Spgci

[Integrated Energy Scenarios](https://developer.spglobal.com/commodityinsights/servicecatalog/documentation#/Integrated-Energy-Scenarios/v1/Employment) includes forecasts for various Energy and Climate Scenarios, including Green Rules, Discord and Inflections (base planning scenario), and low emission cases: Accelerated CCS and Multitech Mitigation.

for example:
python
df = ies.get_coal_market(country="France", year=2025, scenario="Inflections 2024")
print(df)


shows the predicted coal consumption by sector (Power, Agriculture, Transport, etc..) for France in 2025 under the Inflections (base-case) scenario as of 2024.

Fixed an issue parsing the `modifiedDate` in arbflow, which was preventing it from returning at all for certain margins.

Added EU Gas Outages Endpoints:

- `get_outages_event`
- `get_outages_time_series`

This release includes a function to find the unique values in a given dataset. This is useful for knowing the exact values to pass to endpoints for filtering operations:

python
import spgci as ci

chem = ci.Chemicals()

just a single column
chem.get_unique_values(dataset='production', columns='region')

distinct values across multiple columns
chem.get_unique_values(dataset='capacity', columns=['region', 'commodity'])


Additional Endpoints Added:
- capacity
- production
- capacity-utilization
- demand-by-derivative
- demand-by-end-use
- trade
- inventory-change
- total-supply
- total-demand
- assumptions
- country-supply-demand-balance
- region-supply-demand-balance
- world-supply-demand-balance

Included in this version:

- Added the [Oil and NGL Analytics API](https://developer.spglobal.com/commodityinsights/servicecatalog/documentation#/Oil-And-NGL-Analytics/v1/Refined%20Product%20Arbitrage%20(Beta)).
- Added `modified_date_(gte|gt|lte|lt)` as a parameter in the `MarketData().get_symbols` method.
- Added `sector` as a parameter in the `Insights().get_heards`, `get_top_news`, `get_latest_news`, `get_spotlights`, and `get_stories` methods.

- Updated `WorldRefineryData` to using the latest endpoint (which no longer requires an Appkey)
- Added [LNG Forecast Prices Endpoints](https://developer.spglobal.com/commodityinsights/servicecatalog/documentation#/LNGGlobalAnalytics/v1/Historical%20and%20Forecast%20LNG%20Prices)