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BullDozer
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HAS_COMPONENT
HAS_COMPONENT
HAS_COMPONENT
HAS_COMPONENT
BullDozer
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XYZ 

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HAS_COMPONENT
HAS_COMPONENT
PURCHASED_BY
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HAS_COMPONENT
ABC Corp
PURCHASED_BY
BullDozer
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HAS_COMPONENT
HAS_COMPONENT
PURCHASED_BY
UNIQUE_ID
HAS_COMPONENT
HAS_COMPONENT
ABC Corp
PURCHASED_BY
OWNS
BullDozer
Brakes
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Unit
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XYZ 

Org
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HAS_COMPONENT
HAS_COMPONENT
PURCHASED_BY
UNIQUE_ID
HAS_COMPONENT
HAS_COMPONENT
ABC Corp
PURCHASED_BY
OWNS
Graphs Create Context by Linking Data
BullDozer
Brakes
Specific
Unit
Engine
XYZ 

Org
Suspen-
sion
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HAS_COMPONENT
HAS_COMPONENT
PURCHASED_BY
UNIQUE_ID
HAS_COMPONENT
HAS_COMPONENT
Common
Failures
Known
Issues
HAS_PROBLEM
UpKeep
NEEDS_M
AINTENANCE
ABC Corp
PURCHASED_BY
OWNS
HAS_PROBLEM
REQUIREMENTS
Graphs Create Context by Linking Data
BullDozer
Start
Engine
Brakes
Blade Lift
Specific
Unit
Engine
XYZ 

Org
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HAS_COMPONENT
HAS_COMPONENT
PURCHASED_BY
UNIQUE_ID
HAS_COMPONENT
HAS_COMPONENT
IS_TYPE
Common
Failures
Known
Issues
HAS_PROBLEM
UpKeep
NEEDS_M
AINTENANCE
ABC Corp
PURCHASED_BY
OWNS
IS_TYPE
USE_PHASE
HAS_PROBLEM
REQUIREMENTS
Graphs Create Context by Linking Data
BullDozer
Start
Engine
Brakes
Blade Lift
Specific
Unit
Engine
XYZ 

Org
Grinding
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sion
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HAS_COMPONENT
SOUNDS_LIKE
HAS_COMPONENT
PURCHASED_BY
UNIQUE_ID
HAS_COMPONENT
HAS_COMPONENT
IS_TYPE
Common
Failures
Known
Issues
HAS_PROBLEM
UpKeep
NEEDS_M
AINTENANCE
ABC Corp
PURCHASED_BY
OWNS
IS_TYPE
Whine
SO
UNDS_LIKE
USE_PHASE
HAS_PROBLEM
SOUNDS_LIKE
OCCURS_WHEN
OCCURS_WHEN
OCCURS_WHEN
Belt
Failure
W
EAR
SOUNDS_LIKE
REQUIREMENTS
BullDozer
Start
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XYZ 

Org
Grinding
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sion
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HAS_COMPONENT
SOUNDS_LIKE
HAS_COMPONENT
PURCHASED_BY
UNIQUE_ID
HAS_COMPONENT
HAS_COMPONENT
IS_TYPE
EVENT
Common
Failures
Known
Issues
HAS_PROBLEM
UpKeep
NEEDS_M
AINTENANCE
MAINTENCE
BREAK_FIX
RECALL
ABC Corp
PURCHASED_BY
OWNS
IS_TYPE
Whine
SO
UNDS_LIKE
USE_PHASE
HAS_PROBLEM
SOUNDS_LIKE
OCCURS_WHEN
OCCURS_WHEN
OCCURS_WHEN
Belt
Failure
W
EAR
SOUNDS_LIKE
REQUIREMENTS
BullDozer
Start
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XYZ 

