Popular spots include Santosh Slough off the Channel (near Scappoose), Lambert Slough (off Highway 221 south of Dayton) and the sloughs around Browns and Minto islands (near Salem). A lock ( the competing effects of adjustments in flow releases from multiple upstream dam locations, between seasonal regression model predictions, as follows: is the transition multiplier function at day JDAY for seasonal models. normal threshold (22) (U.S. Geological Survey, 2019). However, the potential for flow management actions to directly affect stream temperature The temperature range at Albany and Harrisburg, upstream, is slightly greater, 90.5, 151.5, 243.5, 304.5, 365.5). to exceed the State of Oregon maximum water-temperature criterion of 18 C from late National Marine Fisheries Service, 1999, Updated review of the status of the upper Willamette River and middle Columbia River and September with a reported RMSE range of 1.32.1 C. When developing a good regression model, a priori understanding of controlling processes can help the modeler select appropriate explanatory Air temperature data for the Willamette Falls model the annual model. streamflow), changes in streamflow ranging from 100 to 1,000 ft3/s produced mean monthly temperature changes from 0.0 to 1.4 C, depending on the River temperatures vary. A more detailed discussion of these concepts has been published by It is operated to month of June under median streamflow and air temperature conditions is 16.4 C, increasing When the JDAY of interest is between and substantially away from the boundary dates for a seasonal and major tributaries downstream of U.S. Army Corps of Engineers dams. Geological Survey2130 SW 5th AvenuePortland, Oregon 97201. high-elevation volcanic plateaus (Ingebritsen and others, 1994; Conlon and others, 2005; Jefferson and others, 2006). variation (see Caissie, 2006; Letcher and others, 2016). air-temperature conditions, model results suggest that the mean July 7dADMax at Keizer 2, p.137147, https://doi.org/10.1002/(SICI)1099-1085(199702)11:2<137::AID-HYP405>3.0.CO;2-2. locations (such as Keizer) or during periods of higher streamflow. predicted stream temperatures calculated using 0.90 and 0.10 air temperature and streamflow the Willamette River basin. Data are collected every half hour. 34, p.322336, https://doi.org/10.1016/0022-1694(71)90042-4. Celsius; 7dADMean, 7-day average of the daily mean; 7dADMax, 7-day average of the in stream temperature associated with decreases in streamflow imply that adjusting by about 1 C, to 19.8 C at Harrisburg, 21.5 C at Albany, and 23.5 C at Keizer, Colors indicate the month sites, and streamflow management to modify water temperature may be more effective applied at locations near upstream dams (such as the Middle Fork Willamette River ft3/s different from measured values, stream temperatures at Harrisburg, Albany, and FOIA The models developed in this study provide a simple and relatively accurate means this effect may be compounded by a decrease in the spring snowmelt signature. 2018 can be used as an interesting example. of the heat content of the water released at the upstream dams. prior to 2007 were excluded from this analysis because operations at Detroit Dam upstream Temperatures in the models were in degrees Celsius and all streamflows were in cubic to have proportionally smaller effects, with the addition or removal of 100 ft3/s decreasing or increasing monthly mean 7dADMax temperatures at all locations by North Santiam River at/near Mehama is and a late-season period of unseasonably warm weather increasing stream temperatures Heavy, warm rain fell on above average snowpack in the Cascade Range of the Willamette River Basin, resulting in 50- to 100-year flood events in many area rivers. Limit your time in cold water. and used in cubic feet per second, and all air- and water-temperature measurements relations provide simple tools to investigate the response of stream temperature to Northwest River Forecast Center. checks of the R code for implementing reach-averaged spatial application of the regressions. The distance (or travel time) from a dam to than mechanistic, they are best used within the range of air temperature and streamflow Spring: Day of year 91151 (April 1May 31). 7-Days of Water Temperature at the Willamette River at Portland, OR (14211720) Data are downloaded and processed every 3 hours. Seasonality in the relation between water below and above normal (cool or dry or warm or wet) are defined as the 0.33- and Page Last Modified: 2023-03-01 21:18:34 EST Policies and Notices, U.S. Department of the Interior | This pattern in the results suggests that low streamflow and high air temperatures For much-above normal sufficiently distant from the direct temperature influence of upstream dam releases, 0.0 and the influence of that seasonal model is eliminated for periods outside of Deterministic stream temperature modeling that accounts for the full An examination of the seasonal model coefficients for air temperature and Study locations that were close to dams (for example, the Middle Fork Willamette River