Inflation Rate in the United States remained unchanged at 2.70 percent in July. This dataset provides - United States Inflation Rate - actual values, historical data, forecast, chart, statistics, economic calendar and news.

Inflation Rate in Japan decreased to 3.10 percent in July from 3.30 percent in June of 2025. This dataset provides the latest reported value for - Japan Inflation Rate - plus previous releases, historical high and low, short-term forecast and long-term prediction, economic calendar, survey consensus and news.

Dataset Description: F1 Races 2000-2024

Overview

This dataset consolidates data from Formula 1 races between 2000 and 2024, designed to facilitate predictive modeling and analytical tasks related to race outcomes. The dataset integrates information from multiple reliable sources, including the Ergast API, VisualCrossing API, and Wikipedia, enriched through feature engineering techniques to enhance its predictive power.

Data Sources

• Ergast API: Provides historical race data including driver and constructor statistics, race results, qualifying times, and more.
• VisualCrossing API: Offers detailed weather data, including precipitation information during race events.
• Wikipedia: Supplies circuit-specific details like the number of turns and track length through automated web scraping.

Dataset Structure

The dataset includes comprehensive race-related attributes categorized as follows: - Race Information: Year, round, circuit ID, and weather conditions. - Driver & Constructor Details: IDs, performance metrics, historical standings, and nationality. - Race Metrics: Grid position, lap times, pit stops, status, and final positions. - Engineered Features: Derived variables such as driver and constructor podium finish percentages, average positions, weighted probabilities based on circuit characteristics, and recent performance trends.

Key Features

• Top 3 Finish: Binary target variable indicating if a driver finished in the top 3.
• Weather Conditions: Binary indicator for rainy conditions during the race.
• Performance Metrics: Historical and seasonal averages for both drivers and constructors.
• Track Characteristics: Number of turns and track length for each circuit.

Potential Use Cases

• Predictive Modeling: Classify and predict podium finishes using machine learning algorithms.
• Performance Analysis: Evaluate driver and constructor performance trends over multiple seasons.
• Feature Engineering Practice: Apply advanced techniques to create new predictive features.

Technical Details

• Data Format: CSV
• Total Records: Over 9,800 race results
• Missing Values: Managed through strategic imputation methods, especially for rookie drivers and new race entries.
• Class Imbalance: Addressed using SMOTE during modeling to ensure balanced predictive outcomes.

Acknowledgments

Special thanks to the contributors of the Ergast API, VisualCrossing API, and the Wikipedia community for providing essential data points that made this dataset possible.

About this dataset

Context

The dataset tabulates the Colorado population over the last 20 plus years. It lists the population for each year, along with the year on year change in population, as well as the change in percentage terms for each year. The dataset can be utilized to understand the population change of Colorado across the last two decades. For example, using this dataset, we can identify if the population is declining or increasing. If there is a change, when the population peaked, or if it is still growing and has not reached its peak. We can also compare the trend with the overall trend of United States population over the same period of time.

Key observations

In 2024, the population of Colorado was 5.96 million, a 0.95% increase year-by-year from 2023. Previously, in 2023, Colorado population was 5.9 million, an increase of 0.86% compared to a population of 5.85 million in 2022. Over the last 20 plus years, between 2000 and 2024, population of Colorado increased by 1.63 million. In this period, the peak population was 5.96 million in the year 2024. The numbers suggest that the population has not reached its peak yet and is showing a trend of further growth. Source: U.S. Census Bureau Population Estimates Program (PEP).

Content

When available, the data consists of estimates from the U.S. Census Bureau Population Estimates Program (PEP).

Data Coverage:

• From 2000 to 2024

Variables / Data Columns

• Year: This column displays the data year (Measured annually and for years 2000 to 2024)
• Population: The population for the specific year for the Colorado is shown in this column.
• Year on Year Change: This column displays the change in Colorado population for each year compared to the previous year.
• Change in Percent: This column displays the year on year change as a percentage. Please note that the sum of all percentages may not equal one due to rounding of values.

Good to know

Margin of Error

Data in the dataset are based on the estimates and are subject to sampling variability and thus a margin of error. Neilsberg Research recommends using caution when presening these estimates in your research.

Custom data

If you do need custom data for any of your research project, report or presentation, you can contact our research staff at research@neilsberg.com for a feasibility of a custom tabulation on a fee-for-service basis.

