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3. Simulations for model archive: Identifying structural priors in a hybrid differentiable model for stream water temperature modeling at 415 U.S. basin outlets, 2010-2016 This section provides model simulation outputs from the models described by Rahmani et al. (2023b), as well as a subset of model outputs produced by Rahmani et al. (2021) that were used for comparison within Rahmani et al. (2023b). The full model archive is organized into these four child items: 1. Model code - Python files and README for reproducing model training and evaluation 2. Inputs - Basin attributes and shapefiles, forcing data, and stream temperature observations [THIS ITEM] 3. Simulations - Simulation descriptions, configurations, and outputs 4. Figure code - Jupyter notebook to recreate the figures in Rahmani et al. (2023b) The publication associated with this model archive is: Rahmani, F.,... Categories: Data; Tags: US, United States, deep learning, environment, inlandWaters, All tags... machine learning, modeling, streams, water resources, water temperature, Fewer tags Lakebed Groundwater and Surface-Water Temperatures on September 18, 2020, at Shubael Pond, Marstons Mills, Massachusetts This data release contains lakebed groundwater and surface-water temperatures collected during a survey on September 18, 2020, by using a handheld thermocouple probe at Shubael Pond, a groundwater flow-through kettle-hole pond, located in Marstons Mills, Massachusetts. The dataset includes a comma separated values (.csv) file, a geospatial dataset (shapefile), and FGDC-compliant metadata. Categories: Data; Tags: Barnstable, Cape Cod, Hydrology, USGS Science Data Catalog (SDC), Water Quality, All tags... groundwater, groundwater and surface-water interaction, groundwater flow, inlandWaters, surface water (non-marine), water temperature, Fewer tags Northeastern Hydrologic Benchmark Network (HBN) Soil Chemistry and Catskill Mountain Water-Quality Data This data product contains soil chemistry data from 4 locations. Two of the locations were located in the Neversink River watershed near Claryville, NY (01435000) in the Catskill Mountains of New York (Fall Brook and Winnisook Creek), 1 of the locations was the Young Woman’s Creek watershed near Renovo, PA (01545600) and the last site was the Wild River watershed at Gilead, Maine (01054200). Soil chemistry was collected at 2 times at each location: in 2001 and 2011 in Fall Brook, Young Woman’s Creek and Wild River and in 1993 and 2012 in Winnisook. This data product also contains water-quality data from 5 water-quality stations: West Branch Neversink River at Winnisook Lake [01434021], East Branch Neversink River... Categories: Data; Tags: Catskill Mountains, DOC, Delaware County, Greene County, Otsego County, All tags... Schoharie County, Soil Sciences, Sullivan County, USGS Science Data Catalog (SDC), Ulster County, Water Quality, acid neutralizing capacity, ammonium, anc, chloride, conductivity, exchangeable aluminum, exchangeable calcium, exchangeable magnesium, exchangeable potasium, exchangeable sodium, flow, hydrogen ion concentration, loss on ignition, monomeric aluminum, nitrate, pH, percent carbon, percent nitrogen, silica, soil chemistry, soil horizons, soil science, soils data, specific conductance, sulfate, water quality, water temperature, Fewer tags Spatial water-quality measurements in Willow Creek Reservoir located in Heppner, Oregon, 2015-2016 High frequency water-quality measurements were collected by the U.S. Geological Survey within Willow Creek Reservoir located in Heppner, Oregon. All measurements were taken at 0.5 meters below the surface with a YSI EXO2 multiparameter sonde. Information collected include location, time, water temperature, pH, specific conductance, dissolved oxygen, total chlorophyll, blue-green algae phycocyanin, and turbidity. The measurements were collected while boating around the reservoir at about 4 kilometers per hour. These data were collected on June 9, 2015, August 17, 2016, and September 16, 2016, and are published as individual datasets for each date. Categories: Data; Tags: Environmental Health, Morrow, Morrow County, Oregon, USGS Science