Man pages for jknowles/ModelEWS
Wisconsin Dropout Early Warning System
| assembleCohort | Create a training dataset for a single cohort |
| buildTrainingPool | Build a pool of training observations for a grade level |
| checkCreds | Check credentials and open a channel. _You probably don't... |
| cleanDV.DEWSList | Clean up DV in a DEWSList for proper modeling |
| cleanTrainingPool | Cleans the pooled training cases |
| cleanUp | Clean up the workspace after fitting models |
| constructModels | Construct ensemble models from a data.frame of optional... |
| dewsBootstrap | Function to prepare the environment for model training and... |
| DEWScontrol | Set up parameters to control the modelSearch and modelBuild... |
| DEWS_search | Evaluate and store model performance across a list of models |
| expectedGrad | Calculate expected graduation year |
| exportPreds | A function to export the results of model predictions to a... |
| findBestThresh | Find the best threshold for a model |
| findBinary | Find binary variables |
| findCohortYears | Find the years available for training based on grade level |
| findKeys | Find database key variables |
| gatherData | Convert dataset to a model matrix suitable for training in... |
| gatherData.pred | Convert a dataset without a dependent variable |
| getCandidateMethods | Build a list of methods to evaluate performance of |
| installPackages | Install packages in a list, but do not load them |
| lds_connect | Connect to Wisconsin DPI data systems |
| makeCreds | Makes a properly formatted credential file |
| makeDEWSList | Construct a DEWSlist from a model matrix |
| modelSearch | A wrapper function to simplify the DEWS search process |
| modelSearchResults | Parse results of a model search |
| peerStats | Calculate school level peer attributes for a cohort dataset |
| postProcess.pred | Postprocessing of DEWS predictions |
| preProcess.DEWSList | PreProcess DEWS list |
| preProcess.pred | Preprocess prediction cohort |
| pullCohort | Create a cohort set of students with full data |
| pullDemog | Pull down demographic data |
| pullDiscipline | Pull down discipline data |
| pullGrad | Pull down graduation data |
| pullMobility | Pull down mobility data |
| pullWSAS | Pull down assessment data |
| pullWSN | Extract a student WSN for crosswalk and matching purposes |
| rawPreds | Generate predictions for a new cohort of students using a... |
| scaleCenter | Scale and center a dataframe given a preProcessing object |
| smote | SMOTE the data for class balance? |
| uncenter | Uncenter |
| unPreProc | Reverse pre-processing done by caret to a dataset |
