kaggle-ashrae-DSR

DATA organization

Your local data folder should have

./raw
./feather

Data leakage

All leaked data conforms to a common standard with reduced memory:

Data columns (total 4 columns):
building_id              int16
meter                    int8
timestamp                datetime64[ns]
meter_reading_scraped    float32

• Site 0, UCF campus buildings
  • Complete data for all buildings, years
• Site 1, UCL campus buildings
  • Missing only one building
• Site 2, ASU campus
  • ??
• Site 4, Berkeley UCB campus
  • Missing some buildings
• Site 15, Cornell
  • Does not include 2016

Psychrometric features

Both test and train weather have psychrometrics calculated.

Linking the DATA folder

ln -s YOUR_DATA_PATH ./data

i.e.;

ln -s ~/DATA/ashrae-energy-prediction/data ./data

Environment management

Jupyter Kernel

1. Activate the env
2. Ensure ipykernel is pip-installed
3. Install the kernel to jupyter

ipython kernel install --user --name=kaggle_ashrae_dsr