What’s New

Reports

  • 15-min products partial support

    • Reports not yet supported: XXX_ResultsSummary, XXX_MarketCoupling, DAM_PreMarketSummary, ISPx Load and RES Forecasts

    • Demand-Supply Curves parsing only utilizes 60-min duration bids and offers

    • XBID parsing only utilizes 15-min duration bids and offers post 01-Oct-25

  • IPTO: ISP Results, ISP Unit Availabilities upgrade

  • HEnEx:

    • Support for Intraday IDA Reports

    • Bug fix in XXX_Results (DAM, LIDA, CRIDA) when both Buy & Sell orders present from Renewables

Python

  • Support for Python >=3.10 (including 3.13.0)

Documentation

API

General Usage

  • Provision of the xlsm high-level api, which is an excel-based GUI to install and use exso

  • Reports Selection and Filtering:

    • More intuitive and powerful filtering

    • You can combine multiple filters to select which reports to include, which to exclude, from which publishers, and which groups, in an intersectional manner:

      exso.Updater(*args, which:str|list|None, exclude: str|list|None, publishers: str|list|None, groups: str|list|None)
  • Report names are now, case insensitive:

    • e.g. DAM_Results = dam_ReSultS = dam_results

  • Auto-propose similar report-names in case the inputted report name does not exist

DataBase Tree Access

  • exso Database initialization made simpler:

    #old:
tree = exso.Tree(*args).make_tree()

#new:
tree = exso.Tree(*args)
  • “DNA” locators are case insensitive

    henex.DAM_Results.DAM_Results.Results = henex.dam_results.dam_results.results

  • Support for shorter dna chains, if the report supports it:

    • If a file name is unique in the whole database, you can directly access it, without specifying the whole chain:

      tree['unique_file_name']

    • If a report has only a single file, you can access it quicker through the “fast forward” operator (“>>”):

      tree['dam_results.>>']

  • In case of entering an invalid DNA, the error message will auto-suggest most similar dna chains to the one you entered.

  • Support for combining nodes:

    tree.combine((node1, node2, ..., nodeN), **kwargs)
  • Support for non-exso csv files in the database

    • You can now use exso as an api for your own files!

    • Store your custom csv files exso_root_database/your_custom_folder_name

    • access your files as normal exso.Nodes, and make transformations/visualizations

      tree = exso.Tree(root_base)
tree['your_custom_folder_name.your_custom_file_paths'].plot(***kwargs)

DataBase Node Manipulation

  • .plot() and .export() methods of Node objects to_path argument can be either a directory or a file: If directory, the proper file names will be auto-created. If filepath, the given filepath will be used

  • Added optional arguments in the Node.plot() method:

    • You can now enter a string for the chart’s title and ylabel

    • By default, a plot’s title will be: <node.parent>.<node.name>

  • Improved timezone handling input arguments:

    Now, all you need to do is leave the tz = None, or specify a string-timezone.

    #old
node(start_date, end_date, tz_pipe = ['UTC', 'EET', 'None'])

#new
node(start_date, end_date, tz='EET', truncate_tz=True)

  • Plotting enhancements:

    • Line or area chart, input argument simplification

    #old
    node.plot(*args, **kwargs, area=bool)

    #new
    node.plot(*args, **kwargs, kind = 'line'|'area')

* node.plot allows for a transformation function input, to be applied prior to plotting

  • Support for plotting demand-supply market bids:

_images/exso_demand_supply_plot.png