DEVELOPING A STATISTICAL MODEL FOR PREDICTING RATIOS OF RIVERS IN THE SOUTH ISLAND HEADWATERS 18O AND 2H Sarah M MAGER,1 Emily E. DIACK,1 Robert VAN HALE,2 1 Department of Geography, University of Otago, New Zealand 2 Department of Chemistry, University of Otago, New Zealand Aims The aim of this paper is to characterise the spatial and temporal range in δ18O and δ2H isotopes of rivers draining the Southern Alps of the South Island of New Zealand. Method Discrete water samples have been collected every 3 to 6 months for 55 to 71 rivers draining the Southern Alps of New Zealand from January 2012 to August 2015. Grab samples were collected directly from the river and stored in 2 mL glass vials with polypropylene septa caps and measured for δ18O and δ2H using a Picarro CRDS analyser in the Department of Chemistry at the University of Otago. The precision for these analyses is δ18O 0.1 ‰ and δ2H 0.9 ‰. Results These water samples have been analysed for their stable isotope ratios of δ 18O and δ2H and show marked variability across the range front that is strongly associated with variations in catchment mean elevation, distance from the coast, and latitude. Lower-elevation catchments typically have the most enriched δ18O and δ2H ratios, whereas the greatest depletion occurs on the east of the main divide, particularly in the interior of central Otago. West Coast catchments are enriched in δ18O and δ2H compared to the East Coast catchments likely due to the combined effects of close proximity to the humid air masses that form over the Tasman Sea, and orographic uplift driving isotopic fractionation over the Southern Alps. The ratios of δ18O and δ2H measured in these alpine rivers are consistent with mean rainfall ratios, suggesting little attenuation of the isotopic ratios as water is routed through the surface and shallow-subsurface pathways under base flow. In the headwater catchments it appears as the routing of water through the catchment has the effect of homogenising short-scale variations in isotopic ratios that occurs between discrete rain events, or during a single storm event. For the majority of catchments there is no significant difference in the isotopic ratios of δ18O and δ2H between seasons even in catchments that have significant snow and/or ice storage (e.g. Franz Josef, Fox, Tasman, Hooker). A variety of morphological catchment characteristics were extracted using ArcGIS 10.1 and input into a dual direction step-wise regression to determine the key predictors of the isotopic ratios of the river water. The resultant multivariate regression (r-squared of 91% at the 99% confidence interval) determined that the mean δ18O and δ 2H ratios are predictable at the catchment scale by a) the central point of each catchments’ distance from the coast b) mean catchment elevation and c) latitude or northing. The statistical output model was applied to the River Environment Classification stream orders of 5, 6, and 7 across the South Island by generating metrics of distance from coast, mean elevation and northing for catchments using the regression relationship determined from this study as the basis of a predictive model using semivariogram krigging in ArcGIS. The modelled δ18O and δ2H are compared to known values for rivers across the Southern Alps, and show some deviations occur (as in parts of Southland and Canterbury), and may reflect additional sources of water into these systems, such as groundwater interaction. Conclusions The stable isotopes from rivers draining the Southern Alps vary across the main divide; with the most enriched values occuring in low elevation catchments on the West Coast. The most depleted isotopes occur in the headwaters of Otago catchments. Isotopic ratios of 18O and 2H can be predicted using three catchment variables: distance from coast, mean elevation and latitude.