https://github.com/RubyRose-TAT/bilibili_Data_Analysis-Clout_Prediction
B站视频热度预测与分析
https://github.com/RubyRose-TAT/bilibili_Data_Analysis-Clout_Prediction
streamlit
Last synced: 30 days ago
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B站视频热度预测与分析
- Host: GitHub
- URL: https://github.com/RubyRose-TAT/bilibili_Data_Analysis-Clout_Prediction
- Owner: RubyRose-TAT
- License: mit
- Created: 2021-12-28T16:03:55.000Z (over 3 years ago)
- Default Branch: main
- Last Pushed: 2022-05-06T14:02:36.000Z (almost 3 years ago)
- Last Synced: 2024-10-27T11:50:44.739Z (6 months ago)
- Topics: streamlit
- Language: Jupyter Notebook
- Homepage:
- Size: 16.2 MB
- Stars: 15
- Watchers: 1
- Forks: 1
- Open Issues: 1
-
Metadata Files:
- Readme: README.md
- License: LICENSE
Awesome Lists containing this project
- awesome-bilibili-extra - Bilibili_Data_Analysis-Clout_Prediction - B 站视频热度预测与分析. (数据分析 / 直播脚本)
README
# b站视频热度预测与分析
基于**streamlit**搭建的B站视频数据分析与播放量预测web应用
获取B站热门视频数据集，数据可视化分析，对视频播放量回归预测
在线演示: [share.streamlit.io](https://share.streamlit.io/rubyrose-tat/bilibili_data_analysis-clout_prediction/main/main.py)
项目地址: [github](https://github.com/RubyRose-TAT/bilibili_Data_analysis-Clout_prediction)
---
### 运行项目
##### 下载代码:
* git clone
```bash
git clone [email protected]/RubyRose-TAT/bilibili_Data_analysis-Clout_prediction.git
```
* Download ZIP
```bash
https://github.com/RubyRose-TAT/bilibili_Data_analysis-Clout_prediction/archive/refs/heads/main.zip
```
##### 安装依赖:
```bash
pip install -r requirements.txt
```
##### 启动项目:
```bash
streamlit run main.py
```
---
### Jupyter Notebook
- [数据预处理及探索性数据分析](https://github.com/RubyRose-TAT/bilibili_Data_analysis-Clout_prediction/blob/main/bilibili/0.bilibili_%E6%95%B0%E6%8D%AE%E9%A2%84%E5%A4%84%E7%90%86%E5%8F%8A%E6%8E%A2%E7%B4%A2%E6%80%A7%E6%95%B0%E6%8D%AE%E5%88%86%E6%9E%90.ipynb)
- [视频数据可视化分析](https://github.com/RubyRose-TAT/bilibili_Data_analysis-Clout_prediction/blob/main/bilibili/1.bilibili_%E8%A7%86%E9%A2%91%E6%95%B0%E6%8D%AE%E5%8F%AF%E8%A7%86%E5%8C%96%E5%88%86%E6%9E%90.ipynb)
- [Random Forest](https://github.com/RubyRose-TAT/bilibili_Data_analysis-Clout_prediction/blob/main/bilibili/2.bilibili_Random%20Forest.ipynb)
- [GBDT](https://github.com/RubyRose-TAT/bilibili_Data_analysis-Clout_prediction/blob/main/bilibili/3.bilibili_GBDT.ipynb)
- [XGBoost](https://github.com/RubyRose-TAT/bilibili_Data_analysis-Clout_prediction/blob/main/bilibili/4.bilibili_XGBoost.ipynb)
- [LIghtGBM](https://github.com/RubyRose-TAT/bilibili_Data_analysis-Clout_prediction/blob/main/bilibili/5.bilibili_LIghtGBM.ipynb)