Learn what a cluster in a scatter plot is!
What are clusters in scatter plots?
Sometimes the data points in a scatter plot form distinct groups. These groups are called clusters.
Consider the scatter plot above, which shows nutritional information for brands of hot dogs in . (Each point represents a brand.) The points form two clusters, one on the left and another on the right.
The left cluster is of brands that tend to be .
The right cluster is of brands that tend to be .
To better wrap our minds around the idea of clusters, let's try a couple of practice problems.
Problem 1: Male and female fish
Adult male Lamprologus callipterus (a type of fish) are much bigger than their female counterparts. They weigh about times as much. Also, while females reach a length of centimeters, males reach a length of centimeters.
Which of the plots shown below might describe measurements of a group of adult Lamprologus callipterus?
Problem 2: SAT test scores
Some high school students in the U.S. take a test called the SAT before applying to colleges. The scatter plot below shows what percent of each state's college-bound graduates participated in the SAT in , along with that state's average score on the math section.
There is a cluster of states with , and a cluster of states with .
What is the best interpretation of these clusters?
Why do clusters exist in data?
Explaining why clusters exist in a particular data set can be difficult. This article presented three data sets, each using data from the real world. Only in the fish data set was there a clear explanation behind the clusters.
If you have a theory that explains the clusters in either of the other data sets, please share your thoughts in the comments below.
Want to join the conversation?
- I think that for the SAT problem, clusters might be present because in the states with lower participation because only the students that feel like taking the SAT is "worth it" or have confidence in their abilities take the test. This theory makes sense because of the math scores being higher for the students in states with lower participation. I'm not sure if this is really the reason, but I gave this a shot!(32 votes)
- This was very helpful for me, but I am a little confused on #2, could someone please explain to me?(3 votes)
- The problem is categorizing the dots into either lower or higher participation. It is asking you to find the best fitting answer, but in this case, it is basically just true or false.
The first answer choice says, "The states with lower participation typically had lower math scores." If you look at the graph, all the green dots, which represent lower participation, are higher on the y-axis. The y-axis' variable is test scores. This means this is untrue.
The second choice says, "The states with lower participation typically had higher math scores." Check the graph again. The green dots are high on the y-axis, representing higher test scores. This statement is true.(9 votes)
- also some dont make a lot sense like the college SAT's(5 votes)
- The hotdog brand clusters seem to be an example of competitive positioning in marketing. Hotdog brands need to be able to compete with other brands either by being healthier or by being tastier. Any brands with mid-range levels of sodium and calories will be cornered out of the market on all sides.(4 votes)
- Yes, that's a good point. Competitive positioning is an important aspect of marketing, and hot dog brands are no exception. Brands need to find a way to differentiate themselves from competitors and appeal to their target audience. In the case of hot dogs, some brands may choose to focus on health aspects, while others may focus on flavor and indulgence. This creates distinct clusters of brands with different value propositions, and as you mentioned, brands with mid-range levels of sodium and calories may struggle to find a place in the market.(2 votes)