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healthcareai-r-1.0.0.zip

healthcareai-r-1.0.0
- .Rbuildignore 406 Bytes
- .gitignore 496 Bytes
- .travis.yml 2.4 kB
- CHANGELOG.md 2.5 kB
- CONTRIBUTING.md 7.0 kB
- DESCRIPTION 1.3 kB
- LICENSE 45 Bytes
- NAMESPACE 2.4 kB
- R
  - common-LIME-like.R 10.0 kB
  - common-column-row-expectations.R 6.3 kB
  - common-connections.R 9.1 kB
  - common-correlations.R 2.5 kB
  - common-count-missing-data.R 1.9 kB
  - common-date-time.R 4.7 kB
  - common-feature-availability-profiler.R 14.0 kB
  - common-find-trends.R 3.8 kB
  - common-find-variation.R 40.5 kB
  - common-impute.R 7.7 kB
  - common-kmeans.R 10.6 kB
  - common-model-performance.R 7.4 kB
  - common-plot.R 3.3 kB
  - common-row-ordering.R 1.0 kB
  - common-testing-utils.R 2.8 kB
  - common-utilities.R 675 Bytes
  - healthcareai.R 4.5 kB
  - kmeans-clustering-method.R 17.1 kB
  - lasso-deployment.R 17.4 kB
  - lasso-development.R 14.2 kB
  - linear-mixed-model-deployment.R 17.9 kB
  - linear-mixed-model-development.R 14.1 kB
  - random-forest-deployment.R 17.1 kB
  - random-forest-development.R 17.6 kB
  - risk-adjusted-comparisons.R 4.4 kB
  - supervised-model-deployment-params.R 883 Bytes
  - supervised-model-deployment.R 17.7 kB
  - supervised-model-development-params.R 1.2 kB
  - supervised-model-development.R 19.2 kB
  - unsupervised-model-params.R 834 Bytes
  - unsupervised-model.R 8.5 kB
  - xgboost-deployment.R 15.7 kB
  - xgboost-development.R 9.8 kB
- README.md 6.2 kB
- appveyor.yml 1.1 kB
- healthcareai-r.Rproj 352 Bytes
- inst
  - CIDatabase
    - CIBuild_DBCreate.ps1 2.4 kB
  - docs
    - clustering
      - Kmeans-clustering.md 6.0 kB
      - img
        
        clustering_result.png 63.9 kB
        
        clustering_result_labels.png 105.1 kB
    - comparing-and-deploying
      - compare.html 720.0 kB
      - compare.md 7.2 kB
      - deploy.html 725.0 kB
      - deploy.md 11.9 kB
      - evaluate-in-the-wild.md 2.5 kB
    - favicon.ico 82.7 kB
    - getting-started
      - FAQ-and-contact.md 1.7 kB
      - img
        
        featureAvailabilityProfiler_Plot_20170413.png 8.3 kB
      - profiling-your-data.md 4.2 kB
      - where-do-i-begin.md 1.0 kB
    - healthcare-statistics
      - find-all-correlations.md 1.5 kB
      - find-targeted-correlations.md 2.0 kB
      - find-variation.md 3.2 kB
      - img
        