Inspiration

Neilsberg Research Team curates, analyze and publishes demographics and economic data from a variety of public and proprietary sources, each of which often includes multiple surveys and programs. The large majority of Neilsberg Research aggregated datasets and insights is made available for free download at https://www.neilsberg.com/research/.

Recommended for further research

This dataset is a part of the main dataset for Colorado Population by Year. You can refer the same here

About this dataset

Context

The dataset tabulates the Alaska population over the last 20 plus years. It lists the population for each year, along with the year on year change in population, as well as the change in percentage terms for each year. The dataset can be utilized to understand the population change of Alaska across the last two decades. For example, using this dataset, we can identify if the population is declining or increasing. If there is a change, when the population peaked, or if it is still growing and has not reached its peak. We can also compare the trend with the overall trend of United States population over the same period of time.

Key observations

In 2024, the population of Alaska was 740,133, a 0.49% increase year-by-year from 2023. Previously, in 2023, Alaska population was 736,510, an increase of 0.28% compared to a population of 734,442 in 2022. Over the last 20 plus years, between 2000 and 2024, population of Alaska increased by 112,385. In this period, the peak population was 742,575 in the year 2016. The numbers suggest that the population has already reached its peak and is showing a trend of decline. Source: U.S. Census Bureau Population Estimates Program (PEP).

Content

When available, the data consists of estimates from the U.S. Census Bureau Population Estimates Program (PEP).

Data Coverage:

• From 2000 to 2024

Variables / Data Columns

• Year: This column displays the data year (Measured annually and for years 2000 to 2024)
• Population: The population for the specific year for the Alaska is shown in this column.
• Year on Year Change: This column displays the change in Alaska population for each year compared to the previous year.
• Change in Percent: This column displays the year on year change as a percentage. Please note that the sum of all percentages may not equal one due to rounding of values.

Good to know

Margin of Error

Data in the dataset are based on the estimates and are subject to sampling variability and thus a margin of error. Neilsberg Research recommends using caution when presening these estimates in your research.

Custom data

If you do need custom data for any of your research project, report or presentation, you can contact our research staff at research@neilsberg.com for a feasibility of a custom tabulation on a fee-for-service basis.

Inspiration

Neilsberg Research Team curates, analyze and publishes demographics and economic data from a variety of public and proprietary sources, each of which often includes multiple surveys and programs. The large majority of Neilsberg Research aggregated datasets and insights is made available for free download at https://www.neilsberg.com/research/.

Recommended for further research

This dataset is a part of the main dataset for Alaska Population by Year. You can refer the same here

About this dataset

Context

The dataset tabulates the Delaware population over the last 20 plus years. It lists the population for each year, along with the year on year change in population, as well as the change in percentage terms for each year. The dataset can be utilized to understand the population change of Delaware across the last two decades. For example, using this dataset, we can identify if the population is declining or increasing. If there is a change, when the population peaked, or if it is still growing and has not reached its peak. We can also compare the trend with the overall trend of United States population over the same period of time.

Key observations

In 2024, the population of Delaware was 1.05 million, a 1.49% increase year-by-year from 2023. Previously, in 2023, Delaware population was 1.04 million, an increase of 1.55% compared to a population of 1.02 million in 2022. Over the last 20 plus years, between 2000 and 2024, population of Delaware increased by 265,500. In this period, the peak population was 1.05 million in the year 2024. The numbers suggest that the population has not reached its peak yet and is showing a trend of further growth. Source: U.S. Census Bureau Population Estimates Program (PEP).

Content

When available, the data consists of estimates from the U.S. Census Bureau Population Estimates Program (PEP).

Data Coverage:

• From 2000 to 2024

Variables / Data Columns

• Year: This column displays the data year (Measured annually and for years 2000 to 2024)
• Population: The population for the specific year for the Delaware is shown in this column.
• Year on Year Change: This column displays the change in Delaware population for each year compared to the previous year.
• Change in Percent: This column displays the year on year change as a percentage. Please note that the sum of all percentages may not equal one due to rounding of values.

Good to know

Margin of Error

Data in the dataset are based on the estimates and are subject to sampling variability and thus a margin of error. Neilsberg Research recommends using caution when presening these estimates in your research.

