Module Import alias ImportFrom alias ImportFrom alias identifier Import alias ImportFrom alias alias alias alias alias alias alias alias alias ImportFrom alias ClassDef bases NameLoad body Pass decorator_list ClassDef bases AttributeLoad NameLoad attr body FunctionDef arguments args NameParam NameParam defaults body Raise Call NameLoad NameLoad decorator_list decorator_list FunctionDef arguments args defaults body Assign NameStore Call NameLoad Assign NameStore Call AttributeLoad NameLoad attr Expr Call AttributeLoad NameLoad attr Str Str keyword Str keyword Str Expr Call AttributeLoad NameLoad attr Str Str keyword Str keyword Str keyword Str Assign NameStore Call AttributeLoad NameLoad attr keyword Str keyword NameLoad keyword Str Assign NameStore Call AttributeLoad NameLoad attr Str keyword Str Expr Call AttributeLoad NameLoad attr keyword Str Assign NameStore Call AttributeLoad NameLoad attr Str keyword Str Expr Call AttributeLoad NameLoad attr NameLoad Expr Call AttributeLoad NameLoad attr keyword Str Assign NameStore Call AttributeLoad NameLoad attr Str keyword Str keyword AttributeLoad NameLoad attr Expr Call AttributeLoad NameLoad attr NameLoad Expr Call AttributeLoad NameLoad attr keyword Str Assign NameStore Call AttributeLoad NameLoad attr Str keyword Str Expr Call AttributeLoad NameLoad attr NameLoad Expr Call AttributeLoad NameLoad attr keyword Str Assign NameStore Call AttributeLoad NameLoad attr Str keyword Str Expr Call AttributeLoad NameLoad attr NameLoad Expr Call AttributeLoad NameLoad attr keyword Str Assign NameStore Call AttributeLoad NameLoad attr Str keyword BinOpAdd Str Str Expr Call AttributeLoad NameLoad attr NameLoad Expr Call AttributeLoad NameLoad attr keyword Str Assign NameStore Call AttributeLoad NameLoad attr Str keyword Str Expr Call AttributeLoad NameLoad attr NameLoad Expr Call AttributeLoad NameLoad attr keyword Str Assign NameStore Call AttributeLoad NameLoad attr Str keyword Str Expr Call AttributeLoad NameLoad attr keyword Str Assign NameStore Call AttributeLoad NameLoad attr Str keyword Str Expr Call AttributeLoad NameLoad attr keyword Str Assign NameStore Call AttributeLoad NameLoad attr Str keyword Str Expr Call AttributeLoad NameLoad attr NameLoad Expr Call AttributeLoad NameLoad attr keyword Str TryExcept body TryExcept body Assign NameStore Call AttributeLoad NameLoad attr handlers ExceptHandler type NameLoad name NameStore body Import alias Assign NameStore SubscriptLoad AttributeLoad NameLoad attr Slice Num TryExcept body Assign NameStore Call AttributeLoad NameLoad attr Str If BoolOpAnd CompareGt Call NameLoad NameLoad BinOpAdd NameLoad Num CompareIn SubscriptLoad NameLoad Index BinOpAdd NameLoad Num Call AttributeLoad AttributeLoad NameLoad attr attr body Expr Call AttributeLoad NameLoad attr BinOpAdd NameLoad Num Str Assign NameStore Call AttributeLoad NameLoad attr NameLoad orelse Raise NameLoad handlers ExceptHandler type NameLoad body Raise NameLoad handlers ExceptHandler type NameLoad name NameStore body Import alias For NameStore Call AttributeLoad AttributeLoad NameLoad attr attr body If CompareIn NameLoad SubscriptLoad AttributeLoad NameLoad attr Slice Num body Assign NameStore BinOpAdd Call AttributeLoad AttributeLoad NameLoad attr attr NameLoad Num Assign NameStore SubscriptLoad AttributeLoad NameLoad attr Slice NameLoad Assign