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CONNECT. TRANSFORM. AUTOMATE.
Automated quality controls
with FME
Anna Halvarsson and Johan Esko
Metria
.
How do I
know if the data
meet my quality
demands?
Definition of quality
 “The degree to which
a set of inherent
characteristics fulfills
requirements”
 ISO 9000:2000
Best quality?
Swedish Technology Journal
 “Short wheelbase and minimal overhang at the front and
rear, combined with high ground clearance makes it
extremely well suited to continue the drive where the road
ends. Indeed the Niva outperform the Porsche
Cayenne, which in comparison is clumsy as an
elephant with a backpack in a supermarket”.
(Teknikens värld, 2006)
 Comment:
 “If it is the terrain capabilities that is evaluated, the Niva
fulfils the quality requirements better than the Porsche.”
Best quality?
Which one of these view services delivers data with the
highest positional accuracy?
How to manage quality in my
SDI?
Data QC service - Pilot project
Objectives:
1. The QC service shall in a
standardized and traceable way
describe the quality of data
2. The QC service shall automatically
perform the controls
3. The QC process shall be the link
between the EPA:s manuals and
the result published by the data
host.
Applies to both
cars and bikes
Choose the right track for the solution
Excelfile
Shapefile
Excelfile
SchemaMapper
SchemaMapper
SchemaMapper
XMLTemplater
XMLTemplater
XMLValidator
File for QC Harmonise data Create XML/GML
(applicationschema)
Test 1
DQ _Logical
consistency
Counter
Test 2
DQ_Completeness
Tester
DQ X
DQ_ Element
Transformer
Transformer
Metadata
(XML)
XMLTemplater
Readable QC
report
ISO 19156
O&M
ISO 19131 Data Product specifcation
ISO 19157 Data Quality
ISO 19157 DQ ISO 19157 DQ
ISO 19115 Metadata
XSD-file
Air quality reports
Environmental monitoring type 2
Result files
Quality control of
Air data
Quality control of
Sediment data
Quality control of
Biota data
Validate and deliver environmental monitoring data
Select file for quality control:
Metadata XML
ISO 19139
QC report HTML
Finally
• During 2014 the validation service will
be launched in version 1.0.
• In Sweden a number of agencies have
started to work with Product
specifications and quality controls
according to ISO standards.
• Private companies are also showing
much more interest in data quality
issues than they did a couple of years
ago.
Thank you!
Johan Esko
johan.esko@metria.se
+46 10 121 81 29
Anna Halvarsson
anna.halvarsson@metria.se
+46 10 121 81 49
Thank You!
 Questions?
 For more information:
 Anna Halvarsson, anna.halvarsson@metria.se
 Johan Esko, johan.esko@metria.se
Metria AB, Sweden
www.metria.se
CONNECT. TRANSFORM. AUTOMATE.

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Automated Quality Controls with FME

  • 1. CONNECT. TRANSFORM. AUTOMATE. Automated quality controls with FME Anna Halvarsson and Johan Esko Metria
  • 2. . How do I know if the data meet my quality demands?
  • 3. Definition of quality  “The degree to which a set of inherent characteristics fulfills requirements”  ISO 9000:2000
  • 5. Swedish Technology Journal  “Short wheelbase and minimal overhang at the front and rear, combined with high ground clearance makes it extremely well suited to continue the drive where the road ends. Indeed the Niva outperform the Porsche Cayenne, which in comparison is clumsy as an elephant with a backpack in a supermarket”. (Teknikens värld, 2006)  Comment:  “If it is the terrain capabilities that is evaluated, the Niva fulfils the quality requirements better than the Porsche.”
  • 6. Best quality? Which one of these view services delivers data with the highest positional accuracy?
  • 7. How to manage quality in my SDI?
  • 8.
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  • 13. Data QC service - Pilot project Objectives: 1. The QC service shall in a standardized and traceable way describe the quality of data 2. The QC service shall automatically perform the controls 3. The QC process shall be the link between the EPA:s manuals and the result published by the data host.
  • 14. Applies to both cars and bikes Choose the right track for the solution
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  • 19. Excelfile Shapefile Excelfile SchemaMapper SchemaMapper SchemaMapper XMLTemplater XMLTemplater XMLValidator File for QC Harmonise data Create XML/GML (applicationschema) Test 1 DQ _Logical consistency Counter Test 2 DQ_Completeness Tester DQ X DQ_ Element Transformer Transformer Metadata (XML) XMLTemplater Readable QC report ISO 19156 O&M ISO 19131 Data Product specifcation ISO 19157 Data Quality ISO 19157 DQ ISO 19157 DQ ISO 19115 Metadata XSD-file Air quality reports Environmental monitoring type 2
  • 20. Result files Quality control of Air data Quality control of Sediment data Quality control of Biota data Validate and deliver environmental monitoring data Select file for quality control:
  • 22. Finally • During 2014 the validation service will be launched in version 1.0. • In Sweden a number of agencies have started to work with Product specifications and quality controls according to ISO standards. • Private companies are also showing much more interest in data quality issues than they did a couple of years ago.
  • 23. Thank you! Johan Esko johan.esko@metria.se +46 10 121 81 29 Anna Halvarsson anna.halvarsson@metria.se +46 10 121 81 49
  • 24. Thank You!  Questions?  For more information:  Anna Halvarsson, anna.halvarsson@metria.se  Johan Esko, johan.esko@metria.se Metria AB, Sweden www.metria.se CONNECT. TRANSFORM. AUTOMATE.