Index

A

absolutePath (nimble.core.data.Base property) allArguments (nimble.Tuning property) allBoolean() (in module nimble.match) allFalse() (in module nimble.match) allFloating() (in module nimble.match) allInfinity() (in module nimble.match) allInteger() (in module nimble.match) allMissing() (in module nimble.match) allNegative() (in module nimble.match) allNonMissing() (in module nimble.match) allNonNumeric() (in module nimble.match) allNonZero() (in module nimble.match) allNumeric() (in module nimble.match) allPositive() (in module nimble.match) allResults (nimble.Tuning property) allTrue() (in module nimble.match) allValues() (in module nimble.match) allZero() (in module nimble.match) alternateControl() (in module nimble.random) anyBoolean() (in module nimble.match) anyFalse() (in module nimble.match) anyFloating() (in module nimble.match)

anyInfinity() (in module nimble.match) anyInteger() (in module nimble.match) anyMissing() (in module nimble.match) anyNegative() (in module nimble.match) anyNonMissing() (in module nimble.match) anyNonNumeric() (in module nimble.match) anyNonZero() (in module nimble.match) anyNumeric() (in module nimble.match) anyPositive() (in module nimble.match) anyTrue() (in module nimble.match) anyValues() (in module nimble.match) anyZero() (in module nimble.match) append() (nimble.core.data.Features method) (nimble.core.data.Points method) apply() (nimble.core.interfaces.TrainedLearner method) (nimble.CustomLearner method) (nimble.learners.KNNClassifier method) (nimble.learners.KNNImputation method) (nimble.learners.MultiOutputLinearRegression method) (nimble.learners.MultiOutputRidgeRegression method) (nimble.learners.RidgeRegression method) arguments (nimble.core.interfaces.TrainedLearner property)

B

backwardFill() (in module nimble.fill) balancedAccuracy() (in module nimble.calculate) Base (class in nimble.core.data)

bestArguments (nimble.Tuning property) bestResult (nimble.Tuning property) boolean() (in module nimble.match)

C

calculate() (nimble.core.data.Features method) (nimble.core.data.Points method) calculateOnElements() (nimble.core.data.Base method) checkInvariants() (nimble.core.data.Base method) combineByExpandingFeatures() (nimble.core.data.Points method) confusionMatrix() (in module nimble.calculate) constant() (in module nimble.fill) containsZero() (nimble.core.data.Base method) copy() (nimble.core.data.Base method) (nimble.core.data.Features method) (nimble.core.data.Points method) (nimble.Tuning method)

correlation() (in module nimble.calculate) cosineSimilarity() (in module nimble.calculate) count() (in module nimble.calculate) (nimble.core.data.Features method) (nimble.core.data.Points method) countElements() (nimble.core.data.Base method) countUniqueElements() (nimble.core.data.Base method) covariance() (in module nimble.calculate) CustomLearner (class in nimble)

D

data() (in module nimble) (in module nimble.random) deepResults (nimble.Tuning property)

delete() (nimble.core.data.Features method) (nimble.core.data.Points method) detectBestResult() (in module nimble.calculate) dimensions (nimble.core.data.Base property)

E

elementwiseMultiply() (in module nimble.calculate) elementwisePower() (in module nimble.calculate)

extract() (nimble.core.data.Features method) (nimble.core.data.Points method)

F

f1Score() (in module nimble.calculate) false() (in module nimble.match) falseNegative() (in module nimble.calculate) falsePositive() (in module nimble.calculate) Features (class in nimble.core.data) features (nimble.core.data.Base property) featureView() (nimble.core.data.Base method) fetchFiles() (in module nimble) FileFormatException

fillMatching() (in module nimble) (nimble.core.data.Features method) (nimble.core.data.Points method) flatten() (nimble.core.data.Base method) floating() (in module nimble.match) forwardFill() (in module nimble.fill) fractionCorrect() (in module nimble.calculate) fractionIncorrect() (in module nimble.calculate) fractionIncorrectConfidenceInterval() (in module nimble.calculate)

