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()
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_api_endpoint_code_default()
get_budget_tracker_default()
get_column_list()
get_corpora_default()
get_deployment_step()
get_model_configuration_default()
get_model_selector_default()
get_multi_armed_bandit_default()
get_openshift_deployment_config()
get_openshift_service_ips()
get_parameter_access_default()
get_pattern_selector_default()
get_post_score_code()
get_pre_score_code()
get_setup_offer_matrix_default()
get_whitelist_default()
link_collections_to_project()
link_dynamic_interactions_to_project()
remove_network_node()
single_test_calls()
tail_openshift_logs()
test_deployment()
udate_properties_and_refresh()
- 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:
object
Logs 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:
Exception
Exception raised for incorrect authentication details.
- exception prediction.jwt_access.AuthenticationExpiry(expiry)#
Bases:
Exception
Exception 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:
OSError
There was an ambiguous exception that occurred while handling your request.
- exception prediction.request_utils.RequestTypeError(t)#
Bases:
Exception
Exception 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)#