h2o v3.28.0.2

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R Interface for the 'H2O' Scalable Machine Learning Platform

R interface for 'H2O', the scalable open source machine learning platform that offers parallelized implementations of many supervised and unsupervised machine learning algorithms such as Generalized Linear Models, Gradient Boosting Machines (including XGBoost), Random Forests, Deep Neural Networks (Deep Learning), Stacked Ensembles, Naive Bayes, Cox Proportional Hazards, K-Means, PCA, Word2Vec, as well as a fully automatic machine learning algorithm (AutoML).

Functions in h2o

Name Description
H2OFrame-Extract Extract or Replace Parts of an H2OFrame Object
Ops.H2OFrame S3 Group Generic Functions for H2O
H2ONode-class The H2ONode class.
.h2o.doRawPOST Perform a low-level HTTP POST operation on an H2O instance
H2OSplitNode-class The H2OSplitNode class.
as.h2o Create H2OFrame
H2OGrid-class H2O Grid
.h2o.__ALL_CAPABILITIES Capabilities endpoints
H2OModel-class The H2OModel object.
as.data.frame.H2OFrame Converts parsed H2O data into an R data frame
H2OLeafNode-class The H2OLeafNode class.
H2OFrame-class The H2OFrame class
h2o.getConnection Retrieve an H2O Connection
as.factor Convert H2O Data to Factors
.h2o.locate Locate a file given the pattern <bucket>/<path/to/file> e.g. h2o:::.h2o.locate("smalldata/iris/iris22.csv") returns the absolute path to iris22.csv
.h2o.__MODEL_METRICS Model Metrics Endpoint
dimnames.H2OFrame Column names of an H2OFrame
as.matrix.H2OFrame Convert an H2OFrame to a matrix
.h2o.__MODEL_BUILDERS Model Builder Endpoint Generator
dim.H2OFrame Returns the Dimensions of an H2OFrame
.h2o.__CREATE_FRAME H2OFrame Manipulation
.h2o.doSafePOST Perform a safe (i.e. error-checked) HTTP POST request to an H2O cluster.
.h2o.__JOBS Administrative Endpoints
H2OCoxPHModel-class The H2OCoxPHModel object.
.h2o.__DECRYPTION_SETUP Decryption Endpoints
h2o.any Given a set of logical vectors, is at least one of the values true?
h2o.anomaly Anomaly Detection via H2O Deep Learning Model
.h2o.doSafeGET Perform a safe (i.e. error-checked) HTTP GET request to an H2O cluster.
h2o.deepfeatures Feature Generation via H2O Deep Learning or DeepWater Model
h2o.colnames Return column names of an H2OFrame
h2o.HGLMMetrics Retrieve HGLM ModelMetrics
.h2o.__IMPORT Import/Export Endpoints
h2o.exportHDFS Export a Model to HDFS
h2o-package H2O R Interface
h2o.aggregated_frame Retrieve an aggregated frame from an Aggregator model
H2OCoxPHModelSummary-class The H2OCoxPHModelSummary object.
H2OAutoML-class The H2OAutoML class
H2OConnection-class The H2OConnection class.
H2OConnectionMutableState The H2OConnectionMutableState class
h2o.assign Rename an H2O object.
h2o.aggregator Build an Aggregated Frame
h2o.clearLog Delete All H2O R Logs
h2o.as_date Convert between character representations and objects of Date class
H2OTree-class The H2OTree class.
Keyed-class Virtual Keyed class
aaa Starting H2O For examples
&& Logical and for H2OFrames
h2o.auc Retrieve the AUC
h2o.keyof Method on Keyed objects allowing to obtain their key.
h2o.coef_norm Return coefficients fitted on the standardized data (requires standardize = True, which is on by default). These coefficients can be used to evaluate variable importance.
h2o.clusterInfo Print H2O cluster info
h2o.coxph Trains a Cox Proportional Hazards Model (CoxPH) on an H2O dataset
h2o.getVersion Get h2o version
h2o.decryptionSetup Setup a Decryption Tool
h2o.import_mojo Imports a MOJO under given path, creating a Generic model with it.
h2o.gainsLift Access H2O Gains/Lift Tables
h2o.cosh Compute the hyperbolic cosine of x
Logical-or Logical or for H2OFrames
h2o.distance Compute a pairwise distance measure between all rows of two numeric H2OFrames.
