IBM SPSS artifacts

IBM® SPSS® streams and jobs are provided as artifacts.

Warranty - Streams and Jobs

Warranty artifacts are shown in the following table:

Table 1. Warranty - Streams and Jobs
.pes file Modeler Stream / ADM Streams / CaDS jobs Description

IBMPMQ_QEWSL

IBMPMQ_QEWSL_WARR.str

The manufacturing or production warranty stream built to do a ETL sort of processing. No modeling activity involved here

Not applicable

IBMPMQ_QEWSL_JOB

CaDS job used to invoke IBMPMQ_QEWSL_WARR.str for  the manufacturing (MFG) or production (PROD)use cases

Not applicable

IBMPMQ_QEWSL_SALES.str

CaDS job used to invoke IBMPMQ_QEWSL_JOB for  the sales (SALES) use case

Not applicable

IBMPMQ_QEWSL_

SALES_JOB

CaDS job used to invoke IBMPMQ_QEWSL_SALES.str for  the SALES use cases

Maintenance - Stream and Jobs

Maintenance artifacts are shown in the following table:

Table 2. Maintenance - Stream and Jobs
.pes file Modeler Stream / ADM Streams / CaDS jobs Description

IBMPMQ_MAINTENANCE_

ANALYTICS

MAINTENANCE.str

Main stream in maintenance to identify and forecast the forecasted days to next maintenance  and calculate the Maintenance Health score value .

Not applicable

MAINTENANCE_DAILY.str

Gives the Maintains details for a specific day

Not applicable

MAINTENANCE_

RECOMMENDATIONS.str

The ADM Stream to give the Maintenance recommendations

Not applicable

IBMPMQ_MAINTENANCE_

ANALYTICS_JOB

CaDS job used to invoke MAINTENANCE.str, MAINTENANCE_DAILY.str, MAINTENANCE_

RECOMMENDATIONS.str, and IBMPMQ_MAINTENANCE_

ANALYTICS_JOB

TopN failure predictors - Stream and Jobs

TopN failure predictors artifacts are shown in the following table:

Table 3. TopN failure predictors - Stream and Jobs
.pes file Modeler Stream / ADM Streams / CaDS jobs Description

IBMPMQ_TOP_FAILURE_

PREDICTORS

TopN_MODEL.str

Modeling stream to extract and store the PMML giving the predictor importance of various configured parameters in predicting a resource's failure.

Not applicable

TopN_XML.str

This stream uses the PMML generated by the TopN_MODEL.str stream and extracts the necessary information from it and does essential transformation such that the output can be consumed by  Cognos®

Not applicable

IBMPMQ_TOP_FAILURE_

PREDICTORS_JOB

CaDS job used to invoke the TopN_MODEL.str and the TopN_XML.str streams

Not applicable

TOPN_EVENTS.str

Create csv with of the Top N data in a format that can be loaded into the PMQ event table using the IIB flows

SENSOR-based health analytics - Stream and Jobs

SENSOR-based health analytics artifacts are shown in the following table:

Table 4. SENSOR-based health analytics - Stream and Jobs
.pes file Modeler Stream / ADM Streams / CaDS jobs Description

IBMPMQ_SENSOR_

ANALYTICS

SENSOR_HEALTH_DATA_

PREP.str

A Data preparation stream which retrieves the data from IBM PMQ tables and prepares the data to be used in the modeling, the eligible data is exported to a csv file for the modeling

Not applicable

SENSOR_HEALTH_

COMBINED.str

The combined stream helps in training the models and also refreshes them for the scoring service

Not applicable

SENSOR_HEALTH_

ANALYTICS_JOB

CaDS job used to invoke the SENSOR_HEALTH_

COMBINED.str stream

Not applicable

IBMPMQ_SENSOR_

ANALYTICS.str

This stream is auto generated when a training happens and for the real time scoring -- SENSOR_HEALTH_SCORE service configured to be used

Integrated analytics - Stream and Jobs

Integrated analytics artifacts are shown in the following table:

Table 5. Integrated analytics - Stream and Jobs
.pes file Modeler Stream / ADM Streams / CaDS jobs Description

IBMPMQ_INTEGRATED_

FEATURE_BASED_

ANALYTICS

INTEGRATION_FBA_

DATA_PREP.str

A Data preparation stream which retrieves the data from IBM PMQ tables and prepares the data to be used in the modeling, the eligible data is exported to a csv file for the modeling