Data Catalog (SDC), All tags... Water Quality, Willow Creek Reservoir, algal blooms, dissolved oxygen, inlandWaters, oxygen content (water), spatial analysis, water pH, water quality, water temperature, Fewer tags Water Temperature Profiles from CHARM for Lake Michigan A Coupled Hydrosphere Atmosphere Research Model was developed that predicted vertical water temperature profiles, ice cover, and precipitation within 40-km grids and lake levels for Lake Michigan between 2058 and 2066. In this data set, daily predicted water temperature profiles are summarized for four regions in Lake Michigan (north: North of 45 degrees 20 minutes N; central: between 43 degrees 30 minutes N and 45 degrees 20 minutes N; south: south of 43 degrees 30 minutes N; south-shallow: only areas less than <40 m bottom depth and south of 43 degrees 30 minutes N). Model output was driven by the Canadian CRCM3 GCM and assumed SRES A2 scenario greenhouse gas concentrations. Categories: Data; Tags: Climate change, Fish, Greenhouse gases, Inland fisheries, Lake Michigan, USA, All tags... National CASC, Water temperature, Wildlife and Plants, Fewer tags Longitudinal profiles of surface water chemistry in the Sacramento River Deep Water Ship Channel Longitudinal profiles of surface water chemistry were made using a Sea-Bird SUNA optical nitrate sensor and a YSI EXO2 water quality sonde. Water from 0.1 m depth was pumped to sensors configured with flow cells from a moving boat, and data were georeferenced with a Garmin GPS and compiled on a Campbell Sci datalogger. Details on the method can be found in Crawford et al. 2015 and Downing et al. 2016. Data were collected between July 10 and Aug 26, 2019 as part of an ecosystem experiment. Two longitudinal transects were made each day. In the morning, the boat traveled southward from the Sacramento Locks to Navigation Light 70. The afternoon transects proceeded while traveling northward. Each point has also been... Categories: Data; Tags: Sacramento River, Sacramento River Deep Water Ship Channel, Sacramento–San Joaquin Delta, Temperature, West Sacramento, All tags... carbon, conductivity, environment, estuary, nitrate, nitrogen, oxygen content (water), turbidity, water chemistry, water pH, water quality, water quality, water temperature, Fewer tags Cold-weather air and subsurface temperature profiles of three different permeable pavements, Madison, Wisconsin, between 2014 and 2021 Corrected and aggregated temperature data from the subsurface of three permeable pavement types [permeable interlocking concrete pavers (PICP), pervious concrete (PC), and porous asphalt (PA)] collected in Madison, Wisconsin between November 1 and April 30 (cold-weather periods), 2014-2021 are in this data release. Temperature data was corrected through removal of intermittent erroneous values such as sudden and extreme changes in data values that could not be explained. Raw corrected datasets containing one minute data for PICP, PC, and PA are part of this data release. An average hourly temperature dataset, produced by averaging raw corrected data for the nine probes at each corresponding depth (0, 15, and 30... Categories: Data; Tags: City of Madison, Dane County, USGS Science Data Catalog (SDC), Water Quality, Water Resources, All tags... air temperature, nonpoint-source pollution, runoff, soil temperature, water pollution, water quality, water temperature, Fewer tags Water temperature in Three Sisters Springs, and water temperature and level in Magnolia Spring: Winter 2014-15 Water level and water temperature from Magnolia Spring were recorded with a level datalogger (HOBO U20-001-01-Ti; Onset Computer Corp., Bourne, MA) set to record every 15 min. The datalogger was attached to a Crystal River National Wildlife Refuge signpost (LAT 28.8913, LONG -82.5925). Data were reported in meters of water depth to the logger and degrees Celcius. Water temperature from Three Sisters Springs was recorded with a water temperature datalogger (HOBO U22; Onset Computer Corp., Bourne, MA) set to record every 15 min. The datalogger was attached to a Crystal River National Wildlife Refuge signpost (LAT 28.8885, LONG -82.5891) set to record at a 15 min interval. Data were