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Graphing and Science Organizing Data

Organizing Data. The word science is derived from a Latin verb meaning “to know”. Science is a way of knowing about the natural world. At the heart

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Page 2: Organizing Data.  The word science is derived from a Latin verb meaning “to know”. Science is a way of knowing about the natural world.  At the heart

The word science is derived from a Latin verb meaning “to know”. Science is a way of knowing about the natural world.

At the heart of science is inquiry, a search for information and explanation.

Inquiry in Science

Page 4: Organizing Data.  The word science is derived from a Latin verb meaning “to know”. Science is a way of knowing about the natural world.  At the heart

Science is a limited field that can only answer certain types of questions.

C=Consistency (repeatable experiments) O=Observability (with natural senses or tools) N=Natural (natural causes for natural events) P=Predictability (natural cause can be predicted) T=Testability (with experimentation) T=Tentative (can be changed with new evidence)

Science is limited to questions that can be answered by experimentation and evidence.

CONPTT

Page 6: Organizing Data.  The word science is derived from a Latin verb meaning “to know”. Science is a way of knowing about the natural world.  At the heart

In science, a hypothesis is a tentative answer to a well-framed question—an explanation on trial.

It is usually an educated guess, based on experience and on the data available. Must be testable. Must be falsifiable.

Hypothesis

Page 7: Organizing Data.  The word science is derived from a Latin verb meaning “to know”. Science is a way of knowing about the natural world.  At the heart

Fig. 1-24a

Observations

Question

Hypothesis #1:Dead batteries

Hypothesis #2:Burnt-out bulb

Page 8: Organizing Data.  The word science is derived from a Latin verb meaning “to know”. Science is a way of knowing about the natural world.  At the heart

Fig. 1-24b

Test prediction

Hypothesis #1:Dead batteries

Hypothesis #2:Burnt-out bulb

Test prediction

Prediction:Replacing batterieswill fix problem

Prediction:Replacing bulbwill fix problem

Test falsifies hypothesis

Test does not falsify hypothesis

Page 9: Organizing Data.  The word science is derived from a Latin verb meaning “to know”. Science is a way of knowing about the natural world.  At the heart

A Case Study in Scientific Inquiry: Investigating Mimicry in Snake Populations

Many poisonous species are brightly colored, which warns potential predators

Mimics are harmless species that closely resemble poisonous species

Henry Bates hypothesized that this mimicry evolved in harmless species as an evolutionary adaptation that reduces their chances of being eaten

Page 10: Organizing Data.  The word science is derived from a Latin verb meaning “to know”. Science is a way of knowing about the natural world.  At the heart

This hypothesis was tested with the poisonous Eastern Coral Snake and its’ mimic the non-poisonous Scarlet Kingsnake

Both species live in the Carolinas, but the Kingsnake is also found in regions without poisonous coral snakes

If predators inherit an avoidance of the Coral Snake’s coloration, then the colorful Kingsnake will be attacked less often in the regions where coral snakes are present

Copyright © 2008 Pearson Education, Inc., publishing as Pearson Benjamin Cummings

Page 11: Organizing Data.  The word science is derived from a Latin verb meaning “to know”. Science is a way of knowing about the natural world.  At the heart

Fig. 1-25

South Carolina

North Carolina

Key

Scarlet kingsnake (nonpoisonous)

Scarlet kingsnake (nonpoisonous)

Eastern coral snake (poisonous)

Range of scarletkingsnake onlyOverlapping ranges ofscarlet kingsnake andeastern coral snake

Page 12: Organizing Data.  The word science is derived from a Latin verb meaning “to know”. Science is a way of knowing about the natural world.  At the heart

Field Experiments with Artificial Snakes

To test this mimicry hypothesis, researchers made hundreds of artificial snakes:◦ An experimental group resembling Kingsnakes ◦ A control group resembling plain brown snakes

• Equal numbers of both types were placed at field sites, including areas without poisonous Coral Snakes

Copyright © 2008 Pearson Education, Inc., publishing as Pearson Benjamin Cummings

