Some pandas data frames in the ASX Gym Env
ASX Gym Env object has 4 pandas data frame objects .
env.index_df. ASX ALL Ords Index data
Seq Open Close High Low Volume Change
Date
2010-05-10 0 4507.4 4622.2 4622.2 4507.4 1 0
2010-05-11 1 4622.2 4573.2 4654.4 4573.2 1 0
2010-05-12 2 4573.2 4599.7 4637.9 4573.2 1 0
2010-05-13 3 4599.7 4679.5 4679.5 4599.7 1 0
2010-05-14 4 4679.5 4643.0 4679.5 4628.0 1 0
... ... ... ... ... ... ... ...
2020-06-04 2549 6064.9 6112.0 6159.5 6062.7 1 0
2020-06-05 2550 6112.0 6116.5 6134.9 6082.7 1 0
2020-06-09 2551 6116.5 6262.9 6314.6 6116.5 1 0
2020-06-10 2552 6262.9 6269.3 6300.6 6210.1 1 0
2020-06-11 2553 6269.3 6079.5 6269.3 6070.0 1 0
[2554 rows x 7 columns]
env.price_df All Stock prices data
open_price close_price high_price low_price
price_date company_id
2010-05-10 1 33.210 33.160 33.580 32.510
2 53.291 55.449 55.588 53.291
3 34.491 35.334 35.334 34.419
4 24.051 24.703 24.832 24.012
5 24.648 25.180 25.180 24.598
... ... ... ... ...
2020-06-11 543 0.990 0.990 0.995 0.990
211 10.510 10.300 10.600 10.300
892 0.060 0.058 0.060 0.058
1775 0.035 0.035 0.035 0.035
397 2.340 2.370 2.460 2.300
[2908983 rows x 4 columns]
env.company_df. ASX Listed companies information
id name description code sector_id
0 1 CSL (ASX:CSL) CSL is a global biotechnology leader which dev... ASX:CSL 160.0
1 2 Commonwealth Bank (ASX:CBA) Commonwealth Bank is Australia's leading provi... ASX:CBA 168.0
2 3 BHP Group Limited (ASX:BHP) BHP is a world-leading resources company. BHP ... ASX:BHP 27.0
3 4 Westpac Banking Corp (ASX:WBC) Westpac is Australia's oldest bank and company... ASX:WBC 168.0
4 5 National Australia Bank (ASX:NAB) As Australia's largest business bank, NAB work... ASX:NAB 168.0
... ... ... ... ... ...
2034 2035 Emirates NBD PJSC (ASX:EMI) ASX:EMI NaN
2035 2036 Apollo Series 2015-1 Trust (ASX:AOL) ASX:AOL NaN
2036 2037 Ampol Limited (ASX:ALD) Caltex has grown to become the nations leading... ASX:ALD 9.0
2037 2038 Waypoint REIT Limited (ASX:WPR) A real estate company listed on the Australian... ASX:WPR 255.0
2038 2039 Adslot Limited (ASX:ADS) An information technology company listed on th... ASX:ADS 200.0
[2039 rows x 5 columns]
env.sector_df Sector information
id name full_name
0 1 Energy Energy
1 2 Energy Energy/Energy
2 3 Energy Equipment & Services Energy/Energy/Energy Equipment & Services
3 4 Oil & Gas Drilling Energy/Energy/Energy Equipment & Services/Oil ...
4 5 Oil & Gas Equipment & Services Energy/Energy/Energy Equipment & Services/Oil ...
.. ... ... ...
259 260 Real Estate Management & Development Real Estate/Real Estate/Real Estate Management...
260 261 Diversified Real Estate Activities Real Estate/Real Estate/Real Estate Management...
261 262 Real Estate Operating Companies Real Estate/Real Estate/Real Estate Management...
262 263 Real Estate Development Real Estate/Real Estate/Real Estate Management...
263 264 Real Estate Services Real Estate/Real Estate/Real Estate Management...
[264 rows x 3 columns]
Normally when you design your Agent, you SHOULD NOT reference price and index data in the future date. But you may reference data in the past, ASX Observation provides the day (start date + day) is the current date for the agent.
or can use env.display_date get the current date-time of the simulation. then your agent is allowed to access data before the current date, access future index or price data is considered as CHEATING. Though currently, the environment doesn't prevent such access.