h2o.dimnames Column names of an H2OFrame
.pkg.env The H2O Package Environment
.h2o.__DKV Removal Endpoints
h2o.get_automl Get an R object that is a subclass of H2OAutoML
h2o.isolationForest Trains an Isolation Forest model
h2o.fillna fillNA
h2o.hist Compute A Histogram
h2o.ls List Keys on an H2O Cluster
h2o.gbm Build gradient boosted classification or regression trees
h2o.anyFactor Check H2OFrame columns for factors
h2o.downloadAllLogs Download H2O Log Files to Disk
feature_frequencies.H2OModel Retrieve the number of occurrences of each feature for given observations Available for GBM, Random Forest and Isolation Forest models.
.h2o.__EXPORT_FILES Export Files Endpoint Generator
h2o.hit_ratio_table Retrieve the Hit Ratios
h2o.lstrip Strip set from left
h2o.cluster_sizes Retrieve the cluster sizes
.h2o.__FRAMES Inspect/Summary Endpoints
h2o.columns_by_type Obtain a list of columns that are specified by `coltype`
h2o.aic Retrieve the Akaike information criterion (AIC) value
australia Australia Coastal Data
as.vector.H2OFrame Convert an H2OFrame to a vector
.h2o.is_progress Check if Progress Bar is Enabled
.h2o.__checkConnectionHealth Check H2O Server Health
h2o.download_model Download the model in binary format.
h2o.min Returns the minima of the input values.
.h2o.primitives Map of operations known to H2O
h2o.clusterIsUp Determine if an H2O cluster is up or not
h2o.arrange Sorts an H2O frame by columns
.skip_if_not_developer H2O <-> R Communication and Utility Methods
h2o.show_progress Enable Progress Bar
.h2o.doGET Just like doRawGET but fills in the default h2oRestApiVersion if none is provided
h2o.biases Return the respective bias vector
H2OModelFuture-class H2O Future Model
h2o.centers Retrieve the Model Centers
h2o.floor Take a single numeric argument and return a numeric vector with the largest integers
h2o.betweenss Get the between cluster sum of squares
H2OClusteringModel-class The H2OClusteringModel object.
h2o.ceiling Take a single numeric argument and return a numeric vector with the smallest integers
.h2o.__LOGANDECHO Log and Echo Endpoint
h2o.import_sql_select Import SQL table that is result of SELECT SQL query into H2O
h2o.download_mojo Download the model in MOJO format.
h2o.listTimezones List all of the Time Zones Acceptable by the H2O cluster.
h2o.mean_residual_deviance Retrieve the Mean Residual Deviance value
h2o.levels Return the levels from the column requested column.
h2o.null_deviance Retrieve the null deviance
h2o.randomForest Build a Random Forest model
h2o.predict_json H2O Prediction from R without having H2O running
h2o.xgboost Build an eXtreme Gradient Boosting model
h2o.mean_per_class_error Retrieve the mean per class error
h2o.ascharacter Convert H2O Data to Characters
apply Apply on H2O Datasets
h2o.dayOfWeek Convert Milliseconds to Day of Week in H2O Datasets
h2o.day Convert Milliseconds to Day of Month in H2O Datasets
h2o.cross_validation_holdout_predictions Retrieve the cross-validation holdout predictions
h2o.computeGram Compute weighted gram matrix.
h2o.cross_validation_models Retrieve the cross-validation models
h2o.downloadCSV Download H2O Data to Disk
h2o.findSynonyms Find synonyms using a word2vec model.
.h2o.doPOST Just like doRawPOST but fills in the default h2oRestApiVersion if none is provided
ModelAccessors Accessor Methods for H2OModel Object
.h2o.__MODELS Model Endpoint
H2OModelMetrics-class The H2OModelMetrics Object.
h2o.mktime Compute msec since the Unix Epoch
h2o.clusterStatus Return the status of the cluster
h2o.flow Open H2O Flow
h2o.connect Connect to a running H2O instance.
h2o.confusionMatrix Access H2O Confusion Matrices
h2o.isfactor Check if factor
as.numeric Convert H2O Data to Numeric
h2o.shutdown Shut Down H2O Instance
h2o.null_dof Retrieve the null degrees of freedom
h2o.rep_len Replicate Elements of Vectors or Lists into H2O
h2o.print Print An H2OFrame
h2o.group_by Group and Apply by Column
as.character.H2OFrame Convert an H2OFrame to a String
h2o.sd Standard Deviation of a column of data.
