what’s new in kingdom 2020

© 2020 IHS Markit. All Rights Reserved.

Analytics Explorer

An analytics and data science driven geological, geophysical and engineering interpretation platform


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Kingdom Analytics

Harmony Analytics


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Harmony

Kingdom

EDM

DNA

SQL/PostgreSQL

EDIN (Coming soon)


What is Analytics Explorer?

• Analytics Explorer is a state-of-the-art data science platform. Integrating IHS Markit analytics ready data with client proprietary data from IHSM software and other sources allows for a more robust analysis and better collaboration across disciplines.

• Providing confidence in results as we solve client driven challenges. AE is able to provide validation of results, uncertainty and risk analysis through the measurement and visualization of error metrics.

• The foundation of AE is defined by three elements:

• The IHSM Data Legacy providing an extensive data library

• Internal team of data scientists and academic research partners

• Proprietary Machine learning algorithms that are commercialized in our products

Proprietary Machine

Learning AlgorithmsInternal/External network

of research teamsVast IHSM data Powered by:

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The 6 Benefits of Energy Connected

It’s all about productivity!

From dynamic and automated workflows, real-

time data connections to fast query and map

updates, clients need speed to be productive

Speed

It’s all about client-driven science!

Ability to improve your analysis within your trusted tools

enhanced by data science. Adds automation to your day to

day workflow.

Confidence

It’s all about lowering cost of operation!

Faster insights into cost savings, productivity

improvements; do more with less

Costs It’s all about experts!

Our ecosystem connects experts. Have confidence in

the analysis and prediction, and reduce uncertainty

Fundamentals

Collaboration

It’s all about leveraging future technology today!

Next generation technology made accessible

Optimization

It’s all about our modern ecosystem!

Connect your domain experts, cross disciplinary

insights and data; reduce risk

The 6 Benefits of Energy Connected Analytics Explorer


Faster and better decision making

Reduce costsOptimize processes and

operations

Collaboration, accessibility and

usability

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• More data to analyze• Needs fewer resources• Automated common and

time-consuming interpretation tasks

• Where to drill• Monitoring operations• Reliable interpretations and

predictions

• Optimize existing production• Forecast production of new

wells• Find the right amount of wells

to develop an area• Optimum completion

parameters for future wells

• Fully integrated content• Focus on analytics• Data science for interpreters

Why Analytics Explorer – Client challenges


• Analytics Explorer provides interactive connections between IHSM analytics-ready content, Harmony, Kingdom, and EDM databases (with EDIN coming soon). These proprietary connections enable interpreters to better visualize the data, QC, filter, and run data analytics on their full range of data within Spotfire. Analytics Explorer unleashes new and powerful ways to exploit your data. Generate workflows using machine learning algorithms for robust Multivariate Analytics applied to: lithologies, seismic workflows, production, completions, optimized field development etc.

IHSM ContentAnalytics Explorer Platform

Customer data

Cloud(Future State)

Desktop

Harmony Kingdom EDM

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Analytics Explorer is highly interactive


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Create a new or open any GG&E template. Get insights into your data, run advance

computations, or build any predictive model with the best machine learning algorithms

Constant communication between dashboards and interpretation platforms

and IHSM data

Save key outputs from your analysis into the Kingdom database

User friendly interfaces to select the data to analyze from multiple IHSM

sources

Analytics Explorer general functional workflow


• AE is fully embedded at every single stage of the reservoir characterization process, starting with data loading and quality control and continuing all the way to building predictive basin models and making informed decisions.

• Machine learning algorithms and other computations have been developed by an extensive team of data scientists including multiple IHS Markit teams and research partners.

• Business Intelligence and visualization are powered by TIBCO Spotfire, a leader in advanced analytics and visualization tools in all industries: financial, pharmaceutical, transportation, security, medicine, and so on.

• AE allows IHSM clients access to more customized analytical tools, workflows, and proven algorithms than any other competitor in the energy sector.

• AE is interactive, keeping the analytical tables, charts and results always synchronized with new IHSM data and interpretation updates. Analytical outputs can be automatically saved into the Kingdom database.

• Predefined dashboards tied to Kingdom, Harmony, and DNA data tables allow data manager administrators, geotechs, geoscientists and engineers to quickly identify anomalies, find the root cause of these anomalies, and take corrective action to seismic data, well data, digital logs, deviation surveys, formation tops, time/depth charts, production data, and more.

