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Model output and code for a long short-term memory model forecasting streamflow drought across the Conterminous United States by focusing on percentiles below 50 percent Model output and code for a long short-term memory model forecasting streamflow drought across the Conterminous United States by focusing on percentiles below 50 percent

Machine learning (ML) models were used to forecast streamflow drought from 1 to 13 weeks into the future at more than 3,000 streamgage locations across the conterminous United States. Long short-term memory [LSTM] neural network models were used to predict weekly streamflow percentiles with independent models for each forecast horizon. In this data release we specifically include an LSTM...

Model predictions of biological condition metrics for small streams in the Chesapeake Bay Watershed, USA from 1985 to 2023 Model predictions of biological condition metrics for small streams in the Chesapeake Bay Watershed, USA from 1985 to 2023

This data release contains predictions of stream biological condition as defined by the Chesapeake basin-wide index of biotic integrity for stream macroinvertebrates (Chessie BIBI) as well as prediction of the percentage of the benthic macroinvertebrate assemblage as 1) Ephemeroptera, Plecoptera, Trichoptera less Hydropsychidae, 2) Ephemeroptera, and 3) Clingers using Random Forest...

Model simulations of volcanic ash transport from Taupo volcano (New Zealand) during the 25 ka Oruanui eruption Model simulations of volcanic ash transport from Taupo volcano (New Zealand) during the 25 ka Oruanui eruption

This data release contains model output from 640 model simulations of volcanic ash transport during the 26ka Oruanui eruption at Taupo Volcano, New Zealand. The simulations were run as part of a study (Mattin et al., in review) that reports the discovery of Oruanui ash in three ice cores in Antarctica. The simulations helped constrain the set of conditions under which particles of a...

Modeled dissolved oxygen and water temperature in the Colorado River in Glen and Grand Canyons in support of resource impact analysis for Post-2026 reservoir operational alternatives (ver. 2.0, July 2026) Modeled dissolved oxygen and water temperature in the Colorado River in Glen and Grand Canyons in support of resource impact analysis for Post-2026 reservoir operational alternatives (ver. 2.0, July 2026)

These data were compiled in support of the Post-2026 Operational Guidelines and Strategies for Lake Powell and Lake Mead (Post 2026) Environmental Impact Statement (EIS). These data were outputs from models that estimate annual minimum dissolved oxygen and daily water temperature in the Colorado River below Glen Canyon Dam. The objective of our study was to predict water temperatures and...

Modeled economic value of angling and whitewater recreation on the Colorado River in Glen and Grand Canyons in support of resource impact analysis for Post-2026 reservoir operational alternatives (ver. 2.0, July 2026) Modeled economic value of angling and whitewater recreation on the Colorado River in Glen and Grand Canyons in support of resource impact analysis for Post-2026 reservoir operational alternatives (ver. 2.0, July 2026)

These data were compiled in support of the Post-2026 Operational Guidelines and Strategies for Lake Powell and Lake Mead (Post-2026) Environmental Impact Statement (EIS). These data were compiled to predict economic impacts to angling in Glen Canyon and whitewater rafting in Grand Canyon. The objective of our study was to estimate recreation impacts, or changes in consumer surplus, under...

Modeled preservation risk to paleontological and cultural resources within Lake Powell and Lake Mead in support of resource impact analysis for Post-2026 reservoir operational alternatives (ver. 2.0, July 2026) Modeled preservation risk to paleontological and cultural resources within Lake Powell and Lake Mead in support of resource impact analysis for Post-2026 reservoir operational alternatives (ver. 2.0, July 2026)

These data were compiled in support of the Post-2026 Operational Guidelines and Strategies for Lake Powell and Lake Mead (Post 2026) Environmental Impact Statement (EIS). Specifically, these data present modeled risks to paleontological and cultural resource preservation based on projected reservoir water level fluctuations between December 2026 and December 2060 within Lake Powell and...

