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CONNECT. TRANSFORM. AUTOMATE.
Validation and Quality Control
with FME and FME Server
CONNECT. TRANSFORM. AUTOMATE.
Validation and Quality Control
with FME and FME Server
CONNECT. TRANSFORM. AUTOMATE.
Validation and Quality Control
with FME and FME Server
CONNECT. TRANSFORM. AUTOMATE.
Outline
 Why are we talking about Validation and QC ?
 What can we check?
 Schema
 Attribute Values
 Geometry
 Etc.
 Validation Workflows on FME Server
 Partner Examples
CONNECT. TRANSFORM. AUTOMATE.
Why are we talking about this?
 Bad data costs time, money and even lives.
CONNECT. TRANSFORM. AUTOMATE.
Why are we talking about
Validation and Quality Control?
 FME and FME Server are powerful tools for
checking data and providing feedback
 Many partners, integrators and users use FME
today for Validation and Quality Control
CONNECT. TRANSFORM. AUTOMATE.
What can we check?
 Schema
 Feature Type Name
 Attribute Present
 Attribute Names
 Attribute Data Types
 Coordinate System
CONNECT. TRANSFORM. AUTOMATE.
What can we check?
Checking Schema – Key Tools
 Schema Reader
 FeatureTypeFilter
 StatisticsCalculator
 AttributeClassifier transformer
 XMLValidator Transformer
 JSONValidator
CONNECT. TRANSFORM. AUTOMATE.
What can we check?
 Attribute Values
 Values exist
 Data Type (numeric, alpha etc)
 Value within in range
 No duplicates
CONNECT. TRANSFORM. AUTOMATE.
What can we check?
Checking Attribute Values – Key Tools
 Tester and TestFilter
 AttributeClassifier
 AttributeRangeFilter & AttributeFilter
 NullAttributeMapper
 Matcher
 DuplicateRemover
 StringSearcher
 StatisticsCalculator
CONNECT. TRANSFORM. AUTOMATE.
What can we check?
 Geometry 2D and 3D
 Intersections
 Orientation
 Duplicate Vertices
 Missing Surface Normals
 Invalid Solid Voids
 etc
CONNECT. TRANSFORM. AUTOMATE.
What can we check?
Geometry Checking – Key Tools
 GeometryValidator (12 tests and counting)
 Detection and repair
 old transformers bundles in eg Self-Intersector
 GeometryFilter
 Matcher
 SpatialFilter (Sweco example)
 SliverRemover & SpikeRemover
 AreaCalculator & LengthCalculator
 OrientationExtractor
CONNECT. TRANSFORM. AUTOMATE.
Validation Workflows on FME
Server
 Submit data via email, upload, directory watcher,
scheduled task
 Provide report or results via email, form, data
download, PDF
CONNECT. TRANSFORM. AUTOMATE.
Workspace Example
CONNECT. TRANSFORM. AUTOMATE.
Validation Workflows on FME
Server
CONNECT. TRANSFORM. AUTOMATE.
Partner Validation Examples
#1 Axmann GeoChecker
1. Users upload data
2. Workspaces Check Schema, Geometry, Attributes
3. Email sent with PDF Report and Bad Data in AutoCAD
CONNECT. TRANSFORM. AUTOMATE.
Partner Validation Examples
#1 Axmann GeoChecker
Detailed Reports & AutoCAD File of Errors
CONNECT. TRANSFORM. AUTOMATE.
Partner Validation Examples
#2 Veremes - Qualigéo
 Generic Approach to avoid “Chamber of Horrors”
CONNECT. TRANSFORM. AUTOMATE.
It's easy
Constraint FME tool
Geometry GeometryValidator
Spatial Relationship SpatialFilter/SpatialRelator
Integrity Constraint Feature Merger
Topology
Attribute Domain String Searcher
Statistic Statistic Calculator
Schema Schema reader
Unique Key Duplicate Remover
CONNECT. TRANSFORM. AUTOMATE.
It's complicated
CONNECT. TRANSFORM. AUTOMATE.
 Hyper generic workspace
• 1 unique workspace to validate all formats, all
data models, all constraints...
 Using an external description of the data
model and constraints
Solution
CONNECT. TRANSFORM. AUTOMATE.
Partner Validation Examples
#3 Metria Sweden
Environmental Monitoring Data – ISO
QC-service
on FME
server
Metadat
a
XML
INSPIRE
WFS/SOS
QC-
report
Metadata
portal
Dataset
GML
CONNECT. TRANSFORM. AUTOMATE.
Partner Validation Examples
#3 Metria Sweden
Environmental Monitoring Data – ISO
CONNECT. TRANSFORM. AUTOMATE.
Partner Example #4
 1Spatial - UKPostcodeValidator
CONNECT. TRANSFORM. AUTOMATE.
Thank You!
 Questions?
 For more information:
 info@safe.com
 www.safe.com

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