Dataframe: CAISO:caiso_load - CAISO Load (5-Min)#

Description#

CAISO system load at 5-minute resolution. Each row is one 5-minute interval, timestamped in UTC, with a single system-wide load value in megawatts.

In this project the series provides grid operational context: it is the demand backdrop for interpreting price spreads, real-time price spikes, and outage or curtailment conditions on the CAISO grid.

Data Dictionary#

  • interval_start_utc: datetime64[ns] Interval start, UTC

  • interval_end_utc: datetime64[ns] Interval end (start + 5 minutes), UTC

  • load: float64 CAISO system load in MW

Notes#

  • load does not include load from storage charging. The hourly companion dataset (caiso_load_hourly) does include storage charging, so the two series are not directly comparable.

  • Timestamps are stored in UTC; convert to US/Pacific at analysis time as needed.

Data Preview#

Rows: 880,751  |  Columns: 3  |  Cache: data/opensource/caiso_load.parquet

Sample rows#

First and latest 5 rows by interval_start_utc.

interval_start_utc

interval_end_utc

load

2018-04-10 07:00

2018-04-10 07:05

22459.0

2018-04-10 07:05

2018-04-10 07:10

22371.0

2018-04-10 07:10

2018-04-10 07:15

22330.0

2018-04-10 07:15

2018-04-10 07:20

22082.0

2018-04-10 07:20

2018-04-10 07:25

21978.0

…

…

…

2026-08-27 06:35

2026-08-27 06:40

35228.0

2026-08-27 06:40

2026-08-27 06:45

34954.0

2026-08-27 06:45

2026-08-27 06:50

34728.0

2026-08-27 06:50

2026-08-27 06:55

34465.0

2026-08-27 06:55

2026-08-27 07:00

34156.0

Column summary#

Column

Dtype

Nulls

Min

Max

interval_start_utc

Datetime[ns]

0

2018-04-10 07:00

2026-08-27 06:55

interval_end_utc

Datetime[ns]

0

2018-04-10 07:05

2026-08-27 07:00

load

Float64

0

-2651.0

72922.0

DataFrame Glimpse#

Rows: 880751
Columns: 3
$ interval_start_utc <datetime[ns]> 2026-08-27 06:55:00
$ interval_end_utc   <datetime[ns]> 2026-08-27 07:00:00
$ load                        <f64> 34156.0


Dataframe Manifest#

Dataframe Name

CAISO Load (5-Min)

Dataframe ID

caiso_load

Data Sources

caiso.com Today’s Outlook (demand)

Data Providers

CAISO

Links to Providers

https://www.caiso.com

Topic Tags

Load, Grid Context

Type of Data Access

How is data pulled?

src/pulls/pull_caiso_load.py via the open-source gridstatus library

Data available up to (min)

N/A

Data available up to (max)

N/A

Dataframe Path

data\opensource\caiso_load.parquet

Linked Charts:

  • None

Pipeline Manifest#

Pipeline Name

Project-Lab-Energy-Weather-Natgas-Quanto-CAISO

Pipeline ID

CAISO

Lead Pipeline Developer

Brian Nguyen

Contributors

Brian Nguyen, Claire Kim

Git Repo URL

Pipeline Web Page

Pipeline Web Page

Date of Last Code Update

2026-08-27 10:08:05

OS Compatibility

Windows, Linux, macOS

Linked Dataframes

CAISO:caiso_lmp_day_ahead_hourly
CAISO:caiso_lmp_real_time_15_min
CAISO:caiso_lmp_real_time_5_min
CAISO:caiso_fuel_prices
CAISO:caiso_fuel_regions
CAISO:caiso_load
CAISO:caiso_load_hourly
CAISO:caiso_fuel_mix
CAISO:caiso_renewables_hourly
CAISO:caiso_curtailed_non_operational_generator_report
CAISO:caiso_outages_aggregated_hourly
CAISO:openmeteo_temperature_daily
CAISO:eia860m_generators
CAISO:us_ba_boundaries

Build Commands:

doit