• The same analytics tool can be used by geoscientists in multiple disciplines - petrophysics, geology, engineering, geophysics – who can work with advanced machine learning workflows such as classification of digital logs, seismic facies interpretation, and construction of multiple predictive reservoir models (geological properties, production, optimum drilling parameters, sweet spot maps). Our competitors require different tools for every one of these processes.

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Analytics Explorer Differentiators


• Extend Kingdom and Harmony functionality to better visualize, QC, and filter project data.

• Enable collaboration and data sharing for the entire asset team.

• Save generated data directly into the Kingdom database (zone attributes, control points, logs, grids, intervals).

• From Spotfire, open any well in Well Explorer; create Kingdom/Harmony well and seismic subsets from your selections, or highlight selections in Spatial Explorer (wells, control points and grids).

• Leverage integration with EDM, making it easier to incorporate third party software and databases into analytics.

• Run advanced data analytics and multivariate analysis for application to geological, petrophysical, seismic, reservoir, and completions workflows.

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Data Outliers

Benefits for the entire asset team


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Benefits for the entire Asset teamSeismic Facies identification workflow using machine learning


Benefits for the entire Asset team What is driving the production in your reservoir and optimum drilling parameters

Analyzing Well Spacing, percentage in zone and drainage

areas

Using machine learning to build production predictive models

Analyzing the contribution and correlation of every input attribute to

production

Production prediction map with well spacing grid over posting to identify

best areas to develop

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1 Master Table Well Data attributes2 Multicollinearity Analysis PCA / Variable reduction

3 Training Model XGBThyperparameter tuningOptimal Training set

4 Feature selection and model evaluation metric

5 Building a final well base model with relevant variables only

6 Transformation plot: Analyze independent variable contribution

7 Apply final model over geological grids and build well spacing grid

8 Predicted Sweet Spot map with estimated production and economics

ED

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Analytics Explorer Predefined TemplatesKingdom


Templates for Quality Control

• Data Mining and Quality Control

> This template is automatically populated with your Kingdom project well data (headers, log summary, formation tops, deviation survey summary, production and completion data) to quickly visualize Kingdom content and give you insight into your data.

• Deviation Survey Analysis

> This template gives you immediate insight as to the status of your deviation surveys. Find errors like repeated measured depths, inclination or azimuth values out of valid ranges, active and inactive deviation surveys, 2-point deviation surveys. Stereomap control visualizations help you analyze any azimuth statistics with inclination statistics.

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Templates for Digital Logs Analysis

• Log Analysis Template

> This template automatically integrates formation or zones with your digital logs. This allows you to classify logs by zones, quickly make comparisons in cross plots or any other visualization chart using all wells, one well at a time, or even one zone at the time. This template is ideal to run unsupervised classification techniques for facies analysis.

• Log Percentage in Zone Template

> This template analyzes the selected digital logs and provides answers about the percent of coverage in the entire wellbore or coverage by zone. Quickly find how many wells have triple combo, quad combo, or six logs combo in a specific interval.

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Production Analysis Template

• Production Analysis Template

> This template will allow you to analyze production in Kingdom starting month by month, bi-monthly, yearly, multiple years, and so on.

> Graphically filter by producing formations and compare all of them, producing better visualizations of production plots and pies customizable by reservoir, wells or formations.

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Seismic Analysis Templates

Seismic data analysis

• This template is automatically populated with your Kingdom seismic data:

> Quickly find out where your seismic is located

> Find which ones have empty traces, how many seismic attributes are there and what surveys they belong to

> Determine in what lines or surveys every horizon and fault has been interpreted

> QC time/depth charts and choose the right one out of multiples

> Get statistics of the fault surfaces and QC them based on multiple parameters

> Create seismic surveys subsets and send selected faults to VuPAK.

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Seismic Analysis Template

• Self Organizing Maps Template

> This template allows you to classify your seismic and geological attributes over a horizon or grid. The classification is done using Self Organizing Map algorithm, a very sophisticated classification technique based on neural networks.

> This algorithm, used in conjunction with Principal Component Analysis, will benefit geophysicists in finding answers like identify different stratigraphic or structural features and how they are related to production.

