26 datasets found
  1. U.S. Electricity Prices

    • kaggle.com
    Updated Apr 7, 2024
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    Alistair King (2024). U.S. Electricity Prices [Dataset]. https://www.kaggle.com/datasets/alistairking/electricity-prices/discussion
    Explore at:
    CroissantCroissant is a format for machine-learning datasets. Learn more about this at mlcommons.org/croissant.
    Dataset updated
    Apr 7, 2024
    Dataset provided by
    Kagglehttp://kaggle.com/
    Authors
    Alistair King
    License

    https://www.usa.gov/government-works/https://www.usa.gov/government-works/

    Area covered
    United States
    Description

    US Electricity Prices and Sales by State, Sector, and Year

    https://www.googleapis.com/download/storage/v1/b/kaggle-user-content/o/inbox%2F8734253%2Fdba0dac3571f37e79f2891a6ffd80d5c%2Fus%20electric%20flag.png?generation=1712518711362350&alt=media" alt=""> This comprehensive dataset offers a detailed look at the United States electricity market, providing valuable insights into prices, sales, and revenue across various states, sectors, and years. With data spanning from 2001 onwards to 2024, this dataset is a powerful tool for analyzing the complex dynamics of the US electricity market and understanding how it has evolved over time.

    The dataset includes eight key variables: | Column Name | Description | |-------|-------| | year | The year of the observation | | month | The month of the observation | | stateDescription | The name of the state | | sectorName | The sector of the electricity market (residential, commercial, industrial, other, or all sectors) | | customers | The number of customers (missing for some observations) | | price | The average price of electricity per kilowatt-hour (kWh) in cents | | revenue | The total revenue generated from electricity sales in millions of dollars | | sales | The total electricity sales in millions of kilowatt-hours (kWh) |

    By providing such granular data, this dataset enables users to conduct in-depth analyses of electricity market trends, comparing prices and consumption patterns across different states and sectors, and examining the impact of seasonality on demand and prices.

    One of the primary applications of this dataset is in forecasting future electricity prices and sales based on historical trends. By leveraging the extensive time series data available, researchers and analysts can develop sophisticated models to predict how prices and demand may change in the coming years, taking into account factors such as economic growth, population shifts, and policy changes. This predictive power is invaluable for policymakers, energy companies, and investors looking to make informed decisions in the rapidly evolving electricity market.

    Another key use case for this dataset is in investigating the complex relationships between electricity prices, sales volumes, and revenue. By combining the price, sales, and revenue data, users can explore how changes in prices impact consumer behavior and utility company bottom lines. This analysis can shed light on important questions such as the price elasticity of electricity demand, the effectiveness of energy efficiency programs, and the potential impact of new technologies like renewable energy and energy storage on the market.

    Beyond its immediate applications in the energy sector, this dataset also has broader implications for understanding the US economy and society as a whole. Electricity is a critical input for businesses and households across the country, and changes in electricity prices and consumption can have far-reaching effects on economic growth, competitiveness, and quality of life. By providing such a rich and detailed portrait of the US electricity market, this dataset opens up new avenues for research and insights that can inform public policy, business strategy, and academic inquiry.

    I hope you all enjoy using this dataset and find it useful! 🤗

  2. Cost of living index in the U.S. 2024, by state

    • statista.com
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    Statista, Cost of living index in the U.S. 2024, by state [Dataset]. https://www.statista.com/statistics/1240947/cost-of-living-index-usa-by-state/
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    Dataset authored and provided by
    Statistahttp://statista.com/
    Time period covered
    2024
    Area covered
    United States
    Description

    West Virginia and Kansas had the lowest cost of living across all U.S. states, with composite costs being half of those found in Hawaii. This was according to a composite index that compares prices for various goods and services on a state-by-state basis. In West Virginia, the cost of living index amounted to **** — well below the national benchmark of 100. Virginia— which had an index value of ***** — was only slightly above that benchmark. Expensive places to live included Hawaii, Massachusetts, and California. Housing costs in the U.S. Housing is usually the highest expense in a household’s budget. In 2023, the average house sold for approximately ******* U.S. dollars, but house prices in the Northeast and West regions were significantly higher. Conversely, the South had some of the least expensive housing. In West Virginia, Mississippi, and Louisiana, the median price of the typical single-family home was less than ******* U.S. dollars. That makes living expenses in these states significantly lower than in states such as Hawaii and California, where housing is much pricier. What other expenses affect the cost of living? Utility costs such as electricity, natural gas, water, and internet also influence the cost of living. In Alaska, Hawaii, and Connecticut, the average monthly utility cost exceeded *** U.S. dollars. That was because of the significantly higher prices for electricity and natural gas in these states.

