{"columns":[{"name":"datetime_utc","type":"timestamp[us]"},{"name":"aggregation_level","type":"dictionary<values=string, indices=int32, ordered=0>"},{"name":"aggregation_group","type":"string"},{"name":"demand_imputed_pudl_mwh","type":"double"}],"n_rows":1652406,"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[us]","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":"double","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=microseconds, 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 double 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[us]\", \"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\": \"float64\", \"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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