prediction package#
Subpackages#
- prediction.apis package
- Submodules
- prediction.apis.algorithm_client_pulse module
delete_pulse_responder_dynamic()generate_cox_ph_data()generate_forecast()get_pulse_responder_messages()get_pulse_responder_options()get_pulse_responder_profile()get_timeline()list_pulse_responder_dynamic()process_apriori()process_arima_forecast()process_basket()process_directed_graph()process_directed_graph2()process_ecogenetic_network()save_pulse_responder_dynamic()update_client_pulse_responder()
- prediction.apis.auth_controller module
- prediction.apis.data_ingestion_engine module
- prediction.apis.data_management_engine module
add_document_collection()add_document_database()add_documents()create_document_collection_index()create_presto_sql()csv_file_to_json()csv_import()csv_import2()delete_all_documents()delete_documents()drop_document_collection()drop_document_collection_index()drop_document_database()dump_document_database()execute_mongo_db_script()export_documents()get_cassandra_sql()get_cassandra_to_mongo()get_data()get_data_aggregate()get_data_sort()get_document_collection_indexes()get_document_db_aggregate2()get_document_db_collection_stats()get_document_db_collections()get_document_db_find_labels()get_document_db_list()get_document_labels()get_presto_sql()import_documents()post_mongo_db_aggregate_pipeline()rename_collection()restore_document_database()update_key_name()
- prediction.apis.data_munging_engine module
auto_normalize_all()concat_columns()concat_columns2()delete_key()delete_many_documents()ecosystem_rewards_beta_box_plots()ecosystem_rewards_explore()ecosystem_rewards_explore_approx()ecosystem_rewards_explore_approx_context()enrich_date()enrich_date2()enrich_fragments()enrich_fragments2()enrich_location()enrich_mcc()enrich_sic()enum_convert()fill_values()fill_zeros()flatten_document()foreign_key_aggregator()foreign_key_lookup()generate_features()generate_features_normalize()generate_time_series_features()get_categories()get_categories_ratio()munge_transactions()munge_transactions_aggregate()nlp_worker()personality_enrich()predicition_enrich()prediction_enrich_fast()prediction_enrich_fast_post()process_client_pulse_reliability()process_range()
- prediction.apis.deployment_management module
add_network_node()create_deployment()create_network_configuration()create_openshift_enpoint()create_project()define_deployment_model_configuration()define_deployment_model_selector()define_deployment_multi_armed_bandit()define_deployment_parameter_access()define_deployment_setup_offer_matrix()define_deployment_virtual_variable()define_deployment_whitelist()distribution_test()get_column_list()get_deployment_step()get_openshift_deployment_config()get_openshift_service_ips()link_collections_to_project()link_dynamic_interactions_to_project()remove_network_node()single_test_calls()tail_openshift_logs()test_deployment()udate_properties_and_refresh()update_deployment_step()update_project()update_project_name()
- prediction.apis.ecosystem_generation_engine module
- prediction.apis.ecosystem_home module
- prediction.apis.ecosystem_main module
- prediction.apis.ecosystem_user_profiles module
- prediction.apis.functions module
- prediction.apis.interactions module
- prediction.apis.online_learning_management module
- prediction.apis.prediction_engine module
add_pretrained_model()delete_analysis()delete_model()delete_prediction()delete_prediction_project()delete_user_deployments()delete_userframe()deploy_predictor()download_project()get_analysis_result()get_analysis_results()get_featurestore()get_featurestores()get_prediction()get_prediction_project()get_prediction_projects()get_prediction_projects_base()get_uframe()get_user_deployment()get_user_deployments()get_user_featurestores()get_user_files()get_user_model()get_user_models()get_user_predictions()import_module()save_analysis()save_model()save_prediction()save_prediction_project()save_user_deployments()save_user_frame()test_model()
- prediction.apis.quickflat module
- prediction.apis.settings_controller module
- prediction.apis.transaction_categorization module
- prediction.apis.user_controller module
- prediction.apis.utilities module
- prediction.apis.worker_aws module
- prediction.apis.worker_file_service module
- prediction.apis.worker_google module
- prediction.apis.worker_h2o module
cancel_job()change_to_enum()delete_frame()download_model()download_model_mojo()export_frame()featurestore_to_frame()file_to_frame()generate_model_detail()get_frame()get_frame_column_summary()get_frame_columns()get_model_stats()get_train_model()import_sql_table()model_grids()prediction_frames()prediction_jobs()prediction_models()split_frame()train_model()
- prediction.apis.worker_microsoft module
- prediction.apis.worker_open_ai module
- prediction.apis.worker_uber module
- Module contents
Submodules#
prediction.export_to_notebook module#
prediction.jwt_access module#
- class prediction.jwt_access.Authenticate(api_address, username, password)#
Bases:
objectLogs into the ecosystem server and retrieves an access token for authentication.
- Parameters:
api_address – The url of the ecosystem server.
username – The username of the user.
password – The password of the user.
- get_access_token()#
- get_auth_headers()#
- get_expiry_date()#
- get_password()#
- get_refresh_token()#
- get_server()#
- get_username()#
- exception prediction.jwt_access.AuthenticationError#
Bases:
ExceptionException raised for incorrect authentication details.
- exception prediction.jwt_access.AuthenticationExpiry(expiry)#
Bases:
ExceptionException raised for expired authentication token.
- prediction.jwt_access.stringify_data(data)#
prediction.nlp_utils module#
- prediction.nlp_utils.apply_tfidf(verbs)#
- prediction.nlp_utils.clean(df, field)#
- prediction.nlp_utils.drop_eng_sentence(sentence)#
- prediction.nlp_utils.drop_non_eng_sentence(sentence)#
- prediction.nlp_utils.drop_stop_df(df, field)#
- prediction.nlp_utils.drop_stop_sentence(sentence)#
- prediction.nlp_utils.remove_english(df, field)#
- prediction.nlp_utils.remove_non_english(df, field)#
- prediction.nlp_utils.stem_df(df, field, language)#
- prediction.nlp_utils.stem_sentences(sentence)#
prediction.notebook_functions module#
prediction.prediction_utils module#
- prediction.prediction_utils.async_upload(auth, dataframe, db_name, col_name)#
- prediction.prediction_utils.frame_csv_file(auth, filename, prefix, description)#
prediction.request_utils module#
- exception prediction.request_utils.ApiError(*args, **kwargs)#
Bases:
OSErrorThere was an ambiguous exception that occurred while handling your request.
- exception prediction.request_utils.RequestTypeError(t)#
Bases:
ExceptionException raised for non existant request type.
- prediction.request_utils.auto_format_params(d)#
- prediction.request_utils.create(auth, endpoint, json=None, data=None, params=None, ep_arg=None, stream=None, info=False)#
- prediction.request_utils.create_only_auth(auth, endpoint, **kwargs)#
- prediction.request_utils.create_only_auth_no_error(auth, endpoint, **kwargs)#
- prediction.request_utils.get_type(t)#