Modeled riparian plant community habitat suitability along the Colorado River in Grand Canyon in support of resource impact analysis for Post-2026 reservoir operational alternatives (ver. 2.0, July 2026) Modeled riparian plant community habitat suitability along the Colorado River in Grand Canyon in support of resource impact analysis for Post-2026 reservoir operational alternatives (ver. 2.0, July 2026)

These data were compiled in support of the Post-2026 Operational Guidelines and Strategies for Lake Powell and Lake Mead (Post-2026) Environmental Impact Statement (EIS). These data were used to illustrate how six operational strategies (proposed alternatives) for Glen Canyon Dam could affect riparian plant communities along the Colorado River between Glen Canyon Dam and Lake Mead. The...

Modeled sand transport, sandbar volumes, and reservoir operations for the Colorado River in Grand Canyon in support of resource impact analysis for Post-2026 reservoir operational alternatives (ver. 2.0, July 2026) Modeled sand transport, sandbar volumes, and reservoir operations for the Colorado River in Grand Canyon in support of resource impact analysis for Post-2026 reservoir operational alternatives (ver. 2.0, July 2026)

These data were compiled in support of the Post-2026 Operational Guidelines and Strategies for Lake Powell and Lake Mead (Post-2026) Environmental Impact Statement (EIS). These data were compiled to predict the impact of different proposed alternatives for Glen Canyon Dam operations on sand resources, including sand mass balance, sandbar volume, and frequency/duration of controlled...

Modeled smallmouth bass entrainment and population growth rates in the Colorado River in Glen and Grand Canyons in support of resource impact analysis for Post-2026 reservoir operational alternatives (ver. 2.0, July 2026) Modeled smallmouth bass entrainment and population growth rates in the Colorado River in Glen and Grand Canyons in support of resource impact analysis for Post-2026 reservoir operational alternatives (ver. 2.0, July 2026)

These data were compiled in support of the Post-2026 Operational Guidelines and Strategies for Lake Powell and Lake Mead (Post 2026) Environmental Impact Statement (EIS). These data were outputs from models that estimate annual smallmouth bass entrainment through Glen Canyon Dam and annual smallmouth bass population growth rate (lambda) in the Colorado River below Glen Canyon Dam. The...

Modeled subaerial shoreline area and potential dust emissions within Lake Mead and Lake Powell (ver. 2.0, July 2026) Modeled subaerial shoreline area and potential dust emissions within Lake Mead and Lake Powell (ver. 2.0, July 2026)

These data were compiled in support of the Post-2026 Operational Guidelines and Strategies for Lake Powell and Lake Mead (Post-2026) Environmental Impact Statement (EIS). These data were used to illustrate how six operational strategies (one baseline and 5 alternatives) could affect subaerial shoreline exposure and potential dust emissions at the Lake Powell and Lake Mead reservoirs. The...

Modeled subaerially exposed river sand available for aeolian transport along the Colorado River in Grand Canyon in support of resource impact analysis for Post-2026 reservoir operational alternatives (ver. 2.0, July 2026) Modeled subaerially exposed river sand available for aeolian transport along the Colorado River in Grand Canyon in support of resource impact analysis for Post-2026 reservoir operational alternatives (ver. 2.0, July 2026)

These data were compiled in support of the Post-2026 Operational Guidelines and Strategies for Lake Powell and Lake Mead (Post 2026) Environmental Impact Statement (EIS). These data were used to illustrate how eight operational strategies (one baseline and 5 alternatives) for Glen Canyon Dam could affect sand exposure for aeolian landscape and cultural site resources within Grand Canyon...

Modeled surface soil moisture of three California wildfire areas from 2016 - 2017 Modeled surface soil moisture of three California wildfire areas from 2016 - 2017

This data release includes raster images of pre- and post-wildfire surface soil moisture modeled from Landsat Thermal-infrared and Sentinel-1A synthetic aperture radar for three fires that took place in the state of California (USA) between 2016 and 2017 and associated unburned, control locations for each wildfire. The model was trained and validated using In situ soil moisture data...
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