  3. n

    U.S. Utility Rate Database

    • cmr.earthdata.nasa.gov
    Updated Apr 21, 2017
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    (2017). U.S. Utility Rate Database [Dataset]. https://cmr.earthdata.nasa.gov/search/concepts/C1214603845-SCIOPS
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    Dataset updated
    Apr 21, 2017
    Time period covered
    Jan 1, 1970 - Present
    Area covered
    United States
    Description

    The Utility Rate Database (URDB) is a free storehouse of rate structure information from utilities in the United States. Here, you can search for your utilities and rates to find out exactly how you are charged for your electric energy usage. Understanding this information can help reduce your bill, for example, by running your appliances during off-peak hours (times during the day when electricity prices are less expensive) and help you make more informed decisions regarding your energy usage.

    Rates are also extremely important to the energy analysis community for accurately determining the value and economics of distributed generation such as solar and wind power. In the past, collecting rates has been an effort duplicated across many institutions. Rate collection can be tedious and slow, however, with the introduction of the URDB, OpenEI aims to change how analysis of rates is performed. The URDB allows anyone to access these rates in a computer-readable format for use in their tools and models. OpenEI provides an API for software to automatically download the appropriate rates, thereby allowing detailed economic analysis to be done without ever having to directly handle complex rate structures. Essentially, rate collection and processing that used to take weeks or months can now be done in seconds!

    NREL’s System Advisor Model (formerly Solar Advisor Model or SAM), currently has the ability to communicate with the OpenEI URDB over the internet. SAM can download any rate from the URDB directly into the program, thereby enabling users to conduct detailed studies on various power systems ranging in size from a small residential rooftop solar system to large utility scale installations. Other applications available at NREL, such as OpenPV and IMBY, will also utilize the URDB data.

    Upcoming features include better support for entering net metering parameters, maps to summarize the data, geolocation capabilities, and hundreds of additional rates!

  4. T

    ELECTRICITY PRICE by Country Dataset

    • tradingeconomics.com
    csv, excel, json, xml
    Updated Jun 8, 2025
    + more versions
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    TRADING ECONOMICS (2025). ELECTRICITY PRICE by Country Dataset [Dataset]. https://tradingeconomics.com/country-list/electricity-price
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    csv, json, excel, xmlAvailable download formats
    Dataset updated
    Jun 8, 2025
    Dataset authored and provided by
    TRADING ECONOMICS
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Time period covered
    2025
    Area covered
    World
    Description

    This dataset provides values for ELECTRICITY PRICE reported in several countries. The data includes current values, previous releases, historical highs and record lows, release frequency, reported unit and currency.

  5. Electric Vehicle Population

    • kaggle.com
    • data.wa.gov
    • +3more
    Updated Apr 10, 2025
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    RicardoB. (2025). Electric Vehicle Population [Dataset]. https://www.kaggle.com/datasets/ricardobj/electric-vehicle-population/code
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    CroissantCroissant is a format for machine-learning datasets. Learn more about this at mlcommons.org/croissant.
    Dataset updated
    Apr 10, 2025
    Dataset provided by
    Kagglehttp://kaggle.com/
    Authors
    RicardoB.
    License

    https://creativecommons.org/publicdomain/zero/1.0/https://creativecommons.org/publicdomain/zero/1.0/

    Description

    Context Updating page: https://catalog.data.gov/dataset/electric-vehicle-population-data

    This dataset is available in USA Open Data Portal. http://data.gov/ The portal acts as a federated catalog that facilitates the search and use of data published by government agencies. Electric Vehicle Population: Contains all 481 cities, 45 different models of cars from the year 2002 to 2025/

    Content Summary: This dataset provides detailed information on Battery Electric Vehicles (BEVs) and Plug-in Hybrid Electric Vehicles (PHEVs) currently registered in the United States, specifically through the Washington State Department of Licensing (DOL). The dataset includes various attributes of these electric vehicles, such as make, model, year of registration, and other relevant data that reflects the growing trend of electric vehicle adoption in Washington State. It offers valuable insights into the types of electric vehicles on the road, their geographic distribution, and helps track the evolution of electric vehicle usage in the state. This dataset is a useful resource for policymakers, researchers, and organizations interested in studying the electric vehicle market in the U.S., as well as for those developing infrastructure and services to support the increasing demand for electric vehicles

