Index

Symbols

-C <cluster>, --cluster <cluster> jubash command line option -c <command>, --command <command> jubash command line option -C <output_config>, --output-config <output_config> jubamodel command line option -d, --debug jubash command line option -e <engine>, --engine <engine> jubash command line option -F, --fail-fast jubash command line option -F, --fix-header jubamodel command line option -f, --no-validate jubamodel command line option -H <host>, --host <host> jubash command line option -h, --help jubamodel command line option jubash command line option -i <format>, --in-format <format> jubamodel command line option

-k, --keepalive jubash command line option -o <format>, --out-format <format> jubamodel command line option -O <output>, --output <output> jubamodel command line option -P <port>, --port <port> jubash command line option -p <prompt>, --prompt <prompt> jubash command line option -R <replace_config>, --replace-config <replace_config> jubamodel command line option -s <service>, --service <service> jubash command line option -t <timeout>, --timeout <timeout> jubash command line option -T <transform>, --transform <TRANSFORM> jubamodel command line option -v, --verbose jubash command line option -Z <replace_version>, --replace-version <replace_version> jubamodel command line option

_

__init__() (jubakit.anomaly.Schema method) (jubakit.base.BaseConfig method) (jubakit.base.BaseDataset method) (jubakit.base.BaseSchema method) (jubakit.base.BaseService method) (jubakit.base.GenericConfig method) (jubakit.burst.Config method) (jubakit.burst.DocumentSchema method) (jubakit.burst.KeywordSchema method) (jubakit.classifier.Schema method) (jubakit.clustering.Config method) (jubakit.clustering.Schema method) (jubakit.loader.array.ArrayLoader method) (jubakit.loader.array.ZipArrayLoader method) (jubakit.loader.chain.ConcatLoader method) (jubakit.loader.chain.MergeChainLoader method) (jubakit.loader.chain.ValueMapChainLoader method) (jubakit.loader.core.LineBasedFileLoader method) (jubakit.loader.core.LineBasedStreamLoader method) (jubakit.loader.csv.CSVLoader method) (jubakit.loader.postgresql.PostgreSQLAuthHandler method) (jubakit.loader.postgresql.PostgreSQLoader method) (jubakit.loader.sparse.SparseMatrixLoader method) (jubakit.loader.twitter.TwitterOAuthHandler method) (jubakit.loader.twitter.TwitterStreamLoader method) (jubakit.model.BaseTransformer method) (jubakit.model.JubaModel method) (jubakit.model.JubaModel.ModelPart method) (jubakit.model.JubaModelError method) (jubakit.model.UnsupportedTransformationError method) (jubakit.nearest_neighbor.Schema method) (jubakit.recommender.Schema method) (jubakit.regression.Schema method) (jubakit.shell.JubaShell method) (jubakit.shell.JubaShellRPCError method) (jubakit.wrapper.classifier.BaseJubatusClassifier method) (jubakit.wrapper.classifier.LinearClassifier method) (jubakit.wrapper.classifier.NearestNeighborsClassifier method) (jubakit.wrapper.clustering.BaseJubatusClustering method) (jubakit.wrapper.clustering.BaseKFixedClustering method) (jubakit.wrapper.clustering.DBSCAN method) (jubakit.wrapper.regression.BaseJubatusRegression method) (jubakit.wrapper.regression.LinearRegression method) (jubakit.wrapper.regression.NearestNeighborsRegression method)

A

add() (jubakit.anomaly.Anomaly method) add_bulk() (jubakit.anomaly.Anomaly method) add_documents() (jubakit.burst.Burst method) add_keyword() (jubakit.burst.Burst method)

add_mecab() (jubakit.base.GenericConfig method) Anomaly (class in jubakit.anomaly) AnomalyTransformer (class in jubakit.model) ArrayLoader (class in jubakit.loader.array) AUTO (jubakit.base.BaseSchema attribute)

B

Bandit (class in jubakit.bandit) (class in jubakit.dumb) BaseConfig (class in jubakit.base) BaseDataset (class in jubakit.base) BaseJubatusClassifier (class in jubakit.wrapper.classifier) BaseJubatusClustering (class in jubakit.wrapper.clustering) BaseJubatusRegression (class in jubakit.wrapper.regression)

BaseKFixedClustering (class in jubakit.wrapper.clustering) BaseLoader (class in jubakit.base) BaseSchema (class in jubakit.base) BaseService (class in jubakit.base) BaseTransformer (class in jubakit.model) BINARY (jubakit.base.GenericSchema attribute) Burst (class in jubakit.burst) (class in jubakit.dumb)

