Content

A baseball batting data frame with 107429 observations on the following 22 variables.

playerID Player ID code

yearID Year

stint player's stint (order of appearances within a season)

teamID Team; a factor

lgID League; a factor with levels AA AL FL NL PL UA

G Games: number of games in which a player played

AB At Bats

R Runs

H Hits: times reached base because of a batted, fair ball without error by the defense

X2B Doubles: hits on which the batter reached second base safely

X3B Triples: hits on which the batter reached third base safely

HR Homeruns

RBI Runs Batted In

SB Stolen Bases

CS Caught Stealing

BB Base on Balls

SO Strikeouts

IBB Intentional walks

HBP Hit by pitch

SH Sacrifice hits

SF Sacrifice flies

GIDP Grounded into double play

Baseball Databank is a compilation of historical baseball data in a convenient, tidy format, distributed under Open Data terms.

This dataset provides information about the number of properties, residents, and average property values for Lahman Trail cross streets in Mio, MI.

Baffled why your team traded for that 34-year-old pitcher? Convinced you can create a new and improved version of WAR? Wondering what made the 1907 Cubs great and if can they do it again?

The History of Baseball is a reformatted version of the famous Lahman’s Baseball Database. It contains Major League Baseball’s complete batting and pitching statistics from 1871 to 2015, plus fielding statistics, standings, team stats, park stats, player demographics, managerial records, awards, post-season data, and more.

Scripts, Kaggle’s free, in-browser analytics tool, makes it easy to share detailed sabermetrics, predict the next hall of fame inductee, illustrate how speed scores runs, or publish a definitive analysis on why the Los Angeles Dodgers will never win another World Series.

We have more ideas for analysis than games in a season, but here are a few we’d really love to see:

• Is there a most error-prone position?
• When do players at different positions peak?
• Are the best performers selected for all-star game?
• How many walks does it take for a starting pitcher to get pulled?
• Do players with a high ground into double play (GIDP) have a lower batting average?
• Which players are the most likely to choke during the post-season?
• Why should or shouldn’t the National League adopt the designated hitter rule?

See the full SQLite schema.

About this dataset

Context

The dataset tabulates the Lehman township population distribution across 18 age groups. It lists the population in each age group along with the percentage population relative of the total population for Lehman township. The dataset can be utilized to understand the population distribution of Lehman township by age. For example, using this dataset, we can identify the largest age group in Lehman township.

Key observations

The largest age group in Lehman township, Pike County, Pennsylvania was for the group of age 55 to 59 years years with a population of 1,635 (14.90%), according to the ACS 2019-2023 5-Year Estimates. At the same time, the smallest age group in Lehman township, Pike County, Pennsylvania was the 80 to 84 years years with a population of 149 (1.36%). Source: U.S. Census Bureau American Community Survey (ACS) 2019-2023 5-Year Estimates

Content

When available, the data consists of estimates from the U.S. Census Bureau American Community Survey (ACS) 2019-2023 5-Year Estimates

Age groups:

• Under 5 years
• 5 to 9 years
• 10 to 14 years
• 15 to 19 years
• 20 to 24 years
• 25 to 29 years
• 30 to 34 years
• 35 to 39 years
• 40 to 44 years
• 45 to 49 years
• 50 to 54 years
• 55 to 59 years
• 60 to 64 years
• 65 to 69 years
• 70 to 74 years
• 75 to 79 years
• 80 to 84 years
• 85 years and over

Variables / Data Columns

• Age Group: This column displays the age group in consideration
• Population: The population for the specific age group in the Lehman township is shown in this column.
• % of Total Population: This column displays the population of each age group as a proportion of Lehman township total population. 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 Lehman township Population by Age. You can refer the same here

Acknowledgments

This dataset was downloaded from the Open Source Sports website. It did not come with an explicit license, but based on other datasets from Open Source Sports, we treat it as follows:

This database is copyright 1996-2015 by Sean Lahman.

This work is licensed under a Creative Commons Attribution-ShareAlike 3.0 Unported License. For details see: http://creativecommons.org/licenses/by-sa/3.0/

This is modified to only include players info from 2000-2005