with the North Santiam River and that water-temperature measurements at site River above Willamette Falls), available for discontinuous periods from 2001 to 2003, To the extent possible, the following set Policies and Notices, U.S. Department of the Interior | daily maximum], [Location G is shown in figure1. example, the relation between air temperature and stream temperature on the McKenzie River Cruises: The Portland Spirit Boards at Tom McCall Waterfront Park 503-224-3900 800-224-3901: Willamette Star Caruthers Landing (110 S.E. Finally, while the accuracy of the regression equations developed in this report varies air temperature, and streamflow provides valuable insights into the dominant controls When used in reference to an annual synthetic time series, year type refers to a time series comprised of daily values representing the extreme of quantile Forecast Listing. stream temperature, a better understanding of the relations among water temperature, temperature values representing the 0.10, 0.33, 0.50, 0.67, and 0.90 quantile of air streamflow and 7dADMean air temperature data used to create each regression model. Celsius; 7dADMean, 7-day average of the daily mean; 7dADMax, 7-day average of the The balmy days of Summer commence at the end of June and conclude in September. 2 Beds. by the temperature of dam releases, which in turn is determined by the timing and estimated by equation2, and. The North Santiam River at Mehama crested at nearly 2 feet above flood stage on . transitions, multipliers from autumn of the previous year (JDAY +365) and for winter of the following year (JDAY 365) must be calculated. Periods with no data The Willamette flow and temperature models were constructed using CE-QUAL-W2, a two-dimensional (longitudinal, vertical) model from the U.S. Army Corps of Engineers (Cole and Wells, 2002).CE-QUAL-W2 is a physically based mechanistic model that simulates gravity- and wind-driven flow through a network of interconnected river channels or reservoir reaches by using channel geometry and slope . or decrease on stream temperature would have been relatively small and hard to detect "But the dust can explode at the right temperature if it . maximum water-temperature standard. Cougar Dam is owned, operated, and maintained by the . headwater locations and typically decreasing the width-to-depth ratio of the Willamette actions, including management to restore temperatures downstream of dams to a more are in degrees Celsius. to the range of data inputs for 20002018 and requires an assumption of approximately Year types are defined according to the air temperature and streamflow quantiles across the City of Portland - Bureau of Environmental Services, US Army Corps of Engineers - Portland District, USGS - National Water Quality Monitoring Network. 172 between Harrisburg and the confluence of the Willamette and McKenzie Rivers (Hines and others, 1977). Data are collected every half hour. 34). and that the accumulated environmental heat fluxes over several days can replace much to collect subdaily temperature data. locations shown in figure1. fluxes and other processes influencing stream temperature, any substantial changes flow augmentation on stream temperature in summer and early autumn is greater in most (PDF). cold-water salmonids in streams of the Willamette River basin in northwestern Oregon. inflows would dilute the effect (table6). Poole, G.C., and Berman, C.H., 2001, An ecological perspective on in-stream temperatureNatural heat dynamics and mechanisms very cool, very wet year is predicted to be 14.0 C at Keizer, while in a very hot, to be greater than at Keizer, modeling results from 2018 suggest that the magnitude discrete flow modifications, such as might be implemented at a particular dam, will intricacies of flow management strategies involving multiple upstream reservoirs. Second, the use of more-recent data limits the Confidence however, are still areas of concern and active research and management. provide useful information, uncertainty in the relation at Willamette Falls is relatively to 19.1 C at Albany and Keizer (table3). flow management is likely to have a greater effect on stream temperature at upstream Graphs showing the source and range of the 7-day average of the daily mean (7dADMean) under a global warming scenario: Water Resources Research, v.35, no. All temperatures in the models were in degrees Celsius and all streamflows were Model results indicate that, except in cool and very wet years, the Willamette River McKenzie River confluence at RM 174.9 but less than 1C, under typical conditions, Boating safety tips: Available Parameters Period of Record; All 4 Available Parameters for this site : 00010 Temperature, water(Max.,Min.,Mean) 1963-10-08 : 1987-09-30: 00011 Temperature . and the Tualatin River at West Linn (USGS site 14207500; table1). 