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"Python for Social Science Workshop - Lesson 5\n",
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" \n",
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"Jose J Alcocer\n",
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" \n",
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"May 2, 2023\n",
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{
"cell_type": "markdown",
"metadata": {},
"source": [
"****"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The purpose of today's lesson will be to introduce basic concepts of text analysis using Python. This lesson assumes that you all have some basic knowledge of text analysis in R, as some of the processes that we do here will be compared to how they are done in R. The goal of the lesson will be to learn how to conduct text analysis to use tweets collected to: \n",
"\n",
"* Graph hashtag trends from tweets; \n",
"* Create wordclouds from most frequent and unique tweets;\n",
"* Run topic models from tweets; and\n",
"* Conduct a sentiment analysis on tweets"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 1.0 Basic Text Analysis \n",
"\n",
"Let's start off by learning some basic text analysis functions that do not require many library packages. We will be using a dataset of Donald Trump's tweets downloaded from the [Trump Twitter Archive](https://www.thetrumparchive.com/)."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
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},
"execution_count": 9,
"metadata": {},
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"source": [
"import numpy as np\n",
"import pandas as pd\n",
"import datetime\n",
"import re\n",
"\n",
"tweets = pd.read_csv('tweets_01-08-2021.csv') # importing tweets file\n",
"tweets['date'] = pd.to_datetime(tweets['date']) # changing our date format to datetime\n",
"tweets = tweets.sort_values(by='date').reset_index() # sorting tweets chronologically and resetting index\n",
"tweets.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can search for specific terms using the `str.contains` function with our imported dataframe."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0 Be sure to tune in and watch Donald Trump on L...\n",
"1 Donald Trump will be appearing on The View tom...\n",
"2 Donald Trump reads Top Ten Financial Tips on L...\n",
"4 \"\"\"My persona will never be that of a wallflow...\n",
"5 \"Miss USA Tara Conner will not be fired - \"\"I'...\n",
"Name: text, dtype: object\n",
"A total of 17824 tweets contain the word 'Trump'.\n"
]
}
],
"source": [
"# How many of the tweets contain the word Trump?\n",
"self_tweets = tweets[tweets['text'].str.contains('Trump')] # case = False lets us search for lowercase too| set to True to be case-sensitive\n",
"\n",
"print(self_tweets['text'][0:5]) # printing first 5 tweets\n",
"\n",
"# with the command above, we can add the `len()` to get the total amount of them\n",
"len(self_tweets) # this function gives us the total number of tweets that are RTs\n",
"\n",
"print(\"A total of \" +str(len(self_tweets))+ \" tweets contain the word 'Trump'.\") # getting a sentence that gives us that value"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"`str.contains` is case sensitive. If you want it to not be, you can insert the `case=False` argument right after the term you want to search for."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"A total of 18356 tweets contain the word 'Trump' in both uppercase and lowercase.\n"
]
}
],
"source": [
"self_tweets = tweets[tweets['text'].str.contains('Trump', case=False)] # searching for tweets containing upper and lower case 'Trump'\n",
"\n",
"print(\"A total of \" +str(len(self_tweets))+ \" tweets contain the word 'Trump' in both uppercase and lowercase.\") # getting a sentence that gives us that value"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can use regular expressions to search through more complex string sequences that we are interested in. This [link](https://docs.python.org/3/howto/regex.html) provides more information on regular expressions. The following are some common expressions used:
\n",
"\n",
"* `.` matches any character, `^` and `$` match the beginning and end of a string.\n",
"* Any character followed by `{3}`, `*`, `+` is matched exactly 3 times, 0 or more times, 1 or more times.\n",
"* `[0-9]`, `[a-zA-Z]`, `[:alnum:]` match any digit, any letter, or any digit and letter.\n",
"* Special characters such as `.`, `\\`, `(` or `)` must be preceded by a backslash.
\n",
"\n",
"The following code chunks showcase how we can search for more specific types of strings within our dataframe.
