dataworkshop / dw-warsaw-project

Welcome to Warsaw Data Workshop projects page!

The current discussions are conducted on wiki pages: Wiki

Slack:

• Warsaw Group

Current project: Prediction of air pollution in Warsaw

Team: (Alphabetic order)

• Adrian: GitHub Linkedin
• Agata: GitHub Linkedin
• Janek: GitHub Linkedin
• Kamil: Linkedin
• Krzysztof:
• Magdalena: GitHub Linkedin
• Oliwia:
• Władysław:

Data:

• dataset_pm25.csv - Meteorological data from IMGW, pollution data from GIOŚ (2014-2018)
• data_pm25_plus_darks.csv - Meteorological data from darksky.net, pollution data from GIOŚ (2015-2019)

Project directory structure:

dw-warsaw-project/
│  
├── README.md ## Project general information
│
├── Data/
│   ├── Data Original/
│   │   ├── data_pm25_plus_darksky.csv
│   │   └── dataset_pm25.csv
│   ├── 2014.zip
│   ├── 2014_PM2.5_1g.xlsx
│   ├── 2018_PM25_1g.xlsx
│   ├── data_pm25_plus_darksky.csv
│   └── dataset_pm25.csv
│  
├── Project Final Version/
│    └── TBD
│
└── Meetings/
    ├── Meeting_1/
    │   ├── SMOG.ipynb
    │   ├── pm_25_1g.ipynb
    │   └── Smog_1_Data_prep.ipynb
    │
    ├── Meeting_2/
    │   └── TBD
    │
    ├── Meeting_3/
    │   └── TBD
    │
    ├── Meeting_4/
    │   └── TBD
    │
    ├── Meeting_5/
    │   └── smog_basic_model_API.ipynb
    │
    ├── Meeting_6/
    │   ├── regularization_ridge_lasso.ipynb
    │   ├── smog_random forrest.ipynb
    │   └── smog_basic_model_API 2.ipynb
    │
    ├── Meeting_7/
    │   ├── Model/
    │   │   └── pm25_model_xgb.pkl
    │   ├── Data/
    │   │   └── data_pm25_plus_darksky.csv
    │   ├── Darksky_smog_model_pokaz.ipynb
    │   └── Darksky_smog_prognoza.ipynb
    │
    ├── Meeting_8/
    │   ├── XGBoost_hyperopt.ipynb
    │   ├── gradient_boosting_darksky_AP - niepodl.ipynb
    │   ├── gradient_boosting_darksky_AP.ipynb	
    │   ├── pipelines.ipynb	
    │   └── smog_XGBoost.ipynb	
    │
    ├── Meeting_9/
    │   ├── LightGBM_Smog.ipynb
    │   └── smog lstm.ipynb
    │
    ├── Meeting_10/
    │    └── TBD
    │
    └── Meeting_11/
    │    └── TBD
    │
    └── Meeting_12/
         └── REAMDE.md ## URLs to notebooks  

Additional:

• Git manual for beginners: Git