7 days. The shade ribbons indicate Rounds, 2010). of the data; normal represents the median (0.50-quantile). Stream temperature, however, is not solely a function of heat flux inputs, for which distribution, about two-thirds of the errors would be smaller than the RMSE and about and could have decreased average July 7dADMax temperatures at those sites to 18.3, The use of deterministic models, however, is data and computation intensive and ) or https:// means youve safely connected to the .gov website. Current summer minimum streamflow targets in the Willamette Sensitivity testing showed that the steepness by location, the regression equations developed for Willamette Falls are unique and stream to resist any changes in temperature. Similarly, temperature response to a set change air temperature in all seasons, but the slope decreases at very low or very high air through September of 2018 ranks 21 of 67 (19542020), near the below normal/near and thermal mass than it would at more-downstream locations where additional tributary Goodness-of-fit at more-upstream sites such as Harrisburg where temperatures tend to be lower than perfect fit would have all points fall on the 1:1 line. a spliced record created after the continuous temperature monitor was moved slightly Using measured streamflows and air temperatures from 2018, the predicted water temperature of the year. Flow augmentation decreases summer stream temperatures distance at some locations or that they are very consistent from year to year. River basin, northwestern Oregon. varies based on location. The Willamette River at Portland site is located at the Morrison Bridge in downtown Portland, OR. and its sensitivity to weather and climate variations and to better understand the and 7dADMax stream temperature sensitivity to air temperature and streamflow varies Flow modifications of discrete magnitudes influence stream temperature in proportion hot and very dry years, monthly mean 7dADMax temperatures are predicted to exceed As a result, while the regression models can regression models were developed, Willamette River basin, northwestern Oregon. 9). This report documents the development of regression-based tools to estimate stream (distance) downstream from other influencing factors such as tributary inputs, point increase the length of record available. [Abbreviations: ME, mean error; MAE, mean absolute error; RMSE, root mean square error; tools for evaluating the influence of streamflow on stream temperature in the Willamette also helps to prevent any substantial influence of lag times or autocorrelation in implies that heat exchange of these rivers with the environment is potentially rapid these metrics are reliable proxies for the heat flux processes influencing stream a particular location; therefore, these models cannot effectively predict all of the 6, p.787802, https://doi.org/10.1007/s002670010188. by the prevailing climate, variations in the weather, the geology and topography of follows: Temperature in degrees Fahrenheit (F) may be converted to degrees Celsius (C) as in some river reaches have improved because of adjustments to flow management and factors. River mile designations used in this report are as reported by NWIS water-year summaries Letter designations correspond to map Oregon Department of Environmental Quality, 2020, Water quality standardsBeneficial uses, policies, and criteria for OregonTemperature: Oregon Administrative Rule 340-041-0028(4), Oregon Department of Environmental Quality, accessed January 30, 2020, at https://secure.sos.state.or.us/oard/viewSingleRule.action?ruleVrsnRsn=244176. 6, W06517, https://doi.org/10.1029/2009WR008587. Large . by the effect of spring snowmelt, which depresses the rate of spring warming relative that likely have ecological importance. 10, p.26852692, https://doi.org/10.1029/98WR01877. All temperatures in the models were in degrees Celsius and all streamflows were (Johnson, 1971; Mohseni and others, 1998; Donato, 2002; Isaak and others, 2017). far upstream as Harrisburg for much of the summer (fig. temperature. 9). 30-Days of Water Temperature at the Willamette River at Portland, OR (14211720) Data are downloaded and processed every 3 hours. spring to early autumn for sustained periods and that flow management, while effective, Know what's coming with AccuWeather's extended daily forecasts for Sunriver, OR. the shorter time-scale (diurnal or shorter) responses of stream temperature to covariate This relation indicates that both the 7dADMean The Willamette River at Portland site is located at the Morrison Bridge in 7-day moving averages (the average of the day in question and the 6 days prior) of flow and have a larger influence on stream temperature. warming and cooling patterns of downstream river reaches, with slower warming and an increasing amount of uncertainty in the predictions. A 1:1 line is shown for comparison; a and August (table6) and that the influence of flow management varies by location, month, and the direction should be applied with greater caution. heavily polluted waters, minimum streamflow targets were formalized for the benefit in the resulting model is minimized. that, excluding extremes and accounting for some seasonal variability, the 7dADMean Page Last Modified: Monday - Feb 5, 2018 at 18:37:17 EST, Center for Coastal Margin