\n",
"\n",
"**Example One** - Finding tweets that contain the word \"immigrant\" or \"immigration\". We can use the `|` operator to signal to Python that we are interested in both of these terms."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"809 \"Illegal immigration is a wrecking ball aimed ...\n",
"813 Canada's legal immigration plan starts with a ...\n",
"1346 ObamaCare gives free insurance to illegal immi...\n",
"1430 \"\"\"The illegal immigrant crime problem is far ...\n",
"1654 Don't be fooled. In 2008 @BarackObama promised...\n",
"Name: text, dtype: object\n",
"A total of 433 tweets have the word 'immigrant' or 'immigration'.\n"
]
}
],
"source": [
"immigration_tweets = tweets[tweets['text'].str.contains('immigrant|immigration', case=False)] # looking for tweets containing these words\n",
"\n",
"print(immigration_tweets['text'][0:5]) # printing these words\n",
"\n",
"print(\"A total of \" +str(len(immigration_tweets))+ \" tweets have the word 'immigrant' or 'immigration'.\") # getting a sentence that gives us that value"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Example Two** - Finding tweets that are retweets. The `^` tells Python to look for the term(s) at the beginning of each string."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"806 RT @Newsmax_Media: Trumps Warns of Obama Tippi...\n",
"1275 RT @accesshollywood: @realDonald Trump: 'Celeb...\n",
"1314 RT @OCChoppers: Bike we built for @realDonaldT...\n",
"2423 RT @IBDeditorials: Was Barack Obama A Foreign ...\n",
"2799 RT @MittRomney: For nearly 4 years, Barack Oba...\n",
"Name: text, dtype: object\n",
"A total of 9701 tweets are Retweets.\n"
]
}
],
"source": [
"Retweets = tweets[tweets['text'].str.contains('^RT @')] # looking for tweets that are retweets\n",
"\n",
"print(Retweets['text'][0:5]) # printing these words\n",
"\n",
"print(\"A total of \" +str(len(Retweets))+ \" tweets are Retweets.\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Example Three** - Finding tweets that are replies."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"240 @shouldtrumprun Hundreds of thousands of suppo...\n",
"260 @danmcisaac Hopefully this answers your questi...\n",
"264 @oreillyfactor is having a poll, cast your vot...\n",
"275 @TheRealMissUSA and the 2011 contestants stopp...\n",
"290 @GolfMagazine is having an online competition ...\n",
"Name: text, dtype: object\n",
"A total of 2579 tweets are Replies.\n"
]
}
],
"source": [
"Mentions = tweets[tweets['text'].str.contains('^@[0-9_A-Za-z]+')] # looking for tweets that are mentions or replies\n",
"\n",
"print(Mentions['text'][0:5]) # printing these words\n",
"\n",
"print(\"A total of \" +str(len(Mentions))+ \" tweets are Replies.\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Example Four** - Finding tweets that start with hashtags."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"323 #trumpvlog The Republicans must act now, don't...\n",
"779 #trumpvlog @BarackObama is very inconsiderate....\n",
"802 #TimeToGetTough: Making America #1 Again--my n...\n",
"837 #TimeToGetTough presents bold solutions on tax...\n",
"841 #TimeToGetTough The crowd at the book signing ...\n",
"Name: text, dtype: object\n",
"A total of 391 tweets have Hashtags at the beginning.\n"
]
}
],
"source": [
"Hashtags = tweets[tweets['text'].str.contains('^#[0-9_A-Za-z]+')] # looking for tweets that are mentions or replies\n",
"\n",
"print(Hashtags['text'][0:5]) # printing these words\n",
"\n",
"print(\"A total of \" +str(len(Hashtags))+ \" tweets have Hashtags at the beginning.\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Example Five** - Extracting all hashtags and adding them to a new variable."
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
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\n"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"tags = tweets.text.str.extractall(r'(#[0-9_A-Za-z]+)') # Extracting all hashtags\n",
"tags = pd.Series(tags[0]).value_counts() # Getting frequency count of all hashtags\n",
"print(tags[0:10]) # Printing top 10 most frequent hashtags for Trump\n",
"\n",
"# Importing plot library packages\n",
"from matplotlib import style\n",
"from matplotlib import pyplot as plt\n",
"\n",
"# Plotting frequency distributions\n",
"ax = plt.subplot(1, 1, 1)\n",
"style.use(\"default\") # Using specific plot style\n",
"tags[0:10].plot(ax=ax, kind='barh', figsize=(10,5), color='black') # Plotting top 10 hashtags\n",
"plt.xlabel(\"Hashtag Frequency\") # Setting x-label\n",
"plt.title(\"Trump's Top Ten Hashtags\", pad=15) # Setting title\n",
"#plt.savefig('figure1.png', bbox_inches='tight', facecolor='White') # This can save your figure in your directory"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 2.0 Preprocessing Text"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"For our next section, we will be using a sample dataset from Elon Musk's Twitter account. The data was collected from [Kaggle](https://www.kaggle.com/datasets/gpreda/elon-musk-tweets) and the range of tweets is from the start of July 2022 to April 2023."
