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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