https://github.com/aurelius84/ugc-sentiment
https://github.com/aurelius84/ugc-sentiment
Last synced: 5 months ago
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- Host: GitHub
- URL: https://github.com/aurelius84/ugc-sentiment
- Owner: Aurelius84
- License: mit
- Created: 2017-08-30T02:37:37.000Z (about 8 years ago)
- Default Branch: master
- Last Pushed: 2017-09-01T02:05:58.000Z (about 8 years ago)
- Last Synced: 2025-05-11T04:09:48.382Z (5 months ago)
- Language: Python
- Size: 13.8 MB
- Stars: 2
- Watchers: 1
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
- License: LICENSE
Awesome Lists containing this project
README
# sentinews
Machine built to monitor public opinion. Models based on `bidirectial LSTM with attention` was trained by `online ugc-comment` from 大众点评.
### Requirements
- `Keras >= 2.0`
- `tensorflow >= 1.1.0`
- `h5py`
- `matplotlib`
- `jieba`
- `PyYAML`
- `python2.7`
### How to use
- **Install Package**
```bash
$ pip install -U ugc_sentiment
```
- **sentiment**
```python
# test.py
# coding: utf-8
from ugc_sentiment import UgcSentiment
conts = [
u'服务态度太差了。团购去吃的，中午到的时候不到12点吧，手机在12点3分收到了已使用团购券。到了12点35的时候只上了一个菜，我实在是受不了了，就催服务员，服务员说让我稍等一下，饭菜20分钟左右就能好，我都等了40分钟了，才上一个菜，旁边的桌比我们晚来，菜上的都比我们多，你TMD能不开团购啊，能就开不能就别TM凑热闹 。。。。',
u'店里的食物不算太全但食物味道还算可以，店员服务态度很好，价格比起同类的有些小贵，店面还是比较整洁的'
]
if __name__ == '__main__':
# it will load model automatically
senti = UgcSentiment()
# receive params of unicode string
result = senti.sentiment(conts[0])
```
+ **result：**
```json
{
"labels": "2",
"probs_json": {
"1": "0.43460175,,",
"2": "0.44080707,",
"3": "0.0980910137296",
"4": "0.007562303,",
"5": "0.0075623029843",
},
"probs": "0.43460175395 0.440807074308 0.0980910137296 0.0189378540963 0.0075623029843"
}
```
+ **Support list of unicode string**
```python
# also receive list of unicode string
results = senti.sentiment(conts)
```
+ **result:**
```json
[{
"labels": "2",
"probs_json": {
"1": "0.43460175,,",
"2": "0.44080707,",
"3": "0.0980910137296",
"4": "0.007562303,",
"5": "0.0075623029843",
},
"probs": "0.43460175395 0.440807074308 0.0980910137296 0.0189378540963 0.0075623029843"
},
{
"labels": "3",
"probs_json": {
"1": "0.0150475967675,,",
"2": "0.118314310908,",
"3": "0.647881686687",
"4": "0.167027801275,",
"5": "0.0517285950482",
},
"probs": "0.0150475967675 0.118314310908 0.647881686687 0.167027801275 0.0517285950482"
}]
```
### License
GNU (for details, please refer to [LICENSE](https://github.com/KillersDeath/ugc-sentiment/blob/master/LICENSE))
Copyright (c) 2017 LiujieZhang