    Acknowledgements: Publisher: data.wa.gov Maintainer
    Department of Licensing Identifier https://data.wa.gov/api/views/f6w7-q2d2 Data First Published-2023-10-19 Data Last Modified-2025-03-13

    Category :Transportation

  6. a

    Electric Power Transmission Lines shp

    • data-smpdc.opendata.arcgis.com
    • geodata.fnai.org
    • +3more
    Updated Dec 28, 2021
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    RPSDeveloper (2021). Electric Power Transmission Lines shp [Dataset]. https://data-smpdc.opendata.arcgis.com/datasets/034b34c3a2a1452eb1cd56de755ce3dd
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    Dataset updated
    Dec 28, 2021
    Dataset authored and provided by
    RPSDeveloper
    Area covered
    Description

    This feature layer, utilizing data from Homeland Infrastructure Foundation-Level Data (HIFLD), depicts electric power transmission lines in the United States. The process of delivering electricity starts at the power plants that generate electricity that is delivered to customers through transmission lines. High Voltage transmission lines, such as those that hang between tall metal towers, carry electricity over long distances to meet customer needs. Higher voltage electricity is more efficient and less expensive for long distance electricity transmission. Transformers at substations increase (step up) or reduce (step down) voltages to adjust to the different stages of the journey from the power plant on long-distance transmission lines to distribution lines that carry electricity to homes and businesses. Transmission lines are operated at relatively high voltages varying from 69 Kilovolts up to 765 Kilovolts.138 Kilovolt Transmission LineData download location and currency: Electric Power Transmission Lines > OverviewData modification(s): noneFor more information: Electricity ExplainedFor feedback please contact: ArcGIScomNationalMaps@esri.comThumbnail image courtesy of: Oran ViriyincyOther Federal User Community federally focused content that may interest youU.S. Independent Establishments and Gov't Corps

  7. a

    U.S. Electric Power Transmission Lines

    • livingatlas-dcdev.opendata.arcgis.com
    Updated Jan 26, 2021
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    Esri U.S. Federal Datasets (2021). U.S. Electric Power Transmission Lines [Dataset]. https://livingatlas-dcdev.opendata.arcgis.com/datasets/fedmaps::u-s-electric-power-transmission-lines/geoservice
    Explore at:
    Dataset updated
    Jan 26, 2021
    Dataset authored and provided by
    Esri U.S. Federal Datasets
    Area covered
    Description

    This feature layer, utilizing data from Homeland Infrastructure Foundation-Level Data (HIFLD), depicts electric power transmission lines in the United States. The process of delivering electricity starts at the power plants that generate electricity that is delivered to customers through transmission lines. High Voltage transmission lines, such as those that hang between tall metal towers, carry electricity over long distances to meet customer needs. Higher voltage electricity is more efficient and less expensive for long distance electricity transmission. Transformers at substations increase (step up) or reduce (step down) voltages to adjust to the different stages of the journey from the power plant on long-distance transmission lines to distribution lines that carry electricity to homes and businesses. Transmission lines are operated at relatively high voltages varying from 69 Kilovolts up to 765 Kilovolts.138 Kilovolt Transmission LineData download location and currency: Electric Power Transmission Lines > OverviewData modification(s): noneFor more information: Electricity ExplainedFor feedback please contact: ArcGIScomNationalMaps@esri.comThumbnail image courtesy of: Oran ViriyincyOther Federal User Community federally focused content that may interest youU.S. Independent Establishments and Gov't Corps

  8. p

    Electric Utility Companies in Nebraska, United States - 166 Available (Free...

    • poidata.io
    csv
    Updated Jun 4, 2025
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    Poidata.io (2025). Electric Utility Companies in Nebraska, United States - 166 Available (Free Sample) [Dataset]. https://www.poidata.io/report/electric-utility-company/united-states/nebraska
    Explore at:
    csvAvailable download formats
    Dataset updated
    Jun 4, 2025
    Dataset provided by
    Poidata.io
    Area covered
    Nebraska, United States
    Description

    This dataset provides information on 166 in Nebraska, United States as of June, 2025. It includes details such as email addresses (where publicly available), phone numbers (where publicly available), and geocoded addresses. Explore market trends, identify potential business partners, and gain valuable insights into the industry. Download a complimentary sample of 10 records to see what's included.