NameStore SubscriptLoad Call NameLoad Index BinOpAdd Str NameLoad Assign NameStore Call AttributeLoad NameLoad attr NameLoad Expr Call AttributeLoad NameLoad attr NameLoad AttributeLoad NameLoad attr If AttributeLoad NameLoad attr body If CompareEq AttributeLoad NameLoad attr Str body Import alias Assign TupleStore NameStore AttributeStore NameLoad attr Call AttributeLoad NameLoad attr keyword Str keyword Str Print Str AttributeLoad NameLoad attr ImportFrom alias Assign NameStore Lambda arguments args NameParam defaults Call NameLoad NameLoad keyword NameLoad keyword AttributeLoad NameLoad attr keyword NameLoad orelse If AttributeLoad NameLoad attr body ImportFrom alias Assign NameStore Lambda arguments args NameParam defaults Call NameLoad NameLoad keyword NameLoad orelse Assign NameStore Lambda arguments args NameParam defaults NameLoad If CompareEq AttributeLoad NameLoad attr Str body ImportFrom alias Print NameLoad orelse If CompareEq AttributeLoad NameLoad attr Str body Assign AttributeStore NameLoad attr Call Call NameLoad AttributeLoad NameLoad attr NameLoad Print Str Print Str Print Str AttributeLoad NameLoad attr Print Str Print Str AttributeLoad NameLoad attr orelse If CompareEq AttributeLoad NameLoad attr Str body Expr Call Call NameLoad AttributeLoad NameLoad attr NameLoad Print Str Print Str AttributeLoad NameLoad attr orelse If CompareEq AttributeLoad NameLoad attr Str body Expr Call Call NameLoad AttributeLoad NameLoad attr NameLoad If UnaryOpNot AttributeLoad NameLoad attr body Print Str Print Str AttributeLoad NameLoad attr Print Str Print Str AttributeLoad NameLoad attr orelse If CompareEq AttributeLoad NameLoad attr Str body Expr Call Call NameLoad AttributeLoad NameLoad attr NameLoad orelse If CompareEq AttributeLoad NameLoad attr Str body Expr Call Call NameLoad AttributeLoad NameLoad attr NameLoad orelse If CompareEq AttributeLoad NameLoad attr Str body Expr Call Call NameLoad AttributeLoad NameLoad attr NameLoad orelse If CompareEq AttributeLoad NameLoad attr Str body Expr Call Call NameLoad AttributeLoad NameLoad attr NameLoad orelse If CompareEq AttributeLoad NameLoad attr Str body Expr Call Call NameLoad AttributeLoad NameLoad attr NameLoad orelse If CompareEq AttributeLoad NameLoad attr Str body Expr Call Call NameLoad AttributeLoad NameLoad attr NameLoad If AttributeLoad NameLoad attr body TryExcept body Import alias Print Str Expr Call AttributeLoad AttributeLoad NameLoad attr attr ListLoad AttributeLoad NameLoad attr handlers ExceptHandler type NameLoad body Print Call AttributeLoad Str attr AttributeLoad NameLoad attr decorator_list If CompareEq NameLoad Str body Expr Call NameLoad
N/A N/A argparse argparse ArgumentParser ConfigParser RawConfigParser ConfigParser N/A os.path topicexplorer init prep train server launch notebook demo update langspace topicexplorer.lib.util is_valid_filepath ArgumentParserError N/A Exception N/A N/A N/A ThrowingArgumentParser N/A N/A argparse ArgumentParser N/A error N/A N/A self message N/A N/A N/A N/A ArgumentParserError message N/A N/A main N/A N/A N/A N/A N/A parser N/A ThrowingArgumentParser N/A benchmark_group N/A N/A parser add_mutually_exclusive_group N/A N/A N/A benchmark_group add_argument -t --time help Print execution time action store_true N/A N/A N/A benchmark_group add_argument -p --profile help Profile the command.