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": " index id user_name user_location \\\n0 8 1544316752657629189 Elon Musk NaN \n1 7 1544320280247549954 Elon Musk NaN \n2 6 1544330849927270408 Elon Musk NaN \n3 5 1544374564255309826 Elon Musk NaN \n4 4 1544375148605853699 Elon Musk NaN \n\n user_description user_created user_followers \\\n0 Mars & Cars, Chips & Dips 2009-06-02 20:12:29+00:00 101240806 \n1 Mars & Cars, Chips & Dips 2009-06-02 20:12:29+00:00 101240806 \n2 Mars & Cars, Chips & Dips 2009-06-02 20:12:29+00:00 101240806 \n3 Mars & Cars, Chips & Dips 2009-06-02 20:12:29+00:00 101240806 \n4 Mars & Cars, Chips & Dips 2009-06-02 20:12:29+00:00 101240806 \n\n user_friends user_favourites user_verified date \\\n0 115 13503 True 2022-07-05 13:46:20+00:00 \n1 115 13503 True 2022-07-05 14:00:21+00:00 \n2 115 13503 True 2022-07-05 14:42:21+00:00 \n3 115 13503 True 2022-07-05 17:36:03+00:00 \n4 115 13503 True 2022-07-05 17:38:23+00:00 \n\n text hashtags \\\n0 @historydefined While bleak posts maybe genera... NaN \n1 @TonyadeVitti @historydefined His success was ... NaN \n2 @slashdot It’s time NaN \n3 I must confess to a penchant for creative socks NaN \n4 Sock tech is so advanced that you can get pret... NaN \n\n source retweets favorites is_retweet \n0 Twitter for iPhone 2347 47623 False \n1 Twitter for iPhone 171 3196 False \n2 Twitter for iPhone 1537 31194 False \n3 Twitter for iPhone 4839 97004 False \n4 Twitter for iPhone 1191 23790 False ",
"text/html": "
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@TonyadeVitti @historydefined His success was ...
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101240806
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@slashdot It’s time
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I must confess to a penchant for creative socks
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2009-06-02 20:12:29+00:00
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101240806
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\n
2022-07-05 17:38:23+00:00
\n
Sock tech is so advanced that you can get pret...
\n
NaN
\n
Twitter for iPhone
\n
1191
\n
23790
\n
False
\n
\n \n
\n
"
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"\n",
"tweets = pd.read_csv('elon_musk_tweets.csv') # importing tweets file\n",
"tweets['date'] = pd.to_datetime(tweets['date']) # changing our date format to datetime\n",
"tweets = tweets.sort_values(by='date').reset_index() # sorting tweets chronologically and resetting index\n",
"tweets.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 2.1 Tokenization, Punctuation-URL-Stopword Removal, and Stemming \n",
"\n",
"While Python does not have an all-in-one package like Quanteda, Python does offer several library packages that can preprocess data for text analysis. For example, Python's Natural Language Processing Toolkit (NLTK) library is one of the most widely used libraries for natural language processing in Python. With NLTK, we can tokenize strings with one of two functions. `TweetTokenizer` or `word_tokenize`. Because we are working with tweets in this example, using `TweetTokenizer` will be more useful, as this function is better equipped to handle the tokenization of tweets and what they may include (e.g., handles). \n",
"\n",
"Common pre-processing techniques allow us to remove punctuation and URL links. These can be down with indexing strings using regular expressions. Additional Pre-processing tools we can apply to text (i.e., tweets) include removing stopwords. Stopwords are considered noise in text, consisting of words such as is, am, are, this, a, an, the, etc. Because of the noise they produce, removing them helps identify more important characteristics found in text. The `stopwords` function allows us to get a list of all stopwords that NLTK has in its library package. NLTK's stopwords list is available in multiple languages, and they can be called simply by applying the following code:
\n",
"\n",
"`stopword.words('insert language here')`
\n",
"\n",
"We can also apply stemming and lemmatization. More information about these two can be found [here](https://www.datacamp.com/tutorial/stemming-lemmatization-python).\n",
"\n",
"One of the drawbacks of NLTK is that you cannot simply feed a dataframe and get results as easily as with Quanteda. Luckily, we can use create a function that can do all of these things for us at once. Not only can we get a function to give us a token list, but we can create a token class object, like quanteda does, in order to have all of the information we need in a dataframe-like object.
\n",
"\n",
"Let's start off by installing and loading all the packages needed."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"#pip install nltk"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"import nltk\n",
"\n",
"import re\n",
"\n",
"from nltk.corpus import stopwords\n",
"from nltk.tokenize import word_tokenize\n",
"from nltk.tokenize import TweetTokenizer\n",
"from nltk.stem import PorterStemmer, SnowballStemmer\n",
"from nltk import WordNetLemmatizer\n",
"from nltk.tokenize import RegexpTokenizer\n",
"\n",
"import string\n",
"\n",
"# Downloads all the data packages; this only needs to be run once. Unhash to run\n",
"#nltk.download('all')\n",
"#nltk.download('punkt')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now that we have all we need, we can create the function that will do everything we want it to do. For this function to work, we must ensure that our column ('variable') is named \"text\" as the function will be calling this column as that."
