{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Practice Session PS05: Recommendation engines (Content-based)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"For this assignment we will build and use a content-based recommender system for movies. This content-based recommender will take as input a database of users and ratings on movies.\n",
"\n",
"(Remove this cell when delivering.)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Author: Your name here\n",
"\n",
"E-mail: Your e-mail here\n",
"\n",
"Date: The current date here"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 0. The Movies dataset\n",
"\n",
"One of the most widely used datasets for video/movies recommendation is the one built by the University of Minnesota, known as the [MovieLens DataSet](https://grouplens.org/datasets/movielens/). In this assignment we are going to use the 25M version, which was released in late 2019.\n",
"\n",
"We will use a sub-set containing only movies released in the 2000s, and only 20% of the users and all of their ratings.\n",
"\n",
"**MOVIES** are described in `movies-2000s.csv` in the following format: `movieId,title,genres`.\n",
"\n",
"- Titles include the year of release in paranthesis, the year is greater or equal to 2000\n",
"- Genres are pipe-separated (\"|\") and are selected from the following genres: 'Musical', 'Horror', 'Comedy', 'Crime', 'Western', 'Sci-Fi', 'Documentary', 'Adventure', 'IMAX', 'Drama', 'Fantasy', 'Children', 'War', 'Thriller', 'Mystery', 'Action', 'Romance', 'Film-Noir', 'Animation' or '(no genres listed)'.\n",
"\n",
"**RATINGS** are contained in `ratings-2000s.csv` in the following format: `userId,movieId,rating`\n",
"\n",
"- Ratings are made on a 5-star scale\n",
"- This has been filtered to contain only movies released in the 2000s, and to sample 20% of rows\n",
"\n",
"**TAGS** are contained in `tags-2000s.csv` in the following format: `userId,movieId,tag,timestamp`\n",
"\n",
"- Tags are words or short phrases, they are user-generated and can be anything\n",
"- Timestamp is represented in seconds since the epoch as returned by time(2).\n",
"\n",
"(Remove this cell when delivering.)"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd \n",
"import numpy as np \n",
"import re\n",
"import matplotlib.pyplot as plt \n",
"from math import*\n",
"import seaborn as sns\n",
"import wordcloud\n",
"from wordcloud import WordCloud, STOPWORDS\n",
"from sklearn.feature_extraction.text import TfidfVectorizer\n",
"from sklearn.metrics.pairwise import linear_kernel"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 1. Load and join the dataset"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The following code, which you should leave as-is, loads the 3 dataset within three dataframes named `movies`, `ratings` and `tags` considering the data structure explained above.\n",
"\n",
"(Remove this cell when delivering.)"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"# Leave this code as-is\n",
"\n",
"FILENAME_MOVIES = \"movies-2000s.csv\"\n",
"FILENAME_RATINGS = \"ratings-2000s.csv\"\n",
"FILENAME_TAGS = \"tags-2000s.csv\"\n"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
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"text/plain": [
" movie_id title genres\n",
"0 2769 Yards, The (2000) Crime|Drama\n",
"1 3177 Next Friday (2000) Comedy\n",
"2 3190 Supernova (2000) Adventure|Sci-Fi|Thriller\n",
"3 3225 Down to You (2000) Comedy|Romance\n",
"4 3228 Wirey Spindell (2000) Comedy"
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"metadata": {},
"output_type": "display_data"
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" user_id movie_id rating\n",
"0 4 1 3.0\n",
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},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Leave this code as-is\n",
"\n",
"movies = pd.read_csv(FILENAME_MOVIES, \n",
" sep=',', \n",
" engine='python', \n",
" encoding='latin-1',\n",
" names=['movie_id', 'title', 'genres'])\n",
"display(movies.head(5))\n",
"\n",
"ratings_raw = pd.read_csv(FILENAME_RATINGS, \n",
" sep=',', \n",
" encoding='latin-1',\n",
" engine='python',\n",
" names=['user_id', 'movie_id', 'rating'])\n",
"display(ratings_raw.head(5))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Next we will add a column named \"year\" to the `movies` dataset.\n",
"\n",