reported in degrees Celcius. Categories: Data; Types: Citation; Tags: Crystal River, USGS Science Data Catalog (SDC), Water Quality, Water Resources, water level, All tags... water temperature, Fewer tags Water pressure/depth, velocity, and turbidity time-series data from CHC16 Tidal creek stations in San Pablo Bay and China Camp Marsh, California Files contain hydrodynamic and sediment transport data for the location and deployment indicated. Time-series data of water depth, velocity, turbidity, and temperature were collected in San Pablo Bay and China Camp Marsh as part of the San Francisco Bay Marsh Sediment Experiments. Several instruments were deployed in tidal creek, marsh, mudflat, and Bay locations, gathering data on water depth, velocity, salinity/temperature, and turbidity. Deployment data are grouped by region (Bay channel (main Bay), Bay shallows, tidal creek, or marsh/mudflat/upper tidal creek). Users are advised to check metadata and instrument information carefully for applicable time periods of specific data, as individual instrument deployment... Categories: Data; Tags: CMG, CMGP, CTD measurements, California, China Camp, All tags... Coastal and Marine Geology, Marin County, Pacific Coastal and Marine Science Center, San Pablo Bay, SF Bay, CA, Shallow-water habitat, TIDAL HEIGHT, Tidal shallows, Tidally influenced/coastal/beach, U.S. Geological Survey (USGS), USGS current measurements, Water Depth, Water Pressure, Water temperature, coastal, conductivity, currents, inlandWaters, marsh sediment, physical oceanography, sediment transport, time-series datasets, turbidity, water level measurements, wave measurements, wetland, Fewer tags A hierarchical model of daily stream temperature using air-water temperature synchronization, autocorrelation, and time lags ABSTRACTWater temperature is a primary driver of stream ecosystems and commonly forms the basis of stream classifications. Robust models of stream temperature are critical as the climate changes, but estimating daily stream temperature poses several important challenges. We developed a statistical model that accounts for many challenges that can make stream temperature estimation difficult. Our model identifies the yearly period when air and water temperature are synchronized, accommodates hysteresis, incorporates time lags, deals with missing data and autocorrelation and can include external drivers. In a small stream network, the model performed well (RMSE D 0:59 °C), identified a clear warming trend (0.63 °C... Categories: Data, Publication; Types: Citation; Tags: LCC Network Science Catalog, LCC Network Science Catalog, North Atlantic Landscape Conservation Cooperative Data.gov, North Atlantic Landscape Conservation Cooperative Data.gov, Publication, All tags... completed, completed, environment, environment, stream temperature, water temperature, Fewer tags Landscape-scale analysis of the relationship between juvenile Chinook size and growth and stream temperature in western Alaska Water temperature plays a critical role in the health of pre-smolt salmon life stages, and changes in water temperature may be a strong driving factor on growth and survival of juvenile Chinook salmon. Climate is expected to warm substantially in the coming decades in western Alaska, potentially affecting juvenile salmon condition in freshwater habitats. This project investigated the feasibility of using existing data to assess the variability in size-at-age and annual growth for juvenile Chinook salmon across the western Alaska landscape and to estimate the relationship between juvenile Chinook size-at-age or annual growth and spatial or temporal stream temperature gradients. The project showed adequate data exists... Categories: Data; Types: Map Service, OGC WFS Layer, OGC WMS Layer, OGC WMS Service; Tags: Academics & scientific researchers, Federal resource managers, LCC Network Science Catalog, Report, SALMONS/TROUTS, All tags... SALMONS/TROUTS, State agencies, WATER TEMPERATURE, WATER TEMPERATURE, Western Alaska Landscape Conservation Cooperative data.gov, biota, biota, climatologyMeteorologyAtmosphere, climatologyMeteorologyAtmosphere, completed, elevation, elevation, environment, environment, geoscientificInformation, geoscientificInformation, inlandWaters, inlandWaters, Fewer