', 2),\n", " ('goes', 2),\n", " ('kids', 2),\n", " ('real', 2),\n", " ('mean', 2),\n", " ('id', 2),\n", " ('wanna', 1),\n", " ('husband', 1),\n", " ('pregnant', 1),\n", " ('need', 1),\n", " ('god', 1),\n", " ('anthony', 1),\n", " ('grandma', 1),\n", " ('jokes', 1),\n", " ('school', 1),\n", " ('okay', 1),\n", " ('baby', 1),\n", " ('make', 1),\n", " ('let', 1),\n", " ('bo', 1),\n", " ('stuff', 1),\n", " ('repeat', 1),\n", " ('cos', 1),\n", " ('eye', 1),\n", " ('contact', 1),\n", " ('um', 1),\n", " ('prolonged', 1),\n", " ('sluts', 1),\n", " ('ahah', 1),\n", " ('black', 1),\n", " ('gay', 1),\n", " ('nigga', 1),\n", " ('oj', 1),\n", " ('shes', 1),\n", " ('hasan', 1),\n", " ('look', 1),\n", " ('brown', 1),\n", " ('parents', 1),\n", " ('girl', 1),\n", " ('whats', 1),\n", " ('guns', 1),\n", " ('house', 1),\n", " ('clinton', 1),\n", " ('way', 1),\n", " ('old', 1),\n", " ('cow', 1),\n", " ('wife', 1),\n", " ('tit', 1),\n", " ('course', 1),\n", " ('murder', 1),\n", " ('says', 1),\n", " ('jenny', 1),\n", " ('point', 1),\n", " ('kind', 1),\n", " ('uh', 1),\n", " ('feel', 1),\n", " ('years', 1),\n", " ('saying', 1),\n", " ('ill', 1),\n", " ('big', 1)]" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Earlier I said we'd revisit profanity. Let's take a look at the most common words again.\n", "Counter(words).most_common()" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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f_words_word
ali1634
anthony159
bill10663
bo376
dave6545
hasan2415
jim11520
joe13540
john46
louis2125
mike00
ricky606
\n", "
" ], "text/plain": [ " f_word s_word\n", "ali 16 34\n", "anthony 15 9\n", "bill 106 63\n", "bo 37 6\n", "dave 65 45\n", "hasan 24 15\n", "jim 115 20\n", "joe 135 40\n", "john 4 6\n", "louis 21 25\n", "mike 0 0\n", "ricky 60 6" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Let's isolate just profanity\n", "data_bad_words = data.transpose()[['fucking', 'fuck', 'shit']]\n", "data_profanity = pd.concat([data_bad_words.fucking + data_bad_words.fuck, data_bad_words.shit], axis=1) # Manually combine fucking and fuck as the same word\n", "data_profanity.columns = ['f_word', 's_word']\n", "data_profanity" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['ali', 'anthony', 'bill', 'bo', 'dave', 'hasan', 'jim', 'joe', 'john',\n", " 'louis', 'mike', 'ricky'],\n", " dtype='object')" ] }, "execution_count": 48, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data_profanity.index" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Let's create a scatter plot of our findings\n", "plt.rcParams['figure.figsize'] = [10, 8] # Set width to 10 inches and height to 8 inches\n", "\n", "for i, comedian in enumerate(data_profanity.index):\n", " x = data_profanity.f_word.loc[comedian]\n", " y = data_profanity.s_word.loc[comedian]\n", " plt.scatter(x, y, color='blue')\n", " plt.text(x+1.5, y+0.5, full_names[i], fontsize=10) # Offset the label to avoid overlap of names and dot\n", " plt.xlim(-5, 155)\n", " \n", "plt.title('Number of Bad Words Used in Routine', fontsize=20)\n", "plt.xlabel('Number of F Bombs', fontsize=15)\n", "plt.ylabel('Number of S Words', fontsize=15)\n", "\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.3" }, "toc": { "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "toc_cell": false, "toc_position": {}, "toc_section_display": "block", "toc_window_display": false }, "varInspector": { "cols": { "lenName": 16, "lenType": 16, "lenVar": 40 }, "kernels_config": { "python": { "delete_cmd_postfix": "", "delete_cmd_prefix": "del ", "library": "var_list.py", "varRefreshCmd": "print(var_dic_list())" }, "r": { "delete_cmd_postfix": ") ", "delete_cmd_prefix": "rm(", "library": "var_list.r", "varRefreshCmd": "cat(var_dic_list()) " } }, "types_to_exclude": [ "module", "function", "builtin_function_or_method", "instance", "_Feature" ], "window_display": false } }, "nbformat": 4, "nbformat_minor": 2 }