Implementing ISO Data Quality Standards Using ESRI’s GIS ... · –The Conceptual Schema can be a...
Transcript of Implementing ISO Data Quality Standards Using ESRI’s GIS ... · –The Conceptual Schema can be a...
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NATIONAL GEOSPATIAL-INTELLIGENCE AGENCY
Implementing ISO Data Quality Standards Using ESRI’s GIS Data ReViewer
Implementing ISO Data Quality Standards Using ESRI’s GIS Data ReViewer
Dave Wesloh/John SturleyAugust 2004ESRI User Conference
Dave Wesloh/John SturleyAugust 2004ESRI User Conference
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Agenda
• NGA/ESRI Cooperative Research and Development Agreement– What’s a CRADA– History of this CRADA
• Goals and Objectives
• Geospatial Data– Data Overload– ISO Data Quality– GIS Data ReViewer
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NGA/ESRI CRADA
• CRADA (Cooperative Research and Development Agreement)
• CRADA Agreement signed by NGA (formerly NIMA) and ESRI April 1999– Original Objectives
• Jointly research training methods for data production using ESRI’s commercial-off-the-shelf (COTS) software and tools
• Jointly research and enhance production processes that create NGA standard digital geospatial data and paper maps using ESRI's COTS software.
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NGA/ESRI CRADA
• Research and enhance production processes.
• GIS Data ReViewer software (COTS)– QC Tool enhancement (ArcView, PLTS)
• Sampling, Edge Match, Point on Poly, etc.– Arc Info format– Shape file format– VPF format (VMap, DNC®, FFD)
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NGA/ESRI CRADA
• ESRI and NGA determined need to extend CRADA based on several factors.– ESRI shifts from ArcInfo to ArcGIS– NGA shifts from VPF production to Country
Databases– NGA shifts from QC to QA
• QC - NGA checks the data• QA - The data producer (contractor) has implemented a
quality process which when followed results in a quality product. NGA verifies the process not the products.
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NGA/ESRI CRADA
• 3 Year Extension signed April 2002• New CRADA Task: “Quality as defined within
the ISO Standards is a factor of data completeness, logical consistency, positional accuracy, temporal accuracy and thematic accuracy. NGA currently has few systems or procedures for determining quality based on these factors. ESRI and NGA will research the requirements and functionality needed to address each of these Data Quality elements.”
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• How to tell good data from bad data?• Need to understand the Quality of the data
– What is it?– How do you measure it?– How can you understand the value provided by a
quality measurement?• Does the data meet your intended use?
Data Overload
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• ISO 19113 – Quality Principles– Geographic datasets are increasingly being shared,
interchanged and used for purposes other than their producers’ intended ones. Information about the quality of available geographic datasets is vital to the process of selecting a dataset in that the value of data is directly related to its quality.
• ISO 19114 – Quality Evaluation Procedures– For the purpose of evaluating the quality of a dataset, clearly
defined procedures must be used in a consistent manner. This enables data producers to express how well their product meets the criteria set forth in its product specification and data users to establish the extent to which a dataset meets their requirements.
ISO Data Quality
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• ISO 19113 Quality Principles– Positional Accuracy– Logical Consistency– Thematic Accuracy– Completeness– Temporal Accuracy
ISO Data Quality
Dataset
Themes
Features
Attributes
Scope versus Universe of Discourse (UOD)
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Geospatial Data Componentsfor Quality Evaluation
• Dataset– Structure– Spatial
• Geometry• Geometric relationships (topology)
– Features• Attributes• Attribute values
– Thematic layers (feature groupings)
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ISO Positional Accuracy
• Absolute– Horizontal and Vertical – closeness of reported coordinate values to
values accepted as being true• Relative
– Point to Point– closeness of the relative positions of
features in a dataset to their respective relative positions accepted as being true
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GIS Data ReViewer
Positional Accuracy
Absolute Circular ErrorData to Image Comparison
Building corner
Road Intersection
Dam edge
Road/RiverIntersection
MODIS IMAGE
Image courtesy MODIS (Moderate Resolution Imaging Spectroradiometer) Web site
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GIS Data ReViewer
Positional Accuracy
Relative AccuracyFeature to Feature
MODIS IMAGE
Image courtesy MODIS (Moderate Resolution Imaging Spectroradiometer) Web site
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GIS Data ReViewer
• Positional Accuracy Assessment Tool– Works in conjunction with BAE Socet Set or
ERDAS Imagine– Calculates at 90% and 95% confidence level– Compares raster to raster, raster to vector, vector to
vector– Uses stereo images, ortho-rectified mono images or
geodetic control points as source– Populates dataset level metadata and/or feature
level positional accuracy attributes
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ISO Logical Consistency
• Logical Consistency– Conceptual Consistency– Domain Consistency– Format Consistency– Topological Consistency
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GIS Data ReViewer
• Conceptual Consistency:– Verify data content matches Conceptual Schema
desired.– The Conceptual Schema can be a product
specification or a set of User Defined Requirements.