G

generateSubsidiarySeed() (in module nimble.random) get() (nimble.core.configuration.SessionConfiguration method) getApplyDefaults() (nimble.CustomLearner class method) (nimble.learners.KNNClassifier class method) (nimble.learners.KNNImputation class method) (nimble.learners.MultiOutputLinearRegression class method) (nimble.learners.MultiOutputRidgeRegression class method) (nimble.learners.RidgeRegression class method) getApplyParameters() (nimble.CustomLearner class method) (nimble.learners.KNNClassifier class method) (nimble.learners.KNNImputation class method) (nimble.learners.MultiOutputLinearRegression class method) (nimble.learners.MultiOutputRidgeRegression class method) (nimble.learners.RidgeRegression class method) getAttributes() (nimble.core.interfaces.TrainedLearner method) getIndex() (nimble.core.data.Features method) (nimble.core.data.Points method) getIndices() (nimble.core.data.Features method) (nimble.core.data.Points method) getLearnerDefaultValues() (nimble.CustomLearner class method) (nimble.learners.KNNClassifier class method) (nimble.learners.KNNImputation class method) (nimble.learners.MultiOutputLinearRegression class method) (nimble.learners.MultiOutputRidgeRegression class method) (nimble.learners.RidgeRegression class method) getLearnerParameterNames() (nimble.CustomLearner class method) (nimble.learners.KNNClassifier class method) (nimble.learners.KNNImputation class method) (nimble.learners.MultiOutputLinearRegression class method) (nimble.learners.MultiOutputRidgeRegression class method) (nimble.learners.RidgeRegression class method)

getName() (nimble.core.data.Features method) (nimble.core.data.Points method) getNames() (nimble.core.data.Features method) (nimble.core.data.Points method) getScores() (nimble.core.interfaces.TrainedLearner method) (nimble.CustomLearner method) (nimble.learners.KNNClassifier method) (nimble.learners.KNNImputation method) (nimble.learners.MultiOutputLinearRegression method) (nimble.learners.MultiOutputRidgeRegression method) (nimble.learners.RidgeRegression method) getTrainDefaults() (nimble.CustomLearner class method) (nimble.learners.KNNClassifier class method) (nimble.learners.KNNImputation class method) (nimble.learners.MultiOutputLinearRegression class method) (nimble.learners.MultiOutputRidgeRegression class method) (nimble.learners.RidgeRegression class method) getTrainParameters() (nimble.CustomLearner class method) (nimble.learners.KNNClassifier class method) (nimble.learners.KNNImputation class method) (nimble.learners.MultiOutputLinearRegression class method) (nimble.learners.MultiOutputRidgeRegression class method) (nimble.learners.RidgeRegression class method) getTypeString() (nimble.core.data.Base method) groupByFeature() (nimble.core.data.Base method)

H

hashCode() (nimble.core.data.Base method) hasName() (nimble.core.data.Features method) (nimble.core.data.Points method)

hook() (nimble.core.configuration.SessionConfiguration method)

I

identity() (in module nimble) ImproperObjectAction incrementalTrain() (nimble.core.interfaces.TrainedLearner method) (nimble.CustomLearner method) (nimble.learners.KNNClassifier method) (nimble.learners.KNNImputation method) (nimble.learners.MultiOutputLinearRegression method) (nimble.learners.MultiOutputRidgeRegression method) (nimble.learners.RidgeRegression method) infinity() (in module nimble.match) Init (class in nimble) insert() (nimble.core.data.Features method) (nimble.core.data.Points method)

integer() (in module nimble.match) interpolate() (in module nimble.fill) InvalidArgumentType InvalidArgumentTypeCombination InvalidArgumentValue InvalidArgumentValueCombination inverse() (in module nimble.calculate) (nimble.core.data.Base method) isApproximatelyEqual() (nimble.core.data.Base method) isIdentical() (nimble.core.data.Base method) iterateElements() (nimble.core.data.Base method)

K

KNNClassifier (class in nimble.learners)

KNNImputation (class in nimble.learners)

L

learnerName (nimble.core.interfaces.TrainedLearner property) learnerNames() (in module nimble) learnerParameterDefaults() (in module nimble) learnerParameters() (in module nimble) learnerType (nimble.core.interfaces.TrainedLearner property) (nimble.CustomLearner attribute) (nimble.learners.KNNClassifier attribute) (nimble.learners.KNNImputation attribute) (nimble.learners.MultiOutputLinearRegression attribute) (nimble.learners.MultiOutputRidgeRegression attribute) (nimble.learners.RidgeRegression attribute)

learnerType() (in module nimble) leastSquaresSolution() (in module nimble.calculate) loadTrainedLearner() (in module nimble) log() (in module nimble) logID (nimble.core.data.Base attribute) (nimble.core.interfaces.TrainedLearner attribute)

