BACTERIAL CONCENTRATIONS IN BULL CREEK AUSTIN, TEXAS Patrick Sejkora
Overview Overview Spatial Variations Seasonal Variations Further Work
Bull Creek Spring fed Drains into Town Lake 32 mi 2 watershed Bordered by parks Source: LCRA 2007
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 mean single sample max Fecal coliform (all waters) geometric mean2002,000 Single sample max Source: TCEQ 2007
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
Sources of Information Biological Information Provided by City of Austin Flow data accessed via HydroExcel Precipitation data from LCRA’s Hydromet
Spatial E. Coli concentrations Examine homogeneity of E. coli concentrations between sites t-test
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: % confidence: 121 n: 45 Mean: 69 Median: 34 Standard dev: 44 95% Confidence: 21
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
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?
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 = 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
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: p = 0.15
E. coli concentrations and Flow Performed on Bull Creek District Park Homogenous yearly data Bacteria source affected by stormwater runoff Conclusions No real trend
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!
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)
Questions? “People can come up with statistics to prove anything. Forty percent of all people know that!” -Homer Simpson