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Yamaguchi, Satoru; Hiroyuki, Hirashima; Avanzi, Francesco (2019): Daily summary of weather, snow, and preferential-flow conditions at the Snow and Ice Research Center, Nagaoka (Japan) - snow seasons 2006 through 2018 [dataset]. PANGAEA, https://doi.org/10.1594/PANGAEA.909880, Supplement to: Avanzi, Francesco; Johnson, Ryan Curtis; Oroza, Carlos A; Hirashima, Hiroyuki; Maurer, Tessa; Yamaguchi, Satoru (2019): Insights into preferential-flow snowpack runoff using Random Forest. Water Resources Research, https://doi.org/10.1029/2019WR024828

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Published: 2019-12-11 • DOI registered: 2019-12-12

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Abstract:
This dataset includes daily summaries of weather, snow, and preferential-flow conditions at the Snow and Ice Research Center, Nagaoka (Japan) -- snow seasons 2006 through 2018.
The summary comprises 29 candidate predictors (features) of preferential flow as estimated by a weather-snow station, manual snow pits, and a snow model (SNOWPACK) and four metrics of preferential-flow characteristics measured by a multi-compartment lysimeter made by nine 1-m2 cells (standard deviation of mean snowpack runoff, coefficient of variation of mean snowpack runoff, maximum deviation of mean snowpack runoff, and mean snowpack runoff).
This dataset was produced during the preparation of the paper ''Insights into preferential-flow snowpack runoff using Random Forest'' (WRR, doi:10.1029/2019WR024828).
More details about this dataset can be found in the above mentioned paper.
Keyword(s):
Japan; lysimeters; machine learning; Preferential flow; random forest; snow; SNOWPACK
Coverage:
Latitude: 37.416670 * Longitude: 138.883330
Date/Time Start: 2006-01-05T00:00:00 * Date/Time End: 2018-03-19T00:00:00
Minimum Elevation: 97.0 m * Maximum Elevation: 97.0 m
Event(s):
Nagaoka_SIRC (Snow and Ice Research Center) * Latitude: 37.416670 * Longitude: 138.883330 * Elevation: 97.0 m * Location: Japan * Method/Device: Monitoring station (MONS)
Parameter(s):
#NameShort NameUnitPrincipal InvestigatorMethod/DeviceComment
1DATE/TIMEDate/TimeYamaguchi, SatoruGeocode
2Temperature, airTTT°CYamaguchi, Satoru
3Short-wave downward (GLOBAL) radiationSWDW/m2Yamaguchi, Satoru
4Long-wave downward radiationLWDW/m2Yamaguchi, Satoru
5Snow water equivalentSWEmmYamaguchi, Satoru
6Snow thicknessSnow thickmYamaguchi, Satoru
7Precipitation, daily totalPrecip day totalmm/dayYamaguchi, Satoru
8Density, snowDensity snowkg/m3Yamaguchi, Satorubulk-snow
9Temperature, ice/snowt°CYamaguchi, Satorusnow surface
10Precipitation, rainRainmmYamaguchi, Satoru
11Precipitation, snowSnowmmYamaguchi, Satoru
12Day of water yearDOWYdayYamaguchi, Satoruaccumulated starting from October 1
13Snowfall daysSnowfall daysdaysYamaguchi, Satoruno. to date
14Sensible heatSensible heatJ/m2Yamaguchi, Satoru
15Latent heatLatent heatJ/m2Yamaguchi, Satoru
16Short-wave net radiationSW netJ/m2Yamaguchi, Satoru
17Long-wave net radiationLW netJ/m2Yamaguchi, Satoru
18Melt rate in water equivalent per dayMelt ratemm w.e./dayYamaguchi, Satorutotal surface melt input
19Number of melt eventsN melt events#Yamaguchi, Satoruof previous large melt events
20Liquid water contentLWC%Yamaguchi, SatoruBulk LWC in vol%
21Snow grain size, meanSnow grain size meanmmYamaguchi, Satoru
22Snow grain size, differenceDelta snow grain sizemmYamaguchi, Satorumean, across adjacent layers
23Snow grain size, differenceDelta snow grain sizemmYamaguchi, Satorumax, across adjacent layers
24Density, snow, differenceDelta dens snowkg/m3Yamaguchi, Satorumean, across adjacent layers
25Density, snow, differenceDelta dens snowkg/m3Yamaguchi, Satorumax, across adjacent layers
26Density over grain size, differenceDelta dcapkg/m3/mmYamaguchi, Satorumean, across adjacent layers
27Density over grain size, differenceDelta dcapkg/m3/mmYamaguchi, Satorumax, across adjacent layers
28Number of layersLayers#Yamaguchi, Satoru
29Layer thicknessThicknessmYamaguchi, Satorumean
30RunoffRunoffmm/dayYamaguchi, Satorusimulated snowpack runoff
31Runoff, standard deviationRunoff std devmm/dayYamaguchi, Satoruof mean snowpack runoff (observed)
32Coefficient of variationCVYamaguchi, Satoruof mean snowpack runoff (observed)
33Runoff, maximum deviationRunoff max devmm/dayYamaguchi, Satoruof mean snowpack runoff (observed)
34RunoffRunoffmmYamaguchi, Satorumean snowpack runoff (observed)
Size:
28941 data points

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