C

calc_score() (jubakit.anomaly.Anomaly method) calc_weight() (jubakit.weight.Weight method) Classifier (class in jubakit.classifier) ClassifierTransformer (class in jubakit.model) classify() (jubakit.classifier.Classifier method) clear() (jubakit.base.BaseService method) (jubakit.wrapper.clustering.BaseJubatusClustering method) clear_converter() (jubakit.base.GenericConfig method) clear_row() (jubakit.recommender.Recommender method) Clustering (class in jubakit.clustering) (class in jubakit.dumb) ClusteringTransformer (class in jubakit.model) complete_row_from_datum() (jubakit.recommender.Recommender method) complete_row_from_id() (jubakit.recommender.Recommender method) compressor_methods() (jubakit.clustering.Config class method) ConcatLoader (class in jubakit.loader.chain) Config (class in jubakit.anomaly) (class in jubakit.bandit) (class in jubakit.burst) (class in jubakit.classifier) (class in jubakit.clustering) (class in jubakit.nearest_neighbor) (class in jubakit.recommender) (class in jubakit.regression) (class in jubakit.weight)

CONFIG (jubakit.dumb.Bandit attribute) (jubakit.dumb.Burst attribute) (jubakit.dumb.Clustering attribute) (jubakit.dumb.Graph attribute) (jubakit.dumb.NearestNeighbor attribute) (jubakit.dumb.Recommender attribute) (jubakit.dumb.Regression attribute) (jubakit.dumb.Stat attribute) connect() (jubakit.shell.JubaShell method) convert() (jubakit.base.BaseDataset method) CSVLoader (class in jubakit.loader.csv)

D

data() (jubakit.model.JubaModel method) Dataset (class in jubakit.anomaly) (class in jubakit.classifier) (class in jubakit.clustering) (class in jubakit.nearest_neighbor) (class in jubakit.recommender) (class in jubakit.regression) (class in jubakit.weight) DBSCAN (class in jubakit.wrapper.clustering) decision_function() (jubakit.wrapper.classifier.BaseJubatusClassifier method) decode_row() (jubakit.recommender.Recommender method) default() (jubakit.base.BaseConfig class method) DEFAULT_GAMMA (jubakit.burst.Burst attribute) DEFAULT_SCALING (jubakit.burst.Burst attribute)

delete_arm() (jubakit.bandit.Bandit method) disconnect() (jubakit.shell.JubaShell method) distances() (jubakit.clustering.Config class method) DocumentDataset (class in jubakit.burst) DocumentSchema (class in jubakit.burst) dump() (jubakit.model.JubaDump class method) (jubakit.model.JubaModel.Container method) (jubakit.model.JubaModel.Header method) (jubakit.model.JubaModel.ModelPart method) dump_binary() (jubakit.model.JubaModel method) dump_file() (jubakit.model.JubaDump class method) dump_json() (jubakit.model.JubaModel method) dump_text() (jubakit.model.JubaModel method) dumps() (jubakit.model.JubaModel.ModelPart method)

E

estimate() (jubakit.regression.Regression method)

F

fields() (jubakit.model.JubaModel.Header class method) (jubakit.model.JubaModel.ModelPart class method) (jubakit.model.JubaModel.SystemContainer class method) (jubakit.model.JubaModel.UserContainer class method) FILTER (jubakit.loader.twitter.TwitterStreamLoader attribute) FIREHOSE (jubakit.loader.twitter.TwitterStreamLoader attribute) fit() (jubakit.wrapper.classifier.BaseJubatusClassifier method) (jubakit.wrapper.clustering.BaseKFixedClustering method) (jubakit.wrapper.regression.BaseJubatusRegression method) fit_predict() (jubakit.wrapper.clustering.BaseJubatusClustering method) fix_header() (jubakit.model.JubaModel method) FLAG (jubakit.anomaly.Schema attribute)

from_array() (jubakit.classifier.Dataset class method) (jubakit.clustering.Dataset class method) (jubakit.nearest_neighbor.Dataset class method) (jubakit.regression.Dataset class method) from_data() (jubakit.classifier.Dataset class method) (jubakit.clustering.Dataset class method) (jubakit.nearest_neighbor.Dataset class method) (jubakit.regression.Dataset class method) from_matrix() (jubakit.classifier.Dataset class method) (jubakit.clustering.Dataset class method) (jubakit.nearest_neighbor.Dataset class method) (jubakit.regression.Dataset class method)

