Since we have two variables that may bear some relation to one another, a scatter plot is probably the best option for visualizing this data. A scatter plot would show us whether there is any relationship between the two variables, and give us a place to start in devising models to analyze and predict that relationship.For example, if all the points lie close to a straight line, we have a linear correlation, and we could run linear regressions to understand the relationship between the two variables. But if they follow a different shaped curve such as a logarithmic curve or a parabola, this won't be picked up in a linear regression even though it could be a real effect.The hardest part in this case would be to determine which variable to put on the X axis, normally the independent variable, and which to put on the Y axis, normally the dependent variable. There are plausible theories that would make causation run both ways: Perhaps fish survive better in highly-oxygenated water, so more oxygen causes more fish; on the other hand, perhaps large fish populations deplete the oxygen in the water, so more fish causes less oxygen. Both effects could exist, and drive the system toward an equilibrium---in which case we might observe no correlation despite the two variables being closely related. (This happens in economics all the time; price and quantity are almost never directly correlated, even though price and quantity drive each other directly by supply and demand.)
https://projects.ncsu.edu/labwrite/res/gh/gh-linegraph.html
https://www.mathsisfun.com/data/scatter-xy-plots.html
Wednesday, December 4, 2019
What type of graph would be appropriate for visualizing a data set of dissolved oxygen vs number of fish observed?
Subscribe to:
Post Comments (Atom)
Why is the fact that the Americans are helping the Russians important?
In the late author Tom Clancy’s first novel, The Hunt for Red October, the assistance rendered to the Russians by the United States is impor...
-
Lionel Wallace is the subject of most of "The Door in the Wall" by H.G. Wells. The narrator, Redmond, tells about Wallace's li...
-
In the late author Tom Clancy’s first novel, The Hunt for Red October, the assistance rendered to the Russians by the United States is impor...
-
There are a plethora of rules that Jonas and the other citizens must follow. Again, page numbers will vary given the edition of the book tha...
-
Robinson Crusoe, written by Daniel Defoe, is a novel. A novel is a genre defined as a long imaginative work of literature written in prose. ...
-
The poem contrasts the nighttime, imaginative world of a child with his daytime, prosaic world. In the first stanza, the child, on going to ...
-
Friar Lawrence plays a significant role in Romeo and Juliet's fate and is responsible not only for secretly marrying the two lovers but ...
-
Resourceful: Phileas Fogg doesn't let unexpected obstacles deter him. For example, when the railroad tracks all of a sudden end in India...
No comments:
Post a Comment