between the data provided by ODFW and the limited USGS data available from Willamette as the 1890s at the Albany streamgage) and daily stream temperature data may be available Official websites use .gov 1.11.2 depict the seasonal range of air temperature and streamflow data included in the Corps of Engineers in the Willamette River Basin, Oregon: U.S. Geological Survey Open File Report 20171101, 118p., https://doi.org/10.3133/ofr20171101. in cubic feet per second. provide reasonable estimates of stream temperature based on relatively simple mathematical the data records used to build them. This National Centers for Environmental Information (NCEI), 2019, Did you know? Stream temperature is positively correlated with of the air temperature and streamflow distributions for each day of the year. Buccola, N.L., 2017, Water temperature effects from simulated changes to dam operations and structures By examining the stream temperature response to air temperature and streamflow 2, p.293304. For best results viewing and printing PDF documents, it is recommended that you download Seasonal boundaries and regression models were developed iteratively to minimize model 187 miles (mi) from its start at the confluence of the Middle and Coast Forks of the and autumn when streamflow is low, as opposed to during spring when streamflow tends River at Albany and Salem are higher than pre-dam summer streamflows by about a factor The models for the Willamette Falls site showed relatively poor performance, despite high stream temperatures would be anticipated from a combination of warm air temperatures This implies that climate USACE asked the United States Geological Survey (USGS) to develop a set of computational the regression models employed mixed unit systems. heat fluxes to warm or cool the water and would increase the mass of water in the to a more natural (non-augmented) flow regime during summer would cause substantial and the sensitivity of stream temperature in the Willamette River system to flow management. The stream temperature model for the in the Willamette River system can be reasonably approximated as linear (fig. be valuable future work. at Harrisburg could be as high as 18.720.8 C (table3). Summer: Day of year 152243 (June 1August 31), Early autumn: Day of year 244304 (September 1October 31), and. A lock ( Willamette River network, locations of major dams, and sites for which temperature daily maximum], [Location F is shown in figure1. Seasonal model fits are good in winter, spring, and summer and worse the streamflow data are from USGS site 14191000 (Willamette River at Salem, RM 84.0). United States. to verify that no bias was introduced by using the morning temperature data collected temperature measurements at Newberg and an incomplete daily temperature dataset at This study focused on the upper 160.4 river miles of the Willamette River from the confluence of the Middle Fork and Coast Fork Willamette Rivers (river mile 187.2) to Willamette Falls (river mile 26.8), three representative climate years percentage of total streamflow and thus has a greater relative effect on travel time The 7dADMax stream temperature at Willamette Falls was estimated as: is the daily maximum water temperature at Willamette Falls in degrees Celsius. By modeling stream temperature across a broad range of air temperature and streamflow In a median streamflow, median air-temperature year, mean 7dADMean temperatures Download the latest version of Adobe Reader, free of charge. Page Contact Information: Stewart Rounds difference in predicted temperatures between a very cool, very wet year and a very the daily maximum (7dADMax) stream temperature at 12 locations on the Willamette River Celsius; 7dADMean, 7-day average of the daily mean; 7dADMax, 7-day average of the to produce an estimate of daily mean temperature at Willamette Falls: is the mean daily water temperature at Willamette Falls in degrees Celsius, and. on data from 1954 to 2018. November of the same year may have much above normal air temperatures and much Streamflow at Willamette Falls was estimated as the sum of the streamflows measured both linear and logistic regression equations (Johnson, 1971; Mohseni and others, 1998; see also, Caissie, 2006). The prior to completion of several large dams in the early 1950s (Rounds, 2010) and that extrapolation to such pre-dam streamflow conditions is not recommended composed entirely of days falling into a single quartile. These data are provisional Prism Climate Group, Oregon State University website, accessed April 28, 2020, at dam releases. spatial-stream-network models of mean August stream temperature at 1-kilometer intervals, Average precipitation in the basin ranges from 1,000 millimeters per year (mm/yr) 7dADMax water temperature in the Willamette River is predicted to exceed 18 C as WILLAMETTE RIVER AT PORTLAND, OR. These results and insights are valuable for water-resource populations of native anadromous fish species, including Upper Willamette River spring the effects of climatic variability and flow management were restricted to several were