Causata: Analysis utilities for binary classification and Causata users.

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The Causata package provides utilities for extracting data from the Causata application, training binary classification models, and exporting models as PMML for scoring.

Author
Justin Hemann, David Barker, Suzanne Weller, Jason McFall
Date of publication
2016-12-05 18:28:46
Maintainer
Justin Hemann <justinh@causata.com>
License
GPL
Version
4.2-0
URLs

View on CRAN

Man pages

BinaryCut
Cuts a numeric independent variable into bins.
BinaryPredictor
Univariate analysis for binary classification.
CausataConfig
Creates an object of class CausataConfig for working with...
CausataData
Creates an object of class CausataData for scoring in...
causata-package
Causata analysis utilities
CausataToRNames
Converts Causata system names to R-friendly column names.
CausataVariable
Creates an object of class CausataVariable for scoring in...
CleanNaFromContinuous
Replaces missing values in an array of numeric values.
CleanNaFromContinuousCausataData
Replaces missing values in an array of numeric values in a...
CleanNaFromFactor
Replaces missing values in a factor.
CleanNaFromFactorCausataData
Given a factor in a CausataData object, this replaces missing...
Config.CreatePrimaryVariable
Defines a Causata primary variable.
Config.DeleteVariable
Deletes a Causata variable.
Connect
Connect to Causata and extract data.
dfcausata
Example data for the Causata package.
Discretize.CausataData
Discretizes a continous variable in a CausataData object.
FocalPointQuery
Build a focal point query.
GetStratifiedSample
Gets a stratified sample of data from Causata
GetTransforms
GetTransforms
GetVariable
Get the CausataVariable for the named variable
GrepLoop
Searches for a list of patterns within a list of strings.
LoadCausataConfig
Load passwords and configuration data.
MergeLevels
Combines least-frequently occurring levels of a factor into...
MergeLevelsCausataData
Combines least-frequently occurring levels of a factor into...
ModelDefinition.Glmnet
Define model metadata.
predict.GlmnetModelDefinition
Generate predictions for a glmnet model.
PredictivePower
Predictive power for a single variable.
Query
Build queries to extract data from Causata.
ReadCausataCsv
Loads data from a Causata CSV file.
ReadCausataR
Parses an R file exported with Causata data.
ReplaceOutliers
Replaces outliers in a continuous variable.
ReplaceOutliersCausataData
Replace outliers in a CausataData object.
RToCausataNames
Converts R-friendly causata column names to the corresponding...
SampleStratified
Draws a random, stratified sample from a vector of indices.
ShortenStrings
Shortens strings by replacing the middle with a separator.
ToPmml
Generates a PMML representation of a model.
UploadModel
Loads a model definition into Causata for scoring.
VariableDefinition
Defines information for creating variables in Causata.
VariableList
Create lists of variables from Causata for queries.
Where
Query WHERE clause and comparison operations
Woe
Weight of evidence for each level of a factor.

