{"columns":[{"name":"datetime_utc","type":"timestamp[ms]"},{"name":"aggregation_level","type":"dictionary<values=string, indices=int32, ordered=0>"},{"name":"aggregation_group","type":"string"},{"name":"demand_imputed_pudl_mwh","type":"float"}],"n_rows":1639350,"rows_kept":4500,"cut":true,"text_format":"parquet-jsonl-2026-09-26","bounds":{"document_bytes":16777216,"package_text_limit_bytes":33554432,"package_text_slack_bytes":1024,"rows_first":2000,"rows_last":500,"rows_between":2000,"halvings":0,"cell_chars":16384,"cell_head_chars":4096,"vector_min":64,"vector_head_fixed":16,"vector_head_variable":64,"kv_value_chars":1048576,"nesting_max":64,"binary_text":true},"cells_cut":0,"cells_bad_utf8":0,"cells_raw":0,"cells_binary":0,"cells_binary_text":0,"cells_vector":0,"n_row_groups":2,"reader":"pyarrow 23.0.1, python 3.13","created_by":"parquet-cpp-arrow version 24.0.0","schema":{"fields":[{"name":"datetime_utc","type":"timestamp[ms]","nullable":false,"metadata":[["description","Date and time converted to Coordinated Universal Time (UTC)."]],"children":null},{"name":"aggregation_level","type":"dictionary<values=string, indices=int32, ordered=0>","nullable":false,"metadata":[["description","Indicates the spacial granularity of aggregated value."]],"children":null},{"name":"aggregation_group","type":"string","nullable":false,"metadata":[["description","Label identifying a group of balancing authorities to be used in aggregating demand E.g. a region of the US or a whole interconnect."]],"children":null},{"name":"demand_imputed_pudl_mwh","type":"float","nullable":true,"metadata":[["description","Electricity demand calculated by subtracting BA interchange from net generation, with outliers and missing values imputed in PUDL."]],"children":null}],"parquet":"required group field_id=-1 schema {\n  required int64 field_id=-1 datetime_utc (Timestamp(isAdjustedToUTC=false, timeUnit=milliseconds, is_from_converted_type=false, force_set_converted_type=false));\n  required binary field_id=-1 aggregation_level (String);\n  required binary field_id=-1 aggregation_group (String);\n  optional float field_id=-1 demand_imputed_pudl_mwh;\n}\n"},"kv_metadata":[["pandas","{\"index_columns\": [], \"column_indexes\": [], \"columns\": [{\"name\": \"datetime_utc\", \"field_name\": \"datetime_utc\", \"pandas_type\": \"datetime\", \"numpy_type\": \"datetime64[s]\", \"metadata\": null}, {\"name\": \"aggregation_level\", \"field_name\": \"aggregation_level\", \"pandas_type\": \"categorical\", \"numpy_type\": \"int8\", \"metadata\": {\"num_categories\": 3, \"ordered\": false}}, {\"name\": \"aggregation_group\", \"field_name\": \"aggregation_group\", \"pandas_type\": \"unicode\", \"numpy_type\": \"string\", \"metadata\": null}, {\"name\": \"demand_imputed_pudl_mwh\", \"field_name\": \"demand_imputed_pudl_mwh\", \"pandas_type\": \"float32\", \"numpy_type\": \"float64\", \"metadata\": null}], \"attributes\": {}, \"creator\": {\"library\": \"pyarrow\", \"version\": \"24.0.0\"}, \"pandas_version\": \"2.3.3\"}"],["primary_key","datetime_utc,aggregation_level,aggregation_group"],["ARROW:schema",{"$cut":{"chars":3500,"head":""}}],["description","Hourly time series of aggregated balancing authority demand by EIA region, interconnect, and continental US.\n\n\nMost-recent data:\n  2026\n\n\nProcessing:\n  Data is ready for use in analyses, but for practical reasons has not been denormalized and remains in narrow format.\n\nSource:\n  EIA Form 930 -- Hourly and Daily Balancing Authority Operations Report\n\nPrimary key:\n  datetime_utc, aggregation_level, aggregation_group\n\n\nUsage Warnings\n^^^^^^^^^^^^^^\n\n\n* Some columns contain subtotals; use caution when choosing columns to aggregate.\n\n* This table is experimental and/or a work in progress and may change in the future.\n\n\n\n\n\nAdditional Details\n^^^^^^^^^^^^^^^^^^\n\nThe spatial granularity of each record is indicated by `aggregation_level`."]]}
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["2015-07-28T15:00:00.000","interconnect","ercot",48583.0]
["2015-08-23T23:00:00.000","interconnect","ercot",62359.0]
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["2016-07-09T10:00:00.000","interconnect","ercot",38899.0]
["2016-08-17T21:00:00.000","interconnect","ercot",49734.0]
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["2017-03-24T17:00:00.000","interconnect","ercot",38826.0]
["2017-04-26T15:00:00.000","interconnect","ercot",40120.0]
["2017-06-07T10:00:00.000","interconnect","ercot",32991.0]