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Well Path Analysis Templates

• Well Spacing Template

> This template gets populated with selected Kingdom deviation surveys points. Once the data is in there using the option in Right Mouse Button Click > Compute Well Spacing, Kingdom Analytics computes well spacing at every single point of the deviation surveys. The output is information about the nearest and second nearest distance and well at every deviation survey point of every well.

• Percentage in Zone Template

> This template gets populated with selected Kingdom deviation surveys points. Once the data is loaded using the option in the main menu Tools > Kingdom Analytics > Compute Zones, the user select the depth grids, formation tops or zones in stratigraphic order (younger at the top). The output is information about all the zones the high deviated or horizontal wells are crossing and the percentage in every zone.

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Analytics Explorer Predefined TemplatesHarmony


Template for Public Data

• Well Information and Production Data Analysis

> This template is automatically populated with your Harmony project data (attributes, production data, results) to quickly visualize Harmony content to give you insight into your data.

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C:\ProgramData\IHS Markit\Analytics Explorer\Harmony Templates: Harmony_Analytics_Public_Data.dxp


Template for Conventional Data

• Additional Results Visualizations

> This template contains all the visualizations that the Public Data template has, plus additional ones to highlight your Results.

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C:\ProgramData\IHS Markit\Analytics Explorer\Harmony Templates: Harmony_Analytics_RTA_Data_Conventional.dxp


Template for Unconventional Data

• URM and FMB visualizations

> This template contains all the visualizations that the Public Data and Conventional templates have, plus additional ones to highlight your URM and FMB data.

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C:\ProgramData\IHS Markit\Analytics Explorer\Harmony Templates: Harmony_Analytics_RTA_Data_Unconventional.dxp


Template for Reserves and Probit Plots

• Assist on typewell analysis

> Wells can be selected from the map, histogram of completion parameter, color by legend, from the typewell, or production ratio plot.

• Probit plots of EUR's from Harmony Enterprise

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C:\ProgramData\IHS Markit\Analytics Explorer\Harmony Templates:Harmony_Analytics_Reserves_Probit_FIELD_units.dxp


Analytics Explorer Functionality


Analytics Explorer Functionality

• Analytics Explorer is not only restricted to the provided sample templates. In addition to the tools that Spotfire already provides for multi-variate analytics, proprietary algorithms are embedded to compute derivative data, variable reduction, and machine learning predictions for leverage by all in the asset team (geotechs, geologists, petrophysicists, geophysicists, engineers). All the embedded computations output the results in automated generated dashboards.

• The following options in Analytics Explorer provide valuable insights and are explained further:

> Select Kingdom data to analyze and save outputs back to Kingdom, including well subsets and seismic surveys subsets

> Select Harmony data to analyze and save Custom Groups back the Harmony.

> Highlight wells, grids and control points into Kingdom Spatial Explorer. Highlight faults in VuPaK

> Generate interval tables from formation tops table and keep them synchronized with Kingdom interpretation

> Compute Distance Grid

> Compute Well Spacing

> Compute Zones

> Principal Component Analysis

> Machine Learning Predictions and Run built predictive models in another data set or different tables

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Select data to Analyze and Save outputs back to Kingdom

• From Kingdom or Well Explorer go to Project > Analytics Explorer

• Send to Spotfire current author data or multiple authors, selection for well subsets and summary tables.

• Other data types are tables that typically have multiple samples, several instances of the same attribute per well. Select only the data needed to deliver a specific workflow. By clicking in any of the details tables, the you have additional selection options applicable to the features of every table.

• When sending zones or interval tables to Spotfire, Kingdom Analytics computes the X and Y location at either the beginning of the interval, the midpoint, or the last point.