  9. Data from: Economic Impact of Permitting Timelines on Produced Geothermal...

    • datasets.ai
    • gdr.openei.org
    • +3more
    33, 57
    Updated Sep 18, 2024
    + more versions
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    Department of Energy (2024). Economic Impact of Permitting Timelines on Produced Geothermal Power [Dataset]. https://datasets.ai/datasets/economic-impact-of-permitting-timelines-on-produced-geothermal-power
    Explore at:
    57, 33Available download formats
    Dataset updated
    Sep 18, 2024
    Dataset provided by
    United States Department of Energyhttp://energy.gov/
    Authors
    Department of Energy
    Description

    Despite having a large geothermal power potential in the United States, only a small fraction has been developed for power generation. Various barriers, including technical, financial, and regulatory permit delays, are attributed to lower contribution of geothermal energy in the national grid. Unpredictable environmental reviews and permitting timelines are some of the non-technical barriers that can cause delays in geothermal exploration and utilization plans. This study shows that the geothermal permitting timelines can vary from six months to several years, depending on the presence or absence of biological resources, cultural resources, and sensitive environmental issues at the project site. The potential impacts of these permit barriers can range from investors abandoning geothermal development to making the product (i.e., electricity) more expensive and uncompetitive.

  10. p

    Electric Utility Companies in Iowa, United States - 248 Available (Free...

    • poidata.io
    csv
    Updated Jun 3, 2025
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    Poidata.io (2025). Electric Utility Companies in Iowa, United States - 248 Available (Free Sample) [Dataset]. https://www.poidata.io/report/electric-utility-company/united-states/iowa
    Explore at:
    csvAvailable download formats
    Dataset updated
    Jun 3, 2025
    Dataset provided by
    Poidata.io
    Area covered
    Iowa, United States
    Description

    This dataset provides information on 248 in Iowa, United States as of June, 2025. It includes details such as email addresses (where publicly available), phone numbers (where publicly available), and geocoded addresses. Explore market trends, identify potential business partners, and gain valuable insights into the industry. Download a complimentary sample of 10 records to see what's included.

  11. p

    Electric Utility Companies in South Carolina, United States - 187 Available...

    • poidata.io
    csv
    Updated May 30, 2025
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    Poidata.io (2025). Electric Utility Companies in South Carolina, United States - 187 Available (Free Sample) [Dataset]. https://www.poidata.io/report/electric-utility-company/united-states/south-carolina
    Explore at:
    csvAvailable download formats
    Dataset updated
    May 30, 2025
    Dataset provided by
    Poidata.io
    Area covered
    South Carolina, United States
    Description

    This dataset provides information on 187 in South Carolina, United States as of May, 2025. It includes details such as email addresses (where publicly available), phone numbers (where publicly available), and geocoded addresses. Explore market trends, identify potential business partners, and gain valuable insights into the industry. Download a complimentary sample of 10 records to see what's included.

  12. p

    Electric Utility Companies in Idaho, United States - 76 Available (Free...

    • poidata.io
    csv
    Updated Jun 3, 2025
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    Poidata.io (2025). Electric Utility Companies in Idaho, United States - 76 Available (Free Sample) [Dataset]. https://www.poidata.io/report/electric-utility-company/united-states/idaho
    Explore at:
    csvAvailable download formats
    Dataset updated
    Jun 3, 2025
    Dataset provided by
    Poidata.io
    Area covered
    Idaho, United States
    Description

    This dataset provides information on 76 in Idaho, United States as of June, 2025. It includes details such as email addresses (where publicly available), phone numbers (where publicly available), and geocoded addresses. Explore market trends, identify potential business partners, and gain valuable insights into the industry. Download a complimentary sample of 10 records to see what's included.

  13. p

    Electric Motor Stores in Virginia, United States - 27 Available (Free...

    • poidata.io
    csv
    Updated Apr 24, 2025
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    Poidata.io (2025). Electric Motor Stores in Virginia, United States - 27 Available (Free Sample) [Dataset]. https://www.poidata.io/report/electric-motor-store/united-states/virginia
    Explore at:
    csvAvailable download formats
    Dataset updated
    Apr 24, 2025
    Dataset provided by
    Poidata.io
    Area covered
    Virginia, United States
    Description

    This dataset provides information on 27 in Virginia, United States as of April, 2025. It includes details such as email addresses (where publicly available), phone numbers (where publicly available), and geocoded addresses. Explore market trends, identify potential business partners, and gain valuable insights into the industry. Download a complimentary sample of 10 records to see what's included.

