monthly minneapolis public drunkenness intakes jan.’66-jul’78

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Source: Time Series Data Library www.datamarket.com MONTHLY MINNEAPOLIS PUBLIC DRUNKENNESS INTAKES JAN.’66-JUL’78 Meghan Burke

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Monthly Minneapolis public drunkenness intakes Jan.’66-Jul’78. Source : Time Series Data Library www.datamarket.com. Meghan Burke. Goals. Provide a descriptive analysis of this time series Develop the best models to forecast future monthly Minneapolis public drunkenness intakes - PowerPoint PPT Presentation

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Page 1: Monthly Minneapolis public drunkenness intakes Jan.’66-Jul’78

Source: Time Series Data Librarywww.datamarket.com

MONTHLY MINNEAPOLIS PUBLIC DRUNKENNESS INTAKES JAN.’66-JUL’78

Meghan Burke

Page 2: Monthly Minneapolis public drunkenness intakes Jan.’66-Jul’78

GOALS Provide a descriptive analysis of this time

series Develop the best models to forecast

future monthly Minneapolis public drunkenness intakes

Understand the time series structure

Page 3: Monthly Minneapolis public drunkenness intakes Jan.’66-Jul’78

INITIAL TIME SERIES PLOT

Page 4: Monthly Minneapolis public drunkenness intakes Jan.’66-Jul’78

TIME SERIES COMPARISONInitial

Adjusted

Page 5: Monthly Minneapolis public drunkenness intakes Jan.’66-Jul’78

TIME SERIES COMPARISONInitial Adjuste

d

Page 6: Monthly Minneapolis public drunkenness intakes Jan.’66-Jul’78

MODEL COMPARISONS

Best Smoothing Models: Seasonal Exponential Smoothing Winters Method ARIMA (0, 0, 1)

Page 7: Monthly Minneapolis public drunkenness intakes Jan.’66-Jul’78

SEASONAL EXPONENTIAL SMOOTHING

Page 8: Monthly Minneapolis public drunkenness intakes Jan.’66-Jul’78

WINTERS METHOD

Page 9: Monthly Minneapolis public drunkenness intakes Jan.’66-Jul’78

ARIMA (0,0,3)

Page 10: Monthly Minneapolis public drunkenness intakes Jan.’66-Jul’78

FORECAST PREDICTIONS FROM THE EXPONENTIAL SMOOTHING MODELS

Page 11: Monthly Minneapolis public drunkenness intakes Jan.’66-Jul’78

COMPARING FORECAST PREDICTIONS

Best Smoothing Model Seasonal Exponential Smoothing

Model MAPE MAESeasonal Exponential Smoothing 14.13256252% 38.52444229Winters Method 14.13256243% 38.52444203ARIMA (0,0,3) 21.72210497% 60.33186319

Page 12: Monthly Minneapolis public drunkenness intakes Jan.’66-Jul’78

CITATION David E. Aaronson, C. Thomas Dienes, and Michael C.

Musheno,Changing the Public Drunkenness Laws: The Impact of Decriminalization, 12Law & Soc'y Rev.405 (1977),

Available at: http://scholarship.law.berkeley.edu/facpubs/113