h2o.cross_validation_fold_assignment Retrieve the cross-validation fold assignment
h2o.createFrame Data H2OFrame Creation in H2O
h2o.r2 Retrieve the R2 value
h2o.deepwater Build a Deep Learning model using multiple native GPU backends
h2o.getModelTree Fetchces a single tree of a H2O model. This function is intended to be used on Gradient Boosting Machine models or Distributed Random Forest models.
h2o.deeplearning Build a Deep Neural Network model using CPUs
h2o.getFrame Get an R Reference to an H2O Dataset, that will NOT be GC'd by default
h2o.getModel Get an R reference to an H2O model
h2o.filterNACols Filter NA Columns
h2o.kmeans Performs k-means clustering on an H2O dataset
h2o.download_pojo Download the Scoring POJO (Plain Old Java Object) of an H2O Model
h2o.removeVecs Delete Columns from an H2OFrame
h2o.str Display the structure of an H2OFrame object
h2o.signif Round doubles/floats to the given number of significant digits.
h2o.sdev Retrieve the standard deviations of principal components
h2o.entropy Shannon entropy
h2o.target_encode_transform Deprecated API. Please use h2o.targetencoder model instead. Transform Frame by Target Encoding Map
h2o.stringdist Compute element-wise string distances between two H2OFrames
h2o.unique H2O Unique
h2o.target_encode_fit Deprecated API. Please use h2o.targetencoder model instead.
is.character Check if character
.h2o.__RAPIDS Rapids Endpoint
generate_col_ind CHeck to see if the column names/indices entered is valid for the dataframe given. This is an internal function
.addParm TODO: No objects in this file are being used. Either remove file or use objects.
h2o.get_leaderboard Retrieve the leaderboard from the AutoML instance.
h2o.hour Convert Milliseconds to Hour of Day in H2O Datasets
h2o.giniCoef Retrieve the GINI Coefficcient
h2o.grid H2O Grid Support
h2o.no_progress Disable Progress Bar
h2o.performance Model Performance Metrics in H2O
h2o.get_ntrees_actual Retrieve actual number of trees for tree algorithms
h2o.bottomN H2O bottomN
.h2o.__PARSE_SETUP Parse Endpoints
h2o.asnumeric Convert H2O Data to Numerics
colnames Returns the column names of an H2OFrame
.h2o.doRawGET Perform a low-level HTTP GET operation on an H2O instance
h2o.transform,H2OTargetEncoderModel-method Applies target encoding to a given dataset
h2o.list_core_extensions List registered core extensions
is.factor Check if factor
print.H2OTable Print method for H2OTable objects
h2o.upload_mojo Imports a MOJO from a local filesystem, creating a Generic model with it.
h2o.transform,H2OWordEmbeddingModel-method Transform words (or sequences of words) to vectors using a word2vec model.
print.H2OFrame Print An H2OFrame
h2o.word2vec Trains a word2vec model on a String column of an H2O data frame
h2o.cummin Return the cumulative min over a column or across a row
h2o.glm Fit a generalized linear model
h2o.merge Merge Two H2O Data Frames
h2o.is_client Check Client Mode Connection
h2o.mse Retrieves Mean Squared Error Value
h2o.cross_validation_predictions Retrieve the cross-validation predictions
h2o.init Initialize and Connect to H2O
h2o.insertMissingValues Insert Missing Values into an H2OFrame
h2o.month Convert Milliseconds to Months in H2O Datasets
h2o.interaction Categorical Interaction Feature Creation in H2O
.collapse Helper Collapse Function
h2o.log Compute the logarithm of x
h2o.pivot Pivot a frame
h2o.naiveBayes Compute naive Bayes probabilities on an H2O dataset.
h2o.logAndEcho Log a message on the server-side logs
h2o.logloss Retrieve the Log Loss Value
h2o.median H2O Median
h2o.ifelse H2O Apply Conditional Statement
h2o.trunc Truncate values in x toward 0
h2o.isnumeric Check if numeric
h2o.list_jobs Return list of jobs performed by the H2O cluster
h2o.melt Converts a frame to key-value representation while optionally skipping NA values. Inverse operation to h2o.pivot.