G

GAMMA (jubakit.burst.KeywordSchema attribute) GenericConfig (class in jubakit.base) GenericSchema (class in jubakit.base) GenericTransformer (class in jubakit.model) get() (jubakit.base.BaseDataset method) (jubakit.loader.postgresql.PostgreSQLAuthHandler method) (jubakit.loader.twitter.TwitterOAuthHandler method) (jubakit.model.JubaModel.ModelPart method) get_all_bursted_results() (jubakit.burst.Burst method) get_all_bursted_results_at() (jubakit.burst.Burst method) get_all_keywords() (jubakit.burst.Burst method) get_all_rows() (jubakit.nearest_neighbor.NearestNeighbor method) get_arm_info() (jubakit.bandit.Bandit method) get_cli_classes() (jubakit.shell.JubaShell class method) get_client() (jubakit.shell.JubaShell method) get_client_classes() (jubakit.shell.JubaShell class method) get_core_members() (jubakit.clustering.Clustering method) get_ids() (jubakit.clustering.Dataset method) (jubakit.nearest_neighbor.Dataset method)

get_k_center() (jubakit.clustering.Clustering method) get_labels() (jubakit.classifier.Dataset method) get_logger() (in module jubakit.logger) get_nearest_center() (jubakit.clustering.Clustering method) get_nearest_members() (jubakit.clustering.Clustering method) get_params() (jubakit.wrapper.classifier.BaseJubatusClassifier class method) (jubakit.wrapper.classifier.LinearClassifier method) (jubakit.wrapper.classifier.NearestNeighborsClassifier method) (jubakit.wrapper.regression.BaseJubatusRegression class method) (jubakit.wrapper.regression.LinearRegression method) (jubakit.wrapper.regression.NearestNeighborsRegression method) get_result() (jubakit.burst.Burst method) get_result_at() (jubakit.burst.Burst method) get_revision() (jubakit.clustering.Clustering method) get_schema() (jubakit.base.BaseDataset method) get_status() (jubakit.base.BaseService method) get_timeout() (jubakit.shell.JubaShell method) GMM (class in jubakit.wrapper.clustering) Graph (class in jubakit.dumb)

I

ID (jubakit.anomaly.Schema attribute) (jubakit.clustering.Schema attribute) (jubakit.nearest_neighbor.Schema attribute) (jubakit.recommender.Schema attribute) IGNORE (jubakit.base.BaseSchema attribute) INFER (jubakit.base.BaseSchema attribute)

interact() (jubakit.shell.JubaShell method) InvalidModelFormatError is_connected() (jubakit.shell.JubaShell method) is_infinite() (jubakit.base.BaseLoader method) (jubakit.loader.twitter.TwitterStreamLoader method) is_static() (jubakit.base.BaseDataset method)

J

JubaDump (class in jubakit.model) jubakit (module) jubakit.anomaly (module) jubakit.bandit (module) jubakit.base (module) jubakit.burst (module) jubakit.classifier (module) jubakit.clustering (module) jubakit.compat (module) jubakit.dumb (module) jubakit.loader (module) jubakit.loader.array (module) jubakit.loader.chain (module) jubakit.loader.core (module) jubakit.loader.csv (module) jubakit.loader.odbc (module) jubakit.loader.postgresql (module) jubakit.loader.sparse (module) jubakit.loader.twitter (module) jubakit.logger (module) jubakit.model (module) jubakit.nearest_neighbor (module) jubakit.recommender (module) jubakit.regression (module) jubakit.shell (module) jubakit.weight (module) jubakit.wrapper (module) jubakit.wrapper.classifier (module) jubakit.wrapper.clustering (module) jubakit.wrapper.regression (module) JubaModel (class in jubakit.model) jubamodel command line option -C <output_config>, --output-config <output_config> -F, --fix-header -O <output>, --output <output> -R <replace_config>, --replace-config <replace_config> -T <transform>, --transform <TRANSFORM> -Z <replace_version>, --replace-version <replace_version> -f, --no-validate -h, --help -i <format>, --in-format <format> -o <format>, --out-format <format>

JubaModel.Container (class in jubakit.model) JubaModel.Header (class in jubakit.model) JubaModel.ModelPart (class in jubakit.model) JubaModel.SystemContainer (class in jubakit.model) JubaModel.UserContainer (class in jubakit.model) JubaModelError jubash command line option -C <cluster>, --cluster <cluster> -F, --fail-fast -H <host>, --host <host> -P <port>, --port <port> -c <command>, --command <command> -d, --debug -e <engine>, --engine <engine> -h, --help -k, --keepalive -p <prompt>, --prompt <prompt> -s <service>, --service <service> -t <timeout>, --timeout <timeout> -v, --verbose JubaShell (class in jubakit.shell) JubaShellAssertionError JubaShellException JubaShellRPCError