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"def process_text(text):\n",
"\n",
" # Removing all punctuations and urls when tokenizing tweets\n",
" tokenizer = RegexpTokenizer(r'\\w+') # this reg expression code returns only alphanumeric characters, removing all the rest\n",
" stem_tokens = tokenizer.tokenize(text)\n",
"\n",
" # Removing stopwords\n",
" stem_tokens = [token for token in stem_tokens if token not in stopwords.words('english')]\n",
"\n",
" # Stemming tweets via lemmatization\n",
" lem = WordNetLemmatizer()\n",
" stem_tokens = [lem.lemmatize(token) for token in stem_tokens]\n",
"\n",
" # Joining everything back to the text object\n",
" processed_text = ' '.join(stem_tokens)\n",
"\n",
" return processed_text"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"# Convert all strings to lowercase\n",
"tweets['text'] = tweets['text'].str.lower()\n",
"\n",
"# Applying the function to each row\n",
"tweets['tokens'] = tweets['text'].apply(process_text)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": "0 historydefined bleak post maybe generate click...\n1 tonyadevitti historydefined success fact due p...\n2 slashdot time\n3 must confess penchant creative sock\n4 sock tech advanced get pretty much anything so...\n ... \n4849 lhsummers federalreserve davidwestin bloomberg...\n4850 teslaownerssv jonmcneill like ai human neural ...\n4851 endwokeness concerning\n4852 anc_aesthetics important\n4853 lhsummers federalreserve davidwestin bloomberg...\nName: tokens, Length: 4854, dtype: object"
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Viewing the tokenized\n",
"tweets['tokens']"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 2.2 Creating a Document Term Matrix \n",
"\n",
"With our tokens being created, we can move onto to constructing our document term matrix. If you need a refresher on what a DTM is, this [article](https://medium.com/analytics-vidhya/tdm-term-document-matrix-and-dtm-document-term-matrix-8b07c58957e20) sums it up quite nicely. We will be using Sklearn's `CountVectorizer` function to create our dtm from our tokens."
]
},
{
"cell_type": "code",
"execution_count": null,
"outputs": [],
"source": [
"#pip install scikit-learn"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"# Import function\n",
"from sklearn.feature_extraction.text import CountVectorizer\n",
"\n",
"# Setting up the function\n",
"countvec = CountVectorizer()\n",
"\n",
"# Applying the function to our tokens\n",
"dtm = countvec.fit_transform(tweets['tokens'])"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": "<4854x8287 sparse matrix of type ''\n\twith 33007 stored elements in Compressed Sparse Row format>"
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Taking a look at the results\n",
"dtm"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now that we have our DTM, we can convert the object to a dataframe in order to get a better picture of our documents that are collected."
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
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},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dtm = pd.DataFrame(dtm.toarray(), columns=countvec.get_feature_names_out(), index=tweets.index)\n",
"dtm.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"With our newly formed dataframe, we can run pandas statistical functions, like finding out our most common features."
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": "co 1113\nhttp 1110\ntwitter 425\namp 286\nbillym2k 203\n ... \nhilary 1\nhilarious 1\nhikingskiing 1\nhike 1\n秦始皇 1\nLength: 8287, dtype: int64"
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
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],
"source": [
"dtm.sum().sort_values(ascending=False)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Upon inspection, we can see that our DTM has words that were not removed completely. We can create our own custom list of stopwords and use pandas to remove those from our dataframe in order to get a clearer picture of what terms were tweeted by Elon."