tags Stream Temperature Data Collection Standards and Protocol for Alaska: Minimum Standards to Generate Data Useful for Regional-scale Analyses As Alaskans continue to feel the impacts of a changing climate, the need for resource managers to understand how these changes will alter aquatic systems and fisheries resources grows. Water temperature data collection has increased in recent years to begin to fill our gaps in knowledge about current thermal profiles; however, with Alaska’s vast landscapes and ubiquitous freshwater habitats, the need for water temperature data is ongoing. Many entities are collecting temperature data for a variety of purposes to meet project or agency specific goals. Statewide interest in thermal patterns and increasing data collection efforts provides Alaska’s scientific and resource managing community an opportunity to meet broader... Categories: Data; Types: Map Service, OGC WFS Layer, OGC WMS Layer, OGC WMS Service; Tags: Conservation NGOs, LCC Network Science Catalog, RIVERS/STREAM HABITAT, RIVERS/STREAM HABITAT, RIVERS/STREAMS, All tags... RIVERS/STREAMS, Report, SALMONS/TROUTS, SALMONS/TROUTS, TEMPERATURE TRENDS, TEMPERATURE TRENDS, Tribes, WATER QUALITY, WATER QUALITY, WATER TEMPERATURE, WATER TEMPERATURE, Western Alaska Landscape Conservation Cooperative data.gov, biota, biota, climatologyMeteorologyAtmosphere, climatologyMeteorologyAtmosphere, completed, environment, environment, inlandWaters, inlandWaters, Fewer tags Networked monitoring of salmon habitat temperature: Two case studies from southwestern Alaska In recognition of the importance of salmon to the economy and ecosystems of southwestern Alaska and the pervasive influence of water temperature on salmon, voluntary network-based water temperature monitoring programs were established in the Bristol Bay region and the Kodiak Archipelago in 2015. These collaborative networks among federal and state agencies, non-governmental organizations and Native Tribes aim to provide reliable time-series stream and lake temperature data to support development of proactive approaches to management of salmon in response to climate warming. Collaborators are tackling the challenges of year-round field deployment, data management, data storage and sharing, and long-term funding.... Categories: Data; Types: Map Service, OGC WFS Layer, OGC WMS Layer, OGC WMS Service; Tags: Federal resource managers, LAKES, LAKES, LCC Network Science Catalog, RIVERS/STREAM HABITAT, All tags... RIVERS/STREAM HABITAT, SALMONS/TROUTS, SALMONS/TROUTS, State agencies, TEMPERATURE TRENDS, TEMPERATURE TRENDS, Tribes, WATER TEMPERATURE, WATER TEMPERATURE, Western Alaska Landscape Conservation Cooperative data.gov, biota, biota, climatologyMeteorologyAtmosphere, climatologyMeteorologyAtmosphere, completed, elevation, elevation, geoscientificInformation, geoscientificInformation, inlandWaters, inlandWaters, presentation, Fewer tags Spatial water-quality measurements on September 16, 2016, in Willow Creek Reservoir, Heppner, Oregon High frequency water-quality measurements were collected by the U.S. Geological Survey within Willow Creek Reservoir located in Heppner, Oregon. All measurements were taken at 1.5 feet below the surface with a YSI EXO2 multiparameter sonde. Information collected include location, time, water temperature, pH, specific conductance, dissolved oxygen, total chlorophyll, blue-green algae phycocyanin, and turbidity. The measurements were collected while boating around the reservoir at about 2.5 miles per hour. Categories: Data; Types: Citation; Tags: Morrow, Morrow County, Oregon, Willow Creek Reservoir, algal blooms, All tags... dissolved oxygen, inlandWaters, oxygen content (water), spatial analysis, water pH, water quality, water temperature, Fewer tags August 23, 2016 AUV Survey - Observation Point Data This data set provides locations and values of water quality parametersters from a survey conducted on August 23, 2016 using an Autonomous Underwater Vehicle (AUV) in Nicoll Bay, NY. During the August 23 survey, 13,910 observations of water quality parameters were made. Parameters collected include