Streamflow_testing_22var

A dataset containing streamflow and related environmental variables for testing purposes.
 This dataset includes additional climate indices and their lagged values.

Implementation of Stepwise Clustered Ensemble (SCE) and Stepwise Cluster Analysis (SCA) for multivariate data analysis. The package provides comprehensive tools for feature selection, model training, prediction, and evaluation in hydrological and environmental modeling applications. Key functionalities include recursive feature elimination (RFE), Wilks feature importance analysis, model validation through out-of-bag (OOB) validation, and ensemble prediction capabilities. The package supports both single and multivariate response variables, making it suitable for complex environmental modeling scenarios. For more details see Li et al. (2021) <doi:10.5194/hess-25-4947-2021>.

Kailong Li

Stepwise Clustered Ensemble

Streamflow_testing_22var function

A data frame with the following variables:<dl>
 <dt>Flow</dt>
<dd>Streamflow measurements</dd> <dt>IPO</dt>
<dd>Interdecadal Pacific Oscillation</dd> <dt>IPO_lag1</dt>
<dd>IPO with 1-month lag</dd> <dt>IPO_lag2</dt>
<dd>IPO with 2-month lag</dd> <dt>Nino3.4</dt>
<dd>Nino 3.4 index</dd> <dt>Nino3.4_lag1</dt>
<dd>Nino 3.4 with 1-month lag</dd> <dt>Nino3.4_lag2</dt>
<dd>Nino 3.4 with 2-month lag</dd> <dt>PDO</dt>
<dd>Pacific Decadal Oscillation</dd> <dt>PDO_lag1</dt>
<dd>PDO with 1-month lag</dd> <dt>PDO_lag2</dt>
<dd>PDO with 2-month lag</dd> <dt>PNA</dt>
<dd>Pacific North American pattern</dd> <dt>PNA_lag1</dt>
<dd>PNA with 1-month lag</dd> <dt>PNA_lag2</dt>
<dd>PNA with 2-month lag</dd> <dt>Precipitation</dt>
<dd>Monthly precipitation</dd> <dt>Precipitation_2Mon</dt>
<dd>2-month precipitation</dd> <dt>Radiation</dt>
<dd>Solar radiation</dd> <dt>Radiation_2Mon</dt>
<dd>2-month solar radiation</dd> <dt>Tmax</dt>
<dd>Maximum temperature</dd> <dt>Tmax_2Mon</dt>
<dd>2-month maximum temperature</dd> <dt>Tmin</dt>
<dd>Minimum temperature</dd> <dt>Tmin_2Mon</dt>
<dd>2-month minimum temperature</dd> <dt>VP</dt>
<dd>Vapor pressure</dd> <dt>VP_2Mon</dt>
<dd>2-month vapor pressure</dd> 
</dl>

Format

Streamflow Testing Dataset with 22 Variables — Streamflow_testing_22var

A data frame with the following variables:<dl>
 <dt>Flow</dt>
<dd>Streamflow measurements</dd>

 <dt>IPO</dt>
<dd>Interdecadal Pacific Oscillation</dd>

 <dt>IPO_lag1</dt>
<dd>IPO with 1-month lag</dd>

 <dt>IPO_lag2</dt>
<dd>IPO with 2-month lag</dd>

 <dt>Nino3.4</dt>
<dd>Nino 3.4 index</dd>

 <dt>Nino3.4_lag1</dt>
<dd>Nino 3.4 with 1-month lag</dd>

 <dt>Nino3.4_lag2</dt>
<dd>Nino 3.4 with 2-month lag</dd>

 <dt>PDO</dt>
<dd>Pacific Decadal Oscillation</dd>

 <dt>PDO_lag1</dt>
<dd>PDO with 1-month lag</dd>

 <dt>PDO_lag2</dt>
<dd>PDO with 2-month lag</dd>

 <dt>PNA</dt>
<dd>Pacific North American pattern</dd>

 <dt>PNA_lag1</dt>
<dd>PNA with 1-month lag</dd>

 <dt>PNA_lag2</dt>
<dd>PNA with 2-month lag</dd>

 <dt>Precipitation</dt>
<dd>Monthly precipitation</dd>

 <dt>Precipitation_2Mon</dt>
<dd>2-month precipitation</dd>

 <dt>Radiation</dt>
<dd>Solar radiation</dd>

 <dt>Radiation_2Mon</dt>
<dd>2-month solar radiation</dd>

 <dt>Tmax</dt>
<dd>Maximum temperature</dd>

 <dt>Tmax_2Mon</dt>
<dd>2-month maximum temperature</dd>

 <dt>Tmin</dt>
<dd>Minimum temperature</dd>

 <dt>Tmin_2Mon</dt>
<dd>2-month minimum temperature</dd>

 <dt>VP</dt>
<dd>Vapor pressure</dd>

 <dt>VP_2Mon</dt>
<dd>2-month vapor pressure</dd>

 
</dl>

Streamflow_testing_22var: Streamflow Testing Dataset with 22 Variables

Description

Usage

Arguments

Format

Examples