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Systems","sub_category":"Energy Data Accessibility and Integration","monthly_downloads":80538,"total_dependent_repos":1,"total_dependent_packages":1,"readme":"\u003cp align=\"center\"\u003e\n\u003cimg width=75% src=\"./gridstatus-header.png\" alt=\"gridstatus logo\" /\u003e\n\u003c/p\u003e\n\n\u003cp align=\"center\"\u003e\n    \u003c!-- disable until tests more reliable --\u003e\n    \u003c!-- \u003ca href=\"https://github.com/gridstatus/gridstatus/actions?query=branch%3Amain+workflow%3ATests\" target=\"_blank\"\u003e\n        \u003cimg src=\"https://github.com/gridstatus/gridstatus/workflows/Tests/badge.svg?branch=main\" alt=\"Tests\" /\u003e\n    \u003c/a\u003e --\u003e\n    \u003ca href=\"https://codecov.io/gh/gridstatus/gridstatus\" target=\"_blank\"\u003e\n        \u003cimg src=\"https://codecov.io/gh/gridstatus/gridstatus/branch/main/graph/badge.svg\" alt=\"Code Coverage\"/\u003e\n    \u003c/a\u003e\n    \u003ca href=\"https://badge.fury.io/py/gridstatus\" target=\"_blank\"\u003e\n        \u003cimg src=\"https://badge.fury.io/py/gridstatus.svg?maxAge=2592000\" alt=\"PyPI version\"\u003e\n    \u003c/a\u003e\n\u003c/p\u003e\n\n`gridstatus` is an open source Python library, maintained by [Grid Status](https://www.gridstatus.io/), that fetches electricity market data directly from North American independent system operators (ISOs), regional transmission organizations (RTOs), and the U.S. EIA.\n\n\u003ctable\u003e\n  \u003ctr\u003e\n    \u003ctd\u003e\n      ⚡ \u003cstrong\u003eHave you considered our \u003ca href=\"https://www.gridstatus.io/api\"\u003eHosted API\u003c/a\u003e?\u003c/strong\u003e\u003cbr\u003e\n      It provides a consistent schema across markets, a maintained historical archive, and server-side filtering. Python users can query it with \u003ca href=\"https://github.com/gridstatus/gridstatusio\"\u003e\u003ccode\u003egridstatusio\u003c/code\u003e\u003c/a\u003e; other languages can use the REST API directly.\n    \u003c/td\u003e\n  \u003c/tr\u003e\n\u003c/table\u003e\n\n## Contents\n\n- [Open source `gridstatus` vs. the hosted Grid Status API](#open-source-gridstatus-vs-the-hosted-grid-status-api)\n- [Installation](#installation)\n- [Getting started](#getting-started)\n- [What's available](#whats-available)\n- [Resources and help](#resources--help)\n\n## Open source `gridstatus` vs. the hosted Grid Status API\n\nChoose between the open source library and the hosted Grid Status API based on how you want to access and work with the data:\n\n| Open source `gridstatus` | Hosted [Grid Status API](https://www.gridstatus.io/api) and [`gridstatusio`](https://github.com/gridstatus/gridstatusio) |\n|--------------------------|-----------------------------------------------------------------------------------------------------------------------|\n| Minimally processed data fetched directly from ISO and EIA sources | Hosted data with consistent column names, timestamp formats, and DST handling |\n| Python library with source-specific integrations and fields | Single REST API with a Python client |\n| No Grid Status account; most datasets require no API key | Grid Status API key with free and paid plans |\n| Historical availability depends on each source's retention policy | Historical data queryable immediately |\n| Filtering capabilities vary by source | Consistent server-side filtering by time, columns, and row values |\n\n## Installation\n\n`gridstatus` supports Python 3.10+. Install with uv or pip:\n\n```bash\nuv pip install gridstatus\n# or\npip install gridstatus\n```\n\nSome sources require credentials, such as an EIA API key or ERCOT API username and password. See [.env.template](.env.template) for the full list and supported environment variables.\n\n## Getting started\n\n```python\nfrom gridstatus import CAISO, Ercot, SPP, list_isos\n\n# See the ISO classes exposed by the discovery helper\nlist_isos()\n\n# Pick an ISO and pull a dataset for a fixed date\niso = Ercot()\nfuel_mix = iso.get_fuel_mix(\"2024-06-01\")\n\n# Source-specific methods expose other datasets and market intervals\nercot_lmp = Ercot().get_lmp_by_settlement_point(\"2024-06-01\")\nspp_lmp = SPP().get_lmp_real_time_5_min_by_location(\"2024-06-01\")\nreal_time_15_min_lmp = CAISO().get_lmp_real_time_15_min(\"2024-06-01\")\nday_ahead_hourly_lmp = CAISO().get_lmp_day_ahead_hourly(\"2024-06-01\")\n\nprint(fuel_mix.head())\n```\n\nMost dataset methods return pandas DataFrames, with timezone-aware columns for time-indexed data; columns vary by method and source. Date arguments accept `\"today\"`, `\"latest\"`, `\"historical\"`, an ISO-8601 string (`\"2024-06-01\"`), a `pd.Timestamp`, or a `(start, end)` range — **interpreted in the ISO's own local timezone**. Use fixed dates for reproducible results.\n\n## What's available\n\nAvailable data includes load, fuel mix, forecasts, locational marginal prices (LMPs), storage, ancillary services, interconnection queues, and more. Coverage and historical availability vary by source.\n\n- **ISOs / RTOs / grids:** CAISO, ERCOT, PJM, MISO, SPP, NYISO, ISO-NE, IESO, and AESO, plus the U.S. EIA.\n- **Datasets (vary by ISO):** fuel mix, load (demand), load forecasts, locational marginal prices (LMP, day-ahead \u0026 real-time), storage, ancillary-service prices, interconnection queues, and more.\n\nThe exact dataset coverage per ISO is documented in the [API reference](https://opensource.gridstatus.io/).\n\n## Resources \u0026 help\n\n- **Open source:** [API reference and examples](https://opensource.gridstatus.io/) · [Changelog](CHANGELOG.md) · [Contributing](CONTRIBUTING.md)\n- **Hosted API:** [data catalog](https://www.gridstatus.io/datasets) · [OpenAPI spec](https://api.gridstatus.io/openapi.json) · [docs assistant](https://docs.gridstatus.io/)\n- **Support:** Open a [GitHub issue](https://github.com/gridstatus/gridstatus/issues) for questions or bugs. Grid Status support is primarily focused on hosted API users, but we'll do our best to help with open source issues.\n","funding_links":[],"readme_doi_urls":[],"works":{},"citation_counts":{},"total_citations":0,"keywords_from_contributors":["archiver","transforms","measur","optimize","animals","projection","generic","compose","observation","conversion"],"project_url":"https://ost.ecosyste.ms/api/v1/projects/298846","html_url":"https://ost.ecosyste.ms/projects/298846"}