["2017-06-21T11:00:00.000","interconnect","ercot",38125.0]
["2017-08-05T01:00:00.000","interconnect","ercot",59063.0]
["2017-08-28T04:00:00.000","interconnect","ercot",38241.0]
["2017-10-02T16:00:00.000","interconnect","ercot",45431.0]
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["2017-11-30T07:00:00.000","interconnect","ercot",30574.0]
["2018-01-11T02:00:00.000","interconnect","ercot",40108.0]
["2018-03-06T18:00:00.000","interconnect","ercot",36105.0]
["2018-04-13T19:00:00.000","interconnect","ercot",44278.0]
["2018-04-20T00:00:00.000","interconnect","ercot",39374.0]
["2018-06-02T08:00:00.000","interconnect","ercot",42816.0]
["2018-07-07T09:00:00.000","interconnect","ercot",36950.0]
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["2019-02-09T02:00:00.000","interconnect","ercot",53310.0]
["2019-02-16T19:00:00.000","interconnect","ercot",41294.0]
["2019-04-02T01:00:00.000","interconnect","ercot",37610.0]
["2019-05-20T12:00:00.000","interconnect","ercot",41923.0]
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["2020-01-29T14:00:00.000","interconnect","ercot",46812.0]
["2020-03-25T21:00:00.000","interconnect","ercot",50521.0]
["2020-04-16T23:00:00.000","interconnect","ercot",38756.0]
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["2020-07-04T07:00:00.000","interconnect","ercot",43065.0]
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["2020-11-23T13:00:00.000","interconnect","ercot",35455.0]
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["2021-01-21T04:00:00.000","interconnect","ercot",42282.0]
["2021-02-06T23:00:00.000","interconnect","ercot",36952.0]
["2021-03-30T00:00:00.000","interconnect","ercot",39623.0]
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["2021-08-26T20:00:00.000","interconnect","ercot",71130.0]
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["2022-01-26T13:00:00.000","interconnect","ercot",51696.0]
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["2023-01-08T14:00:00.000","interconnect","ercot",38392.0]
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["2023-04-13T16:00:00.000","interconnect","ercot",42862.0]
["2023-05-11T05:00:00.000","interconnect","ercot",45303.0]
["2023-06-11T07:00:00.000","interconnect","ercot",47038.0]
["2023-07-23T02:00:00.000","interconnect","ercot",70936.0]
["2023-08-31T10:00:00.000","interconnect","ercot",46980.0]
["2023-09-19T17:00:00.000","interconnect","ercot",59572.0]
["2023-11-17T19:00:00.000","interconnect","ercot",45485.0]
["2023-12-21T10:00:00.000","interconnect","ercot",37904.0]
["2024-01-24T12:00:00.000","interconnect","ercot",43437.0]
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["2024-05-28T11:00:00.000","interconnect","ercot",51201.0]
["2024-06-28T23:00:00.000","interconnect","ercot",79861.0]
["2024-07-26T02:00:00.000","interconnect","ercot",61456.0]
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["2024-11-03T12:00:00.000","interconnect","ercot",43811.0]
["2024-12-02T10:00:00.000","interconnect","ercot",42494.0]
["2025-02-04T05:00:00.000","interconnect","ercot",46925.0]
["2025-02-18T19:00:00.000","interconnect","ercot",52287.0]
["2025-03-25T18:00:00.000","interconnect","ercot",52606.0]
["2025-05-08T04:00:00.000","interconnect","ercot",51999.0]
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["2015-07-08T05:00:00.000","interconnect","western",98264.49]
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["2015-09-13T01:00:00.000","interconnect","western",106926.78]
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["2015-11-30T10:00:00.000","interconnect","western",72270.0]
["2016-01-17T08:00:00.000","interconnect","western",74550.48]
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["2017-09-10T00:00:00.000","interconnect","western",104014.0]
["2017-10-31T19:00:00.000","interconnect","western",81892.0]
["2017-11-27T09:00:00.000","interconnect","western",65024.996]
["2017-12-29T10:00:00.000","interconnect","western",72005.0]
["2018-01-10T15:00:00.000","interconnect","western",85229.51]
["2018-02-16T23:00:00.000","interconnect","western",80843.41]
["2018-04-08T20:00:00.000","interconnect","western",72076.0]
["2018-05-02T20:00:00.000","interconnect","western",76874.91]
["2018-06-06T11:00:00.000","interconnect","western",68630.0]
["2018-07-20T05:00:00.000","interconnect","western",112441.016]
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["2015-08-06T04:00:00.000","conus","conus",531165.9]
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