Not applicable

INTEGRATION_FBA_

IHS_T.str

This stream helps in training the health score models and also refreshes them for the scoring service

Not applicable

INTEGRATION_FBA_

IFDM_T.str

This stream helps in training the forecasted days to maintenance model and also refreshes the model for the scoring service

Not applicable

IBMPMQ_INTEGRATED_

FEATURE_BASED

ANALYTICS

CaDS job used to invoke the INTEGRATION_FBA_

DATA_PREP.str , INTEGRATION_

FBA_IHS_T.str, and

INTEGRATION_FBA_IFDM_

T.str streams

Not applicable

INTEGRATION_

FBA_IHS.str

This stream is auto generated when a training happens, and is invoked for real time health score prediction within the INTEGRATED_FBA.str stream

Not applicable

INTEGRATION_FBA

_IFDM.str

This stream is auto generated when a training happens, and is invoked for real time forecasted days to maintenance prediction within the INTEGRATED_FBA.str stream

Not applicable

INTEGRATED_FBA.str This is ADM published stream which invokes the health score and days to maintenance models, and gives a final recommendation based on business rules. It is configured for real time scoring - INTEGRATED_FBA service is configured for scoring services.

Feature-based analytics - Stream and Jobs

Feature-based analytics artifacts are shown in the following table:

Table 6. Feature-based analytics - Stream and Jobs
.pes file Modeler Stream / ADM Streams / CaDS jobs Description
IBMPMQ_SENSOR_

FEATURE_BASED

ANALYTICS

SENSOR_FBA_DATA_

PREP.str

A Data preparation stream which retrieves the data from IBM PMQ tables and prepares the data to be used in the modeling, the eligible data is exported to a csv file for the modeling

Not applicable

SENSOR_FBA_FHS_T.str

This stream helps in training the health score models and also refreshes them for the scoring service

Not applicable

SENSOR_FBA_FFDM_T.str

This stream helps in training the forecasted days to maintenance model and also refreshes the model for the scoring service

Not applicable

IBMPMQ_SENSOR_

FEATURE_BASED_

ANALYTICS

CaDS job used to invoke the SENSOR_FBA_DATA_

PREP.str, SENSOR_FBA_

FHS_T.str, and SENSOR_FBA_

FFDM_T.str streams

Not applicable

SENSOR_

FBA_FHS.str

This stream is auto generated when a training happens, and is invoked for real time health score prediction within the INTEGRATED_FBA.str stream

Not applicable

SENSOR_FBA_FFDM.str

This stream is auto generated when a training happens, and is invoked for real time forecasted days to maintenance prediction within the FBA.str stream

Not applicable

FBA.str This is ADM published stream which invokes the health score and days to maintenance models, and gives a final recommendation based on business rules. It is configured for real time scoring - FBA service configured to be used.

Features for the energy and utility industry - Stream and Jobs

Energy and utility industry artifacts are shown in the following table:

Table 7. Features for the energy and utilities industry - Stream and Jobs
.pes file Modeler Stream / ADM Streams / CaDS jobs Description

IBMPMQ_

ARMOR_ANALYTICS

IBMPMQ_ARMOR_

DTCA_CABLE_

FEATURES

CaDS job used to invoke the IBMPMQ_FEATURES_

DTCA.str and

IBMPMQ_FEATURES_

CABLE.str to

generate features for distribution transformer and cable assets respectively.

Not applicable

IBMPMQ_FEATURES

_DTCA.str

This stream helps to generate the csv file with Distribution Transformer specific overload features, as well as current aging measure. The csv file is used in Feature-Based Analytics modeling.

Not applicable

IBMPMQ_FEATURES

_CABLE.str

This stream helps to generate the csv file with Cable specific overload features, which is used in FBA modeling.

Not applicable

IBMPMQ_ARMOR

_DTPA

CaDS job used to invoke the IBMPMQ_FEATURES

_DTPA.str stream to generate projected aging for distribution transformer assets.

Not applicable

IBMPMQ_FEATURES

_DTPA.str

This stream helps to generate the csv file with distribution transformer projected aging for user-specified future years (based on start year, number of years, and interval size), and degradation factor.