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Select data to Analyze and Save outputs back to Kingdom

• By clicking Right Mouse Button > Kingdom Analytics Kingdom Analytics displays the options available for the active data table or chart. With Kingdom Analytics you can:

> Select only one well in Well Explorer

> Save wells and surveys as Kingdom subsets

> Save any table with X and Y columns as control point in Kingdom to create new maps. This includes maps from interval or zones tables as KA always computes the X and Y coordinates when the data is sent to Spotfire

> Save directly new generated grids, zone attributes, interval attributes, and digital logs from analytics into Kingdom

> Kingdom Analytics can either attach to existing Spotfire templates or add external tables to a KA template. Data from external tables can be saved into the Kingdom database through Kingdom Analytics

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Select data to analyze and save outputs back to Kingdom

• By clicking Right Mouse Button > Kingdom Analytics, Kingdom Analytics displays the options available to interact live with other Kingdom modules:

> Highlight one or multiple wells in Spatial Explorer

> Highlight control points and grids in Spatial Explorer

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Select data to analyze and save outputs back to Harmony

• From Harmony go to Export > To Harmony Analytics

• Send Attributes, Production Data, Properties, Results, and Analyses to Spotfire.

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Select data to analyze and save outputs back to Harmony

• From Spotfire Right Mouse Click > Harmony Analytics > Create Custom Private Group in Harmony

• Creates a Custom Group in Harmony of the wells that were 'Marked' in Spotfire.

• A Harmony license is not required.

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Formation Top tables to Intervals

• Automatically create an interval table from a Formation Top table.

> Easily enhance your cross sections by adding formation-related attributes through interval tables: chronostratigraphic columns, paleontology, geochemistry, etc.

> Interval ranges are created automatically based on stratigraphic formation depths.

> If formation top interpretation changes in Kingdom, the interval table is also updated.

> Use the advance computation engine from Spotfire to create new interval attributes or merge the attributes from other sources.

> Right click in the table and select Kingdom Analytics > Save formation tops as Interval Attributes

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Compute Distance Grids

• Analytics Explorer can create distance grids from deviation surveys points. Send the Deviation survey points table to Spotfire. From a table, map or scatter plot displaying the survey points, make the area selection where the computes will take place, Right mouse button > IHS Markit Analytics Explorer > Compute distance grid. Specify the cell size to adjust to the desired level of detail.

• Send the results back to Kingdom as a grid to over post to your property maps to account for drainage areas.

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Compute Well Spacing

• Send the Deviation survey points table to Spotfire, from a table, map or scatter plot displaying the survey points. . Right click and select IHS Markit Analytics Explorer > Compute well spacing.

• Well Spacing computes in 2D or 3D

> Compute spacing to the two nearest wells at every deviation survey point. The outputs are 4 new columns: Distance to the nearest wellbore, Nearest wellbore ID, Distance to the second nearest wellbore, and Nearest second wellbore ID.

> When this computation is used in the provided Well Spacing template, then summary tables are automatically populated with information about nearest and second nearest: distance at heel, mid point, toe, and nearest wellbore ID at those points.

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Compute Zones for horizontal wells

This computation analyzes percentage in zone for horizontal or highly deviated wells.

• Load deviation survey points table from Kingdom

• Access this compute from main menu: Tools > Kingdom Analytics > Compute Zones

• This computation will use either grids, formation tops or zones from Kingdom. It computes the zone at every deviation survey point. None of these tables need to be loaded into Spotfire; they are read from Kingdom directly. Just the deviation survey points are needed in the template for this workflow.

• Select the items (grids, tops, or zones) in stratigraphic order (youngest formation at top). The computes will output a new column in the deviation survey table specifying the zone at every survey point.

• The resulting calculations will populate the statistics in the Percentage in Zone template.

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Principal Components Analysis

This algorithm is used to find the most relevant and uncorrelated variables out of many. It is recommended to run it before doing any classification or prediction task

• Access this compute from main menu select Tools > IHS Markit Analytics Explorer> Principal Component Analysis

• Produces low dimension (linear) representation of input space

• Rotate the variable axes based on their covariance

• Linear basis functions, actual data are unchanged

• Good for representing data in low dimensions, finding important variables

• Work with any Kingdom table and because its nature only supports numerical attributes

• PCA should be used in seismic facies analysis before running any unsupervised classification technique

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Machine Learning Predictions

Predict any attribute from any table in Kingdom

• Access machine learning predictions from main menu: Tools > IHS Markit Analytics Explorer > Machine Learning Predictions

• This module can be used to fill data gaps only. For example, if if you have digital logs with missing sections, you can use other digital logs to predict the fill in the missing sections.

• Predict an entire new column from any Kingdom table. For example, predict sonic logs in wells where they don’t exist using other logs; predict property grids from seismic attributes; predict any new property in geological intervals or zones; predict product prediction performance.