Custom data

If you do need custom data for any of your research project, report or presentation, you can contact our research staff at research@neilsberg.com for a feasibility of a custom tabulation on a fee-for-service basis.

Inspiration

Neilsberg Research Team curates, analyze and publishes demographics and economic data from a variety of public and proprietary sources, each of which often includes multiple surveys and programs. The large majority of Neilsberg Research aggregated datasets and insights is made available for free download at https://www.neilsberg.com/research/.

Recommended for further research

This dataset is a part of the main dataset for Delaware Population by Year. You can refer the same here

About this dataset

Context

The dataset tabulates the Alabama population over the last 20 plus years. It lists the population for each year, along with the year on year change in population, as well as the change in percentage terms for each year. The dataset can be utilized to understand the population change of Alabama across the last two decades. For example, using this dataset, we can identify if the population is declining or increasing. If there is a change, when the population peaked, or if it is still growing and has not reached its peak. We can also compare the trend with the overall trend of United States population over the same period of time.

Key observations

In 2024, the population of Alabama was 5.16 million, a 0.78% increase year-by-year from 2023. Previously, in 2023, Alabama population was 5.12 million, an increase of 0.82% compared to a population of 5.08 million in 2022. Over the last 20 plus years, between 2000 and 2024, population of Alabama increased by 706,202. In this period, the peak population was 5.16 million in the year 2024. The numbers suggest that the population has not reached its peak yet and is showing a trend of further growth. Source: U.S. Census Bureau Population Estimates Program (PEP).

Content

When available, the data consists of estimates from the U.S. Census Bureau Population Estimates Program (PEP).

Data Coverage:

• From 2000 to 2024

Variables / Data Columns

• Year: This column displays the data year (Measured annually and for years 2000 to 2024)
• Population: The population for the specific year for the Alabama is shown in this column.
• Year on Year Change: This column displays the change in Alabama population for each year compared to the previous year.
• Change in Percent: This column displays the year on year change as a percentage. Please note that the sum of all percentages may not equal one due to rounding of values.

Good to know

Margin of Error

Data in the dataset are based on the estimates and are subject to sampling variability and thus a margin of error. Neilsberg Research recommends using caution when presening these estimates in your research.

Custom data

If you do need custom data for any of your research project, report or presentation, you can contact our research staff at research@neilsberg.com for a feasibility of a custom tabulation on a fee-for-service basis.

Inspiration

Neilsberg Research Team curates, analyze and publishes demographics and economic data from a variety of public and proprietary sources, each of which often includes multiple surveys and programs. The large majority of Neilsberg Research aggregated datasets and insights is made available for free download at https://www.neilsberg.com/research/.

Recommended for further research

This dataset is a part of the main dataset for Alabama Population by Year. You can refer the same here

Inflation Rate in Germany increased to 2.20 percent in August from 2 percent in July of 2025. This dataset provides the latest reported value for - Germany Inflation Rate - plus previous releases, historical high and low, short-term forecast and long-term prediction, economic calendar, survey consensus and news.

About this dataset

Context

The dataset tabulates the Massachusetts population over the last 20 plus years. It lists the population for each year, along with the year on year change in population, as well as the change in percentage terms for each year. The dataset can be utilized to understand the population change of Massachusetts across the last two decades. For example, using this dataset, we can identify if the population is declining or increasing. If there is a change, when the population peaked, or if it is still growing and has not reached its peak. We can also compare the trend with the overall trend of United States population over the same period of time.

Key observations

In 2024, the population of Massachusetts was 7.14 million, a 0.98% increase year-by-year from 2023. Previously, in 2023, Massachusetts population was 7.07 million, an increase of 0.63% compared to a population of 7.02 million in 2022. Over the last 20 plus years, between 2000 and 2024, population of Massachusetts increased by 773,673. In this period, the peak population was 7.14 million in the year 2024. The numbers suggest that the population has not reached its peak yet and is showing a trend of further growth. Source: U.S. Census Bureau Population Estimates Program (PEP).

Content

When available, the data consists of estimates from the U.S. Census Bureau Population Estimates Program (PEP).

Data Coverage:

• From 2000 to 2024

Variables / Data Columns

• Year: This column displays the data year (Measured annually and for years 2000 to 2024)
• Population: The population for the specific year for the Massachusetts is shown in this column.
• Year on Year Change: This column displays the change in Massachusetts population for each year compared to the previous year.
• Change in Percent: This column displays the year on year change as a percentage. Please note that the sum of all percentages may not equal one due to rounding of values.