"First, create a function `yearof()` that returns the year of a title as an integer, for instance:\n",
"\n",
"```python\n",
"print(yearof(\"The Emoji Movie (2017)\"))\n",
"```\n",
"\n",
"Should return the integer *2017*. Then, you can apply this function to the entire dataframe.\n",
"\n",
"If you have a function named *f* that takes the column *a* of dataframe *df*, and produces a value you want to store in column *b* of the same dataframe, you can use:\n",
"\n",
"```python\n",
"df['b'] = df.apply(lambda x: f(x['a']), axis=1)\n",
"```\n",
"\n",
"(Remove this cell when delivering.)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Replace this cell with your own code to add a `year` column to the `movies` dataframe."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Next we will join the dataframes into a single dataframe named \"ratings\". The equivalent of a database join is done with [pandas.merge](https://pandas.pydata.org/pandas-docs/stable/user_guide/merging.html) in Pandas, and it requires to identify common columns between the inputs that need to be joined. You can use:\n",
"\n",
"```python\n",
"a = pd.merge(b, c, how='inner', on='...')\n",
"```\n",
"\n",
"There the `on` parameter should indicate the name of the column in common between `b` and `c`.\n",
"\n",
"(Remove this cell when delivering.)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Replace this cell with a brief commentary indicating on which field you can join ratings_raw and users, and on which field you can join ratings_raw and movies."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Replace this cell with your own code to join the datasets into a single dataframe named \"ratings\". Your dataframe should have the following columns: user_id, movie_id, rating, title, genders, year"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Create a function `find_movies` to easily find movies that contain a given keyword in its title. For instance `find_movies(\"Friday\", movies)` should print:\n",
"\n",
"```\n",
"movie_id: 3177, title: Next Friday (2000)\n",
"movie_id: 5874, title: Friday After Next (2002)\n",
"movie_id: 6593, title: Freaky Friday (2003)\n",
"movie_id: 7880, title: Friday Night (Vendredi Soir) (2002)\n",
"movie_id: 8937, title: Friday Night Lights (2004)\n",
"movie_id: 66783, title: Friday the 13th (2009)\n",
"movie_id: 97175, title: His Name Was Jason: 30 Years of Friday the 13th (2009)\n",
"movie_id: 121113, title: Shriek If You Know What I Did Last Friday the Thirteenth (2000)\n",
"movie_id: 133699, title: Black Friday (2004)\n",
"movie_id: 134649, title: Bad Hair Friday (2012)\n",
"movie_id: 161157, title: Friday (Pyatnitsa) (2016)\n",
"movie_id: 171951, title: Monster High: Friday Night Frights (2013)\n",
"movie_id: 192411, title: Freaky Friday (2018)\n",
"movie_id: 197903, title: Seven Days: Friday - Sunday (2015)\n",
"```\n",
"\n",
"*Tip:* to know if string *a* is contained in string *b*, you can ask `if a in b`.\n",
"\n",
"(Remove this cell when delivering.)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Replace this cell with your code for find _movies"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 2. Exploratory Data Analysis"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 2.1. \"Rating\" variable"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"To have a clear understanding of the data, it is key to know the distribution of the main variables.\n",
"With the **.describe** function of Pandas, we can get a summary of the main statistics of a numeric variable:\n",
"\n",
"(Remove this cell when delivering.)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"count 472971.000000\n",
"mean 3.462222\n",
"std 1.076063\n",
"min 0.500000\n",
"25% 3.000000\n",
"50% 3.500000\n",
"75% 4.000000\n",
"max 5.000000\n",
"Name: rating, dtype: float64"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Leave this code as-is\n",
"ratings['rating'].describe()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"It is key to know how ratings are distributed. Generate a plot with the ditribution of the ratings. \n",
"\n",
