(The last Version)LSTM Efficacy in Runoff Prediction: A Study Using Spatial Datasets Across Diverse Meteorological Conditions Including Big Sandy River.

This resource comprises various files pertaining to time series data, particularly focusing on NWM (National Water Model) short-range forecast and USGS observations of streamflow data for three stations, measured in cubic feet per second (cfs). I added some spatial datasets in the form of vector and raster datasets just for one specific research area. The contents of each file serve distinct purposes: - \"USGS Observation and NWM Outputs\" is consisted of merged NWM forecast and USGS observation data; -\"Data types\" highlights some information including coordinates and reach ID and gage ID for specific locations in Arizona, Nevada, and Wisconsin in the USA; - \"Results\" showcases images associated with the statistical metrics for aforementioned locations, offering visual insights into data analysis outcomes; -\"Data Collection and Analysis\" summarizes merged data from the NWM and USGS, accompanied by statistical metrics for analysis; - \"LSTM Paper\" presents an incomplete paper on LSTM models application to the dataset, necessitating revision and completion in the near future; -\"Big Sandy River \" includes Vector data (shapefiles) for the delineated watershed shapefiles. -\"Big Sandy River \" includes the raster data for the delineated watershed which contains big sandy river. -\"Arizona Raster\" determines the raster data for Arizona state.本数据集包含各类与时间序列数据相关的文件，重点聚焦于国家水文模型（National Water Model，NWM）短时效预报数据，以及美国地质调查局（United States Geological Survey，USGS）针对3个监测站点的河川径流观测数据，数据计量单位为立方英尺每秒（cubic feet per second，cfs）。此外，本数据集还针对特定研究区域补充了矢量与栅格格式的空间数据集。 各文件均有其专属用途： - 【USGS观测与NWM输出文件】整合了NWM预报数据与USGS径流观测数据； - 【数据类型文件】收录了美国亚利桑那州、内华达州与威斯康星州特定监测点位的坐标、河段ID（reach ID）及测站ID（gage ID）等相关信息； - 【结果文件】展示了前述监测点位的统计指标可视化图像，为数据分析结果提供直观的可视化参考； - 【数据收集与分析文件】汇总了NWM与USGS的整合数据，并附带用于分析的统计指标； - 【LSTM论文文件】包含一篇关于长短期记忆网络（Long Short-Term Memory，LSTM）模型在本数据集上应用的未完成论文，需在近期完成修订与完善； - 【大桑迪河相关文件】包含已划定的大桑迪河流域矢量形状文件（shapefiles）； - 【大桑迪河相关文件】同时包含覆盖大桑迪河流域的已划定流域栅格数据； - 【亚利桑那州栅格数据文件】包含亚利桑那州全域栅格数据。