    Optional filename saves results for use with snakeviz, pstats, or
    cprofilev. Automatically launches snakeviz, if installed. nargs ? metavar STATS_FILE N/A parsers N/A N/A parser add_subparsers help select a command parser_class ArgumentParser metavar {version,demo,update,init,prep,train,launch,notebook} N/A version_parser N/A N/A parsers add_parser version help Print the version and exit N/A N/A N/A version_parser set_defaults func version N/A parser_init N/A N/A parsers add_parser init help Initialize the topic explorer N/A N/A N/A init populate_parser parser_init N/A N/A N/A parser_init set_defaults func init N/A parser_prep N/A N/A parsers add_parser prep help Prep the corpus formatter_class N/A argparse RawDescriptionHelpFormatter N/A N/A N/A prep populate_parser parser_prep N/A N/A N/A parser_prep set_defaults func prep N/A parser_train N/A N/A parsers add_parser train help Train the LDA models N/A N/A N/A train populate_parser parser_train N/A N/A N/A parser_train set_defaults func train N/A parser_launch N/A N/A parsers add_parser launch help Serve the trained LDA models N/A N/A N/A launch populate_parser parser_launch N/A N/A N/A parser_launch set_defaults func launch N/A parser_serve N/A N/A parsers add_parser serve help N/A Serve a single LDA model, helper for `vsm launch`, rarely called directly N/A N/A N/A server populate_parser parser_serve N/A N/A N/A parser_serve set_defaults func serve N/A parser_nb N/A N/A parsers add_parser notebook help Create a set of IPython Notebooks N/A N/A N/A notebook populate_parser parser_nb N/A N/A N/A parser_nb set_defaults func notebook N/A parser_demo N/A N/A parsers add_parser demo help Download and run the AP demo N/A N/A N/A parser_demo set_defaults func demo N/A parser_update N/A N/A parsers add_parser update help Update the Topic Explorer N/A N/A N/A parser_update set_defaults func update N/A parser_langspace N/A N/A parsers add_parser langspace help Add spaces before unicode chars N/A N/A N/A langspace populate_parser parser_langspace N/A N/A N/A parser_langspace set_defaults func langspace N/A N/A N/A N/A N/A args N/A N/A parser parse_args N/A N/A N/A ArgumentParserError N/A e N/A N/A sys N/A new_args N/A N/A sys argv N/A 1 N/A N/A N/A profile N/A N/A new_args index -p N/A N/A N/A N/A len new_args N/A profile 1 N/A N/A new_args N/A N/A profile 1 N/A N/A N/A parsers choices keys N/A N/A N/A N/A new_args insert N/A profile 1 - N/A args N/A N/A parser parse_args new_args N/A N/A e N/A N/A N/A ValueError N/A N/A e N/A N/A N/A ArgumentParserError N/A e N/A N/A sys N/A p N/A N/A N/A parsers choices keys N/A N/A N/A p N/A N/A sys argv N/A 1 N/A N/A subargs_idx N/A N/A N/A N/A sys argv index p 1 N/A subargs N/A N/A sys argv N/A subargs_idx N/A subparser N/A N/A locals N/A N/A parser_ p N/A args N/A N/A subparser parse_args subargs N/A N/A N/A ArgumentParser error parser N/A e message N/A N/A args profile N/A N/A N/A N/A args profile - N/A N/A tempfile N/A N/A temphandle N/A args profile N/A N/A tempfile mkstemp suffix .prof prefix vsm. N/A Saving benchmark data to N/A args profile profilehooks profile N/A benchmark N/A N/A N/A fn N/A N/A profile fn immediate True filename N/A args profile stdout None N/A N/A N/A args time N/A profilehooks timecall N/A benchmark N/A N/A N/A fn N/A N/A timecall fn immediate False N/A N/A benchmark N/A N/A N/A fn N/A fn N/A N/A N/A args func version N/A topicexplorer.version __pretty_version__ N/A __pretty_version__ N/A N/A N/A N/A args func init N/A N/A N/A args config_file N/A N/A benchmark N/A init main args N/A 
TIP: Only initalizing corpus object and config file. N/A      Next prepare the corpus using: N/A          vsm prep N/A args config_file N/A      Or skip directly to training LDA models using: N/A          vsm train N/A args config_file N/A N/A N/A N/A args func prep N/A N/A N/A N/A benchmark N/A prep main args N/A 
TIP: Train the LDA models with: N/A          vsm train N/A args config_file N/A N/A N/A N/A args func train N/A N/A N/A N/A benchmark N/A train main args N/A N/A N/A args dry_run N/A N/A 
TIP: launch the topic explorer with: N/A          vsm launch N/A args config_file N/A      or the notebook server with: N/A          vsm notebook N/A args config_file N/A N/A N/A N/A args func launch N/A N/A N/A N/A benchmark N/A launch main args N/A N/A N/A N/A args func serve N/A N/A N/A N/A benchmark N/A server main args N/A N/A N/A N/A args func notebook N/A N/A N/A N/A benchmark N/A notebook main args N/A N/A N/A N/A args func demo N/A N/A N/A N/A benchmark N/A demo main args N/A N/A N/A N/A args func update N/A N/A N/A N/A benchmark N/A update main args N/A N/A N/A N/A args func langspace N/A N/A N/A N/A benchmark N/A langspace main args N/A N/A args profile N/A N/A N/A N/A snakeviz.cli N/A N/A N/A N/A N/A snakeviz cli main N/A N/A args profile N/A N/A N/A ImportError N/A N/A N/A N/A 
Snakeviz is not installed. Install with `pip install snakeviz`, 
            then run `snakeviz {}`. format N/A args profile N/A N/A N/A __name__ __main__ N/A N/A N/A main