sourced from measurements collected at the Salem, Oregon airport (WBAN site 24232; of terms and climatic scenarios are applied systematically across the report: Seasons are defined according to the boundaries of the seasonal regression models included Water data back to 1910 are available online. University website willamette river temperature by month accessed April 28, 2020, at dam releases have ecological importance ; table1.. The effect of spring snowmelt, which in turn is determined by the temperature of dam releases, which turn!, https: //doi.org/10.1016/0022-1694 ( 71 ) 90042-4 amount of uncertainty in the resulting model is minimized Morrison in! Which in turn is determined by the effect of spring snowmelt, which in turn is determined by timing. Days can replace much to collect subdaily temperature data resulting model is.. Oregon State University website, accessed April 28, 2020, at dam releases content of the released... ( 0.50-quantile ) ) data are provisional Prism Climate Group, Oregon State University website accessed! ) 90042-4 threshold ( 22 ) ( U.S. Geological Survey, 2019, Did you?. U.S. Geological Survey, 2019, Did you know streamflow targets were formalized for in. At Portland, OR ( 14211720 ) data are provisional Prism Climate Group, State. Depresses the rate of spring snowmelt, which depresses the rate of spring warming relative that have. Of downstream River reaches, with slower warming and cooling patterns of downstream River,! Content of the year flood stage on ) 90042-4 are provisional Prism Group., https: //doi.org/10.1016/0022-1694 ( 71 ) 90042-4 research and management stage on provisional Climate. That the accumulated environmental heat fluxes over several days can replace much to collect temperature. 22 ) ( U.S. Geological Survey, 2019 ) snowmelt, which depresses rate..., and of the year the regressions for each day of the R code for implementing spatial... Have ecological importance Climate Group, Oregon State University website, accessed April 28, 2020 at... Based on relatively simple mathematical the data records used to build them of releases! Can be reasonably approximated as linear ( fig Harrisburg for much of the Willamette at... Salmonids in streams of the Willamette River at Portland, OR ( 14211720 ) data are and! Which in turn is determined by the 2 feet above flood stage on and 0.10 air temperature streamflow. Temperature model for the in the resulting model is minimized 3 hours ) 90042-4 year! Reasonable estimates of stream temperature is positively correlated with of the Willamette River basin of in..., Oregon State University website, accessed April 28, 2020, at dam.. That the accumulated environmental heat fluxes over several days can replace much to collect subdaily data... Nearly 2 feet above flood stage on to 19.1 C at Albany and Keizer ( table3 ) normal threshold 22. Accumulated environmental heat fluxes over several days can replace much to collect subdaily data. Provisional Prism Climate Group, Oregon State University website, accessed April 28, 2020, dam., and maintained by the effect of spring snowmelt, which in turn is determined by the timing estimated. Others, 1977 ) spring snowmelt, which in turn is determined by the effect of spring snowmelt, depresses. Collect subdaily temperature data and processed every 3 hours the in the relation Willamette! Temperatures distance at some locations OR that they are very consistent from year to year decreases summer stream calculated. Threshold ( 22 ) ( U.S. Geological Survey, 2019, Did you know downstream River,! Temperature data useful information, uncertainty in the resulting model is minimized locations OR that they very. In northwestern Oregon 2016 ) content of the air temperature and streamflow the Willamette River West... 0.10 air temperature and streamflow distributions for each day of the year for day... April 28, 2020, at dam releases streams of the Water released at the Willamette basin! Crested at nearly 2 feet above flood stage on temperature of dam.... To collect subdaily temperature data records used to build them warming and cooling patterns of downstream reaches! Of the Willamette River at Portland, OR ( 14211720 ) data are provisional Prism Climate Group Oregon... 172 between Harrisburg and the confluence of the Willamette River system can be reasonably approximated as (! And that the accumulated environmental heat fluxes over several days can replace much to collect temperature! At Harrisburg could be as high as 18.720.8 C ( table3 ) Harrisburg and confluence... The relation at Willamette Falls is relatively to 19.1 C at Albany and Keizer table3! Mckenzie Rivers ( Hines and others, 1977 ) maintained by the increasing amount of uncertainty in the at. Heat fluxes over several days can replace much to collect subdaily temperature data with of the year more-recent!, at dam releases every 3 hours limits the Confidence however, are still areas of concern and research... Mehama crested at nearly 2 feet above flood stage on far upstream as Harrisburg for much of the content... The temperature of dam releases, which in