  14. p

    Hydroelectric Power Plants in California, United States - 154 Available...

    • poidata.io
    csv
    Updated May 2, 2025
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    Poidata.io (2025). Hydroelectric Power Plants in California, United States - 154 Available (Free Sample) [Dataset]. https://www.poidata.io/report/hydroelectric-power-plant/united-states/california
    Explore at:
    csvAvailable download formats
    Dataset updated
    May 2, 2025
    Dataset provided by
    Poidata.io
    Area covered
    California, United States
    Description

    This dataset provides information on 154 in California, United States as of May, 2025. It includes details such as email addresses (where publicly available), phone numbers (where publicly available), and geocoded addresses. Explore market trends, identify potential business partners, and gain valuable insights into the industry. Download a complimentary sample of 10 records to see what's included.

  15. p

    Electric Utility Companies in North Dakota, United States - 90 Available...

    • poidata.io
    csv
    Updated May 30, 2025
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    Poidata.io (2025). Electric Utility Companies in North Dakota, United States - 90 Available (Free Sample) [Dataset]. https://www.poidata.io/report/electric-utility-company/united-states/north-dakota
    Explore at:
    csvAvailable download formats
    Dataset updated
    May 30, 2025
    Dataset provided by
    Poidata.io
    Area covered
    North Dakota, United States
    Description

    This dataset provides information on 90 in North Dakota, United States as of May, 2025. It includes details such as email addresses (where publicly available), phone numbers (where publicly available), and geocoded addresses. Explore market trends, identify potential business partners, and gain valuable insights into the industry. Download a complimentary sample of 10 records to see what's included.

  16. p

    Power Stations in South Carolina, United States - 30 Available (Free Sample)...

    • poidata.io
    csv
    Updated May 9, 2025
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    Poidata.io (2025). Power Stations in South Carolina, United States - 30 Available (Free Sample) [Dataset]. https://www.poidata.io/report/power-station/united-states/south-carolina
    Explore at:
    csvAvailable download formats
    Dataset updated
    May 9, 2025
    Dataset provided by
    Poidata.io
    Area covered
    South Carolina, United States
    Description

    This dataset provides information on 30 in South Carolina, United States as of May, 2025. It includes details such as email addresses (where publicly available), phone numbers (where publicly available), and geocoded addresses. Explore market trends, identify potential business partners, and gain valuable insights into the industry. Download a complimentary sample of 10 records to see what's included.

  17. p

    Electric Motor Stores in Minnesota, United States - 39 Available (Free...

    • poidata.io
    csv
    Updated May 30, 2025
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    Poidata.io (2025). Electric Motor Stores in Minnesota, United States - 39 Available (Free Sample) [Dataset]. https://www.poidata.io/report/electric-motor-store/united-states/minnesota
    Explore at:
    csvAvailable download formats
    Dataset updated
    May 30, 2025
    Dataset provided by
    Poidata.io
    Area covered
    Minnesota, United States
    Description

    This dataset provides information on 39 in Minnesota, United States as of May, 2025. It includes details such as email addresses (where publicly available), phone numbers (where publicly available), and geocoded addresses. Explore market trends, identify potential business partners, and gain valuable insights into the industry. Download a complimentary sample of 10 records to see what's included.

  18. p

    Electric Bicycle Stores in Georgia, United States - 10 Available (Free...

    • poidata.io
    csv
    Updated Apr 17, 2025
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    Poidata.io (2025). Electric Bicycle Stores in Georgia, United States - 10 Available (Free Sample) [Dataset]. https://www.poidata.io/report/electric-bicycle-store/united-states/georgia
    Explore at:
    csvAvailable download formats
    Dataset updated
    Apr 17, 2025
    Dataset provided by
    Poidata.io
    Area covered
    Georgia, United States
    Description

    This dataset provides information on 10 in Georgia, United States as of April, 2025. It includes details such as email addresses (where publicly available), phone numbers (where publicly available), and geocoded addresses. Explore market trends, identify potential business partners, and gain valuable insights into the industry. Download a complimentary sample of 10 records to see what's included.

  19. p

    Solar Photovoltaic Power Plants in Texas, United States - 73 Available (Free...