Files in this package

Causata
Causata/inst
Causata/inst/doc
Causata/inst/doc/Makefile
Causata/inst/doc/Causata-vignette.rnw
Causata/inst/doc/Causata-vignette.R
Causata/inst/doc/Causata-vignette.pdf
Causata/inst/doc/Causata-vignette
Causata/inst/doc/Causata-vignette/Causata-vignette.rnw
Causata/inst/doc/Causata-vignette/Causata-vignette-concordance.tex
Causata/inst/doc/Causata-vignette/Causata-vignette.pdf
Causata/inst/doc/Causata-vignette/figure
Causata/inst/doc/Causata-vignette/figure/roc-plot.pdf
Causata/inst/doc/Causata-vignette/figure/glmnet-diagnostic.pdf
Causata/inst/doc/Causata-vignette/Causata-vignette-fake.rnw
Causata/inst/doc/figure
Causata/inst/doc/figure/roc-plot.pdf
Causata/inst/doc/figure/glmnet-diagnostic.pdf
Causata/tests
Causata/tests/testBinaryCut.R
Causata/tests/testModelDefinition.R
Causata/tests/testPreprocess.R
Causata/tests/utils.R
Causata/tests/testCleanNaFromContinuous.R
Causata/tests/testQueryFunctions.R
Causata/tests/testReliableModelCreation.R
Causata/tests/testWoe.R
Causata/tests/testTransformationReplay.R
Causata/tests/testMergeLevels.R
Causata/tests/testFocalPointQuery.R
Causata/tests/testDiscretize.R
Causata/tests/testToPmml.R
Causata/tests/testQuery.R
Causata/tests/testCleanNaFromFactor.R
Causata/tests/testReliableVariableCreation.R
Causata/tests/testBinaryPredictor.R
Causata/tests/testGetStratifiedSample.R
Causata/tests/testUploadGlmnetModel.R
Causata/tests/testPredictivePower.R
Causata/NAMESPACE
Causata/integration_tests
Causata/integration_tests/testGetStratifiedSample.R
Causata/NEWS
Causata/data
Causata/data/df.causata.RData
Causata/R
Causata/R/Preprocess.R
Causata/R/Config.R
Causata/R/BinaryPredictor.R
Causata/R/MergeLevels.R
Causata/R/ReadCausataCsv.R
Causata/R/ReadCausataR.R
Causata/R/testSuite
Causata/R/testSuite/RunAllTests.R
Causata/R/QueryFunctions.R
Causata/R/BinaryCut.R
Causata/R/GlmnetToPMML.R
Causata/R/VariableList.R
Causata/R/CleanNaFromContinuous.R
Causata/R/ReplaceOutliers.R
Causata/R/ShortenStrings.R
Causata/R/FocalPointQuery.R
Causata/R/PredictivePower.R
Causata/R/Woe.R
Causata/R/GetStratifiedSample.R
Causata/R/CleanNaFromFactor.R
Causata/R/Query.R
Causata/R/Connect.R
Causata/R/SampleStratified.R
Causata/vignettes
Causata/vignettes/Causata-vignette.rnw
Causata/vignettes/Causata-vignette-concordance.tex
Causata/MD5
Causata/README
Causata/build
Causata/build/vignette.rds
Causata/DESCRIPTION
Causata/man
Causata/man/PredictivePower.Rd
Causata/man/CausataVariable.Rd
Causata/man/CleanNaFromContinuousCausataData.Rd
Causata/man/GetStratifiedSample.Rd
Causata/man/Query.Rd
Causata/man/GrepLoop.Rd
Causata/man/Where.Rd
Causata/man/CausataData.Rd
Causata/man/MergeLevelsCausataData.Rd
Causata/man/Config.DeleteVariable.Rd
Causata/man/CleanNaFromFactorCausataData.Rd
Causata/man/ModelDefinition.Glmnet.Rd
Causata/man/LoadCausataConfig.Rd
Causata/man/predict.GlmnetModelDefinition.Rd
Causata/man/GetTransforms.Rd
Causata/man/UploadModel.Rd
Causata/man/SampleStratified.Rd
Causata/man/CausataConfig.Rd
Causata/man/ReplaceOutliersCausataData.Rd
Causata/man/Discretize.CausataData.Rd
Causata/man/CleanNaFromFactor.Rd
Causata/man/ReplaceOutliers.Rd
Causata/man/causata-package.Rd
Causata/man/BinaryPredictor.Rd
Causata/man/FocalPointQuery.Rd
Causata/man/ToPmml.Rd
Causata/man/CausataToRNames.Rd
Causata/man/CleanNaFromContinuous.Rd
Causata/man/RToCausataNames.Rd
Causata/man/ReadCausataCsv.Rd
Causata/man/ShortenStrings.Rd
Causata/man/ReadCausataR.Rd
Causata/man/MergeLevels.Rd
Causata/man/Connect.Rd
Causata/man/BinaryCut.Rd
Causata/man/Config.CreatePrimaryVariable.Rd
Causata/man/GetVariable.Rd
Causata/man/dfcausata.Rd
Causata/man/VariableDefinition.Rd
Causata/man/Woe.Rd
Causata/man/VariableList.Rd
Causata/.Rinstignore