Good to know

Margin of Error

Data in the dataset are based on the estimates and are subject to sampling variability and thus a margin of error. Neilsberg Research recommends using caution when presening these estimates in your research.

Custom data

If you do need custom data for any of your research project, report or presentation, you can contact our research staff at research@neilsberg.com for a feasibility of a custom tabulation on a fee-for-service basis.

Inspiration

Neilsberg Research Team curates, analyze and publishes demographics and economic data from a variety of public and proprietary sources, each of which often includes multiple surveys and programs. The large majority of Neilsberg Research aggregated datasets and insights is made available for free download at https://www.neilsberg.com/research/.

Recommended for further research

This dataset is a part of the main dataset for Massachusetts Population by Year. You can refer the same here

About this dataset

Context

The dataset tabulates the Nebraska population over the last 20 plus years. It lists the population for each year, along with the year on year change in population, as well as the change in percentage terms for each year. The dataset can be utilized to understand the population change of Nebraska across the last two decades. For example, using this dataset, we can identify if the population is declining or increasing. If there is a change, when the population peaked, or if it is still growing and has not reached its peak. We can also compare the trend with the overall trend of United States population over the same period of time.

Key observations

In 2024, the population of Nebraska was 2.01 million, a 0.89% increase year-by-year from 2023. Previously, in 2023, Nebraska population was 1.99 million, an increase of 0.79% compared to a population of 1.97 million in 2022. Over the last 20 plus years, between 2000 and 2024, population of Nebraska increased by 292,186. In this period, the peak population was 2.01 million in the year 2024. The numbers suggest that the population has not reached its peak yet and is showing a trend of further growth. Source: U.S. Census Bureau Population Estimates Program (PEP).

Content

When available, the data consists of estimates from the U.S. Census Bureau Population Estimates Program (PEP).

Data Coverage:

• From 2000 to 2024

Variables / Data Columns

• Year: This column displays the data year (Measured annually and for years 2000 to 2024)
• Population: The population for the specific year for the Nebraska is shown in this column.
• Year on Year Change: This column displays the change in Nebraska population for each year compared to the previous year.
• Change in Percent: This column displays the year on year change as a percentage. Please note that the sum of all percentages may not equal one due to rounding of values.

Good to know

Margin of Error

Data in the dataset are based on the estimates and are subject to sampling variability and thus a margin of error. Neilsberg Research recommends using caution when presening these estimates in your research.

Custom data

If you do need custom data for any of your research project, report or presentation, you can contact our research staff at research@neilsberg.com for a feasibility of a custom tabulation on a fee-for-service basis.

Inspiration

Neilsberg Research Team curates, analyze and publishes demographics and economic data from a variety of public and proprietary sources, each of which often includes multiple surveys and programs. The large majority of Neilsberg Research aggregated datasets and insights is made available for free download at https://www.neilsberg.com/research/.

Recommended for further research

This dataset is a part of the main dataset for Nebraska Population by Year. You can refer the same here

Time series data for the statistic Miscellaneous goods and services, Percentage change, Previous year and country Burundi. Indicator Definition:Miscellaneous goods and services, Percentage change, Previous yearThe indicator "Miscellaneous goods and services, Percentage change, Previous year" stands at 46.17 as of 5/31/2025. Regarding the One-Year-Change of the series, the current value constitutes an increase of 31.02 compared to the value the year prior.The Serie's long term average value is 9.12. It's latest available value, on 5/31/2025, is 37.05 higher, compared to it's long term average value.The Serie's change from it's minimum value, on 1/31/2008, to it's latest available value, on 5/31/2025, is +67.80 .The Serie's change from it's maximum value, on 3/31/2025, to it's latest available value, on 5/31/2025, is -3.13 .

About this dataset

Context

The dataset tabulates the Utah population over the last 20 plus years. It lists the population for each year, along with the year on year change in population, as well as the change in percentage terms for each year. The dataset can be utilized to understand the population change of Utah across the last two decades. For example, using this dataset, we can identify if the population is declining or increasing. If there is a change, when the population peaked, or if it is still growing and has not reached its peak. We can also compare the trend with the overall trend of United States population over the same period of time.