M

mapReduce() (nimble.core.data.Points method) matching() (nimble.core.data.Features method) (nimble.core.data.Points method) matchingElements() (nimble.core.data.Base method) matrixMultiply() (nimble.core.data.Base method) matrixPower() (nimble.core.data.Base method) max() (nimble.core.data.Base method) (nimble.core.data.Features method) (nimble.core.data.Points method) maximum() (in module nimble.calculate) mean() (in module nimble.calculate) (in module nimble.fill) (nimble.core.data.Base method) (nimble.core.data.Features method) (nimble.core.data.Points method) meanAbsoluteError() (in module nimble.calculate) meanAbsoluteErrorConfidenceInterval() (in module nimble.calculate) meanFeaturewiseRootMeanSquareError() (in module nimble.calculate) meanNormalize() (in module nimble.calculate) meanStandardDeviationNormalize() (in module nimble.calculate) median() (in module nimble.calculate) (in module nimble.fill) (nimble.core.data.Base method) (nimble.core.data.Features method) (nimble.core.data.Points method) medianAbsoluteDeviation() (in module nimble.calculate) (nimble.core.data.Base method) (nimble.core.data.Features method) (nimble.core.data.Points method)

merge() (nimble.core.data.Base method) min() (nimble.core.data.Base method) (nimble.core.data.Features method) (nimble.core.data.Points method) minimum() (in module nimble.calculate) missing() (in module nimble.match) mode() (in module nimble.calculate) (in module nimble.fill) (nimble.core.data.Base method) (nimble.core.data.Features method) (nimble.core.data.Points method) module nimble.calculate nimble.calculate.binary nimble.calculate.confidence nimble.calculate.linalg nimble.calculate.loss nimble.calculate.matrix nimble.calculate.normalize nimble.calculate.similarity nimble.calculate.statistic nimble.calculate.utility nimble.exceptions nimble.fill nimble.learners nimble.match nimble.random MultiOutputLinearRegression (class in nimble.learners) MultiOutputRidgeRegression (class in nimble.learners)

N

name (nimble.core.data.Base property) negative() (in module nimble.match) nimble.calculate module nimble.calculate.binary module nimble.calculate.confidence module nimble.calculate.linalg module nimble.calculate.loss module nimble.calculate.matrix module nimble.calculate.normalize module nimble.calculate.similarity module nimble.calculate.statistic module

nimble.calculate.utility module nimble.exceptions module nimble.fill module nimble.learners module nimble.match module nimble.random module NimbleException nonMissing() (in module nimble.match) nonNumeric() (in module nimble.match) nonZero() (in module nimble.match) normalize() (nimble.core.data.Features method) normalizeData() (in module nimble) numeric() (in module nimble.match) numpyRandom (in module nimble.random)

O

ones() (in module nimble)

P

PackageException path (nimble.core.data.Base property) percentileNormalize() (in module nimble.calculate) performanceFunction() (in module nimble.calculate) permute() (nimble.core.data.Features method) (nimble.core.data.Points method) plot() (nimble.core.data.Features method) (nimble.core.data.Points method) plotFeatureAgainstFeature() (nimble.core.data.Base method) plotFeatureAgainstFeatureRollingAverage() (nimble.core.data.Base method) plotFeatureDistribution() (nimble.core.data.Base method) plotFeatureGroupMeans() (nimble.core.data.Base method) plotFeatureGroupStatistics() (nimble.core.data.Base method) plotHeatMap() (nimble.core.data.Base method) plotMeans() (nimble.core.data.Features method) (nimble.core.data.Points method) plotStatistics() (nimble.core.data.Features method) (nimble.core.data.Points method)

Points (class in nimble.core.data) points (nimble.core.data.Base property) pointView() (nimble.core.data.Base method) populationStandardDeviation() (nimble.core.data.Features method) (nimble.core.data.Points method) positive() (in module nimble.match) precision() (in module nimble.calculate) proportionMissing() (in module nimble.calculate) (nimble.core.data.Base method) (nimble.core.data.Features method) (nimble.core.data.Points method) proportionZero() (in module nimble.calculate) (nimble.core.data.Base method) (nimble.core.data.Features method) (nimble.core.data.Points method) pseudoInverse() (in module nimble.calculate) pythonRandom (in module nimble.random)

