Uploaded December 2012 | Updated September 2026, 2 hours ago
A quick look at a few cautions about simple linear regression.
Anscombe's quartet can be found in:
Anscombe, F. (1973). Graphs in statistical analysis. American Statistician, 27:17--21.
The fuel use vs speed data is found in:
West, B.H., McGill,R.N., Hodgson, J.W., Sluder, S.S. , and Smith D.E., Development and Verification of Light-Duty Modal Emissions and Fuel Consumption Values for Traffic Mod- els, FHWA-RD-99-068, U.S. Department of Transportation, Federal Highway Administration, Washington, DC, March 1999.
The life expectancy vs television data is a random sample from the 2008 Economist Pocket World in Figures.
A quick look at a few cautions about simple linear regression.
Anscombe's quartet can be found in:
Anscombe, F. (1973). Graphs in statistical analysis. American Statistician, 27:17--21.
The fuel use vs speed data is found in:
West, B.H., McGill,R.N., Hodgson, J.W., Sluder, S.S. , and Smith D.E., Development and Verification of Light-Duty Modal Emissions and Fuel Consumption Values for Traffic Mod- els, FHWA-RD-99-068, U.S. Department of Transportation, Federal Highway Administration, Washington, DC, March 1999.
The life expectancy vs television data is a random sample from the 2008 Economist Pocket World in Figures.



![An Introduction to Hypothesis Testing
A first look at hypothesis testing.
For those that use R, below is the R code to find the binomial probability given in this video.
To find the probability that X takes on a value that is at least 28, where X has a binomial distribution with parameters n = 100 and p = 1/4:
1-pbinom(27,100,1/4)
[1] 0.2776195
To find the probability that X takes on a value that is at least 44, where X has a binomial distribution with parameters n = 100 and p = 1/4:
1-pbinom(43,100,1/4)
[1] 2.700295e-05 An Introduction to Hypothesis Testing](https://i.ytimg.com/vi/tTeMYuS87oU/mqdefault.jpg)