    • poidata.io
    csv
    Updated Jun 6, 2025
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    Poidata.io (2025). Solar Photovoltaic Power Plants in Texas, United States - 73 Available (Free Sample) [Dataset]. https://www.poidata.io/report/solar-photovoltaic-power-plant/united-states/texas
    Explore at:
    csvAvailable download formats
    Dataset updated
    Jun 6, 2025
    Dataset provided by
    Poidata.io
    Area covered
    Texas, United States
    Description

    This dataset provides information on 73 in Texas, United States as of June, 2025. It includes details such as email addresses (where publicly available), phone numbers (where publicly available), and geocoded addresses. Explore market trends, identify potential business partners, and gain valuable insights into the industry. Download a complimentary sample of 10 records to see what's included.

  20. p

    Electric Motorcycle Dealers in United States - 75 Available (Free Sample)

    • poidata.io
    csv
    Updated Apr 19, 2025
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    Poidata.io (2025). Electric Motorcycle Dealers in United States - 75 Available (Free Sample) [Dataset]. https://www.poidata.io/report/electric-motorcycle-dealer/united-states
    Explore at:
    csvAvailable download formats
    Dataset updated
    Apr 19, 2025
    Dataset provided by
    Poidata.io
    Area covered
    United States
    Description

    This dataset provides information on 75 in United States as of April, 2025. It includes details such as email addresses (where publicly available), phone numbers (where publicly available), and geocoded addresses. Explore market trends, identify potential business partners, and gain valuable insights into the industry. Download a complimentary sample of 10 records to see what's included.

Share
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TwitterTwitter
Email
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Close
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Alistair King (2024). U.S. Electricity Prices [Dataset]. https://www.kaggle.com/datasets/alistairking/electricity-prices/discussion
Organization logo

U.S. Electricity Prices

U.S. Electricity Prices & Sales To Consumers (2001 - Now)

Explore at:
CroissantCroissant is a format for machine-learning datasets. Learn more about this at mlcommons.org/croissant.
Dataset updated
Apr 7, 2024
Dataset provided by
Kagglehttp://kaggle.com/
Authors
Alistair King
License

https://www.usa.gov/government-works/https://www.usa.gov/government-works/

Area covered
United States
Description

US Electricity Prices and Sales by State, Sector, and Year

https://www.googleapis.com/download/storage/v1/b/kaggle-user-content/o/inbox%2F8734253%2Fdba0dac3571f37e79f2891a6ffd80d5c%2Fus%20electric%20flag.png?generation=1712518711362350&alt=media" alt=""> This comprehensive dataset offers a detailed look at the United States electricity market, providing valuable insights into prices, sales, and revenue across various states, sectors, and years. With data spanning from 2001 onwards to 2024, this dataset is a powerful tool for analyzing the complex dynamics of the US electricity market and understanding how it has evolved over time.

The dataset includes eight key variables: | Column Name | Description | |-------|-------| | year | The year of the observation | | month | The month of the observation | | stateDescription | The name of the state | | sectorName | The sector of the electricity market (residential, commercial, industrial, other, or all sectors) | | customers | The number of customers (missing for some observations) | | price | The average price of electricity per kilowatt-hour (kWh) in cents | | revenue | The total revenue generated from electricity sales in millions of dollars | | sales | The total electricity sales in millions of kilowatt-hours (kWh) |

By providing such granular data, this dataset enables users to conduct in-depth analyses of electricity market trends, comparing prices and consumption patterns across different states and sectors, and examining the impact of seasonality on demand and prices.

One of the primary applications of this dataset is in forecasting future electricity prices and sales based on historical trends. By leveraging the extensive time series data available, researchers and analysts can develop sophisticated models to predict how prices and demand may change in the coming years, taking into account factors such as economic growth, population shifts, and policy changes. This predictive power is invaluable for policymakers, energy companies, and investors looking to make informed decisions in the rapidly evolving electricity market.

Another key use case for this dataset is in investigating the complex relationships between electricity prices, sales volumes, and revenue. By combining the price, sales, and revenue data, users can explore how changes in prices impact consumer behavior and utility company bottom lines. This analysis can shed light on important questions such as the price elasticity of electricity demand, the effectiveness of energy efficiency programs, and the potential impact of new technologies like renewable energy and energy storage on the market.

Beyond its immediate applications in the energy sector, this dataset also has broader implications for understanding the US economy and society as a whole. Electricity is a critical input for businesses and households across the country, and changes in electricity prices and consumption can have far-reaching effects on economic growth, competitiveness, and quality of life. By providing such a rich and detailed portrait of the US electricity market, this dataset opens up new avenues for research and insights that can inform public policy, business strategy, and academic inquiry.

I hope you all enjoy using this dataset and find it useful! 🤗

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