Using Tables and Graphs to Evaluate Data

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    Is it valid?

    Datais only valid for use in coming to a conclusion ifthe measurements taken are affected by a

    single independent variable only

    A guide to writing up experiments

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    Biotic indicators

    A biotic indicator is a species used to monitorthe health of an environment or ecosystem.

    Cress is grown

    on cotton woolsoaked in liquidsof different pH.

    After so manydays, itsheight is

    measured

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    Prediction What factors do you think affect the

    growth of cress seedlings?

    How do you think pH will affect theheight of the plants after 5 days?

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    pH

    Measurement of cress seeds (cm)

    1 2 3 4 5 6 7 8 9 10 Mean

    4 1 0 0 0 0 0 0 0 0 0 0.1

    5 2 1 2 1.5 1.5 1 4 0 0 0 1.2

    6 0.8 1.6 1.1 1.1 0 0 0 0 0 0 0.46

    7 5 2.5 4 1 0 0 0 0 0 0 1.25

    8 0.5 0.4 0.2 0 0 0 0 0 0 0 0.11

    9 0 0 0 0 0 0 0 0 0 0 0

    Cress seeds are grown on cotton wool soaked in liquids of different pH

    What is wrong with this table?What sort of graph should we plot?Was height the best thing to measure?

    Were the seeds left for long enough?

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    The Students Graph

    pH of liquid used to moisten cress seeds

    0

    0.2

    0.4

    0.6

    0.8

    1

    1.2

    1.4

    0 1 2 3 4 5 6 7 8 9 10

    pH

    cm

    Why is there a big drop at pH 6?Is it a large drop?What does the graph not show?

    What is good about this graph?

    What is bad about this graph?

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    The Students Analysis:

    Up to 6, the pH helps the cress plantsto grow

    How much informationdoes this analysisgive?

    In your pairs, come upwith a better one

    -0.2

    0

    0.2

    0.4

    0.6

    0.8

    1

    1.2

    1.4

    0 1 2 3 4 5 6 7 8 9 10

    cms

    pH

    pH of liquid used to moisten cress seeds

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    The Students Evaluation:

    My experiment went well, I got the results Iexpected

    How much information does this Evaluation give?

    In your pairs, come up with a better one

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    wwwI did lots of repeats to make sure that I couldignore any anomalous results

    The experiment was valid because there was only one

    independent variable, the pH and everything else, likethe light and temperature was controlled.

    I used the same number of seeds and volume of solutionin each test so that it was fair.

    Ebi: I only looked at the height of the cress seedlings. Icould have measured the width and colour of the leavesas well.

    The heights were all very small, so if I measured them

    over a period of several weeks, I could see if the pHaffected the growth over a period of time.I could also have seen if pH slowed down germination,rather than stopped it.

    I could have made it more accurate by using verniercalipers to measure the height of the seedlings.

    Comment onreliability

    Comment onValidityand fairtesting

    Improvementfor getting moredata

    Improvementfor getting

    better data

    Improvementfor greateraccuracy

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    Measuring Heights in a Class The teacher asked her

    pupils to measure their

    heights and show thedistribution of heights in theclass in a table and a graph.

    What prediction can youmake?

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    Students results table

    Number of pupils Height in cm2 160

    4 165

    7 1706 175

    4 180

    1 185

    There is a basic error in this table. What is it?How could the results be made clearer?

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    Students results table

    Height range/cm Number of studentsin that range

    160-164 2

    165-169 4170-174 7

    175-179 6

    180-184 4

    185-189 1

    ebi percentages shown

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    The Students graph

    Is this the best way to display the results?How can we make the graph clearer?

    Heights are continuous, so why is a line graph inappropriate here?

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    Analysis and EvaluationThe greater the number of pupils the

    more the height changes

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    Measuring current in wires of

    different lengths The teacher asked her

    pupils to measure the

    relationship between currentand the length of a wire.

    What were the controlvariables?

    What would you predict?

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    Measuring current in wires of different lengths

    Length of

    wire (cm)

    Current (amps)

    1 2 Average

    5 3.55 3.54 3.545

    10 3.50 3.49 3.495

    15 3.09 3.07 3.08

    20 2.65 2.63 2.64

    25 1.76 1.73 1.745

    30 1.57 1.59 1.58

    Are the results consistent?Are the results reliable?How can we ensure the results are reliable?

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    Current and length of wire

    0

    0.5

    1

    1.5

    2

    2.5

    3

    3.5

    4

    0 5 10 15 20 25 30 35

    length in cms

    amp

    What sloppy mistakes have been made?Is it sufficient to use the average?Why isnt the relationship a straight line?

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    Conclusion

    The longer the wire the less of thevalue of the current

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    Measuring ground coverage in a lawn

    The teacher asked herpupils to work out the

    ground coverage of variousplants in a lawn.

    What were the controlvariables?

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    Estimating ground coverage of lawn by science block

    Plant Group 1 Group 2 Group 3 Group 4 Average %

    Clovers % 25 0 0 0 6.25

    Grasses % 50 15 10 50 31.25

    Leaves % 25 50 50 20 36.25

    Barleygrass %

    0 25 5 5 8.75

    Thistles % 0 1 0 0 0.25

    Thorns % 0 0 5 0 1.25

    Weeds % 0 0 0 10 2.5

    Soil % 0 9 30 9 12

    Is this evidence valid?Is it accurate?

    Is the average meaningful?

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    Distribution of plant coverage of the school grounds

    05

    1015

    2025303540

    Clovers Leaves Grass Barley

    grass

    Thistles Thorns Weeds Soil

    Plants on grassy area by science block

    %

    Is this the best way of showing this information?

    Is this valid for the whole school grounds?

    Is the independent variable continuous or discontinuous?

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    Conclusion

    The plants with the biggest leaf areascovered the most ground

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    R lli d d i d

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    Rolling a car down a ramp and measuring speedat a fixed point.

    Height of ramp (cm) Speed (m/s)

    5 1.2

    10 1.5

    15 0.7

    20 2.125 2.4

    30 2.7

    35 3.0

    40 3.3

    How can the data be made more reliable?

    Are there any anomalies?What variables need to be controlled?

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    Speeds reached

    0

    0.5

    1

    1.5

    2

    2.5

    3

    3.5

    5 cm

    10cm

    15cm

    20cm

    25cm

    30cm

    35cm

    40cm

    How can the results be showed more clearly?What other improvements are needed?

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    Conclusion

    The speed of the car always increasesif the ramp is made higher

    Write a better analysis!

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