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| healthcareai-package | healthcareai: a streamlined way to develop and deploy models |
| calculateAllCorrelations | Correlation analysis on an input table over all numeric columns |
| calculatePerformance | Generate performance metrics after model has been trained |
| calculateSDChanges | Calculate std deviation up/down for each numeric field in row |
| calculateTargetedCorrelations | Correlation analysis on an input table, focusing on one target variable |
| calulcateAlternatePredictions | Recalculate predicted value based on alternate scenarios |
| convertDateTimeColToDummies | Convert datetime column into dummy columns |
| countDaysSinceFirstDate | Creates column based on days since first date |
| countPercentEmpty | Calculates percentage of each column in df that is NULL (NA) |
| findBestAlternateScenarios | Find most biggest drop in predictive probability across alternate features |
| findTrends | Find any columns that have a trend above a particular threshold |
| generateAUC | Generate ROC curve for a dataset. |
| groupedLOCF | Last observation carried forward |
| healthcareai | healthcareai: a streamlined way to develop and deploy models |
| imputeColumn | Perform imputation on a vector |
| initializeParamsForTesting | Function to initialize and populate the SupervisedModelDevelopmentParams each time a unit test is run. |
| isBinary | Check if a vector has only two unique values. |
| LassoDeployment | Deploy a production-ready predictive Lasso model |
| LassoDevelopment | Compare predictive models, created on your data |
| LinearMixedModelDeployment | Deploy a production-ready predictive Random Forest model |
| LinearMixedModelDevelopment | Compare predictive models, created on your data |
| orderByDate | Order the rows in a data frame by date |
| plotPRCurve | Plot PR Curves from SupervisedModel classes |
| plotROCs | Plot ROCs from SupervisedModel classes |
| RandomForestDeployment | Deploy a production-ready predictive RandomForest model |
| RandomForestDevelopment | Compare predictive models, created on your data |
| removeColsWithAllSameValue | Remove columns from a data frame when those columns have the same values in each row |
| removeRowsWithNAInSpecCol | Remove rows where specified col is NA |
| returnColsWithMoreThanFiftyCategories | Return vector of columns in a data frame with greater than 50 categories |
| RiskAdjustedComparisons | Make risk adjusted comparisons between groups/units or years/months |
| selectData | Pull data into R via an ODBC connection |
| SupervisedModelDeployment | Deploy predictive models, created on your data |
| SupervisedModelDeploymentParams | SupervisedModelDeploymentParams class to set up parameters required to build SupervisedModelDeployment class |
| SupervisedModelDevelopment | Compare predictive models, created on your data |
| SupervisedModelDevelopmentParams | SupervisedModelDevelopmentParams class to set up parameters required to build SupervisedModel classes |
| writeData | Write data to database |