• Analytics Explorer has access to multiple algorithms for predictions; the most accurate algorithms are clearly exposed to the clients in a simple interface.

• Save the predictive model and run on other data sets.

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Production Prediction Workflow

Run advanced machine learning algorithms to predict production performance, create sweet spot maps, and estimate the optimum engineering parameters for your next wells.

• Computations and templates are created automatically after the production metric to predict and the independent variables are selected.

• Easy to understand error metrics validate yourpredictive models.

• Automatic machine learning parameters tuning – Let the machine figure out the best parameters to use to createthe best model out of thousands of models.

• Find out what variables are controlling the production in your reservoir.

• Analyze the impact or contribution that a single variable has on the production.

See the Production Prediction document for more details

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http://onlinehelp.ihs.com/Energy/AnalyticsExplorer/AE_5.0/Documents/Kingdom/Production%20Prediction%20Workflow.pdf


Run Predictive models in another data set or table

If a good predictive model has been built and properly calibrated, you can run other data types over the model or even apply it to other reservoirs with similar characteristics

• Access this option from main menu: Tools > IHS Markit Analytics Explorer > Run Machine Learning Model

• Create a model based on well data and apply to grid tables or horizon tables for map accuracy.

• Run the highly calibrated model to the same data set as new data becomes available, such as new wells.

• Run the model as an exploratory tool to a completely different area if similar characteristics are assumed.

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Integration with Harmony Analytics

• Harmony Analytics and Kingdom Analytics can automatically connect to the same Spotfire template and keep it up to date from both sides as the interpretation changes.

• Save Harmony attributes into Kingdom Zone tables through Kingdom Analytics.

• Integrate Harmony advance production computes into the production prediction workflow.

• Seamlessly integrate engineering and geological data for advanced insight and analysis.

• Access Harmony data from main menu: Tools > Harmony Analytics > Select Harmony Data

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Harmony EUR in Kingdom Spatial Explorer


Spotfire > Tools

• New dropdowns for Kingdom Analytics, Harmony Analytics, and Analytics Explorer.

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Analytics Explorer:Products, Licensing,

Deployment, & Installation


The Products


All About Spotfire

• Analytics Explorer supports two main types of Spotfire configuration:

> Spotfire Desktop

> Spotfire Analyst

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FunctionalitySpotfire Desktop

Spotfire Analyst

Analyze data and create analytic dashboards x x

Connect using all of Spotfire's direct client-side data connectors x x

Access to R and Python extensions using the embedded TIBCO Enterprise Runtime for R and Python engines

x x

Connects to Spotfire Server x

Share and distribute dashboards for use in the web x

Provides server-side data access via Spotfire information links x


All About Spotfire – Spotfire Analyst

• Spotfire Analyst is a server deployment.

> Set up by the Spotfire administrator

> Client machines need to have Spotfire Analyst installed

> Client machines should be connected to the right Spotfire server deployment/instance

> Upgrades in the Spotfire Server trigger updates in the client machine the first time that Spotfire Analyst is opened in a client computer

> Spotfire Server is a prerequisite for Spotfire Analyst.

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All About Spotfire

• There are two additional types of Spotfire configurations:

> Named User / Standalone / Single User

> Network / Shared Computer

• Named User: This license can be used by ONE (1) named user. This license CANNOT be shared.

• Network: This license can be used by ONE (1) concurrent user. This license is floating

• Total of 4 license configurations:

> Spotfire Desktop Named User

> Spotfire Desktop Network

> Spotfire Analyst Named User

> Spotfire Analyst Network

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Spotfire and Analytics Explorer

• The recommended Spotfire version for Analytics Explorer is Spotfire 10.8, however any version between 7.12 and 10.10 is supported.

> Spotfire 10.8 supports Python: Bring all your petrophysical equations, computations or machine learning functions written in python to Kingdom or Harmony!

• Spotfire is a named user deployment (Spotfire needs to be installed machine by machine together with all the upgrades)

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• Analytics Explorer.exe

> Connector for Kingdom Analytics

> Connector for Harmony Analytics

> Connector for DNA Data

> Connector for EDM

> Connector for SQL/PostgreSQL

> Proprietary Machine Learning Algorithms

– Principal Component Analysis

– Machine Learning Predictions

– Run Machine Learning Model

> Templates

– Kingdom Templates

– Harmony Templates

– DNA Templates

> Analytics Explorer Licensing Tool

Analytics Explorer – What’s included?