– This will be a Pass/Fail test– For example if the Universe of Discourse (UOD)
is defined by a VPF specification, and the Scope (dataset) is an Arc Shapefile, this test would result in a Fail.
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GIS Data ReViewer
• Format Consistency - Feature Coding and structure requirements compare to requested format
Tunnels - AQ130 (DGIWG FACC Coding)Feature Code: Text Field (5 Characters)Length: Short IntegerName: Text Field (variable length)TUC: Short Integer
• Reporting will be done on a Percent of Violating Items
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GIS Data ReViewer
• Domain Consistency - Attribute values that fall outside the domain as established by the UOD
Feature Code: AQ130Length: 0 (unknown)
>= 75 metersName: Character String
“UNK” no name presentTUC: 0 (unknown)
1 Both Road and Railroad3 Railroad4 Road38 Canal
• Reporting will be done on a Percent of Violating Items
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GIS Data ReViewer• Topological Consistency
– Implements three types of topological evaluations, captures information from ArcGIS and GIS Data ReViewer, report on Percent of Violating Items:
• Conformance to standard definitions and conventions for point (i.e. single vertex), line (i.e. minimum of 2 vertices, contiguous), and area features (i.e. minimum of 4 vertices, contiguous)
– ArcGIS, Validate Simple Geometry (duplicate vertices, minimum area
• Relational conformance (i.e. nodes at intersections, overshoots, undershoots, slivers, etc.)
– ArcGIS, Duplicate Point, Sliver Check, Validate Simple Geometry (find overlaps, crosses-self), dangle renderer
• Feature to Feature conformance (i.e. bridge to road connectivity, buildings inside lakes, etc)
– ArcGIS, Point On Poly, , Validate Simple Geometry (crosses-others), Batch Validate (condition tables)
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ISO Thematic Accuracy
• Classification Correctness• Non Quantitative Attribute Correctness• Quantitative Attribute Correctness
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GIS Data ReViewer• Classification Correctness - Compare data against
UOD to verify the correct classification of features and their relationships
Thematic Layer: TransportationFeature Code: AQ130 (tunnel)
Attributes: LEN, NAM, TUCFeature Code: AP010 (cart track)
……..Feature Code: AP030 (road)
……..Feature Code: AN010 (railroad)
……..
• Reporting will be done on a Percent of Violating Items
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GIS Data ReViewer
• Non Quantitative Attribute Correctness– Reporting on % of Non quantitative attributes found in error– Based on sampling or Compare tool if specification driven
Thematic Layer: TransportationFeature Code: AQ130
Length: 0 (unknown)>= 75 meters
Name: Character String“UNK” no name present
TUC: 0 (unknown)1 Both Road and Railroad3 Railroad4 Road38 Canal
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GIS Data ReViewer
• Quantitative Attribute Correctness– Report on % of quantitative attributes found in error– Based on sampling
Thematic Layer: TransportationFeature Code: AQ130
Length: 0 (unknown)>= 75 meters
Name: Character String“UNK” no name present
TUC: 0 (unknown)1 Both Road and Railroad3 Railroad4 Road38 Canal
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ISO Completeness
• Completeness: presence and absence of features, their attributes and relationships;Completeness COMMISSION: – Feature present that doesn’t belong to the UOD– Attribute present that doesn’t belong to the UOD
Completeness OMISSION:– Feature in UOD not found in Scope (not necessarily an error)– Feature in UOD and Scope but Attribute doesn’t match
• Sum by F_CODE, Frequency, Data Loader• Report will be on Percentage of extra or missing items
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GIS Data ReViewer• Tool will run in an automated method when
UOD is a specification• A user defined UOD is under consideration
GIFD
Feature Database
MSD LV1
x-ref x-ref
x-ref
User defined x-ref
MSD LV2MSD LV3
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GIS Data ReViewer
• Visual evaluation of data density
= heavy
= medium
= light
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Reporting Quality
• Provide a “Data Quality Report”, automatically populate metadata fields, and create a data quality coverage .
• Error Shapefile (points)• Error Table
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Summary
• Substantial amount of work still to be done.• A lot has been accomplished.
– Positional Accuracy Assessment Tool– Some work on remaining DQ elements
• NGA requires Data Quality reporting. capabilities.
• NGA will use ISO for DQ guidelines.• GIS Data ReViewer is our best option for
success.
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