mirror of
https://github.com/gsi-upm/senpy
synced 2024-11-22 08:12:27 +00:00
63 lines
2.2 KiB
Markdown
63 lines
2.2 KiB
Markdown
|
# WordNet-Affect plugin
|
||
|
|
||
|
This plugin uses WordNet-Affect (http://wndomains.fbk.eu/wnaffect.html) to calculate the percentage of each emotion. The plugin classifies among five diferent emotions: anger, fear, disgust, joy and sadness. It is has been used a emotion mapping enlarge the emotions:
|
||
|
|
||
|
- anger : general-dislike
|
||
|
- fear : negative-fear
|
||
|
- disgust : shame
|
||
|
- joy : gratitude, affective, enthusiasm, love, joy, liking
|
||
|
- sadness : ingrattitude, daze, humlity, compassion, despair, anxiety, sadness
|
||
|
|
||
|
## Installation
|
||
|
|
||
|
* Download
|
||
|
```
|
||
|
git clone https://lab.cluster.gsi.dit.upm.es/senpy/emotion-wnaffect.git
|
||
|
```
|
||
|
* Get data
|
||
|
```
|
||
|
cd emotion-wnaffect
|
||
|
git submodule update --init --recursive
|
||
|
```
|
||
|
* Run
|
||
|
```
|
||
|
docker run -p 5000:5000 -v $PWD:/plugins gsiupm/senpy -f /plugins
|
||
|
```
|
||
|
|
||
|
## Data format
|
||
|
|
||
|
`data/a-hierarchy.xml` is a xml file
|
||
|
`data/a-synsets.xml` is a xml file
|
||
|
|
||
|
## Usage
|
||
|
|
||
|
The parameters accepted are:
|
||
|
|
||
|
- Language: English (en).
|
||
|
- Input: Text to analyse.
|
||
|
|
||
|
Example request:
|
||
|
```
|
||
|
http://senpy.cluster.gsi.dit.upm.es/api/?algo=emotion-wnaffect&language=en&input=I%20love%20Madrid
|
||
|
```
|
||
|
|
||
|
Example respond: This plugin follows the standard for the senpy plugin response. For more information, please visit [senpy documentation](http://senpy.readthedocs.io). Specifically, NIF API section.
|
||
|
|
||
|
|
||
|
The response of this plugin uses [Onyx ontology](https://www.gsi.dit.upm.es/ontologies/onyx/) developed at GSI UPM for semantic web.
|
||
|
|
||
|
This plugin uses WNAffect labels for emotion analysis.
|
||
|
|
||
|
The emotion-wnaffect.senpy file can be copied and modified to use different versions of wnaffect with the same python code.
|
||
|
|
||
|
|
||
|
## Known issues
|
||
|
|
||
|
- This plugin run on **Python2.7** and **Python3.5**
|
||
|
- Wnaffect and corpora files are not included in the repository, but can be easily added either to the docker image (using a volume) or in a new docker image.
|
||
|
- You can download Wordnet 1.6 here: <http://wordnetcode.princeton.edu/1.6/wn16.unix.tar.gz> and extract the dict folder.
|
||
|
- The hierarchy and synsets files can be found here: <https://github.com/larsmans/wordnet-domains-sentiwords/tree/master/wn-domains/wn-affect-1.1>
|
||
|
|
||
|
![alt GSI Logo][logoGSI]
|
||
|
[logoGSI]: http://www.gsi.dit.upm.es/images/stories/logos/gsi.png "GSI Logo"
|