Q

quartiles() (in module nimble.calculate) (nimble.core.data.Base method) (nimble.core.data.Features method) (nimble.core.data.Points method)

QueryString (class in nimble.match)

R

randomSeed (nimble.core.interfaces.TrainedLearner property) range0to1Normalize() (in module nimble.calculate) recall() (in module nimble.calculate) relativePath (nimble.core.data.Base property) repeat() (nimble.core.data.Features method) (nimble.core.data.Points method) replace() (nimble.core.data.Features method) (nimble.core.data.Points method) replaceFeatureWithBinaryFeatures() (nimble.core.data.Base method) replaceRectangle() (nimble.core.data.Base method)

report() (nimble.core.data.Base method) (nimble.core.data.Features method) residuals() (in module nimble.calculate) retain() (nimble.core.data.Features method) (nimble.core.data.Points method) retrain() (nimble.core.interfaces.TrainedLearner method) RidgeRegression (class in nimble.learners) rootMeanSquareError() (in module nimble.calculate) rootMeanSquareErrorConfidenceInterval() (in module nimble.calculate) rSquared() (in module nimble.calculate)

S

save() (nimble.core.data.Base method) (nimble.core.interfaces.TrainedLearner method) saveChanges() (nimble.core.configuration.SessionConfiguration method) SessionConfiguration (class in nimble.core.configuration) set() (nimble.core.configuration.SessionConfiguration method) setDefault() (nimble.core.configuration.SessionConfiguration method) setNames() (nimble.core.data.Features method) (nimble.core.data.Points method) setSeed() (in module nimble.random) settings (in module nimble) shape (nimble.core.data.Base property) show() (nimble.core.data.Base method) showAvailablePackages() (in module nimble) showLearnerNames() (in module nimble) showLearnerParameterDefaults() (in module nimble) showLearnerParameters() (in module nimble) showLog() (in module nimble) similarities() (nimble.core.data.Features method) (nimble.core.data.Points method)

solve() (in module nimble.calculate) solveLinearSystem() (nimble.core.data.Base method) sort() (nimble.core.data.Features method) (nimble.core.data.Points method) specificity() (in module nimble.calculate) splitByCollapsingFeatures() (nimble.core.data.Points method) splitByParsing() (nimble.core.data.Features method) standardDeviation() (in module nimble.calculate) (nimble.core.data.Features method) (nimble.core.data.Points method) statistics() (nimble.core.data.Features method) (nimble.core.data.Points method) stretch (nimble.core.data.Base property) sum() (in module nimble.calculate) (nimble.core.data.Base method) (nimble.core.data.Features method) (nimble.core.data.Points method)

T

T (nimble.core.data.Base property) test() (nimble.core.interfaces.TrainedLearner method) toString() (nimble.core.data.Base method) train() (in module nimble) (nimble.CustomLearner method) (nimble.learners.KNNClassifier method) (nimble.learners.KNNImputation method) (nimble.learners.MultiOutputLinearRegression method) (nimble.learners.MultiOutputRidgeRegression method) (nimble.learners.RidgeRegression method) trainAndApply() (in module nimble) trainAndTest() (in module nimble) trainAndTestOnTrainingData() (in module nimble)

trainAndTestSets() (nimble.core.data.Base method) TrainedLearner (class in nimble.core.interfaces) transform() (nimble.core.data.Features method) (nimble.core.data.Points method) transformElements() (nimble.core.data.Base method) transformFeatureToIntegers() (nimble.core.data.Base method) transpose() (nimble.core.data.Base method) true() (in module nimble.match) trueNegative() (in module nimble.calculate) truePositive() (in module nimble.calculate) Tune (class in nimble) tune() (nimble.Tuning method) Tuning (class in nimble) tuning (nimble.core.interfaces.TrainedLearner property)

U

unflatten() (nimble.core.data.Base method) unique() (nimble.core.data.Features method) (nimble.core.data.Points method)

uniqueCount() (in module nimble.calculate) (nimble.core.data.Base method) (nimble.core.data.Features method) (nimble.core.data.Points method)

V

variance() (in module nimble.calculate) (nimble.core.data.Base method) (nimble.core.data.Features method) (nimble.core.data.Points method)

varianceFractionRemaining() (in module nimble.calculate) view() (nimble.core.data.Base method)

Z

zero() (in module nimble.match)

zeros() (in module nimble)