Key observations

In 2024, the population of Utah was 3.5 million, a 1.75% increase year-by-year from 2023. Previously, in 2023, Utah population was 3.44 million, an increase of 1.54% compared to a population of 3.39 million in 2022. Over the last 20 plus years, between 2000 and 2024, population of Utah increased by 1.26 million. In this period, the peak population was 3.5 million in the year 2024. The numbers suggest that the population has not reached its peak yet and is showing a trend of further growth. Source: U.S. Census Bureau Population Estimates Program (PEP).

Content

When available, the data consists of estimates from the U.S. Census Bureau Population Estimates Program (PEP).

Data Coverage:

• From 2000 to 2024

Variables / Data Columns

• Year: This column displays the data year (Measured annually and for years 2000 to 2024)
• Population: The population for the specific year for the Utah is shown in this column.
• Year on Year Change: This column displays the change in Utah population for each year compared to the previous year.
• Change in Percent: This column displays the year on year change as a percentage. Please note that the sum of all percentages may not equal one due to rounding of values.

Good to know

Margin of Error

Data in the dataset are based on the estimates and are subject to sampling variability and thus a margin of error. Neilsberg Research recommends using caution when presening these estimates in your research.

Custom data

If you do need custom data for any of your research project, report or presentation, you can contact our research staff at research@neilsberg.com for a feasibility of a custom tabulation on a fee-for-service basis.

Inspiration

Neilsberg Research Team curates, analyze and publishes demographics and economic data from a variety of public and proprietary sources, each of which often includes multiple surveys and programs. The large majority of Neilsberg Research aggregated datasets and insights is made available for free download at https://www.neilsberg.com/research/.

Recommended for further research

This dataset is a part of the main dataset for Utah Population by Year. You can refer the same here

Time series data for the statistic Manufacturing Index and country Portugal. Indicator Definition:Manufacturing IndexThe indicator "Manufacturing Index" stands at 96.47 as of 3/31/2025. Regarding the One-Year-Change of the series, the current value constitutes a decrease of -2.28 percent compared to the value the year prior.The 1 year change in percent is -2.28.The 3 year change in percent is -10.27.The 5 year change in percent is -1.00.The 10 year change in percent is -6.80.The Serie's long term average value is 106.80. It's latest available value, on 3/31/2025, is 9.68 percent lower, compared to it's long term average value.The Serie's change in percent from it's minimum value, on 4/30/2020, to it's latest available value, on 3/31/2025, is +42.42%.The Serie's change in percent from it's maximum value, on 11/30/2005, to it's latest available value, on 3/31/2025, is -33.40%.

Time series data for the statistic Trade_Balance_Mexico_with_Palau. Indicator Definition:Goods, Value of Trade Balance, US DollarsThe indicator "Goods, Value of Trade Balance, US Dollars" stands at -155.82 Thousand as of 3/31/2025, the lowest value since 12/31/2023. Regarding the One-Year-Change of the series, the current value constitutes an decrease of -148.40 Thousand compared to the value the year prior.The Serie's long term average value is -22.40 Thousand. It's latest available value, on 3/31/2025, is -133.42 Thousand lower, compared to it's long term average value.The Serie's change from it's minimum value, on 2/28/2022, to it's latest available value, on 3/31/2025, is +818.32 Thousand.The Serie's change from it's maximum value, on 4/30/2017, to it's latest available value, on 3/31/2025, is -298.76 Thousand.

Time series data for the statistic Exports_Haiti_to_Guinea. Indicator Definition:Goods, Value of Exports, Free on board (FOB), US DollarsThe indicator "Goods, Value of Exports, Free on board (FOB), US Dollars" stands at 41.28 Thousand as of 3/31/2025. Regarding the One-Year-Change of the series, the current value constitutes an increase of 2.39 percent compared to the value the year prior.The 1 year change in percent is 2.39.The 3 year change in percent is 8.43.The 5 year change in percent is 79.48.The Serie's long term average value is 14.38 Thousand. It's latest available value, on 3/31/2025, is 187.03 percent higher, compared to it's long term average value.The Serie's change in percent from it's minimum value, on 10/31/2009, to it's latest available value, on 3/31/2025, is +87,734.04%.The Serie's change in percent from it's maximum value, on 5/31/2022, to it's latest available value, on 3/31/2025, is -14.19%.

