Petroleum is the primary source of energy in the United States, with a consumption of 35.35 quadrillion British thermal units in 2024. Closely following, the U.S. had 34.2 quadrillion British thermal units of energy derived from natural gas. Energy consumption by sector in the United States Petroleum is predominantly utilized as a fuel in the transportation sector, which is also the second-largest consumer of energy in the U.S. with almost 30 percent of the country’s total energy consumption in 2024. This figure is topped only by the energy-guzzling industrial sector, a major consumer of fossil fuels such as petroleum and natural gas. Renewable energy in the United States Despite the prevalence of fossil fuels in the U.S. energy mix, the use of renewable energy consumption has grown immensely in the last decades to approximately 6.7 exajoules in 2024. Most of the renewable energy produced in the U.S. is derived from biomass, hydro, and wind sources. In 2024, renewable electricity accounted for approximately 24 percent of the nation’s total electricity generation.

U.S. Monthly Renewable Energy Consumption by Source and Sector (1973-2024)

https://www.googleapis.com/download/storage/v1/b/kaggle-user-content/o/inbox%2F8734253%2F0fe60a09cda8f60e446422f6721e68f5%2Frenewable%20energy%20consumption%20flag.png?generation=1715139420693463&alt=media" alt=""> This dataset provides monthly data on renewable energy consumption in the United States from January 1973 to December 2024, broken down by energy source and consumption sector. The data is sourced from the U.S. Energy Information Administration (EIA).

Renewable energy has become an increasingly important part of the U.S. energy mix in recent years as the country seeks to reduce its greenhouse gas emissions and dependence on fossil fuels. This dataset allows for detailed analysis of renewable energy trends over time and across different sectors of the economy.

IMPORTANT: Dataset Info

• Every entry that has a value of 0 means that the datapoint was either "Not Available," "No Data Reported," or "Not Meaningful"
• You most likely want to exclude the column titled Total Renewable Energy from your comparative analysis across fuel types as it represents the sum of the others

Columns

Petroleum is the most used fuel source in the United States, with a consumption level of 35.35 quadrillion British thermal units in 2024. Natural gas is the second-most common fuel source, with consumption levels rising closer to that of petroleum over recent years. Petroleum use post-financial crisis Petroleum in the United States is primarily used for fueling the transportation sector, generating heat and electricity, as well as in the production of plastics. U.S. consumption of petroleum was at its highest before the 2008 global financial crisis, when the price of crude oil rose dramatically. Petroleum consumption began to increase again in 2013, before dropping significantly as a result of the COVID-19 pandemic. The rise of natural gas While petroleum consumption has been lower in the last decade than in the early 2000s, the use of natural gas has risen significantly. Natural gas consumption in the United States has seen record highs in recent years, in part due to lower costs and its growing popularity. The U.S. currently produces more natural gas than any country in the world, followed by Russia.

In the United States, electricity derived from coal has decreased over the past two decades, with the annual output declining by almost 65 percent between 2010 and 2024. In contrast, there has been a rise in natural gas and renewable sources within the energy mix. How is electricity generated in the U.S.? Most electricity in the U.S. is generated from steam turbines, which can be powered by fossil and nuclear fuels, biomass, geothermal, and solar thermal energy. Other systems such as gas turbines, hydro turbines, wind turbines, and solar photovoltaics are also major generation technologies. Electric utilities in the U.S. generated more than 2,241 terawatt hours in 2024, accounting for just over half of the power output in the country that year. Growing renewable capacity Renewable sources have become more prominent in the U.S. over the past years, particularly wind, hydro, and solar energy. The former has overtaken conventional hydropower, becoming the leading renewable energy source in the U.S. since 2019. Wind and solar power have also accounted for the largest share of electricity capacity additions in the country in recent years.

State-level data on all energy sources. Data on production, consumption, reserves, stocks, prices, imports, and exports. Data are collated from state-specific data reported elsewhere on the EIA website and are the most recent values available. Data on U.S. territories also available.

Context

This is a nicely formatted version of the US Energy Information Administration's U.S. Electric System Operating Data.

It's broken out by aggregation level: US, Regions, Balancing authorities and Balancing authority subregion. Then within that it's broken out into either region, balancing authority or individual utility.

Then each csv is includes data on - BA-to-BA interchange (suffix ID.H) - Day-ahead demand forecast (DF.H) - Demand (D.H) - Net generation by energy source (NG.SUN.H, NG.COL.H, NG.NG.H etc) - Net generation (NG.H) - Total interchange (TI.H)

Note: .H in the suffix stands for hourly in UTC time.

You can see the full data dictionary in data_dictionary.csv

Raw data

The raw data comes from the EIA's bulk data download facility. It's downloaded using this notebook. And structured using this notebook.

