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Getting Meta at Mesa
Alicia Brown
April 9, 2018
WHAT WORKS CITY
In 2015 developed first City Data
Governance Program with Sunlight
Foundation & Johns Hopkins
MESA, AZ
Population: 470,456
3rd largest city in AZ
MESA + SOCRATA
In 2018 partnered to review Data
Governance Policies and
Processes and relaunch data cloud
with financial transparency tools
MESA STAT
Data and Evidence based
performance management for New
Next Mesa
Data Migration Project
The tasks
● 100+ datasets to migrate
● 2½ weeks to copy data and vizes
● 2 teams in 2 cities (Mesa, Seattle)
● Review and Update Metadata
All the metadata!
Dataset Metadata
+
Fields
FME HTTPCALLER
HTTP Caller
+
AttributeManager
Metadata APIs
Robust API for
Dataset + Fields
metadata updates
data.mesaaz.gov
Public Data Cloud
+
Transparency Apps
Metadata SHOULD BE EASY
And it can be!
The Work
- Captured existing metadata
- Created Excel Spreadsheet on
SharePoint for easy access
- Data Governance Team reviewed and
updated names and descriptions of
datasets and fields
- New Metadata API endpoint recently
launched
- Created FME Workspace that reads
metadata properties from Excel and
then writes them to datasets via API
- Ran bulk updates daily
Team Mesa Team Socrata
Feature Reader to read metadata.xlsx
The Workspace
Attribute Manager to build Payload
And Attribute Trimmer & Replacers to tidy the metadata
The Workspace
HTTPCaller to Patch updates
Rather than make Put call for Full Replace of entire Metadata
The Workspace
Metadata Example
https://data.mesaaz.gov/api/views/metadata/v1/ipea-qa5w
Why do we care about Metadata?
● Discoverability of data by City Staff & Citizens
● Ensure Proper Usage: Source, Units, Updates
● Standardization - Ensure that the same
metadata is being collected in the same
format
● Alignment with industry standards - Industry
practices and standards helps with data
comparability
● Improve data categorization - Helps users
locate the right datasets easily and quickly
● Improve data quality - Guidelines and
required metadata fosters a culture of high-
quality and complete metadata
● Improve Analytics - Providing reference
metadata such as methodology and
sampling, empowers user to know exactly
how the data was obtained, so that analysts
can use common methodologies
https://socrata.com/blueprint
Why have
Metadata
Standards?
Why FME?
● It is easy!
● It is SAFE!
● Enabled frequent updates
● Low technical barrier for future
updates by Data Stewards
● Better quality metadata with
because it could be cleaned
(trailing spaces, case, encoded
characters)
● It’s a common tool used by our
customers that requires zero code
Voila!
The Data Catalog
● Names
● Descriptions
● Category
● Tags
RESOURCES
Learn more
● Mesa Data Cloud: https://data.mesaaz.gov/
● Socrata Metadata: https://socratametadataapi.docs.apiary.io/
● Mesa What Works City: https://whatworkscities.bloomberg.org/works-city-
feature-mesa-az/
● FME HTTPCaller: https://www.safe.com/transformers/http-caller/
THANK YOU!
Alicia Brown
alicia.brown@socrata.com

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Getting Meta at Mesa

  • 1. Getting Meta at Mesa Alicia Brown April 9, 2018
  • 2. WHAT WORKS CITY In 2015 developed first City Data Governance Program with Sunlight Foundation & Johns Hopkins MESA, AZ Population: 470,456 3rd largest city in AZ MESA + SOCRATA In 2018 partnered to review Data Governance Policies and Processes and relaunch data cloud with financial transparency tools MESA STAT Data and Evidence based performance management for New Next Mesa
  • 3. Data Migration Project The tasks ● 100+ datasets to migrate ● 2½ weeks to copy data and vizes ● 2 teams in 2 cities (Mesa, Seattle) ● Review and Update Metadata
  • 4. All the metadata! Dataset Metadata + Fields FME HTTPCALLER HTTP Caller + AttributeManager Metadata APIs Robust API for Dataset + Fields metadata updates data.mesaaz.gov Public Data Cloud + Transparency Apps Metadata SHOULD BE EASY And it can be!
  • 5. The Work - Captured existing metadata - Created Excel Spreadsheet on SharePoint for easy access - Data Governance Team reviewed and updated names and descriptions of datasets and fields - New Metadata API endpoint recently launched - Created FME Workspace that reads metadata properties from Excel and then writes them to datasets via API - Ran bulk updates daily Team Mesa Team Socrata
  • 6. Feature Reader to read metadata.xlsx The Workspace
  • 7. Attribute Manager to build Payload And Attribute Trimmer & Replacers to tidy the metadata The Workspace
  • 8. HTTPCaller to Patch updates Rather than make Put call for Full Replace of entire Metadata The Workspace
  • 10. Why do we care about Metadata? ● Discoverability of data by City Staff & Citizens ● Ensure Proper Usage: Source, Units, Updates
  • 11. ● Standardization - Ensure that the same metadata is being collected in the same format ● Alignment with industry standards - Industry practices and standards helps with data comparability ● Improve data categorization - Helps users locate the right datasets easily and quickly ● Improve data quality - Guidelines and required metadata fosters a culture of high- quality and complete metadata ● Improve Analytics - Providing reference metadata such as methodology and sampling, empowers user to know exactly how the data was obtained, so that analysts can use common methodologies https://socrata.com/blueprint Why have Metadata Standards?
  • 12. Why FME? ● It is easy! ● It is SAFE! ● Enabled frequent updates ● Low technical barrier for future updates by Data Stewards ● Better quality metadata with because it could be cleaned (trailing spaces, case, encoded characters) ● It’s a common tool used by our customers that requires zero code
  • 13. Voila! The Data Catalog ● Names ● Descriptions ● Category ● Tags
  • 14. RESOURCES Learn more ● Mesa Data Cloud: https://data.mesaaz.gov/ ● Socrata Metadata: https://socratametadataapi.docs.apiary.io/ ● Mesa What Works City: https://whatworkscities.bloomberg.org/works-city- feature-mesa-az/ ● FME HTTPCaller: https://www.safe.com/transformers/http-caller/