get_seed.H2OModel Get the seed from H2OModel which was used during training. If a user does not set the seed parameter before training, the seed is autogenerated. It returns seed as the string if the value is bigger than the integer. For example, an autogenerated seed is always long so that the seed in R is a string.
h2o.kurtosis Kurtosis of a column
.h2o.__REST_API_VERSION H2O Package Constants
.h2o.__W2V_SYNONYMS Word2Vec Endpoints
.verify_dataxy Used to verify data, x, y and turn into the appropriate things
h2o.names Column names of an H2OFrame
h2o.aucpr Retrieve the AUCPR (Area Under Precision Recall Curve)
h2o.nrow Return the number of rows present in x.
h2o.scoreHistory Retrieve Model Score History
h2o.rm Delete Objects In H2O
h2o.rmse Retrieves Root Mean Squared Error Value
h2o.set_s3_credentials Creates a new Amazon S3 client internally with specified credentials.
h2o.reconstruct Reconstruct Training Data via H2O GLRM Model
h2o.scale Scaling and Centering of an H2OFrame
h2o.rbind Combine H2O Datasets by Rows
h2o.substring Substring
h2o.prod Return the product of all the values present in its arguments.
h2o.round Round doubles/floats to the given number of decimal places.
h2o.log10 Compute the log10 of x
h2o.metric H2O Model Metric Accessor Functions
h2o.nchar String length
h2o.skewness Skewness of a column
h2o.target_encode_apply Apply Target Encoding Map to Frame
plot.H2OTabulate Plot an H2O Tabulate Heatmap
h2o.week Convert Milliseconds to Week of Week Year in H2O Datasets
scale Scaling and Centering of an H2OFrame
h2o.toupper Convert strings to uppercase
h2o.trim Trim Space
h2o.totss Get the total sum of squares.
h2o.target_encode_create Create Target Encoding Map
h2o.weights Retrieve the respective weight matrix
h2o.sum Compute the frame's sum by-column (or by-row).
plot.H2OModel Plot an H2O Model
h2o.asfactor Convert H2O Data to Factors
h2o.getGLMFullRegularizationPath Extract full regularization path from a GLM model
h2o.getFutureModel Get future model
h2o.cor Correlation of columns.
h2o.abs Compute the absolute value of x
h2o.centersSTD Retrieve the Model Centers STD
h2o.acos Compute the arc cosine of x
h2o.automl Automatic Machine Learning
h2o.cut Cut H2O Numeric Data to Factor
str.H2OFrame Display the structure of an H2OFrame object
h2o.all Given a set of logical vectors, are all of the values true?
h2o.gsub String Global Substitute
h2o.cummax Return the cumulative max over a column or across a row
h2o.cos Compute the cosine of x
h2o.deepwater.available Determines whether Deep Water is available
h2o.saveGrid Saves an existing Grid of models into a given folder.
h2o.openLog View H2O R Logs
h2o.describe H2O Description of A Dataset
h2o.cumsum Return the cumulative sum over a column or across a row
h2o.exp Compute the exponential function of x
h2o.centroid_stats Retrieve centroid statistics
h2o.impute Basic Imputation of H2O Vectors
h2o.ddply Split H2O Dataset, Apply Function, and Return Results
h2o.exportFile Export an H2O Data Frame (H2OFrame) to a File or to a collection of Files.
h2o.getGrid Get a grid object from H2O distributed K/V store.
staged_predict_proba.H2OModel Predict class probabilities at each stage of an H2O Model
h2o.cbind Combine H2O Datasets by Columns
h2o.quantile Quantiles of H2O Frames.
h2o.find_row_by_threshold Find the threshold, give the max metric. No duplicate thresholds allowed
h2o.coef Return the coefficients that can be applied to the non-standardized data.
h2o.dct Compute DCT of an H2OFrame
h2o.mean Compute the frame's mean by-column (or by-row).
h2o.partialPlot Partial Dependence Plots
h2o.parseSetup Get a parse setup back for the staged data.
h2o.ncol Return the number of columns present in x.
h2o.rmsle Retrieve the Root Mean Squared Log Error
h2o.proj_archetypes Convert Archetypes to Features from H2O GLRM Model
h2o.kfold_column Produce a k-fold column vector.