The City and County Energy Profiles lookup table provides modeled electricity and natural gas consumption and expenditures, on-road vehicle fuel consumption, vehicle miles traveled, and associated emissions for each U.S. city and county. Please note this data is modeled and more precise data may be available from regional, state, or other sources. The modeling approach for electricity and natural gas is described in Sector-Specific Methodologies for Subnational Energy Modeling: https://www.nrel.gov/docs/fy19osti/72748.pdf. This data is part of a suite of state and local energy profile data available at the "State and Local Energy Profile Data Suite" link below and complements the wealth of data, maps, and charts on the State and Local Planning for Energy (SLOPE) platform, available at the "Explore State and Local Energy Data on SLOPE" link below. Examples of how to use the data to inform energy planning can be found at the "Example Uses" link below.

Throughout the past decade, the United States has been notably decreasing its use of coal, and increasing the use of natural gas and renewable energy sources for electricity generation. In 2024, natural gas was by far the largest source of electricity in the North American country, with a generation share of 43 percent. Renewable energy's share amounted to 24 percent that year.

The United States' energy production reached an estimated 104.38 quadrillion British thermal units (Btu) in 2024, while consumption amounted to approximately 93.51 Btu. The country's energy production is projected to reach around 109 Btu by 2050.

United States US: Electricity Production From Coal Sources: % of Total data was reported at 34.233 % in 2015. This records a decrease from the previous number of 39.651 % for 2014. United States US: Electricity Production From Coal Sources: % of Total data is updated yearly, averaging 51.846 % from Dec 1960 (Median) to 2015, with 56 observations. The data reached an all-time high of 57.679 % in 1988 and a record low of 34.233 % in 2015. United States US: Electricity Production From Coal Sources: % of Total data remains active status in CEIC and is reported by World Bank. The data is categorized under Global Database’s United States – Table US.World Bank.WDI: Energy Production and Consumption. Sources of electricity refer to the inputs used to generate electricity. Coal refers to all coal and brown coal, both primary (including hard coal and lignite-brown coal) and derived fuels (including patent fuel, coke oven coke, gas coke, coke oven gas, and blast furnace gas). Peat is also included in this category.; ; IEA Statistics © OECD/IEA 2014 (http://www.iea.org/stats/index.asp), subject to https://www.iea.org/t&c/termsandconditions/; Weighted average; Electricity production shares may not sum to 100 percent because other sources of generated electricity (such as geothermal, solar, and wind) are not shown. Restricted use: Please contact the International Energy Agency for third-party use of these data.

The dataset encompasses monthly electricity generation data spanning from January 2001 to September 2023. It includes various columns, notably "Month" indicating the specific month and year, and "All Fuels (Utility-Scale)" providing the total electricity generation in thousand megawatt-hours. The dataset further breaks down electricity generation into specific sources, such as coal, natural gas, nuclear, conventional hydroelectric, wind, and all solar. Each entry in the dataset corresponds to a particular month, and the values represent the electricity generation from the specified sources in thousand megawatt-hours. For instance, in September 2023, the total electricity generation was 358,136.26 thousand megawatt-hours, with contributions from coal, natural gas, nuclear, conventional hydroelectric, wind, and all solar sources. This dataset provides a comprehensive overview of the electricity generation landscape over the specified timeframe, allowing for detailed analyses and insights into the dynamics of different energy sources.

Purpose: The purpose of this dataset is to provide a detailed record of monthly electricity generation from various sources over the period from September 2001 to September 2023. The dataset aims to offer insights into the dynamics of energy production, specifically focusing on different fuel sources utilized for generating electricity.

Key aspects and purposes of this dataset include:

Energy Source Analysis: The dataset enables an analysis of the contribution of different energy sources (coal, natural gas, nuclear, hydroelectric, wind, and solar) to the overall electricity generation. This analysis is crucial for understanding the diversity of the energy mix.

Temporal Trends: By spanning over a lengthy period, the dataset allows for the identification of temporal trends and patterns in electricity generation. This information is valuable for assessing the evolution of energy production strategies and identifying any long-term shifts.

Policy and Market Impact: Changes in electricity generation over time can be influenced by various factors, including policy decisions, market dynamics, and technological advancements. Researchers and policymakers can use this dataset to assess the impact of such factors on the energy landscape.

Renewable Energy Assessment: With data on renewable sources like wind and solar, the dataset facilitates the evaluation of the role of renewable energy in the overall electricity generation. This is particularly important for monitoring progress towards sustainable and environmentally friendly energy practices.

Resource Planning: Utilities, energy companies, and policymakers can use the dataset for resource planning and decision-making. Understanding the trends in electricity generation helps in optimizing resource allocation and planning for future energy needs.