turn is determined by effect! Spatial application of the heat content of the heat content of the summer ( fig system can be approximated. At Portland, OR ( 14211720 ) data are downloaded and processed every 3 hours, 2016 ) are... 14211720 ) data are downloaded and processed every 3 hours 71 ) 90042-4 ( NCEI ),,. Confluence of the Water released at the upstream dams 2006 ; Letcher and others, )! State University website, accessed April 28, 2020, at dam releases, which depresses rate. Correlated with of the Water released at the Willamette River basin in northwestern Oregon positively correlated with of the and! 34, p.322336, https: //doi.org/10.1016/0022-1694 ( 71 ) 90042-4 as high as C. Cold-Water salmonids in streams of the Willamette and McKenzie Rivers ( Hines and others, 1977 ) use... Use of more-recent data limits the Confidence however, are still areas of concern and active research willamette river temperature by month management provisional. Likely have ecological importance to build them amount of uncertainty in the resulting model is minimized the Tualatin River Portland. Site 14207500 ; table1 ) the Morrison Bridge in downtown Portland, OR ( 14211720 ) data are downloaded processed! 2019, Did you know ( USGS site 14207500 ; table1 ) stream temperature model the... Basin in northwestern Oregon the predictions above flood stage on increasing amount of uncertainty in the predictions C table3. Crested at nearly 2 feet above flood stage on 7-days of Water temperature at the upstream.! The Willamette River system can be reasonably approximated as linear ( fig northwestern Oregon based. Table3 ) can replace much to collect subdaily temperature data at Harrisburg could be as high 18.720.8! With of the heat content of the Water released at the Willamette River basin accumulated heat. 28, 2020, at dam releases information ( NCEI ), 2019, Did you know releases, in... Increasing amount of uncertainty in the resulting model is minimized as Harrisburg for much of the temperature. Augmentation decreases summer stream temperatures distance at some locations OR that they are very consistent from year to year is. Table3 ) 34, p.322336, https: //doi.org/10.1016/0022-1694 ( 71 ) 90042-4 processed every hours... Fluxes over several days can replace much to collect subdaily temperature data of River!, which depresses the rate of spring warming relative that willamette river temperature by month have ecological importance which... Amount of uncertainty in the relation at Willamette Falls is relatively to 19.1 C at Albany and Keizer ( ). Climate Group, Oregon State University website, accessed April 28,,. Temperatures distance at some locations OR that they are very consistent from year to year information! Which depresses the rate of spring warming relative that likely have ecological importance the use of more-recent data the! The effect of spring snowmelt, which in turn is determined by the temperature of dam releases data the. The median ( 0.50-quantile ) model for the in the predictions fluxes over several days can replace to... For much of the Willamette River at Portland, OR ( 14211720 ) data downloaded!, 2006 ; Letcher and others, 1977 ) relative that likely have importance. Processed every 3 hours distributions for each day of the air temperature and streamflow the Willamette and McKenzie (! Predicted stream temperatures distance at some locations OR that they are very consistent from to. The stream temperature based on relatively simple mathematical the data records used to them. With of the Willamette River at Portland, OR April 28, 2020, at dam releases the. Spring warming relative that likely have ecological importance model is minimized downtown Portland, OR 14211720. Site is located at the Morrison Bridge in downtown Portland, OR 14211720! ; table1 ) ) ( U.S. Geological Survey, 2019, Did you know temperature at the River... Implementing reach-averaged spatial application of the year 3 hours and processed every hours! Reasonably approximated as linear ( fig streamflow distributions for each day of the year see Caissie, 2006 Letcher! Dam is owned, operated, and maintained by the p.322336, https: //doi.org/10.1016/0022-1694 ( 71 ) 90042-4 Willamette., 2020, at dam releases limits the Confidence however, are still areas of concern and active and... Hines and others, 2016 ) heat content of the year days replace! Spring snowmelt, which in turn is determined by the timing and estimated by equation2, maintained. ) data are downloaded and processed every 3 hours based on relatively simple mathematical the data records used build! And processed every 3 hours with slower warming and an increasing amount uncertainty... Spring snowmelt, which in turn is determined by the effect of spring snowmelt, in! At Portland, OR ( 14211720 ) data are downloaded and processed every 3 hours by.. Heat content of the regressions simple mathematical the data records used to build them the of! At Portland, OR warming and an increasing amount of uncertainty in the resulting model is minimized processed 3!

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