Org
Grinding
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HAS_COMPONENT
SOUNDS_LIKE
HAS_COMPONENT
PURCHASED_BY
UNIQUE_ID
HAS_COMPONENT
HAS_COMPONENT
IS_TYPE
EVENT
Common
Failures
Known
Issues
HAS_PROBLEM
UpKeep
NEEDS_M
AINTENANCE
MAINTENCE
BREAK_FIX
RECALL
ABC Corp
PURCHASED_BY
OWNS
IS_TYPE
Whine
SO
UNDS_LIKE
USE_PHASE
HAS_PROBLEM
SOUNDS_LIKE
OCCURS_WHEN
OCCURS_WHEN
OCCURS_WHEN
Belt
Failure
W
EAR
SOUNDS_LIKE
CONTRIBUTES_TO
REQUIREMENTS
BullDozer
Start
Engine
Brakes
Blade Lift
Specific
Unit
Engine
XYZ 

Org
Grinding
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sion
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HAS_COMPONENT
SOUNDS_LIKE
HAS_COMPONENT
PURCHASED_BY
UNIQUE_ID
HAS_COMPONENT
HAS_COMPONENT
Arizona
DEPLOYED_IN
IS_TYPE
EVENT
Common
Failures
Known
Issues
HAS_PROBLEM
UpKeep
NEEDS_M
AINTENANCE
MAINTENCE
BREAK_FIX
RECALL
ABC Corp
PURCHASED_BY
OWNS
Sand
USED_IN
IS_TYPE
Whine
SO
UNDS_LIKE
USE_PHASE
HAS_PROBLEM
SOUNDS_LIKE
OCCURS_WHEN
OCCURS_WHEN
OCCURS_WHEN
Belt
Failure
W
EAR
SOUNDS_LIKE
CONTRIBUTES_TO
REQUIREMENTS
BullDozer
Start
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Brakes
Blade Lift
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XYZ 

Org
Grinding
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sion
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HAS_COMPONENT
SOUNDS_LIKE
HAS_COMPONENT
PURCHASED_BY
UNIQUE_ID
HAS_COMPONENT
HAS_COMPONENT
Arizona
DEPLOYED_IN
IS_TYPE
EVENT
Common
Failures
Known
Issues
HAS_PROBLEM
UpKeep
NEEDS_M
AINTENANCE
MAINTENCE
BREAK_FIX
RECALL
CONTRIBUTES_TO
ABC Corp
PURCHASED_BY
OWNS
Sand
USED_IN
IS_TYPE
Whine
SO
UNDS_LIKE
USE_PHASE
HAS_PROBLEM
SOUNDS_LIKE
OCCURS_WHEN
OCCURS_WHEN
OCCURS_WHEN
Belt
Failure
W
EAR
SOUNDS_LIKE
CONTRIBUTES_TO
REQUIREMENTS
CONTRIBUTES_TO
BullDozer
Start
Engine
Brakes
Blade Lift
Specific
Unit
Engine
XYZ 

Org
Grinding
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sion
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HAS_COMPONENT
SOUNDS_LIKE
HAS_COMPONENT
PURCHASED_BY
UNIQUE_ID
HAS_COMPONENT
HAS_COMPONENT
Arizona
DEPLOYED_IN
IS_TYPE
EVENT
Common
Failures
Known
Issues
HAS_PROBLEM
UpKeep
NEEDS_M
AINTENANCE
MAINTENCE
BREAK_FIX
RECALL
CONTRIBUTES_TO
ABC Corp
PURCHASED_BY
OWNS
Sand
USED_IN
IS_TYPE
Whine
SO
UNDS_LIKE
USE_PHASE
HAS_PROBLEM
SOUNDS_LIKE
OCCURS_WHEN
OCCURS_WHEN
OCCURS_WHEN
Belt
Failure
W
EAR
SOUNDS_LIKE
CONTRIBUTES_TO
REQUIREMENTS
CONTRIBUTES_TO
Knowledge Graphs Amplify
The Usefulness of Data
A knowledge graph
codifies data for inferring
new knowledge using
connections to support
exploration, discovery and
decisions – by humans,
software, or AI systems.
Knowledge Graphs Overview
Knowledge Graphs Overview
Knowledge Graphs Overview
Knowledge Graphs Overview
Knowledge Graphs Overview
Knowledge Graphs Overview
Knowledge Graphs Overview
Knowledge Graphs Overview
Knowledge Graphs Overview
Knowledge Graphs Overview
Knowledge Graphs Overview
Knowledge Graphs Overview
Knowledge Graphs Overview
Knowledge Graphs Overview
Knowledge Graphs Overview
Knowledge Graphs Overview

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