K

KEYWORD (jubakit.burst.KeywordSchema attribute) KeywordDataset (class in jubakit.burst)

KeywordSchema (class in jubakit.burst) KMeans (class in jubakit.wrapper.clustering)

L

LABEL (jubakit.classifier.Schema attribute) LinearClassifier (class in jubakit.wrapper.classifier) LinearRegression (class in jubakit.wrapper.regression) LineBasedFileLoader (class in jubakit.loader.core) LineBasedStreamLoader (class in jubakit.loader.core) load() (jubakit.base.BaseService method) (jubakit.model.JubaModel.Container class method) (jubakit.model.JubaModel.Header class method) (jubakit.model.JubaModel.ModelPart class method) (jubakit.wrapper.regression.BaseJubatusRegression method)

load_binary() (jubakit.model.JubaModel class method) load_json() (jubakit.model.JubaModel class method) loads() (jubakit.model.JubaModel.ModelPart class method)

M

MergeChainLoader (class in jubakit.loader.chain) methods() (jubakit.anomaly.Config class method) (jubakit.bandit.Config class method) (jubakit.base.GenericConfig class method) (jubakit.burst.Config class method) (jubakit.classifier.Config class method) (jubakit.clustering.Config class method) (jubakit.nearest_neighbor.Config class method) (jubakit.recommender.Config class method) (jubakit.regression.Config class method) (jubakit.weight.Config class method)

N

name() (jubakit.anomaly.Anomaly class method) (jubakit.bandit.Bandit class method) (jubakit.base.BaseService class method) (jubakit.burst.Burst class method) (jubakit.classifier.Classifier class method) (jubakit.clustering.Clustering class method) (jubakit.dumb.Bandit class method) (jubakit.dumb.Burst class method) (jubakit.dumb.Clustering class method) (jubakit.dumb.Graph class method) (jubakit.dumb.NearestNeighbor class method) (jubakit.dumb.Recommender class method) (jubakit.dumb.Regression class method) (jubakit.dumb.Stat class method) (jubakit.nearest_neighbor.NearestNeighbor class method) (jubakit.recommender.Recommender class method) (jubakit.regression.Regression class method) (jubakit.weight.Weight class method)

NearestNeighbor (class in jubakit.dumb) (class in jubakit.nearest_neighbor) NearestNeighborsClassifier (class in jubakit.wrapper.classifier) NearestNeighborsRegression (class in jubakit.wrapper.regression) neighbor_row_from_datum() (jubakit.nearest_neighbor.NearestNeighbor method) neighbor_row_from_id() (jubakit.nearest_neighbor.NearestNeighbor method) NUMBER (jubakit.base.GenericSchema attribute)

O

ODBCLoader (class in jubakit.loader.odbc)

overwrite() (jubakit.anomaly.Anomaly method)

P

partial_fit() (jubakit.wrapper.classifier.BaseJubatusClassifier method) (jubakit.wrapper.regression.BaseJubatusRegression method) POSITION (jubakit.burst.DocumentSchema attribute) PostgreSQLAuthHandler (class in jubakit.loader.postgresql) PostgreSQLoader (class in jubakit.loader.postgresql) predict() (jubakit.base.BaseSchema class method) (jubakit.base.GenericSchema class method) (jubakit.wrapper.classifier.BaseJubatusClassifier method) (jubakit.wrapper.clustering.BaseKFixedClustering method) (jubakit.wrapper.regression.BaseJubatusRegression method)

predict_format() (jubakit.model.JubaModel class method) preprocess() (jubakit.base.BaseLoader method) probe_facts() (jubakit.shell.JubaShell class method) push() (jubakit.clustering.Clustering method)

