https://github.com/egemenzeytinci/foxandbox

Content based movie recommendation system
https://github.com/egemenzeytinci/foxandbox

content-based-recommendation elasticsearch flask python recommender-system

Last synced: 1 day ago
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Content based movie recommendation system

• Host: GitHub
• URL: https://github.com/egemenzeytinci/foxandbox
• Owner: egemenzeytinci
• Created: 2021-03-18T18:08:31.000Z (over 3 years ago)
• Default Branch: main
• Last Pushed: 2024-07-18T21:03:50.000Z (3 months ago)
• Last Synced: 2024-07-19T05:12:08.381Z (3 months ago)
• Topics: content-based-recommendation, elasticsearch, flask, python, recommender-system
• Language: Python
• Homepage: https://foxandbox.io
• Size: 3.43 MB
• Stars: 4
• Watchers: 3
• Forks: 0
• Open Issues: 1
• Metadata Files:
  • Readme: README.md

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README

        
# foxandbox

![homepage](/assets/images/homepage.jpg)

## Installation and Usage

Deploy the `smlar` plug-in using the following commands,

```zsh

$ git clone https://github.com/egemenzeytinci/smlar

$ cd smlar

$ USE_PGXS=1 make

$ USE_PGXS=1 make install

```

Then create `smlar` extension to PostgreSQL,

```zsh

$ psql

test=# CREATE EXTENSION smlar;

CREATE EXTENSION

```

Install requirements,

```zsh

$ pip3 install -r requirements.txt

```

You can create tables on PostgreSQL as follows,

```zsh

$ python3 migration.py default.ini # or custom ini file

```

Then, you need to download the IMDB datasets to the `temporary` path under the `system` section in the config file,

```zsh

$ wget https://datasets.imdbws.com/title.basics.tsv.gz -P /path/to/folder

$ wget https://datasets.imdbws.com/title.ratings.tsv.gz -P /path/to/folder

$ wget https://datasets.imdbws.com/title.episode.tsv.gz -P /path/to/folder

```

Then, please run DB seed script to insert static data,

```zsh

$ python3 seed.py ./default.ini # or custom ini file

```

You can now run the crawler to fetch the movie images,

```zsh

$ python3 crawl.py ./default.ini # or custom ini file

```

**Please keep in mind**, it takes a long time.

Then, please run the recommendation script to determine the clusters for the movies,

```zsh

$ python3 recommendation.py ./default.ini # or custom ini file

```

You need to install `Elasticsearch`, then below commands will create indexes and save documents,

```zsh

$ python3 indexing.py ./default.ini # or custom ini file

```

Finally, you can run web application as follows,

```zsh

$ python3 app.py ./default.ini # or custom ini file

```