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Best Fit Lines & Scientific Hypotheses

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Page 1: Best Fit Lines & Scientific Hypotheses. Bellringer question What is the y-intercept and slope of this line?

Best Fit Lines &Scientific Hypotheses

Page 2: Best Fit Lines & Scientific Hypotheses. Bellringer question What is the y-intercept and slope of this line?

Bellringer question

• What is the y-intercept and slope of this line?

-4 -3 -2 -1 0 1 2 3 4 5 6

-1

0

1

2

3

4

Page 3: Best Fit Lines & Scientific Hypotheses. Bellringer question What is the y-intercept and slope of this line?

• y-intercept = 1• slope = 1/2

-4 -3 -2 -1 0 1 2 3 4 5 6

-1

0

1

2

3

4

Page 4: Best Fit Lines & Scientific Hypotheses. Bellringer question What is the y-intercept and slope of this line?

Scatter Plots

• A scatter plot is a graph of (x,y) points, but without a line connecting all of them. 0 50 100 150 200 250 300 350

-150.00

-100.00

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0.00

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Boiling Point

Free

zing

Poi

nt

Page 5: Best Fit Lines & Scientific Hypotheses. Bellringer question What is the y-intercept and slope of this line?

Scatter Plots

• A best fit line is a line that is close to the points in a scatter plot.

0 50 100 150 200 250 300 350

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f(x) = 0.731618438 x − 99.16360061

Boiling Point

Free

zing

Poi

nt

Page 6: Best Fit Lines & Scientific Hypotheses. Bellringer question What is the y-intercept and slope of this line?

Picture from Wikipedia, Author Sandbh

Page 7: Best Fit Lines & Scientific Hypotheses. Bellringer question What is the y-intercept and slope of this line?

Experiments in Panama

We know that tree seeds are sometimes killed by fungus.

How do seeds defend themselves?

Are there ways to classify how different fungi act?

Photo by Simon Stump

Page 8: Best Fit Lines & Scientific Hypotheses. Bellringer question What is the y-intercept and slope of this line?

The Experiment

• Took clean seeds, and exposed them to different kinds of fungus.

• Measured if the fungus attacked the seeds.

Photo by Simon Stump

Page 9: Best Fit Lines & Scientific Hypotheses. Bellringer question What is the y-intercept and slope of this line?

Hypothesis 1

• Specialist fungi will have higher infection rates (positive slope).

0.5 1 1.5 2 2.5 3 3.5 4 4.5 5 5.50

0.2

0.4

0.6

0.8

1

Degree of Specialization

% o

f see

ds in

fect

ed

Data from Stump and Arnold, Unpublished

Page 10: Best Fit Lines & Scientific Hypotheses. Bellringer question What is the y-intercept and slope of this line?

Hypothesis 1

• Specialist fungi will have higher infection rates (positive slope).

0.5 1 1.5 2 2.5 3 3.5 4 4.5 5 5.50

0.2

0.4

0.6

0.8

1

Degree of Specialization

% o

f see

ds in

fect

ed

Data from Stump and Arnold, Unpublished

Page 11: Best Fit Lines & Scientific Hypotheses. Bellringer question What is the y-intercept and slope of this line?

Hypothesis 2• If a fungus has a really high infection rate, then

related fungi should also have a high infection rate. (positive slope)

0.0 0.1 0.2 0.30

0.5

1

1.5

Fungal Relatedness

Dif

fere

nc

e i

n I

nfe

c-

tio

n R

ate

(a)

Data from Stump and Arnold, Unpublished

Page 12: Best Fit Lines & Scientific Hypotheses. Bellringer question What is the y-intercept and slope of this line?

Hypothesis 2• If a fungus has a really high infection rate, then

related fungi should also have a high infection rate. (positive slope)

0.0 0.1 0.2 0.30

0.5

1

1.5

Fungal Relatedness

Dif

fere

nc

e i

n I

nfe

c-

tio

n R

ate

(a)

Data from Stump and Arnold, Unpublished

Page 13: Best Fit Lines & Scientific Hypotheses. Bellringer question What is the y-intercept and slope of this line?

Activity

0.75 1.25 1.75 2.250

0.2

0.4

0.6

0.8

1

Fungus Frequency

% o

f se

eds

infe

cted

Data from Stump and Arnold, Unpublished