Groten, Joel T.
20200210
Suspended-sediment concentrations, acoustic data, and a linear regression model for the Minnesota River at Mankato, Minnesota, 2016-2019
Files
Reston, VA
U.S. Geological Survey
https://doi.org/10.5066/P9UXO8ML
A simple linear regression model was developed and calibrated for the Minnesota River at Mankato, Minnesota (Site Number: 05325000). The linear regression model was calibrated using acoustic and suspended-sediment concentration data collected from 2016 through 2019.The calibrated model will be used to improve understanding of sediment transport processes and increase accuracy of estimating sediment concentrations and loads for the Minnesota River at Mankato, Minnesota.
The simple linear regression model was created to increase the accuracy of estimating suspended-sediment concentrations and loads at the Minnesota River at Mankato, Minnesota. The development of the model's input files, model, and model archive summary are included in this data release.
20160331
20190705
ground condition
None planned
-94.004206303511
-94.003718141468
44.169465265387
44.169219005625
USGS Thesaurus
suspended material (water)
sediment transport
USGS Metadata Identifier
USGS:5e188ed1e4b0ecf25c5a34de
Geographic Names Information System (GNIS)
Minnesota River
Minnesota
none
none
Joel T Groten
Midcontinent Region
Hydrologist
mailing and physical
2280 Woodale Drive
Mounds View
MN
55112
United States
763-783-3149
jgroten@usgs.gov
Minnesota Pollution Control Agency
No formal attribute accuracy tests were conducted
No formal logical accuracy tests were conducted
Data set is considered complete for the information presented, as described in the abstract. Users are advised to read the rest of the metadata record carefully for additional details.
No formal positional accuracy tests were conducted
No formal positional accuracy tests were conducted
The process used to develop the model is fully described in the model documentation report (http://dx.doi.org/10.3133/sir20185165).
2020
05325000_model input_response variable.txt
model input data, response variable, suspended-sediment concentration
U.S. Geological Survey
DateTime
Date and Time, month/day/year hours:minutes
Producer defined
0
Inf
Producer defined
SSC
Suspended-sediment concentration, in milligrams per Liter
Producer defined
0
Inf
Producer defined
Percent_Fines
Suspended sediment, sieve diameter, percent smaller than 0.0625 millimeters
Producer defined
0
Inf
Producer defined
05325000_model input_acoustic parameters.txt
model input data, acoustic parameters to be corrected in the Surrogate Analysis and Index Developer (https://pubs.usgs.gov/of/2015/1177/ofr20151177.pdf) to produce the explanatory variables
U.S. Geological Survey
Vbeam
Vertical beam, feet
Producer defined
0
Inf
Producer defined
ADVMTemp
Temperature, degrees Fahrenheit
Producer defined
0
Inf
Producer defined
Cell01SNR1
Signal to noise ratio, decibels, cell 1 and beam 1
Producer defined
0
Inf
Producer defined
Cell02SNR1
Signal to noise ratio, decibels, cell 2 and beam 1
Producer defined
0
Inf
Producer defined
Cell03SNR1
Signal to noise ratio, decibels, cell 3 and beam 1
Producer defined
0
Inf
Producer defined
Cell04SNR1
Signal to noise ratio, decibels, cell 4 and beam 1
Producer defined
0
Inf
Producer defined
Cell05SNR1
Signal to noise ratio, decibels, cell 5 and beam 1
Producer defined
0
Inf
Producer defined
Cell06SNR1
Signal to noise ratio, decibels, cell 6 and beam 1
Producer defined
0
Inf
Producer defined
Cell07SNR1
Signal to noise ratio, decibels, cell 7 and beam 1
Producer defined
0
Inf
Producer defined
Cell08SNR1
Signal to noise ratio, decibels, cell 8 and beam 1
Producer defined
0
Inf
Producer defined
Cell09SNR1
Signal to noise ratio, decibels, cell 9 and beam 1
Producer defined
0
Inf
Producer defined
Cell10SNR1
Signal to noise ratio, decibels, cell 10 and beam 1
Producer defined
0
Inf
Producer defined
Cell01SNR2
Signal to noise ratio, decibels, cell 1 and beam 2
Producer defined
0
Inf
Producer defined
Cell02SNR2
Signal to noise ratio, decibels, cell 2 and beam 2
Producer defined
0
Inf
Producer defined
Cell03SNR2
Signal to noise ratio, decibels, cell 3 and beam 2
Producer defined
0
Inf
Producer defined
Cell04SNR2
Signal to noise ratio, decibels, cell 4 and beam 2
Producer defined
0
Inf
Producer defined
Cell05Amp1
Amplitude, counts, cell 5 and beam 1
Producer defined
0
Inf
Producer defined
Cell06Amp1
Amplitude, counts, cell 6 and beam 1
Producer defined
0
Inf
Producer defined
Cell07Amp1
Amplitude, counts, cell 7 and beam 1
Producer defined
0
Inf
Producer defined
Cell08Amp1
Amplitude, counts, cell 8 and beam 1
Producer defined
0
Inf
Producer defined
Cell09Amp1
Amplitude, counts, cell 9 and beam 1
Producer defined
0
Inf
Producer defined
Cell10SNR2
Signal to noise ratio, decibels, cell 10 and beam 2
Producer defined
0
Inf
Producer defined
Cell01Amp1