Time series data for the statistic Exports_San_Marino_to_Finland. Indicator Definition:Goods, Value of Exports, Free on board (FOB), US DollarsThe indicator "Goods, Value of Exports, Free on board (FOB), US Dollars" stands at 0.0725 Million as of 3/31/2025. Regarding the One-Year-Change of the series, the current value constitutes an increase of 16.32 percent compared to the value the year prior.The 1 year change in percent is 16.32.The 3 year change in percent is 42.94.The 5 year change in percent is -6.85.The 10 year change in percent is 883.00.The Serie's long term average value is 0.0646 Million. It's latest available value, on 3/31/2025, is 12.28 percent higher, compared to it's long term average value.The Serie's change in percent from it's minimum value, on 5/31/2000, to it's latest available value, on 3/31/2025, is +11,090.74%.The Serie's change in percent from it's maximum value, on 11/30/2014, to it's latest available value, on 3/31/2025, is -97.66%.

The total amount of data created, captured, copied, and consumed globally is forecast to increase rapidly, reaching *** zettabytes in 2024. Over the next five years up to 2028, global data creation is projected to grow to more than *** zettabytes. In 2020, the amount of data created and replicated reached a new high. The growth was higher than previously expected, caused by the increased demand due to the COVID-19 pandemic, as more people worked and learned from home and used home entertainment options more often. Storage capacity also growing Only a small percentage of this newly created data is kept though, as just * percent of the data produced and consumed in 2020 was saved and retained into 2021. In line with the strong growth of the data volume, the installed base of storage capacity is forecast to increase, growing at a compound annual growth rate of **** percent over the forecast period from 2020 to 2025. In 2020, the installed base of storage capacity reached *** zettabytes.

Performance metrics for by year No. of Summonses Issued (Section 25 Education (Welfare) Act 2000)

About this dataset

Context

The dataset tabulates the Virginia population over the last 20 plus years. It lists the population for each year, along with the year on year change in population, as well as the change in percentage terms for each year. The dataset can be utilized to understand the population change of Virginia across the last two decades. For example, using this dataset, we can identify if the population is declining or increasing. If there is a change, when the population peaked, or if it is still growing and has not reached its peak. We can also compare the trend with the overall trend of United States population over the same period of time.

Key observations

In 2024, the population of Virginia was 8.81 million, a 0.88% increase year-by-year from 2023. Previously, in 2023, Virginia population was 8.73 million, an increase of 0.59% compared to a population of 8.68 million in 2022. Over the last 20 plus years, between 2000 and 2024, population of Virginia increased by 1.71 million. In this period, the peak population was 8.81 million in the year 2024. The numbers suggest that the population has not reached its peak yet and is showing a trend of further growth. Source: U.S. Census Bureau Population Estimates Program (PEP).

Content

When available, the data consists of estimates from the U.S. Census Bureau Population Estimates Program (PEP).

Data Coverage:

• From 2000 to 2024

Variables / Data Columns

• Year: This column displays the data year (Measured annually and for years 2000 to 2024)
• Population: The population for the specific year for the Virginia is shown in this column.
• Year on Year Change: This column displays the change in Virginia population for each year compared to the previous year.
• Change in Percent: This column displays the year on year change as a percentage. Please note that the sum of all percentages may not equal one due to rounding of values.

Good to know

Margin of Error

Data in the dataset are based on the estimates and are subject to sampling variability and thus a margin of error. Neilsberg Research recommends using caution when presening these estimates in your research.

Custom data

If you do need custom data for any of your research project, report or presentation, you can contact our research staff at research@neilsberg.com for a feasibility of a custom tabulation on a fee-for-service basis.

Inspiration

Neilsberg Research Team curates, analyze and publishes demographics and economic data from a variety of public and proprietary sources, each of which often includes multiple surveys and programs. The large majority of Neilsberg Research aggregated datasets and insights is made available for free download at https://www.neilsberg.com/research/.

Recommended for further research

This dataset is a part of the main dataset for Virginia Population by Year. You can refer the same here

The Consumer Price Index in Denmark increased 1.50 percent in July of 2025 over the previous month. This dataset provides - Denmark Inflation Rate MoM- actual values, historical data, forecast, chart, statistics, economic calendar and news.