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https://github.com/drewbrns/houdini
An experiment to extract Purchase Intent from social posts using Natural Language Processing (NLP)
https://github.com/drewbrns/houdini
Last synced: 22 days ago
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An experiment to extract Purchase Intent from social posts using Natural Language Processing (NLP)
- Host: GitHub
- URL: https://github.com/drewbrns/houdini
- Owner: drewbrns
- Created: 2024-08-13T20:58:00.000Z (6 months ago)
- Default Branch: master
- Last Pushed: 2024-08-15T20:56:41.000Z (6 months ago)
- Last Synced: 2024-11-19T23:51:12.510Z (3 months ago)
- Language: HTML
- Size: 40.8 MB
- Stars: 1
- Watchers: 1
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: Readme.md
Awesome Lists containing this project
README
# Houdini - The Research
An exploration into datascience and machine learning, research into figuring out how to determine purchase intent from social posts, largely based on the research paper [Identifying Purchase Intent from Social Posts](https://ojs.aaai.org/index.php/ICWSM/article/view/14505) by Vineet Gupta, Devesh Varshney, Harsh Jhamtani, Deepam Kedia and Shweta Karwa.
## Getting Started
These instructions will get you a copy of the project up and running on your local machine for development and testing purposes. See deployment for notes on how to deploy the project on a live system.
### Clone this repository unto your system
```
git clone https://github.com/drewbrns/houdini.git
```
### Run using docker
```
docker-compose up
```
You would see something similar to this when the app starts successfully.
```
notebook_1 | [I 13:55:25.246 NotebookApp] Writing notebook server cookie secret to /root/.local/share/jupyter/runtime/notebook_cookie_secret
notebook_1 | [I 13:55:25.801 NotebookApp] Serving notebooks from local directory: /app/notebook
notebook_1 | [I 13:55:25.802 NotebookApp] 0 active kernels
notebook_1 | [I 13:55:25.802 NotebookApp] The Jupyter Notebook is running at:
notebook_1 | [I 13:55:25.803 NotebookApp] http://0.0.0.0:8888/?token=514848f23f594b8adc7e1be166a16917a868073f74423f4e
notebook_1 | [I 13:55:25.803 NotebookApp] Use Control-C to stop this server and shut down all kernels (twice to skip confirmation).
notebook_1 | [W 13:55:25.804 NotebookApp] No web browser found: could not locate runnable browser.
notebook_1 | [C 13:55:25.805 NotebookApp]
notebook_1 |
notebook_1 | Copy/paste this URL into your browser when you connect for the first time,
notebook_1 | to login with a token:
notebook_1 | http://0.0.0.0:8888/?token=514848f23f594b8adc7e1be166a16917a868073f74423f4e
notebook_1 | [W 13:55:35.134 NotebookApp] Forbidden
notebook_1 | [W 13:55:35.138 NotebookApp] 403 GET /api/sessions?_=1521639957907 (172.19.0.1) 12.56ms referer=http://0.0.0.0:8888/tree/notebook
notebook_1 | [W 13:55:35.144 NotebookApp] Forbidden
notebook_1 | [W 13:55:35.146 NotebookApp] 403 GET /api/terminals?_=1521639957908 (172.19.0.1) 4.40ms referer=http://0.0.0.0:8888/tree/notebook
notebook_1 | [I 13:55:37.610 NotebookApp] 302 GET /?token=514848f23f594b8adc7e1be166a16917a868073f74423f4e (172.19.0.1) 1.30ms
```
## Built With
* [Python](https://python.org/) - Programming Language
* [PIP]() - Dependency Management
* [Jupyter](https://jupyter.org/) - Notebook
* [Scrapy](https://scrapy.org/) - Web Scraping
* [NLTK](http://www.nltk.org/) - NLTK
* [Numpy](http://www.numpy.org/) - Large efficient arrays
* [Pandas](https://pandas.pydata.org/) - Data wrangling
* [Matplotlib](https://matplotlib.org/) - Ploting Graphs
* [Scikit-learn](http://scikit-learn.org/) - Machine Learning tools
## Acknowledgments
* Hat tip to anyone who's code was used