This repository contains the source to a Python module that can be used to access the Olympic Peninsula Gridwise Demonstration Project data.
See references for details, including implementation source code, the data dictionary, and participant survey results.
Do the following to install this module:
git clone https://github.com/dchassin/olypen
python3 -m pip install olypen
Python code to get a directory of tables and print the market clearing table:
import olypen
d = olypen.Olypen()
d.directory
d['clear']
Output:
['billing', 'billing_report', 'billing_trans', 'buy', 'clear',
'contract_type', 'critical_prices', 'cust_billed_meter_usage',
'cust_billing_history', 'cust_contract_history', 'cust_device',
'cust_dryer_config', 'cust_dryer_trans', 'cust_meter_trans',
'cust_tstat_config', 'cust_tstat_trans', 'cust_usage_projection',
'cust_wh_config', 'cust_wh_trans', 'customer', 'dashboard_data',
'dev_type_comfort_level', 'device_type', 'experiment',
'experiment_participant', 'fixed_price', 'home_mode_type',
'invensys_meter', 'invensys_weather', 'midc', 'noaa_weather_station',
'prices', 'sell', 'supplier', 'supplier_feeder_limit',
'supplier_feeder_status', 'supplier_type', 'tou_prices', 'unit_type',
'weather', 'weather_copa_hourly', 'weather_degree_hours',
'weather_degree_month', 'weather_sites', 'weathernoaa']
posttime quantity price avg24 std24 avg168 std168
mkt_id
3812928 2006-04-01 00:00:00 140.183 33.77 43.07 21.02 43.73 14.50
3812929 2006-04-01 00:05:00 143.299 41.09 43.04 21.03 43.72 14.50
3812930 2006-04-01 00:10:00 151.827 41.09 43.03 21.03 43.72 14.50
3812931 2006-04-01 00:15:00 151.333 41.09 43.03 21.03 43.72 14.50
3812932 2006-04-01 00:20:00 149.231 41.09 43.02 21.03 43.72 14.50
... ... ... ... ... ... ... ...
3918032 2007-03-31 23:40:00 81.562 4.19 10.54 8.78 19.58 25.11
3918033 2007-03-31 23:45:00 75.376 4.19 10.49 8.78 19.58 25.11
3918034 2007-03-31 23:50:00 108.532 4.19 10.43 8.77 19.58 25.11
3918035 2007-03-31 23:55:00 97.156 4.19 10.38 8.76 19.58 25.11
3918036 2007-04-01 00:00:00 87.457 4.19 10.33 8.75 19.58 25.11
[103843 rows x 7 columns]
Additional examples are available in the examples folder.
You can change the DATASRC and DATADIR using the file olypen_config.py, e.g.,
DATASRC = "https://olypen.s3.us-west-2.amazonaws.com/data"
DATADIR = ".olypen_data"
You may run the marimo app to browse the data:
marimo run olypen_browser.py
Chassin, David P, "Olympic Peninsula Demonstration Testbed Data Accessor", SLAC National Accelerator Laboratory, Menlo Park, California (2023). URL: https://github.com/dchassin/olypen.
- Chassin, David P., "Olympic Peninsula Demonstration Testbed Results", PNNL-SA-70980, Pacific Northwest National Laboratory, Richland, Washington (2010). URL: https://svn.pnl.gov/olypen.