R

Recommender (class in jubakit.dumb) (class in jubakit.recommender) RecommenderTransformer (class in jubakit.model) register_arm() (jubakit.bandit.Bandit method) register_reward() (jubakit.bandit.Bandit method) Regression (class in jubakit.dumb) (class in jubakit.regression) RegressionTransformer (class in jubakit.model) remove_all_keywords() (jubakit.burst.Burst method) remove_keyword() (jubakit.burst.Burst method) reset() (jubakit.bandit.Bandit method) rows() (jubakit.base.BaseLoader method) (jubakit.loader.array.ArrayLoader method) (jubakit.loader.array.ZipArrayLoader method) (jubakit.loader.chain.ConcatLoader method) (jubakit.loader.chain.MergeChainLoader method) (jubakit.loader.chain.ValueMapChainLoader method) (jubakit.loader.core.LineBasedStreamLoader method) (jubakit.loader.csv.CSVLoader method) (jubakit.loader.postgresql.PostgreSQLoader method) (jubakit.loader.sparse.SparseMatrixLoader method) (jubakit.loader.twitter.TwitterStreamLoader method)

run() (jubakit.base.BaseService class method) (jubakit.shell.JubaShell method)

S

SAMPLE (jubakit.loader.twitter.TwitterStreamLoader attribute) save() (jubakit.base.BaseService method) (jubakit.wrapper.classifier.BaseJubatusClassifier method) (jubakit.wrapper.regression.BaseJubatusRegression method) SCALING (jubakit.burst.KeywordSchema attribute) Schema (class in jubakit.anomaly) (class in jubakit.classifier) (class in jubakit.clustering) (class in jubakit.nearest_neighbor) (class in jubakit.recommender) (class in jubakit.regression) (class in jubakit.weight) select_arm() (jubakit.bandit.Bandit method) set() (jubakit.model.JubaModel.ModelPart method) set_params() (jubakit.wrapper.classifier.BaseJubatusClassifier method) (jubakit.wrapper.regression.BaseJubatusRegression method) set_remote() (jubakit.shell.JubaShell method) set_row() (jubakit.nearest_neighbor.NearestNeighbor method) set_timeout() (jubakit.shell.JubaShell method) setup_logger() (in module jubakit.logger)

shell() (jubakit.base.BaseService method) shuffle() (jubakit.base.BaseDataset method) similar_row_from_datum() (jubakit.nearest_neighbor.NearestNeighbor method) (jubakit.recommender.Recommender method) similar_row_from_datum_and_rate() (jubakit.recommender.Recommender method) similar_row_from_datum_and_score() (jubakit.recommender.Recommender method) similar_row_from_id() (jubakit.nearest_neighbor.NearestNeighbor method) (jubakit.recommender.Recommender method) similar_row_from_id_and_rate() (jubakit.recommender.Recommender method) similar_row_from_id_and_score() (jubakit.recommender.Recommender method) SITE (jubakit.loader.twitter.TwitterStreamLoader attribute) softmax() (jubakit.base.Utils static method) SparseMatrixLoader (class in jubakit.loader.sparse) Stat (class in jubakit.dumb) STATUS_KEYS (jubakit.loader.twitter.TwitterStreamLoader attribute) stop() (jubakit.base.BaseService method) (jubakit.wrapper.classifier.BaseJubatusClassifier method) (jubakit.wrapper.clustering.BaseJubatusClustering method) (jubakit.wrapper.regression.BaseJubatusRegression method) STRING (jubakit.base.GenericSchema attribute)

T

TARGET (jubakit.regression.Schema attribute) TEXT (jubakit.burst.DocumentSchema attribute) train() (jubakit.classifier.Classifier method) (jubakit.regression.Regression method) train_and_classify() (jubakit.classifier.Classifier class method) train_and_estimate() (jubakit.regression.Regression class method) transform() (jubakit.anomaly.Schema method) (jubakit.base.BaseSchema method) (jubakit.base.GenericSchema method) (jubakit.burst.DocumentSchema method) (jubakit.burst.KeywordSchema method) (jubakit.classifier.Schema method) (jubakit.clustering.Schema method) (jubakit.model.AnomalyTransformer method) (jubakit.model.BaseTransformer method) (jubakit.model.ClassifierTransformer method) (jubakit.model.GenericTransformer method) (jubakit.model.JubaModel method) (jubakit.model.RecommenderTransformer method) (jubakit.nearest_neighbor.Schema method) (jubakit.recommender.Schema method) (jubakit.regression.Schema method)

TwitterOAuthHandler (class in jubakit.loader.twitter) TwitterStreamLoader (class in jubakit.loader.twitter)

U

UnsupportedTransformationError update() (jubakit.anomaly.Anomaly method) (jubakit.weight.Weight method)

update_row() (jubakit.recommender.Recommender method) USER (jubakit.loader.twitter.TwitterStreamLoader attribute) Utils (class in jubakit.base)

V

ValueMapChainLoader (class in jubakit.loader.chain)

W

Weight (class in jubakit.weight)

Z

ZipArrayLoader (class in jubakit.loader.array)