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6-1 Define : a) spread or range b) coefficient of variation c) Gaussian distribution (a) The spread or range for a set of replicate data is the numerical difference between the highest and lowest value. (b) The coefficient of variation is the percent relative standard deviation (c) A Gaussian distribution or normal distribution is described by the bell-shaped curve obtained by plotting frequency versus deviation from the mean for measurements that conform to such a distribution. 6-2 Differentiate between : a) Population mean and sample mean b) Accuracy and precision c) Random error and systematic error a) Both types of mean are obtained by summing the available replicate data and dividing by the number of data. For the population mean the number of data is large. For the sample mean the number of data are a small fraction of the population of data. b) Accuracy represents the agreement between an experimentally measured value and the true or accepted value. Precision describes the agreement among measurements that have been performed in exactly the same way. c) Random errors result from uncontrolled variables in an experiment while systematic errors are those that can be ascribed to a particular cause and can usually be determined. 6-5 From the Gaussian error curve, what is the probability that a result from a population lies between 0 and +1σ of the mean? What is the probability of a result occurring that is between +1 σ and +2 σ of the mean? The population between 0 and +1σ of the mean (± ± σ) ½ x 0.683 = 0.342 The population between +1 σ and +2 σ of the mean (± ± 2 σ) ½ x (0.954-0.683) = 0.135 6-6 From the Gaussian error curve, find the probability that a result is outside the limits of ±2σ of the mean? What is the probability that a result has a more negative deviation from the mean than -2 σ The population outside ±2σ of the mean 1- 0.954 = 0.046 The population that the result has a more negative deviation from the mean than -2σ ½ (1- 0.954) = 0.023 6-7 Consider the following sets of replicate measurements : A B C D E F 3.5 70.24 0.812 2.7 70.65 0.514 3.1 70.22 0.792 3.0 70.63 0.503 3.1 70.10 0.794 2.6 70.64 0.486 0.900 2.8 70.21 0.497 3.3 2.5 3.2 0.472 For each set, calculate the a) mean, b) median; c) spread, d) standard deviation, e) coefficient of variation. 6-17 Analysis of several plant-food preparations for potassium ion yielded the following data: sample Percent K+ 1 5.15, 5.03, 5.04, 5.18, 5.20 2 7.18, 7.17, 6.97 3 4.00, 3.93, 4.15, 3.86 4 4.68, 4.85, 4.79, 4.62 5 6.04, 6.02, 5.82, 6.06, 5.88 The preparations were randomly drawn from the same population. a) Find the mean and standard deviation for each sample. Sample 1 : ∑( Sample 2, 3 … − = 5.12 )2 = 0.0254 = 0.0254 = 0.079687 4 Obtain the pooled value Spooled ∑( − )2 = 0.0254 ∑( − )2 = 0.0281 ∑( − )2 = 0.0325 ∑( − )2 = 0.0459 = . . . . ! ∑( . − )2 = 0.0461 = 0.11