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Published byWilliam Bennett Modified over 9 years ago
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Class 05. Using the Normal Intro to Descriptive Statistics
EMBS Section 3.1, 3.2. and first part of 3.3
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What we learned last class
To love the NORMAL distribution? IT IS FLEXIBLE Parameter μ lets you center it anywhere. Parameter σ lets you specify the width (variance, uncertainty) If X is highly variable, pick a large σ NORMDIST makes probability calculations easy. No need for converting x to z in order to use the table in the book. No need for NORMSINV[(x-μ)/σ]. It approximates the binomial when n is big Just set μ=n*p and σ = [n*p*(1-p)]^.5
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You can’t make it skewed. You can’t change the 68/95/99 breakdown.
EMBS Fig 6.4, p 249 You can’t make it skewed. You can’t change the 68/95/99 breakdown. It is a pdf (prob density function). The height is probability density. Areas under the curve are probabilities
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If X~N(μ,σ) And Y=a+b*X, Then Y~N(a+b*μ,b*σ) Temp(C)~N(10,10) Temp(F)= 32 + (9/5) Temp(C) Temp(F)~N(50,18)
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Case: Lorex Pharmaceuticals
Lorex produces Linatol (liquid medicine for high blood pressure) Sold in 10-ounce bottles. 600*12 = 7,200 fill attempts per shift Linatol costs them $0.40 per ounce to make. Bottles filled to more than 10 ounces get sold for $186 per case of 12. Bottles under-filled get sold as seconds at a 20% discount ($148.8 per case)
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Case: Lorex Pharmaceuticals
The Filling Machine has an adjustable target. Test have shown that the fill amounts will be independent (across fill attempts) and Normally distributed μ = target σ = 0.16 fluid ounces In other words (symbols?) X ~ N(target,0.16) What target should they use?
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P(underfilled bottle)
Worksheets…. Lorex Worksheet Minimum required 10 $186 $148.80 Target P(underfilled bottle) Expected Good Cases Expected Bad Cases Total Cases Expected Revenue 10.0 600 10.1 10.2 10.3
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Fill Test Data Normal(10.2,0.16)?
EXHIBIT 2 LOREX PHARMACEUTICALS Filling Line Test Results with Target = 10.2 9.89 10.41 10.53 10.20 10.23 10.15 10.17 10.32 10.04 10.48 10.11 10.29 10.35 10.16 10.19 10.00 10.06 10.21 10.22 9.76 10.09 10.12 10.10 10.02 10.36 9.99 10.05 10.07 10.24 10.40 10.27 10.14 10.76 10.13 9.79 10.31 10.47 9.84 9.96 10.30 10.33 9.97 10.42 10.25 10.64 10.01 10.18 10.54 10.37 10.44 9.85 9.91 10.45 10.28 10.03 9.98
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Fill Test Data Descriptive Statistics Summary Statistics
Amount Mean 10.198 Standard Error 0.014 Median 10.190 Mode #N/A Standard Deviation 0.163 Sample Variance 0.026 Kurtosis 0.771 Skewness 0.245 Range 0.997 Minimum 9.758 Maximum 10.756 Sum Count 144
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Fill Test Data Histogram
Bin Frequency 9.758 1 9.841 2 9.925 3 10.008 10 10.091 17 10.174 33 10.257 36 10.340 14 10.423 16 10.506 7 10.590 10.673 More
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Assignment for class 06 Find some numerical data
Get it into excel in one column with a label at the top Data Analysis (File, Options, Addins, Go, check analysis ToolPak, okay) Descriptive Statistics Check “summary statistics” One sheet A brief description of the data and where you got it. A printout (or hand copy) of the summary statistics A brief answer to the question…could these data have come from a normal distribution…why or why not?
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Completed and extended worksheet
Lorex Worksheet Minimum 10 $186 $148.80 Target P(underfilled bottle) Expected Good Cases Expected Bad Cases Total Cases Expected Revenue Expected Cost Expected Contribution 10.0 0.5 300.00 600 $100,440 $28,800 $71,640 10.1 0.266 440.41 159.59 $105,663 $29,088 $76,575 10.2 0.106 536.61 63.39 $109,242 $29,376 $79,866 10.3 0.030 581.76 18.24 $110,922 $29,664 $81,258 10.4 0.006 596.27 3.73 $111,461 $29,952 $81,509 10.5 0.001 599.47 0.53 $111,580 $30,240 $81,340 10.6 0.000 599.95 0.05 $111,598 $30,528 $81,070
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