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": "twitter 425\nbillym2k 203\ntesla 172\nwholemarsblog 169\nspacex 108\n ... \nhike 1\nhighway 1\nhierarchy 1\nhierarchically 1\n秦始皇 1\nLength: 8261, dtype: int64"
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"remove_words = [\"http\",\"co\",\"amp\",\"good\",\"time\",\"people\",\"true\",\"great\",\"like\",\"exactly\",\"much\",\"one\",\"day\",\"many\",\"account\",\"would\",\n",
" \"year\",\"yeah\",\"make\",\"work\",\"real\",\"need\",\"right\",\"still\",\"next\",\"get\"]\n",
"\n",
"dtm = dtm.drop(remove_words, axis=1)\n",
"\n",
"dtm.sum().sort_values(ascending=False)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 3.0 Wordclouds \n",
"\n",
"Now that we a clean DTM, one of the things we can do with it is construct a wordcloud. For this, we will be using the `wordcloud` library package."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"#pip install wordcloud"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# Most basic colormaps to use:\n",
"\n",
"#'Accent', 'Accent_r', 'Blues', 'Blues_r', 'BrBG', 'BrBG_r', 'BuGn', 'BuGn_r', 'BuPu', 'BuPu_r', 'CMRmap', 'CMRmap_r', 'Dark2', 'Dark2_r', 'GnBu', 'GnBu_r', 'Greens', 'Greens_r', 'Greys', 'Greys_r', 'OrRd', 'OrRd_r', 'Oranges', 'Oranges_r', 'PRGn', 'PRGn_r', 'Paired', 'Paired_r', 'Pastel1', 'Pastel1_r', 'Pastel2', 'Pastel2_r', 'PiYG', 'PiYG_r', 'PuBu', 'PuBuGn', 'PuBuGn_r', 'PuBu_r', 'PuOr', 'PuOr_r', 'PuRd', 'PuRd_r', 'Purples', 'Purples_r', 'RdBu', 'RdBu_r', 'RdGy', 'RdGy_r', 'RdPu', 'RdPu_r', 'RdYlBu', 'RdYlBu_r', 'RdYlGn', 'RdYlGn_r', 'Reds', 'Reds_r', 'Set1', 'Set1_r', 'Set2', 'Set2_r', 'Set3', 'Set3_r', 'Spectral', 'Spectral_r', 'Wistia', 'Wistia_r', 'YlGn', 'YlGnBu', 'YlGnBu_r', 'YlGn_r', 'YlOrBr', 'YlOrBr_r', 'YlOrRd', 'YlOrRd_r', 'afmhot', 'afmhot_r', 'autumn', 'autumn_r', 'binary', 'binary_r', 'bone', 'bone_r', 'brg', 'brg_r', 'bwr', 'bwr_r', 'cividis', 'cividis_r', 'cool', 'cool_r', 'coolwarm', 'coolwarm_r', 'copper', 'copper_r', 'crest', 'crest_r', 'cubehelix', 'cubehelix_r', 'flag', 'flag_r', 'flare', 'flare_r', 'gist_earth', 'gist_earth_r', 'gist_gray', 'gist_gray_r', 'gist_heat', 'gist_heat_r', 'gist_ncar', 'gist_ncar_r', 'gist_rainbow', 'gist_rainbow_r', 'gist_stern', 'gist_stern_r', 'gist_yarg', 'gist_yarg_r', 'gnuplot', 'gnuplot2', 'gnuplot2_r', 'gnuplot_r', 'gray', 'gray_r', 'hot', 'hot_r', 'hsv', 'hsv_r', 'icefire', 'icefire_r', 'inferno', 'inferno_r', 'jet', 'jet_r', 'magma', 'magma_r', 'mako', 'mako_r', 'nipy_spectral', 'nipy_spectral_r', 'ocean', 'ocean_r', 'pink', 'pink_r', 'plasma', 'plasma_r', 'prism', 'prism_r', 'rainbow', 'rainbow_r', 'rocket', 'rocket_r', 'seismic', 'seismic_r', 'spring', 'spring_r', 'summer', 'summer_r', 'tab10', 'tab10_r', 'tab20', 'tab20_r', 'tab20b', 'tab20b_r', 'tab20c', 'tab20c_r', 'terrain', 'terrain_r', 'turbo', 'turbo_r', 'twilight', 'twilight_r', 'twilight_shifted', 'twilight_shifted_r', 'viridis', 'viridis_r', 'vlag', 'vlag_r', 'winter', 'winter_r'\n",
"\n",
"# 'viridis\" is the default if nothing is chosen"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": "
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},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from wordcloud import WordCloud\n",
"from matplotlib import style\n",
"from matplotlib import pyplot as plt\n",
"\n",
"#WordCloud\n",
"wc = WordCloud(width=1000, height=400, max_words=80, min_font_size=6,\n",
" background_color='black',\n",
" colormap='icefire').generate_from_frequencies(dtm.sum().sort_values(ascending=False))\n",
"plt.figure(figsize=(12,10))\n",
"plt.imshow(wc)\n",
"plt.axis(\"off\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 3.1 TF-IDF scores \n",
"\n",
"How to find distinctive words in a corpus is a long-standing question in text analysis. Today, we'll learn one simple approach to this: TF-IDF. The idea behind words scores is to weight words not just by their frequency, but by their frequency in one document compared to their distribution across all documents. Words that are frequent, but are also used in every single document, will not be distinguishing. We want to identify words that are unevenly distributed across the corpus. One of the most popular ways to weight words (beyond frequency counts) is tf-idf score. By offsetting the frequency of a word by its document frequency (the number of documents in which it appears) will in theory filter out common terms such as 'the', 'of', and 'and'. \n",
"\n",
"The following code snippets calculate these scores and construct another word cloud using these unique terms."