"(Remove this cell when delivering.)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Replace this cell with your code to plot a histogram of ratings. Include in the x axis the rating (1, 2, 3, 4, or 5) and in the y axis the probability of having that rating. Remember to label both axes."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Replace this cell with your code to plot a boxplot of ratings. Look for outlier values. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Replace this cell with a brief commentary on what you observe in the distribution of ratings."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now let us find out two extrema: movies with many good ratings and movies with many bad ratings.\n",
"\n",
"For this, a good idea is to find create a different dataframe. For instance, you can create `good_ratings`, containing only the subset of rows of `ratings` that has *rating > 4.0*, and `bad_ratings` containing only the subset that has *rating < 2.0*.\n",
"\n",
"Then, you just need to count what are the most frequent titles in `good_ratings`. There are many ways to do this, one is by using [value_counts](https://pandas.pydata.org/docs/reference/api/pandas.Series.value_counts.html) and [nlargest](https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.nlargest.html), but there are other ways.\n",
"\n",
"(Remove this cell when delivering.)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Replace this cell with code to print the 10 movies with the most \"good\" ratings (i.e., ratings that are larger than 4.0), and the 10 movies with the most \"bad\" ratings (i.e., ratings than are smaller than 2.0)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Replace this cell with a brief commentary on what you observe in these lists."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 2.2. Genres distribution"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Tipically, a movie genre (e.g., \"musical\", \"action\", \"romance\") is one of the most important descriptor for a movie recommendation engine: a basic assumption is that films in the same genre should have similar contents. Because of this, we have to know how this variable is, i.e. the values or categories, number or ratio of each categories, and so on.\n",
"\n",
"Create a table indicating the list of all genres (column `movie['genres']` in this dataset).\n",
"\n",
"(Remove this cell when delivering.)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Replace this cell with code to list all genres in the dataset. Verify the list has 20 genres with an assert, as follows:\n",
" assert(n == 20)."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Print a table listing the genres you see in this dataset, sorted from the most frequent to the least frequent. Notice that these frequencies may add up to more than the number of movies in the dataset, as a movie may have more than one genre.\n",
"\n",
"Your output should look like this:\n",
"\n",
"```python\n",
"[['Drama', 13666],\n",
" ['Comedy', 8898],\n",
" ['Thriller', 5437],\n",
" ['Documentary', 4473],\n",
" ['Action', 3901],\n",
" ['Romance', 3846],\n",
" ['Horror', 3431],\n",
" ['Crime', 2425],\n",
" ['(no genres listed)', 2200],\n",
" ['Sci-Fi', 1907],\n",
" ['Adventure', 1906],\n",
" ['Children', 1639],\n",
" ['Animation', 1553],\n",
" ['Mystery', 1516],\n",
" ['Fantasy', 1456],\n",
" ['War', 679],\n",
" ['Musical', 308],\n",
" ['Western', 194],\n",
" ['IMAX', 173],\n",
" ['Film-Noir', 21]]\n",
"```\n",
"\n",
"(Remove this cell when delivering.)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Replace this cell with code to obtain the frequency of each genre, check that it returns the same result as above."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Visualizing this data can help us better understand the distribution of genres. A useful visualization in some cases is a word cloud. We will use a [WordCloud Library](http://amueller.github.io/word_cloud/generated/wordcloud.WordCloud.html) by Andreas Mueller.\n",
"\n",
"The next code generates a word cloud. You can leave as-is or optionally change colors/stype.\n",
"\n",
"(Remove this cell when delivering.)"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Change the colors/style if you want\n",
"\n",
"# Generate the word cloud\n",
"genre_wordcloud = WordCloud(width=1000, height=400, background_color='white')\n",
"genre_wordcloud.generate_from_frequencies(dict(keyword_occurences))\n",
"\n",
"# Plot the word cloud\n",
"f, ax = plt.subplots(figsize=(16, 8))\n",
"plt.imshow(genre_wordcloud, interpolation=\"bilinear\")\n",
