Biology_A-level_Cie
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1-1-the-microscope-in-cell-studies5 主题
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1-2-cells-as-the-basic-units-of-living-organisms5 主题
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2-1-testing-for-biological-molecules3 主题
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2-2-carbohydrates-and-lipids8 主题
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2-3-proteins6 主题
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2-4-water2 主题
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3-1-mode-of-action-of-enzymes5 主题
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3-2-factors-that-affect-enzyme-action8 主题
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4-1-fluid-mosaic-membranes4 主题
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4-2-movement-into-and-out-of-cells12 主题
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diffusion
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osmosis
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active-transport
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endocytosis-and-exocytosis
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investigating-transport-processes-in-plants
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investigating-diffusion
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surface-area-to-volume-ratios
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investigating-surface-area
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estimating-water-potential-in-plants
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osmosis-in-plant-cells
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osmosis-in-animals
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comparing-osmosis-in-plants-and-animals
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diffusion
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5-1-replication-and-division-of-nuclei-and-cells6 主题
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5-2-chromosome-behaviour-in-mitosis2 主题
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6-1-structure-of-nucleic-acids-and-replication-of-dna4 主题
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6-2-protein-synthesis5 主题
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7-1-structure-of-transport-tissues4 主题
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7-2-transport-mechanisms7 主题
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8-1-the-circulatory-system7 主题
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8-2-transport-of-oxygen-and-carbon-dioxide5 主题
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8-3-the-heart4 主题
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9-1-the-gas-exchange-system6 主题
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10-1-infectious-diseases3 主题
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10-2-antibiotics3 主题
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11-1-the-immune-system4 主题
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11-2-antibodies-and-vaccination6 主题
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12-1-energy5 主题
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12-2-respiration11 主题
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aerobic-respiration-the-krebs-cycle
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aerobic-respiration-role-of-nad-and-fad
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aerobic-respiration-oxidative-phosphorylation
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anaerobic-respiration
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energy-yield-aerobic-and-anaerobic-respiration
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anaerobic-adaptation-of-rice
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aerobic-respiration-effect-of-temperature-and-substrate-concentration
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structure-and-function-of-mitochondria
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the-four-stages-in-aerobic-respiration
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aerobic-respiration-glycolysis
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aerobic-respiration-the-link-reaction
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aerobic-respiration-the-krebs-cycle
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13-1-photosynthesis-as-an-energy-transfer-process8 主题
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13-2-investigation-of-limiting-factors2 主题
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14-1-homeostasis-in-mammals8 主题
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14-2-homeostasis-in-plants3 主题
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15-1-control-and-coordination-in-mammals12 主题
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the-endocrine-system
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the-nervous-system
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neurones
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sensory-receptor-cells
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sequence-of-events-resulting-in-an-action-potential
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transmission-of-nerve-impulses
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speed-of-conduction-of-impulses
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the-refractory-period
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cholinergic-synapses
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stimulating-contraction-in-striated-muscle
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ultrastructure-of-striated-muscle
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sliding-filament-model-of-muscular-contraction
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the-endocrine-system
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15-2-control-and-coordination-in-plants3 主题
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16-1-passage-of-information-from-parents-to-offspring5 主题
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16-2-the-roles-of-genes-in-determining-the-phenotype7 主题
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16-3-gene-control3 主题
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17-1-variation4 主题
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17-2-natural-and-artificial-selection7 主题
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17-3-evolution2 主题
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18-1-classification5 主题
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18-2-biodiversity7 主题
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18-3-conservation6 主题
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19-1-principles-of-genetic-technology11 主题
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19-2-genetic-technology-applied-to-medicine4 主题
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19-3-genetically-modified-organisms-in-agriculture2 主题
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1-1-the-microscope-in-cell-studies
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1-2-cells-as-the-basic-units-of-living-organisms
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2-1-testing-for-biological-molecules
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2-2-carbohydrates-and-lipids
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2-3-proteins
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2-4-water
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3-1-mode-of-action-of-enzymes
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3-2-factors-that-affect-enzyme-action
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4-1-fluid-mosaic-membranes
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4-2-movement-into-and-out-of-cells
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5-1-replication-and-division-of-nuclei-and-cells
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5-2-chromosome-behaviour-in-mitosis
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6-1-structure-of-nucleic-acids-and-replication-of-dna
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6-2-protein-synthesis
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7-1-structure-of-transport-tissues
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7-2-transport-mechanisms
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8-1-the-circulatory-system
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8-2-transport-of-oxygen-and-carbon-dioxide
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8-3-the-heart
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9-1-the-gas-exchange-system
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10-1-infectious-diseases
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10-2-antibiotics
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11-1-the-immune-system
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11-2-antibodies-and-vaccination
spearmans-rank-correlation
Spearman’s rank correlation
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Spearman’s rank correlation test can be used to determine whether there is correlation between variables when:
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Data is not quantitative, e.g. an abundance scale has been used rather than a count of individuals
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A visual inspection of data suggests a non-linear correlation
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Data may not be normally distributed
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Method:
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Step 1: Create a scatter graph and identify possible linear correlation
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Step 2: State a null hypothesis
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Step 3: Use the following equation to work out Spearman’s rank correlation coefficient r
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Where:
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rs = Spearman’s rank coefficient
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D = difference in rank
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n = number of samples
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Step 4: Refer to a table that relates critical values of rs to levels of probability
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If the value calculated for Spearman’s rank is greater than the critical value for the number of samples in the data ( n ) at the 0.05 probability level (p), then the null hypothesis can be rejected, meaning there is a correlation between two variables
Worked Example
A group of students conducted an experiment using quadrats to measure the abundance of different plant species in a neglected allotment. They wanted to see if there was correlation between the abundance of species C and D. When they looked at their data and plotted a scatter graph they saw some correlation.
Investigate the possible correlation using Spearman’s rank correlation coefficient.

Because the data was not normally distributed they decided to use Spearman’s rank correlation coefficient.
Null hypothesis: there is no correlation between the abundance of species C and species D.
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n = 10 because there are 10 quadrat samples
|
Quadrat |
No. of individuals of species C |
Rank for species C |
No. of individuals of species D |
Rank for species D |
Difference in rank (D) |
D2 |
|---|---|---|---|---|---|---|
|
1 |
36 |
7 |
25 |
6 |
1 |
1 |
|
2 |
1 |
1 |
4 |
1 |
0 |
0 |
|
3 |
23 |
5 |
8 |
4 |
1 |
1 |
|
4 |
51 |
10 |
32 |
9 |
1 |
1 |
|
5 |
26 |
6 |
27 |
7 |
-1 |
1 |
|
6 |
8 |
2 |
5 |
2 |
0 |
0 |
|
7 |
43 |
9 |
35 |
10 |
-1 |
1 |
|
8 |
12 |
3 |
6 |
3 |
0 |
0 |
|
9 |
20 |
4 |
10 |
5 |
-1 |
1 |
|
10 |
41 |
8 |
29 |
8 |
0 |
0 |
|
|
|
|
|
|
|
∑D2 = 6 |
Step 1: Rank each set of data (rank 1 being the smallest data figure)
Step 2: Find the difference in rank between the two species, D
Step 3: Square the difference in rank, D2
Step 4: Add up the values of D2 to give ∑D2 (= 6)
Step 5: Substitute the appropriate numbers into the equation (remember n = 10)
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