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": "<4854x8287 sparse matrix of type ''\n\twith 33007 stored elements in Compressed Sparse Row format>"
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Importing package\n",
"from sklearn.feature_extraction.text import TfidfVectorizer\n",
"\n",
"# Fitting the model and obtaining the dtm\n",
"tfidfvec = TfidfVectorizer()\n",
"tfidf_dtm = tfidfvec.fit_transform(tweets['tokens'])\n",
"tfidf_dtm"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
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5 rows × 8287 columns
\n
"
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Converting dtm to dataframe\n",
"tfids = pd.DataFrame(tfidf_dtm.toarray(), columns=tfidfvec.get_feature_names_out(), index=tweets.index)\n",
"tfids.head()"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": "rising_serpent 1.0\nmarceloplima 1.0\nchad_hurley 1.0\nmcuban 1.0\nblader 1.0\ndoge 1.0\ntwitter 1.0\nastronomy 1.0\ntheonion 1.0\ndavidsacks 1.0\ndtype: float64"
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Obtaining most frequent words\n",
"tfids.max().sort_values(ascending=False).head(10)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In theory, these IDF scores are best used when you want to identify distinctive words for individual documents, or groups of documents, compared to other groups or the corpus as a whole. While we only have Elon Musk's tweets in this DTM, if we had other users in here, we could compare unique terms that each person would be tweeting. One would do this simply by creating a new variable in the DTM with the name or category of the comparison groups, which would allow us to subset the DTM and compare scores across groups.\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": "
",
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\n"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"wc = WordCloud(width=1000, height=400, max_words=80, min_font_size=6,\n",
" background_color='black',\n",
" colormap='viridis').generate_from_frequencies(tfids.max().sort_values(ascending=False))\n",
"plt.figure(figsize=(12,10))\n",
"plt.imshow(wc)\n",
"plt.axis(\"off\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 4.0 Unsupervised Machine Learning: Topic Models using Latent Dirichlet Allocation (LDA) \n",
"\n",
"This section assumes that you have some basic understanding of LDA topic models. However, this [article](https://towardsdatascience.com/lda-topic-modeling-an-explanation-e184c90aadcd) provides a good summary about what it does. \n",
"\n",
"We will be using a basic package from Sklearn's LatentDirichlet Allocation library."
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [],
"source": [
"# Importing the packages\n",
"from sklearn.feature_extraction.text import CountVectorizer\n",
"from sklearn.decomposition import LatentDirichletAllocation as lda"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [],
"source": [
"# Getting our DTM again\n",
"countvec = CountVectorizer()\n",
"dtm = countvec.fit_transform(tweets['tokens'])\n",
"dtm = pd.DataFrame(dtm.toarray(), columns=countvec.get_feature_names_out(), index=tweets.index)\n",
"\n",
"remove_words = [\"http\",\"co\",\"amp\",\"good\",\"time\",\"people\",\"true\",\"great\",\"like\",\"exactly\",\"much\",\"one\",\"day\",\"many\",\"account\",\"would\",\n",
" \"year\",\"yeah\",\"make\",\"work\",\"real\",\"need\",\"right\",\"still\",\"next\",\"get\"]\n",
"\n",
"dtm = dtm.drop(remove_words, axis=1)"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [],
"source": [
"# Creating the model and fitting our dtm\n",
"import warnings\n",
"warnings.filterwarnings(\"ignore\", category=DeprecationWarning)\n",
"lda = lda(n_components=5, # number of topics; remember 10 actually means 9 as Python starts from 0\n",
" max_iter=20, # number of iterations\n",
" random_state=0) # random seed\n",
"lda = lda.fit(dtm)"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [],
"source": [
"# Creating a function that will nicely print out the topics\n",
"def print_top_words(model, feature_names, n_top_words):\n",
" for topic_idx, topic in enumerate(model.components_):\n",
" print(\"\\nTopic #{}:\".format(topic_idx))\n",
" print(\" \".join([feature_names[i]\n",
" for i in topic.argsort()[:-n_top_words - 1:-1]]))\n",