h2o.difflag1 Conduct a lag 1 transform on a numeric H2OFrame column
h2o.cumprod Return the cumulative product over a column or across a row
h2o.na_omit Remove Rows With NAs
h2o.head Return the Head or Tail of an H2O Dataset.
h2o.log1p Compute the log1p of x
h2o.import_sql_table Import SQL Table into H2O
h2o.loadModel Load H2O Model from HDFS or Local Disk
h2o.getId Get back-end distributed key/value store id from an H2OFrame.
h2o.killMinus3 Dump the stack into the JVM's stdout.
h2o.strsplit String Split
summary,H2OCoxPHModel-method Summary method for H2OCoxPHModel objects
h2o.which Which indices are TRUE?
h2o.transform Use H2O Transformation model and apply the underlying transformation
h2o.tan Compute the tangent of x
h2o.sin Compute the sine of x
h2o.saveModel Save an H2O Model Object to Disk
h2o.dim Returns the number of rows and columns for an H2OFrame object.
housevotes United States Congressional Voting Records 1984
h2o.loadGrid Loads previously saved grid with all it's models from the same folder
zzz Shutdown H2O cluster after examples run
h2o.sub String Substitute
iris Edgar Anderson's Iris Data
h2o.tanh Compute the hyperbolic tangent of x
h2o.networkTest View Network Traffic Speed
h2o.max Returns the maxima of the input values.
predict.H2OAutoML Predict on an AutoML object
h2o.transform_word2vec Transform words (or sequences of words) to vectors using a word2vec model.
h2o.toFrame Convert a word2vec model into an H2OFrame
h2o.targetencoder Transformation of a categorical variable with a mean value of the target variable
h2o.nacnt Count of NAs per column
h2o.which_max Which indice contains the max value?
predict.H2OModel Predict on an H2O Model
h2o.log2 Compute the log2 of x
h2o.nlevels Get the number of factor levels for this frame.
h2o.rstrip Strip set from right
h2o.varsplits Retrieve per-variable split information for a given Isolation Forest model. Output will include: - count - The number of times a variable was used to make a split. - aggregated_split_ratios - The split ratio is defined as "abs(#left_observations - #right_observations) / #before_split". Even splits (#left_observations approx the same as #right_observations) contribute less to the total aggregated split ratio value for the given feature; highly imbalanced splits (eg. #left_observations >> #right_observations) contribute more. - aggregated_split_depths - The sum of all depths of a variable used to make a split. (If a variable is used on level N of a tree, then it contributes with N to the total aggregate.)
h2o.rank_within_group_by This function will add a new column rank where the ranking is produced as follows: 1. sorts the H2OFrame by columns sorted in by columns specified in group_by_cols and sort_cols in the directions specified by the ascending for the sort_cols. The sort directions for the group_by_cols are ascending only. 2. A new rank column is added to the frame which will contain a rank assignment performed next. The user can choose to assign a name to this new column. The default name is New_Rank_column. 3. For each groupby groups, a rank is assigned to the row starting from 1, 2, ... to the end of that group. 4. If sort_cols_sorted is TRUE, a final sort on the frame will be performed frame according to the sort_cols and the sort directions in ascending. If sort_cols_sorted is FALSE (by default), the frame from step 3 will be returned as is with no extra sort. This may provide a small speedup if desired.
h2o.startLogging Start Writing H2O R Logs
h2o.makeGLMModel Set betas of an existing H2O GLM Model
h2o.parseRaw H2O Data Parsing
h2o.removeAll Remove All Objects on the H2O Cluster
h2o.range Returns a vector containing the minimum and maximum of all the given arguments.
is.numeric Check if numeric
h2o.tolower Convert strings to lowercase
h2o.relevel Reorders levels of an H2O factor, similarly to standard R's relevel.
h2o.getTimezone Get the Time Zone on the H2O cluster Returns a string
h2o.list_all_extensions List all H2O registered extensions
h2o.importFile Import Files into H2O
h2o.find_threshold_by_max_metric Find the threshold, give the max metric
h2o.generic Imports a generic model into H2O. Such model can be used then used for scoring and obtaining additional information about the model. The imported model has to be supported by H2O.
h2o.ischaracter Check if character
h2o.glrm Generalized low rank decomposition of an H2O data frame
h2o.genericModel Imports a model under given path, creating a Generic model with it.