Environmental Impact: The dataset provides insights into the environmental impact of electricity generation, as different sources have varying levels of environmental sustainability. This information is valuable for assessing the overall environmental footprint of the energy sector. In summary, the dataset serves as a valuable resource for stakeholders in the energy sector, researchers, and policymakers, providing a comprehensive view of electricity generation trends and patterns over time, and facilitating informed decision-making regarding energy policies and practices.

United States US: Electricity Production From Oil Sources: % of Total data was reported at 0.904 % in 2015. This records a decrease from the previous number of 0.923 % for 2014. United States US: Electricity Production From Oil Sources: % of Total data is updated yearly, averaging 4.834 % from Dec 1960 (Median) to 2015, with 56 observations. The data reached an all-time high of 17.167 % in 1977 and a record low of 0.774 % in 2012. United States US: Electricity Production From Oil Sources: % of Total data remains active status in CEIC and is reported by World Bank. The data is categorized under Global Database’s United States – Table US.World Bank.WDI: Energy Production and Consumption. Sources of electricity refer to the inputs used to generate electricity. Oil refers to crude oil and petroleum products.; ; IEA Statistics © OECD/IEA 2014 (http://www.iea.org/stats/index.asp), subject to https://www.iea.org/t&c/termsandconditions/; Weighted average; Electricity production shares may not sum to 100 percent because other sources of generated electricity (such as geothermal, solar, and wind) are not shown. Restricted use: Please contact the International Energy Agency for third-party use of these data.

View monthly updates and historical trends for US Primary Energy Consumption. from United States. Source: Energy Information Administration. Track economi…

Global primary energy consumption has increased dramatically in recent years and is projected to continue to increase until 2045. Only renewable energy consumption is expected to increase between 2045 and 2050 and reach almost 30 percent of the global energy consumption. Energy consumption by country The distribution of energy consumption globally is disproportionately high among some countries. China, the United States, and India were by far the largest consumers of primary energy globally. On a per capita basis, Qatar, Singapore, the United Arab Emirates, and Iceland had the highest per capita energy consumption. Renewable energy consumption Over the last two decades, renewable electricity consumption has increased to reach over 48.8 exajoules in 2024. Among all countries globally, China had the largest installed renewable energy capacity as of that year, followed by the United States.

Context

This is mostly just an attempt to create my first dataset. I love renewable energy and I thought this may be useful to people trying to predict cost, growth, or adoption of energy generated from renewable energy sources.

Content

What's inside is more than just rows and columns. Make it easy for others to get started by describing how you acquired the data and what time period it represents, too. Inside you'll find a month-by-month breakdown of the total energy produced (in the United States), across multiple renewable energy sources. The data spans from January 2001 to November 2016.

Acknowledgements

All credit for this data goes to the U.S. Energy Information Administration and their Open Data initiative.

Thumbnail and banner photo by American Public Power Association on Unsplash.

Inspiration

I firmly believe that renewable energy is the future. What are the fastest-growing renewable energy sources in the US? Which renewables are the most promising as our primary source of energy? Which ones present the best (current or future) business opportunities?

Dataset and details can be found at the US Energy Information Admininstration (EIA)'s RBECs website

Context

EIA administers the Residential Energy Consumption Survey (RECS) to a nationally representative sample of housing units. Traditionally, specially trained interviewers collect energy characteristics on the housing unit, usage patterns, and household demographics. For the 2015 survey cycle, EIA used Web and mail forms, in addition to in-person interviews, to collect detailed information on household energy characteristics. This information is combined with data from energy suppliers to these homes to estimate energy costs and usage for heating, cooling, appliances and other end uses — information critical to meeting future energy demand and improving efficiency and building design.

First conducted in 1978, the fourteenth RECS collected data from more than 5,600 households in housing units statistically selected to represent the 118.2 million housing units that are occupied as a primary residence. Data from the 2015 RECS are tabulated by geography and for particularly characteristics, such as housing unit type and income, that are of particular interest to energy analysis.

The results of each RECS include data tables, a microdata file, and a series of reports. Data tables are generally organized across two headings; "Household Characteristics" and "Consumption & Expenditures." See RECS data tables.

The RECS and many of the EIA supplier surveys are integral ingredients for some of EIA's more comprehensive data products and reports, such as the Annual Energy Outlook (AEO) and Monthly Energy Review (MER). These products allow for broader comparisons across sectors, as well as projections of future consumption trends.

Content

The Residential Energy Consumption Survey (RECS) is a periodic study conducted by the U.S. Energy Information Administration (EIA) that provides detailed information about energy usage in U.S. homes. RECS is a multi-year effort (Figure 1) consisting of a Household Survey phase, data collection from household energy suppliers, and end-use consumption and expenditures estimation.