Amplitude, counts, cell 1 and beam 1
Producer defined
0
Inf
Producer defined
Cell02Amp1
Amplitude, counts, cell 2 and beam 1
Producer defined
0
Inf
Producer defined
Cell03Amp1
Amplitude, counts, cell 3 and beam 1
Producer defined
0
Inf
Producer defined
Cell04Amp1
Amplitude, counts, cell 4 and beam 1
Producer defined
0
Inf
Producer defined
Cell05Amp1
Amplitude, counts, cell 5 and beam 1
Producer defined
0
Inf
Producer defined
Cell06Amp1
Amplitude, counts, cell 6 and beam 1
Producer defined
0
Inf
Producer defined
Cell07Amp1
Amplitude, counts, cell 7 and beam 1
Producer defined
0
Inf
Producer defined
Cell08Amp1
Amplitude, counts, cell 8 and beam 1
Producer defined
0
Inf
Producer defined
Cell09Amp1
Amplitude, counts, cell 9 and beam 1
Producer defined
0
Inf
Producer defined
Cell10Amp1
Amplitude, counts, cell 10 and beam 1
Producer defined
0
Inf
Producer defined
Cell01Amp2
Amplitude, counts, cell 1 and beam 2
Producer defined
0
Inf
Producer defined
Cell02Amp2
Amplitude, counts, cell 2 and beam 2
Producer defined
0
Inf
Producer defined
Cell03Amp2
Amplitude, counts, cell 3 and beam 2
Producer defined
0
Inf
Producer defined
Cell04Amp2
Amplitude, counts, cell 4 and beam 2
Producer defined
0
Inf
Producer defined
Cell05Amp2
Amplitude, counts, cell 5 and beam 2
Producer defined
0
Inf
Producer defined
Cell06Amp2
Amplitude, counts, cell 6 and beam 2
Producer defined
0
Inf
Producer defined
Cell07Amp2
Amplitude, counts, cell 7 and beam 2
Producer defined
0
Inf
Producer defined
Cell08Amp2
Amplitude, counts, cell 8 and beam 2
Producer defined
0
Inf
Producer defined
Cell09Amp2
Amplitude, counts, cell 9 and beam 2
Producer defined
0
Inf
Producer defined
Cell10Amp2
Amplitude, counts, cell 10 and beam 2
Producer defined
0
Inf
Producer defined
SNR
Signal to noise ratio, decibels, cell 1 and beam 1
Producer defined
0
Inf
Producer defined
Amp
Amplitude, counts, cell 1 and beam 1
Producer defined
0
Inf
Producer defined
y
year
Producer defined
0
Inf
Producer defined
m
month
Producer defined
0
Inf
Producer defined
d
day
Producer defined
0
Inf
Producer defined
H
Hour
Producer defined
0
Inf
Producer defined
M
Minute
Producer defined
0
Inf
Producer defined
S
Second
Producer defined
0
Inf
Producer defined
3_Model Archive Summary.pdf
Model archive summaries for site specific simple linear regression models
U.S. Geological Survey
SSC
Suspended-sediment concentration, in milligrams per Liter
Producer defined
0
Inf
Producer defined
Log or log10
common logarithm (base 10)
Producer defined
0
Inf
Producer defined
mg/L
milligrams per liter
Producer defined
0
Inf
Producer defined
t value
is the ratio of the departure of the estimated value of a parameter from its hypothesized
value to its standard error
Producer defined
0
Inf
Producer defined
Pr(>|t|)
one-tailed p-values evaluating the null hypothesis against the alternative hypothesis
Producer defined
0
Inf
Producer defined
E.vars
explanatory variables
Producer defined
0
Inf
Producer defined
Cook’s D
an estimate of the influence of a data point when performing a least-squares
regression analysis
Producer defined
0
Inf
Producer defined
DFFITS
data points with large residuals (outliers) and/or high leverage may distort the outcome
and accuracy of a regression and measures the effect of deleting a given observation
Producer defined
0
Inf
Producer defined
fold
a cross-validation iteration
Producer defined
0
Inf
Producer defined
MSE
mean squared error
Producer defined
0
Inf
Producer defined
U.S. Geological Survey - ScienceBase
mailing and physical
Denver Federal Center, Building 810, Mail Stop 302
Denver
CO
80225
USA
1-888-275-8747
sciencebase@usgs.gov
The data have been approved for release by the U.S. Geological Survey (USGS). Although the data have been subjected to rigorous review and are substantially complete, the USGS reserves the right to revise the data pursuant to further analysis and review. Furthermore, the data are released on the condition that neither the USGS nor the U.S. Government shall be held liable for any damages resulting from authorized or unauthorized use. Although the data, software, and related material have been processed successfully on a computer system at the USGS, no warranty expressed or implied is made regarding the display or utility of the data for other purposes, nor on all computer systems, nor shall the act of distribution constitute any such warranty. The USGS or the U.S. Government shall not be held liable for improper or incorrect use of the data described and/or contained herein. Any use of trade, product, or firm names is for descriptive purposes only and does not imply endorsement by the U.S. Government.
20200827
Joel T Groten
Midcontinent Region
Hydrologist
mailing and physical
2280 Woodale Drive
Mounds View
MN
55112
United States
763-783-3149
jgroten@usgs.gov
Content Standard for Digital Geospatial Metadata
FGDC-STD-001-1998