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Training data for ANNs

These are the conventions as per CalSim ANN training.

Variable Name Description
datetime year-month-day (all values are daily-averaged)
model Modeling platform used for this dataset (e.g. SCHISM, DSM2, RMA)
scene Scenario being modeled - geographically (e.g. Baseline, Suisun Suite, Cache Suite)
case Case number being referenced which affects time-series inputs
northern_flow Sacramento (below Feather) + American + Yolo Bypass and Toe Drain + Mokelumne + Cosumnes + Calaveras - North Bay Aqueduct (cfs)
sac_flow Sacramento River inflow at I St - includes American River upstream (cfs)
sjr_flow San Joaquin River inflow at Vernalis (cfs)
exports Banks + Jones + CCC Rock Slough + CCC Middle/Old + CCC Victoria (cfs)
cu_total Net Delta Consumptive Use, for SCHISM includes evaporation (cfs)
cu_delta Net Delta Consumptive Use only in Delta, for SCHISM includes evaporation (cfs)
cu_suisun Net Delta Consumptive Use only in Suisun, for SCHISM includes evaporation(cfs)
ndo Net Delta Outflow as calculated by boundary inflows (cfs)
dcc Delta Cross Channel gate operations (0=Closed, 1=Open)
smscg Suisun Marsh Salinity Control Gate operations (0=Open, 1=Tidally Operated)
sf_tidal_energy Tidal energy of SFFPX station/boundary. Calculated over stage in feet. < (z- )^2 >, where <> is a low-pass filter
sf_tidal_filter Subtidal variation around mean of SFFPX station/boundary. Calculated over stage in feet. -z̄, where <> is a low-pass filter, and z̄ is the mean stage over the period of 1990-2020 (0.98 m or 3.22 ft). Note that for SCHISM, this is derived from observed data at SFFPX station, not model output.
x2 X2 calculated from model EC results
ec locations trp,wci,vcu,rsl,old,rri2,bdt,lps,snc,dsj,bdl,nsl2,vol,tss,sss,oh4,god,bac,hol,mtz,tms,gzl,rsl

Sign convention for flow is positive generally. For inflows it's positive when flowing into the domain, and for exports and consumptive use it's positive when flowing out of the domain.