        findVariationOutput.png 23.3 kB
        
        variationAcrossGroupsBoxplot.png 45.6 kB
        
        variationAcrossGroupsTukey.png 48.2 kB
      - risk-adjusted-comparisons.md 3.3 kB
      - trend-analysis.md 2.9 kB
      - variation-across-groups.md 3.9 kB
    - img
      - GitHub-Mark-120px-plus.png 4.3 kB
    - index.md 3.5 kB
    - model-pre-processing
      - feature-eng-overview.md 719 Bytes
      - longitudinal-imputation.md 2.3 kB
      - seasonality-handling.md 2.3 kB
  - extdata
    - HCRDiabetesClinical.csv 24.7 kB
    - dermatology_multiclass_data.csv 88.8 kB
    - unit-test.sqlite 826.4 kB
- man
  - KmeansClustering.Rd 5.9 kB
  - LassoDeployment.Rd 11.4 kB
  - LassoDevelopment.Rd 5.6 kB
  - LinearMixedModelDeployment.Rd 11.9 kB
  - LinearMixedModelDevelopment.Rd 6.8 kB
  - RandomForestDeployment.Rd 11.7 kB
  - RandomForestDevelopment.Rd 6.5 kB
  - RiskAdjustedComparisons.Rd 1.7 kB
  - SupervisedModelDeployment.Rd 680 Bytes
  - SupervisedModelDeploymentParams.Rd 666 Bytes
  - SupervisedModelDevelopment.Rd 676 Bytes
  - SupervisedModelDevelopmentParams.Rd 661 Bytes
  - UnsupervisedModel.Rd 596 Bytes
  - UnsupervisedModelParams.Rd 633 Bytes
  - XGBoostDeployment.Rd 7.8 kB
  - XGBoostDevelopment.Rd 4.4 kB
  - addSAMUtilityCols.Rd 688 Bytes
  - assignClusterLabels.Rd 852 Bytes
  - calculateAllCorrelations.Rd 765 Bytes
  - calculateCOV.Rd 724 Bytes
  - calculateConfusion.Rd 896 Bytes
  - calculateHourBins.Rd 798 Bytes
  - calculatePerformance.Rd 807 Bytes
  - calculateSDChanges.Rd 1.3 kB
  - calculateTargetedCorrelations.Rd 945 Bytes
  - calulcateAlternatePredictions.Rd 1.7 kB
  - convertDateTimeColToDummies.Rd 1.5 kB
  - countDaysSinceFirstDate.Rd 1.1 kB
  - countMissingData.Rd 1.4 kB
  - countPercentEmpty.Rd 754 Bytes
  - createAllCombinations.Rd 1.0 kB
  - createVarianceTallTable.Rd 1.9 kB
  - dataScale.Rd 636 Bytes
  - distancePointLine.Rd 994 Bytes
  - distancePointSegment.Rd 1.3 kB
  - featureAvailabilityProfiler.Rd 2.2 kB
  - findBestAlternateScenarios.Rd 2.1 kB
  - findElbow.Rd 997 Bytes
  - findTrends.Rd 1.5 kB
  - findVariation.Rd 1.6 kB
  - generateAUC.Rd 1.6 kB
  - getCutOffList.Rd 833 Bytes
  - getPipedValue.Rd 582 Bytes
  - getPipedWordCount.Rd 625 Bytes
  - groupedLOCF.Rd 1.0 kB
  - healthcareai.Rd 4.3 kB
  - ignoreSpecWarn.Rd 794 Bytes
  - imputeColumn.Rd 487 Bytes
  - imputeDF.Rd 2.1 kB
  - initializeParamsForTesting.Rd 621 Bytes
  - isBinary.Rd 507 Bytes
  - isNumeric.Rd 512 Bytes
  - isTargetYN.Rd 954 Bytes
  - lineMagnitude.Rd 719 Bytes
  - orderByDate.Rd 829 Bytes
  - pcaAnalysis.Rd 606 Bytes
  - percentDataAvailableInDateRange.Rd 1.5 kB
  - plotPRCurve.Rd 583 Bytes
  - plotProfiler.Rd 948 Bytes
  - plotROCs.Rd 558 Bytes
  - removeColsWithAllSameValue.Rd 820 Bytes
  - removeColsWithDTSSuffix.Rd 671 Bytes
  - removeColsWithOnlyNA.Rd 713 Bytes
  - removeRowsWithNAInSpecCol.Rd 748 Bytes
  - returnColsWithMoreThanFiftyCategories.Rd 1.2 kB
  - selectData.Rd 1.5 kB
  - skip_if_no_MSSQL.Rd 866 Bytes
  - variationAcrossGroups.Rd 6.2 kB
  - writeData.Rd 3.5 kB
- mkdocs.yml 1.3 kB
- tests
  - testthat
    - test-XGBoost-deploy-pushes-to-sql.R 3.2 kB
    - test-calculate-coefficient-of-variation-COV.R 1.4 kB
    - test-calculate-confusion.R 913 Bytes
    - test-calculate-hour-bins.R 560 Bytes
    - test-count-missing-data.R 2.3 kB
    - test-count-percent-empty.R 533 Bytes
    - test-create-variance-tall-table.R 4.4 kB
    - test-data-scale.R 2.2 kB
    - test-deploy-pushes-to-sql-server.R 8.2 kB
    - test-deploy-pushes-to-sqlite.R 6.0 kB
    - test-deploy-specific-values.R 8.1 kB
    - test-deploy-to-df-has-no-nulls.R 2.8 kB
    - test-develop-supervised-model.R 5.1 kB
    - test-df-is-numeric.R 1.2 kB
    - test-factor-level-coercion.R 41.2 kB
    - test-feature-availability-profiler.R 7.3 kB
    - test-find-elbow.R 429 Bytes
    - test-find-variance-utilities-str-combinations.R 1.2 kB
    - test-find-variance-utilities-str-parse.R 1.8 kB
    - test-find-variance.R 17.6 kB
    - test-generateAUC.r 1.2 kB
    - test-grouped-locf.r 7.1 kB
    - test-impute.r 12.9 kB
    - test-is-target-yn.R 2.7 kB
    - test-kmeans-clustering.R 7.5 kB
    - test-order-by-date.r 4.9 kB
    - test-pca-analysis.R 1.5 kB
    - test-percent-data-available-in-date-range.R 4.7 kB
    - test-remove-cols-with-DTS.r 1.3 kB
    - test-remove-cols-with-all-same-value.r 8.2 kB
    - test-remove-cols-with-only-na.r 1.8 kB
    - test-remove-rows-with-na-in-spec-col.r 7.8 kB
    - test-return-cols-with-more-than-fifty-categories.r 2.4 kB
    - test-risk-adjusted-comparisons.R 1.2 kB
    - test-saved-model-parameter-comparisons-in-deploy.R 4.3 kB
    - test-saving-model.R 3.8 kB
    - test-select-data.r 2.9 kB
    - test-top-factors-getter.R 2.4 kB
    - test-variation-across-groups.R 11.6 kB
    - test-vector-is-binary.r 730 Bytes
    - test-write-data.r 2.3 kB
    - test-xgboost-deploy.R 12.6 kB
    - test-xgboost-develop.R 2.6 kB
  - testthat.R 68 Bytes