"plt.axis('off')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Produce two word clouds: one for movies filmed before 2010, and another for movies filmed after 2010, and compare them. Do you notice any difference?"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 3. Content-based recommendation"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"A content-based recommender works with data that describes the movie (or content). In our case, we will mainly use the genres that describes each movie. Our assumption is that films in the same genres should have similar contents and therefore are more likely to be recommended.\n",
"\n",
"We *could* extend the content-based taking into account the title or any other text-based characteristics of the movie. We could also extend it using other attributes of the movie, even if they are not text. Content-based recommendations just means that we somehow compute the similarity between the items and then recommend the most similar items.\n",
"\n",
"(Remove this cell when delivering.)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 3.1. Compute TF-IDF vectors"
]
},
{
"attachments": {
"image.png": {
"image/png": 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"
}
},
"cell_type": "markdown",
"metadata": {},
"source": [
"**Term Frequency (TF)** and **Inverse Document Frequency (IDF)** are techniques used in information retrieval to determine the **importance** of a word. In our use case, content-based recommendation, TF-IDF will be used to measure the importance of each genre in each movie. \n",
"\n",
"TF is simply the frequency of a word in a document, IDF is the inverse of the document frequency among the whole corpus of documents. Usually, TF and IDF are combined to measure the relevance of a word or term across different documents.\n",
"\n",
"In a nutshell, TF-IDF weights infrequent words (in our case genres) more heavily. This means that two movies that share many uncommon genres will be considered more similar than two movies that share many common genres.\n",
"\n",
"The TF-IDF score is computed as:\n",
"\n",
"**tfidf(keyword, document) = TF(keyword, document) x IDF(keyword)**\n",
"\n",
"Where:\n",
"\n",
"* **TF(keyword, doc)** is the number of times the *keyword* appears in the *document*\n",
"* **IDF(keyword)** is **log(N/docfreq(keyword))** where **N** is the total number of documents and **docfreq(keyword)** is the number of documents containing the **keyword**\n",
"\n",
"\n",
"\n",
"(Remove this cell when delivering.)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"As a movie can belong to several genres, you should first break up the genre string into a string array.\n",
"\n",
"Create a new column `genres_arr` in dataframe `movies` that contains the genres splitted in character \"|\".\n",
"\n",
"Ensure this column has no \"NaN\", using [fillna](https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.fillna.html). Example: `df['colname'].fillna('').astype('str')`\n",
"\n",
"(Remove this cell when delivering.)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Replace this cell with your code to add column \"genres_arr\" to the dataframe \"movies\"."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Verify by running the next cell. It should print:\n",
"\n",
"```\n",
"Transformed: Comedy|Romance → ['Comedy', 'Romance']\n",
"```\n",
"\n",
"(Remove this cell when delivering.)"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Transformed: Comedy|Romance → ['Comedy', 'Romance']\n"
]
}
],
"source": [
"# Leave this code as-is\n",
"\n",
"print(\"Transformed: %s → %s\" % (movies['genres'][3], movies['genres_arr'][3]))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now we will work with a smaller part of the data. Define `movies_filtered` as all the movies filmed after 2015.\n",
"\n",
"Use the [sklearn.feature_extraction.text.TfidfVectorizer](https://scikit-learn.org/stable/modules/generated/sklearn.feature_extraction.text.TfidfVectorizer.html) to compute tf-idf vectors on this column. Use `ngram_range=(1,2)` to consider one- and two-word genres. Store the resulting vectors in `tfidf_matrix`.\n",
"\n",
"The resulting matrix should have 7890 rows and 128 columns. Verify this using `tfidf_matrix.shape`.\n",
"\n",
"(Remove this cell when delivering.)"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"