h2o.getTypes Get the types-per-column
h2o.grep Search for matches to an argument pattern
h2o.isax iSAX
h2o.psvm Trains a Support Vector Machine model on an H2O dataset
h2o.splitFrame Split an H2O Data Set
h2o.import_hive_table Import Hive Table into H2O
h2o.predict Predict on an H2O Model
h2o.match Value Matching in H2O
h2o.mae Retrieve the Mean Absolute Error Value
h2o.make_metrics Create Model Metrics from predicted and actual values in H2O
h2o.list_api_extensions List registered API extensions
h2o.setLevels Set Levels of H2O Factor Column
h2o.runif Produce a Vector of Random Uniform Numbers
h2o.stackedEnsemble Builds a Stacked Ensemble
is.h2o Is H2O Frame object
h2o.svd Singular value decomposition of an H2O data frame using the power method
h2o.summary Summarizes the columns of an H2OFrame.
h2o.tokenize Tokenize String
h2o.varimp_plot Plot Variable Importances
h2o.setTimezone Set the Time Zone on the H2O cluster
h2o.xgboost.available Determines whether an XGBoost model can be built
h2o.num_iterations Retrieve the number of iterations.
h2o.mojo_predict_csv H2O Prediction from R without having H2O running
h2o.mojo_predict_df H2O Prediction from R without having H2O running
h2o.prcomp Principal component analysis of an H2O data frame
h2o.saveModelDetails Save an H2O Model Details
h2o.num_valid_substrings Count of substrings >= 2 chars that are contained in file
h2o.residual_dof Retrieve the residual degrees of freedom
h2o.std_coef_plot Plot Standardized Coefficient Magnitudes
h2o.residual_deviance Retrieve the residual deviance
h2o.sqrt Compute the square root of x
h2o.year Convert Milliseconds to Years in H2O Datasets
summary,H2OGrid-method Format grid object in user-friendly way
summary,H2OModel-method Print the Model Summary
h2o.varimp Retrieve the variable importance.
prostate Prostate Cancer Study
h2o.saveMojo Save an H2O Model Object as Mojo to Disk
h2o.which_min Which index contains the min value?
predict_leaf_node_assignment.H2OModel Predict the Leaf Node Assignment on an H2O Model
predict_contributions.H2OModel Predict feature contributions - SHAP values on an H2O Model (only GBM and XGBoost models).
length,H2OTree-method Overrides the behavior of length() function on H2OTree class. Returns number of nodes in an H2OTree
h2o.table Cross Tabulation and Table Creation in H2O
h2o.stopLogging Stop Writing H2O R Logs
names.H2OFrame Column names of an H2OFrame
h2o.tabulate Tabulation between Two Columns of an H2OFrame
h2o.var Variance of a column or covariance of columns.
h2o.tot_withinss Get the total within cluster sum of squares.
h2o.topN H2O topN
h2o.withinss Get the Within SS
use.package Use optional package
range.H2OFrame Range of an H2O Column
walking Muscular Actuations for Walking Subject
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Type Package
Date 2020-01-20
License Apache License (== 2.0)
URL https://github.com/h2oai/h2o-3
BugReports https://0xdata.atlassian.net/projects/PUBDEV
NeedsCompilation no
SystemRequirements Java (>= 8)
Collate 'aggregator.R' 'astfun.R' 'automl.R' 'classes.R' 'config.R' 'connection.R' 'constants.R' 'datasets.R' 'logging.R' 'communication.R' 'kvstore.R' 'frame.R' 'targetencoder_deprecated.R' 'targetencoder.R' 'import.R' 'isolationforest.R' 'parse.R' 'export.R' 'edicts.R' 'models.R' 'coxph.R' 'coxphutils.R' 'kmeans.R' 'gbm.R' 'generic.R' 'glm.R' 'glrm.R' 'pca.R' 'svd.R' 'psvm.R' 'deeplearning.R' 'stackedensemble.R' 'deepwater.R' 'xgboost.R' 'randomforest.R' 'naivebayes.R' 'word2vec.R' 'w2vutils.R' 'locate.R' 'grid.R' 'predict.R' 'zzz.R'
RoxygenNote 7.0.2
Packaged 2020-01-20 19:04:08 UTC; jenkins
Repository CRAN
Date/Publication 2020-01-22 11:20:10 UTC

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