Page 13: Organizing Data.  The word science is derived from a Latin verb meaning “to know”. Science is a way of knowing about the natural world.  At the heart

Fig. 1-26a

(a) Artificial kingsnake

Page 14: Organizing Data.  The word science is derived from a Latin verb meaning “to know”. Science is a way of knowing about the natural world.  At the heart

Fig. 1-26b

(b) Brown artificial snake that has been attacked

Page 15: Organizing Data.  The word science is derived from a Latin verb meaning “to know”. Science is a way of knowing about the natural world.  At the heart

• After four weeks, the scientists retrieved the artificial snakes and counted bite or claw marks

• The data fit the predictions of the mimicry hypothesis: the ringed snakes were attacked less frequently in the geographic region where Coral Snakes were found

Copyright © 2008 Pearson Education, Inc., publishing as Pearson Benjamin Cummings

Page 16: Organizing Data.  The word science is derived from a Latin verb meaning “to know”. Science is a way of knowing about the natural world.  At the heart

Fig. 1-27

Artificial kingsnakesBrownartificial snakes

83% 84%

17% 16%

Coral snakesabsent

Coral snakespresent

Perc

en

t of

tota

l att

acks

on

art

ificia

l sn

akes

100

80

60

40

20

0

RESULTS

Page 17: Organizing Data.  The word science is derived from a Latin verb meaning “to know”. Science is a way of knowing about the natural world.  At the heart

Designing Controlled Experiments

A controlled experiment compares an experimental group (the artificial Kingsnakes) with a control group (the artificial brown snakes)

Ideally, only the variable of interest (the color pattern of the artificial snakes) differs between the control and experimental groups

A controlled experiment means that control groups are used to cancel the effects of unwanted variables

A controlled experiment does not mean that all unwanted variables are kept constant

Copyright © 2008 Pearson Education, Inc., publishing as Pearson Benjamin Cummings

Page 18: Organizing Data.  The word science is derived from a Latin verb meaning “to know”. Science is a way of knowing about the natural world.  At the heart

Graphs provide a visual image that allows you to analyze and organize your data in a meaningful way.

Graphing

Page 19: Organizing Data.  The word science is derived from a Latin verb meaning “to know”. Science is a way of knowing about the natural world.  At the heart

Data points plotted accurately. Label both axis. Dependent variable on Y-axis. Independent variable on X-axis. Must have a concise, explanatory title. Key identifies symbols or colors. Each axis has an appropriate scale.

What is in a GOOD Graph?

←What’s wrong with this graph?

Page 20: Organizing Data.  The word science is derived from a Latin verb meaning “to know”. Science is a way of knowing about the natural world.  At the heart

Line graphs are used when one variable (the independent variable) affects another, the dependent variable.

The data is continuous for both variables. The dependent variable is usually the

biological response. The independent variable is often time or the experimental treatment.

Line Graphs

Page 21: Organizing Data.  The word science is derived from a Latin verb meaning “to know”. Science is a way of knowing about the natural world.  At the heart

Bar graphs are used for data that is non-numerical and discrete (separate) for at least one variable.

Data may be grouped into separate categories.

There are no dependent or independent variables.

Bars do not touch. Multiple sets of data may be displayed side-by-side.

Bar Graphs

Page 22: Organizing Data.  The word science is derived from a Latin verb meaning “to know”. Science is a way of knowing about the natural world.  At the heart

Pie graphs can be used instead of bar graphs, generally in cases where there are six or fewer categories involved.

A pie graph provides strong visual impact of the relative proportions in each category (particularly where one is dominant).

Pie Charts

Page 23: Organizing Data.  The word science is derived from a Latin verb meaning “to know”. Science is a way of knowing about the natural world.  At the heart

Histograms are plots of continuous data and are often used to represent frequency distributions, where the Y-axis shows the number of times a particular value was seen.

Data is numerical and continuous, so the bars touch.

X-axis usually records the class intervals. Y-axis usually records the number of individuals in each class.

Histograms