dissolved oxygen, pH, water temperature, specific conductance, and salinity. Data was collected in approximately east-west transects by the AUV, with the northern-most transects made first. Data was collected between the hours of 1 am and 5 am to obtain minimum DO values in the daily cycle. There are three files available for download in the 'Attached Files' section below. There is a zip file which contains the observation... Categories: Data; Types: Downloadable, Map Service, OGC WFS Layer, OGC WMS Layer, Shapefile; Tags: Autonomous Underwater Vehicle, Brown Creek, Connetquot River, Great South Bay, Long Island, All tags... Nicoll Bay, Patchogue Bay, South Shore Estuary Reserve, estuarine processes, hydrology, oxygen content (water), salinity, water pH, water quality, water resource management, water temperature, Fewer tags Point measurements of temperature and water quality in the main channel and off-channel features of the lower reaches of the Willamette River, Clackamas River, Molalla River, and Johnson Creek, 2017 Water quality point measurements were collected by the U.S. Geological Survey along the lower Willamette River near the cities of Lake Oswego and Wilsonville, Oregon, as well as the lowest two kilometers of the Clackamas River, Molalla River, and Johnson Creek. These measurements were collected in the main channel and off-channel features on discreet dates from April through October of 2017. All measurements include location, time, temperature, and depth below water surface, while many also include specific conductance, dissolved oxygen, pH, and turbidity. Categories: Data; Types: Map Service, OGC WFS Layer, OGC WMS Layer, OGC WMS Service; Tags: City of Lake Oswego, City of Wilsonville, Clackamas County, Clackamas River, Ecology, All tags... Johnson Creek, Molalla River, Oregon, USGS Science Data Catalog (SDC), Water Quality, Water Resources, Western Oregon, Willamette, Willamette River, cold water refuge, dissolved oxygen, groundwater and surface-water interaction, groundwater flow, hyporheic exchange, inlandWaters, oxygen content (water), water pH, water quality, water temperature, Fewer tags Water Temperature, Dissolved Oxygen, and pH Point Measurements from a Beaver Pond along Fanno Creek, Oregon, on four hot days in summers 2016-17 Water-quality point measurements were collected at various depths throughout a beaver pond along Fanno Creek in the Tualatin River Basin, Oregon. Parameters collected include water temperature, dissolved oxygen, and sometimes pH. All data were collected over a short period of time (< 4 hours) during 4 hot days in order to characterize the spatial (both horizontal and vertical) variability of these parameters during periods that could potentially be stressful to aquatic life. Categories: Data; Tags: Ecology, Fanno Creek, Greenway Park, USGS Science Data Catalog (SDC), Water Quality, All tags... aquatic ecosystems, oxygen content (water), surface water, surface water quality, water pH, water temperature, wetland functions, Fewer tags 5 Model Predictions: Deep learning approaches for improving prediction of daily stream temperature in data-scarce, unmonitored, and dammed basins This data release item contains water temperature predictions for 455 river sites across the U.S. Predictions are from the models described by Rahmani et al. (2021b). Categories: Data; Tags: AL, AR, AZ, Alabama, Arizona, All tags... Arkansas, CA, CO, CT, California, Colorado, Connecticut, DC, DE, Delaware, District of Columbia, GA, Georgia, IA, ID, IL, IN, Idaho, Illinois, Indiana, Iowa, KS, KY, Kansas, Kentucky, MA, MD, ME, MI, MN, MO, MS, MT, Maine, Maryland, Massachusetts, Michigan, Minnesota, Mississippi, Missouri, Montana, NC, ND, NE, NH, NJ, NM, NV, NY, Nebraska, Nevada, New Hampshire, New Jersey, New Mexico, New York, North Carolina, North Dakota, OH, OK, OR, Ohio, Oklahoma, Oregon, PA, Pennsylvania, RI, Rhode Island, SC, SD, South Carolina, South Dakota, TN, TX, Tennessee, Texas, US, UT, United States, Utah, VA, Virginia, WA, WI, WV, WY, Washington, West Virginia, Wisconsin, Wyoming, deep learning, environment, inlandWaters, machine learning, modeling, streams, water resources, water temperature, Fewer tags « 1 ... 8 9 10 11 12