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BACTERIAL CONCENTRATIONS IN BULL CREEK AUSTIN, TEXAS Patrick Sejkora
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Overview Overview Spatial Variations Seasonal Variations Further Work
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Bull Creek Spring fed Drains into Town Lake 32 mi 2 watershed Bordered by parks Source: LCRA 2007
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Bacteria in Bull Creek Evaluate presence of harmful waterborne pathogens Bacterial water quality is assessed by indicator bacteria Can indicate fecal contamination Standards for recreation are set by TCEQ Contact recreation (# per 100 ml) Noncontact recreation (# per 100 ml) E. coli (freshwater) geometric mean126605 single sample max394--- Fecal coliform (all waters) geometric mean2002,000 Single sample max400--- Source: TCEQ 2007
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Statistical Tests Select focus sites Test spatial homogeneity of indicator bacteria concentrations Examine seasonal homogeneity of bacteria concentrations Test for correlation between bacteria concentration and flow/precipitation
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Sources of Information Biological Information Provided by City of Austin Flow data accessed via HydroExcel Precipitation data from LCRA’s Hydromet
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Spatial E. Coli concentrations Examine homogeneity of E. coli concentrations between sites t-test
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Spatial E. Coli concentrations Identify E. coli sources Descriptive Statistics t-test Homogeneous between St. Edwards Park and Loop 360 (p=0.11) Bull Creek District Park nonhomogeneous with Loop 360 and St. Edwards Park (p=3.0x10 -6 ; p= 1.1x10 -6 ) t-test suggests dogs at Bull Creek District Park could be a possible source of E. coli n: 25 Mean: 44 Median: 27 Standard Dev: 49 95% Confidence: 20 n: 57 Mean: 363 Median: 218 Standard Dev: 454 95% confidence: 121 n: 45 Mean: 69 Median: 34 Standard dev: 44 95% Confidence: 21
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Weekend Hypothesis If dogs are source, E. coli concentrations should be statistically higher on weekends Observations Mean E. coli concentration higher on weekends Nonhomogeneous Dogs appear to be cause of elevated E. coli at District Park p = 0.015
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Seasonal Variations at Sites Summer is April- October, winter is November-March Observations Average E. coli is higher in summer than in winter Hypothesis Could swallows be contributing to greater E. coli concentrations in Summer?
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Winter n: 13 Summer n: 11 p = 0.04 Winter n: 34 Summer n: 23 p = 0.20 Winter n: 24 Summer n: 13 p = 0.002 Seasonal E. Coli Concentrations t-test Observations Seasonal E. coli concentrations are: Statistically homogeneous at Bull Creek District Park Not homogeneous at Loop 360 or St. Edwards Park
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Seasonal E. Coli Concentrations t-test Are seasonal E. coli concentrations homogeneous between two sites? Concentrations homogenous between seasons Swallows cannot be conclusively linked to increased E. coli concentrations between St. Edwards and Loop 360 Winter St. Edward mean: 24.3 Loop 360 mean: 49.0 p = 0.07 Summer St. Edward mean: 62.6 Loop 360 mean: 886.6 p = 0.15
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E. coli concentrations and Flow Performed on Bull Creek District Park Homogenous yearly data Bacteria source affected by stormwater runoff Conclusions No real trend
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E. Coli concentrations vs. Precipitation Precipitation may be better metric Causes bacteria from dog doo to wash into river Observations Better, but still not great Remove dry events Much better!
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Further Work Nonparametric methods of comparing E. coli concentrations over space and time Investigate correlation between concentrations of different indicator organisms (Fecal Coliform, Fecal Streptococci)
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Questions? “People can come up with statistics to prove anything. Forty percent of all people know that!” -Homer Simpson
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