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Published byArthur Wade Modified over 9 years ago
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Working with Normal Distributions
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Measurements which occur in nature frequently have a normal distribution eg weight of new born babies Height of I year old apple trees Circumference of pine saplings Hand span of Y12 students Time to skip 100m This continuous data fits a bell-shaped curve
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The mean, µ, is always in the middle The area under the curve represents probability
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For all normal distributions you need to know two parameters: µ = mean measures the centre σ = standard deviation measures the spread i.e. how far each value is from the mean
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An example of normal distribution: X = amount of milk in a 2L bottle Data collected might give: µ = 2005 ml σ = 10 ml
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What are the differences between the two distributions below? A has the: Larger mean Smaller standard deviation a b
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Each situation will have a different normal curve because their mean and sd will vary However, we can standardise (or transform) every normal distribution into a standard normal distribution by using a formula.
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The Standard Normal Distribution This is a special normal distribution which always has: µ = 0 σ = 1 µ=o
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We can compare any normal distribution to the standard normal distribution by using the formula: X = normal random variable µ = any value σ = any value Z = standard normal random variable µ = 0 σ = 1
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Calculating Probabilities for Standard Normal Distributions Since probability = 1, area under the curve = 1 By symmetry RHS = LHS =0.5 µ = 0 σ = 1
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Example: Find the P(Z < -1.625) z=-1.625 µ =0 Step 1: Draw a diagram Step 2: Use GC
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Graphics Calculator Upper limit = -1.625 Lower limit = -∞ = -99999 µ =0 σ = 1 Stats Mode Dist = F5 Norm = F1 Ncd = normal distribution probability z=-1.625 P(Z < -1.625) = 0.052
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Examples of Calculating Probabilities for Standard Normal Distributions: Find the probabilities that: a)P(Z > 1.683) b) P(Z < 2.445) c) P(-1.774 < Z < 2.039) Answers: a) 0.046 b) 0.993 c)0.941
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