" print()"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Topic #0:\n",
"telescope latency turned billy target stalin wfb0t1n87d termin mundfish watt thevivafrei 10 lopatonok sotcpf2dzk jwsq62qkru 69 gm sugar regarded terminology\n",
"\n",
"Topic #1:\n",
"billy wfb0t1n87d absolutely sandyleevincent cavill termin telescope theprimeagen tufj90gaj6 lest zf44kzapxf mattmackowiak beta fantasy turned beshf4nxgf partisan triggered watt even\n",
"\n",
"Topic #2:\n",
"turned europe billy lockheed warfare cometh cavill thequartering superset termin evenly newsfromscience tufj90gaj6 leading lopatonok gm solid fedorov mattmackowiak measure\n",
"\n",
"Topic #3:\n",
"davidmarcus turned sotcpf2dzk steal ahuitfeldt measure fanaticism civil accuracy teslasolar r4bkf0azwa trimming jana84818846 michaelcrowley upgrade positive sarcasm headcount tufj90gaj6 lehxv95njj\n",
"\n",
"Topic #4:\n",
"turned intend klenderjoey wfb0t1n87d w9ahiuutp5 location vzii8cy54n fanaticism billy actual logistically accuracy allysiafinley wmwbxefit1 hscbkgprcp concept corpo theealeexj tufj90gaj6 ibiyxlqolm\n",
"\n"
]
}
],
"source": [
"# Printing out the topics\n",
"tf_feature_names = countvec.get_feature_names_out()\n",
"print_top_words(lda, tf_feature_names, 20)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 4.1 Getting Topic Weights \n",
"\n",
"One thing we may want to do with the output is compare the prevalence of each topic across documents. A simple way to do this (but not memory efficient), is to merge the topic distribution back into the Pandas dataframe."
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [],
"source": [
"# Getting the topic distribution array\n",
"topic_dist = lda.transform(dtm)"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": "array([[0.01830387, 0.01837834, 0.92619267, 0.01864144, 0.01848368],\n [0.94135403, 0.01477986, 0.01468892, 0.01468164, 0.01449554],\n [0.10147979, 0.10000263, 0.59549466, 0.10228958, 0.10073334],\n ...,\n [0.06666822, 0.06666867, 0.07111055, 0.06733283, 0.72821973],\n [0.07031712, 0.06666863, 0.06790025, 0.06927387, 0.72584012],\n [0.02047073, 0.02018521, 0.02027678, 0.02053444, 0.91853284]])"
},
"execution_count": 43,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Showing these distributions\n",
"topic_dist"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": " 0 1 2 3 4 \\\n0 0.018304 0.018378 0.926193 0.018641 0.018484 \n1 0.941354 0.014780 0.014689 0.014682 0.014496 \n2 0.101480 0.100003 0.595495 0.102290 0.100733 \n3 0.033489 0.033592 0.033594 0.033557 0.865768 \n4 0.025120 0.025241 0.025442 0.025050 0.899147 \n... ... ... ... ... ... \n4849 0.016831 0.017180 0.017632 0.931513 0.016845 \n4850 0.015828 0.015631 0.567914 0.015954 0.384673 \n4851 0.066668 0.066669 0.071111 0.067333 0.728220 \n4852 0.070317 0.066669 0.067900 0.069274 0.725840 \n4853 0.020471 0.020185 0.020277 0.020534 0.918533 \n\n text \\\n0 @historydefined while bleak posts maybe genera... \n1 @tonyadevitti @historydefined his success was ... \n2 @slashdot it’s time \n3 i must confess to a penchant for creative socks \n4 sock tech is so advanced that you can get pret... \n... ... \n4849 @lhsummers @federalreserve @davidwestin @bloom... \n4850 @teslaownerssv @jonmcneill just like ai, human... \n4851 @endwokeness very concerning \n4852 @anc_aesthetics very important \n4853 @lhsummers @federalreserve @davidwestin @bloom... \n\n tokens \n0 historydefined bleak post maybe generate click... \n1 tonyadevitti historydefined success fact due p... \n2 slashdot time \n3 must confess penchant creative sock \n4 sock tech advanced get pretty much anything so... \n... ... \n4849 lhsummers federalreserve davidwestin bloomberg... \n4850 teslaownerssv jonmcneill like ai human neural ... \n4851 endwokeness concerning \n4852 anc_aesthetics important \n4853 lhsummers federalreserve davidwestin bloomberg... \n\n[4854 rows x 7 columns]",
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0.018304
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0.018378
\n
0.926193
\n
0.018641
\n
0.018484
\n
@historydefined while bleak posts maybe genera...
\n
historydefined bleak post maybe generate click...
\n
\n
\n
1
\n
0.941354
\n
0.014780
\n
0.014689
\n
0.014682
\n
0.014496
\n
@tonyadevitti @historydefined his success was ...