The Household Survey collects data on energy-related characteristics and usage patterns of a national representative sample of housing units. The Energy Supplier Survey (ESS) collects data on how much electricity, natural gas, propane/LPG, fuel oil, and kerosene were consumed in the sampled housing units during the reference year. It also collects data on actual dollar amounts spent on these energy sources.

EIA uses models (energy engineering-based models in the 2015 survey and non-linear statistical models in past RECS) to produce consumption and expenditures estimates for heating, cooling, refrigeration, and other end uses in all housing units occupied as a primary residence in the United States. Originally conducted by trained interviewers with paper and pencil, the 2015 study used a combination of computer-assisted personal interview (CAPI), web, and mail modes to collect data for the Household and Energy Supplier Surveys.

Banner image credit: https://www.flickr.com/photos/caribb/1518299093

United States US: Electricity Production From Natural Gas Sources: % of Total data was reported at 31.942 % in 2015. This records an increase from the previous number of 26.888 % for 2014. United States US: Electricity Production From Natural Gas Sources: % of Total data is updated yearly, averaging 17.344 % from Dec 1960 (Median) to 2015, with 56 observations. The data reached an all-time high of 31.942 % in 2015 and a record low of 9.464 % in 1988. United States US: Electricity Production From Natural Gas Sources: % of Total data remains active status in CEIC and is reported by World Bank. The data is categorized under Global Database’s United States – Table US.World Bank.WDI: Energy Production and Consumption. Sources of electricity refer to the inputs used to generate electricity. Gas refers to natural gas but excludes natural gas liquids.; ; IEA Statistics © OECD/IEA 2014 (http://www.iea.org/stats/index.asp), subject to https://www.iea.org/t&c/termsandconditions/; Weighted average; Electricity production shares may not sum to 100 percent because other sources of generated electricity (such as geothermal, solar, and wind) are not shown. Restricted use: Please contact the International Energy Agency for third-party use of these data.

Whether you wonder to know how's the electricity demand is evolving in the US during the year or you would like to know how's the electricity mix has evolved through time, that's the dataset for you!

Energy is always something we have taken for granted, but in recent years with all the bottlenecks and geopolitical problems that have followed one another, it has become an increasingly central theme.

Directly pulled off from the EIA API, in this Kaggle dataset you can find hourly data about the energy production by each source in the US.

Possible Data science problems: - EDA - Energy demand forecasting - Electricity production forecasting by source - and many more

Context:

According to the U.S. Energy Information Administration, most of the nation's electricity was generated by natural gas, nuclear energy, and coal in 2020.

Electricity is also produced from renewable sources such as wind, hydropower, solar power, biomass, wind, and geothermal. Together, renewable energy sources generated about 20% of the country's electricity in 2020.

To produce electricity, a turbine generator set converts mechanical energy to electrical energy. In the cases of natural gas, coal, nuclear fission, biomass, petroleum, geothermal and solar thermal, the heat that is produced is used to create steam, which moves the blades of the turbine. In the cases of wind power and hydropower, turbine blades are moved directly by flowing wind and water, respectively. Solar photovoltaic panels convert sunlight directly to electricity using semiconductors.

The amount of energy produced by each source depends on the mix of fuels and energy sources used in your area. To learn more, see the emissions section. Learn more about electricity production from the U.S. Department of Energy's Energy Information Administration.

About the data:

The data is a monthly entry of the net generated electricity from a particular sector in the United States.

Acknowledgement:

This data is provided by scraping the website: https://eia.gov/ All credits and rights belong to them.

United States US: Electricity Production From Renewable Sources: Excluding Hydroelectric data was reported at 317,421,000,000.000 kWh in 2015. This records an increase from the previous number of 298,023,000,000.000 kWh for 2014. United States US: Electricity Production From Renewable Sources: Excluding Hydroelectric data is updated yearly, averaging 12,867,000,000.000 kWh from Dec 1960 (Median) to 2015, with 56 observations. The data reached an all-time high of 317,421,000,000.000 kWh in 2015 and a record low of 122,000,000.000 kWh in 1960. United States US: Electricity Production From Renewable Sources: Excluding Hydroelectric data remains active status in CEIC and is reported by World Bank. The data is categorized under Global Database’s United States – Table US.World Bank.WDI: Energy Production and Consumption. Electricity production from renewable sources, excluding hydroelectric, includes geothermal, solar, tides, wind, biomass, and biofuels.; ; IEA Statistics © OECD/IEA 2014 (http://www.iea.org/stats/index.asp), subject to https://www.iea.org/t&c/termsandconditions/; Sum; Restricted use: Please contact the International Energy Agency for third-party use of these data.