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Licensing


Analytics Explorer Licensing

• Analytics Explorer supports Network and Standalone licenses

• Sharing Criteria:

> 1 license on 1 computer for 1 person can launch up to 5 instances of Analytics Explorer

Previously in Kingdom Analytics there was no limit; this has changed

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Analytics Explorer – Licensing Scenarios – Kingdom

• Start from Kingdom

• Project > Kingdom Analytics

• Uses a Kingdom license (because you already had Kingdom launched)

• Uses an AE license.

> You can have multiple instances of Spotfire open with a single license.

> The license is in use until you close Spotfire.

• You CAN save data back to Kingdom.

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Analytics Explorer – Licensing Scenarios – Kingdom

• Start from Spotfire

• Tools > Kingdom Analytics > Select Kingdom Data




• A Kingdom license is not required.

• You CANNOT save data back to Kingdom.

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Analytics Explorer – Licensing Scenarios – Harmony

• Start from Harmony

• Export > To Harmony Analytics

• Uses a Harmony license (because you already had Harmony launched)




• Custom Groups CAN be saved back to Harmony

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AE – Licensing Scenarios – Harmony


• Tools > Harmony Analytics > Select Harmony Data




• A Harmony license is not required.

• Custom Groups CAN be saved back to Harmony.

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AE – Licensing Scenarios – Advanced


• Tools > IHS Markit Analytics Explorer > PCA/MLP/RMLM




• A Harmony or Kingdom license is not required.

• The Principal Component Analysis, Machine Learning Predictions, and Run Machine Learning Model can even be used on a customer's proprietary data. Data from Kingdom or Harmony is not required.

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AE – Licensing Scenarios – DNA & EDM/SQL


• Tools > IHS Markit Analytics Explorer > DNA Data or EDM/SQL/PostgreSQL




• DNA requires a separate license and login.

• SQL / PostgreSQL databases:

> does not use any extra licenses but login credentials are required.

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AE – Licensing Scenarios – Kingdom + Machine Learning

• Start from Kingdom

• Project > Kingdom Analytics

• Uses a Kingdom license (because you already had Kingdom launched)




• Tools > IHS Markit Analytics Explorer > MLP

• Keeps using the AE license you were already using

• You CAN save data back to Kingdom.

• Identical for Harmony workflow

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AE – Licensing Scenarios – Kingdom + Machine Learning


• Tools > Kingdom Analytics > Select Kingdom Data




• Tools > IHS Markit Analytics Explorer > MLP

• Keeps using the AE license you were already using

• You CANNOT save data back to Kingdom.

• Identical for Harmony workflow except you CAN save data back to Harmony

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Analytics Explorer Licensing – Summary

• If you start from Spotfire, you will use an AE license

> Kingdom and Harmony licenses are not required

– Harmony data CAN be saved back to Harmony

– Kingdom data CANNOT be saved back to Kingdom

• If you start from Kingdom or Harmony, you will use one of each license, respectively

• When you send data to Spotfire, you will also use an AE license

– Harmony data CAN be saved back to Harmony

– Kingdom data CAN be saved back to Kingdom

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Deployment & Installation


Deployment

• Spotfire and Analytics Explorer installers are delivered using Sentinel EMS

See Installation documentation for more details:

http://onlinehelp.ihs.com/Energy/AnalyticsExplorer/AE_5.0/Webhelp/Content/AnalyticsExplorer/Topics/installation_and_setup/AE_installation_setup.htm

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http://onlinehelp.ihs.com/Energy/AnalyticsExplorer/AE_5.0/Webhelp/Content/AnalyticsExplorer/Topics/installation_and_setup/AE_installation_setup.htm


Deployment

• Example of an AE Standalone license with Spotfire Desktop Named User

• Analytics Explorer = Standalone

• Spotfire = Desktop, Named User

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Deployment

• Example of an AE Network license with Spotfire Analyst Network user

• Analytics Explorer = Network

• Spotfire = Analyst, Network

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