\n
tonyadevitti historydefined success fact due p...
\n
\n
\n
2
\n
0.101480
\n
0.100003
\n
0.595495
\n
0.102290
\n
0.100733
\n
@slashdot it’s time
\n
slashdot time
\n
\n
\n
3
\n
0.033489
\n
0.033592
\n
0.033594
\n
0.033557
\n
0.865768
\n
i must confess to a penchant for creative socks
\n
must confess penchant creative sock
\n
\n
\n
4
\n
0.025120
\n
0.025241
\n
0.025442
\n
0.025050
\n
0.899147
\n
sock tech is so advanced that you can get pret...
\n
sock tech advanced get pretty much anything so...
\n
\n
\n
...
\n
...
\n
...
\n
...
\n
...
\n
...
\n
...
\n
...
\n
\n
\n
4849
\n
0.016831
\n
0.017180
\n
0.017632
\n
0.931513
\n
0.016845
\n
@lhsummers @federalreserve @davidwestin @bloom...
\n
lhsummers federalreserve davidwestin bloomberg...
\n
\n
\n
4850
\n
0.015828
\n
0.015631
\n
0.567914
\n
0.015954
\n
0.384673
\n
@teslaownerssv @jonmcneill just like ai, human...
\n
teslaownerssv jonmcneill like ai human neural ...
\n
\n
\n
4851
\n
0.066668
\n
0.066669
\n
0.071111
\n
0.067333
\n
0.728220
\n
@endwokeness very concerning
\n
endwokeness concerning
\n
\n
\n
4852
\n
0.070317
\n
0.066669
\n
0.067900
\n
0.069274
\n
0.725840
\n
@anc_aesthetics very important
\n
anc_aesthetics important
\n
\n
\n
4853
\n
0.020471
\n
0.020185
\n
0.020277
\n
0.020534
\n
0.918533
\n
@lhsummers @federalreserve @davidwestin @bloom...
\n
lhsummers federalreserve davidwestin bloomberg...
\n
\n \n
\n
4854 rows × 7 columns
\n
"
},
"execution_count": 44,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#\n",
"topic_dist_df = pd.DataFrame(topic_dist)\n",
"df_w_topics = topic_dist_df.join(tweets[['text','tokens']])\n",
"df_w_topics"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 5.0 Sentiment Analysis"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The NLTK library contains a pretrained sentiment analyzer called VADER (**V**alence **A**ware **D**ictionary and s**E**ntiment **R**easoner).\n",
"\n",
"Because VADER is pretrained, it's much easier to get results than training your own model. VADER is best suited for language used in social media, like short sentences with some slang and abbreviations. While it's good for short bursts of text, it can become less accurate when rating longer, structured sentences."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Getting the scores \n",
"\n",
"First, we’ll initialize a Sentiment Intensity Analyzer object from the nltk.sentiment.vader library.\n",
"\n",
"Next, we’ll define a function called get_sentiment that takes a text string as its input. The function calls the polarity_scores method of the analyzer object to obtain a dictionary of sentiment scores for the text, which includes a score for positive, negative, and neutral sentiment.\n",
"\n",
"The function will then check whether the positive score is greater than 0 and returns a sentiment score of 1 if it is, and a 0 otherwise. This means that any text with a positive score will be classified as having a positive sentiment, and any text with a non-positive score will be classified as having a negative sentiment.\n",
"\n",
"Finally, we’ll apply the get_sentiment function to the tweets DataFrame using the apply method. This creates a new column called sentiment in the DataFrame, which stores the sentiment score for each tweet."
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [],
"source": [
"from nltk.sentiment.vader import SentimentIntensityAnalyzer"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": "0 2484\n1 2370\nName: sentiment, dtype: int64"
},
"execution_count": 46,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Starting the analyzer\n",
"analyzer = SentimentIntensityAnalyzer()\n",
"\n",
"# create get_sentiment function that calculates the score and assigns positive or negative dummy\n",
"def get_sentiment(text):\n",
"\n",
" scores = analyzer.polarity_scores(text)\n",
"\n",
" sentiment = 1 if scores['pos'] > 0 else 0\n",
"\n",
" return sentiment\n",
"\n",
"# apply get_sentiment function to our dataframe variable, tokens\n",
"tweets['sentiment'] = tweets['tokens'].apply(get_sentiment)\n",
"\n",
"# Tabling our scores to see how many tweets are positively labeled and negatively labeled\n",
"tweets['sentiment'].value_counts()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
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"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.10.9"
}
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"nbformat": 4,
"nbformat_minor": 1
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