FME Applications in New York City GIS

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The Citywide Street Centerline Database (CSCL) is the authoritative source for location data used by New York City's public safety agencies (NYPD, FDNY) for 911 call-taking and dispatch. It is an ESRI enterprise geodatabase that is jointly maintained by 2 city agencies- the Department of Information Technology and Telecommunications and the Department of City Planning. Designed more for data maintenance, CSCL is not easily accessible by the day-to-day GIS user. This presentation will show how we have applied FME to create a version of CSCL that is better suited for general GIS tasks and made it available to all city agencies, to the public via NYC Open Data, and to Batman.

Tecnología

FME Applications in
New York City GIS
Chris Rado, GIS Manager (CSCL)
NYC Dept. of Information Technology
and Telecommunications

My IT diagram
Developed after 9/11 to serve as an authoritative source of addresses and location info
- Consolidated data: streets, addresses, common places, etc.
- 5-day update cycle (Mayor’s Executive Order #39)
- Data distribution system
- CSCL is Hosted by DoITT
- Maintained jointly by DoITT and Dept. of City Planning (DCP) since 2009
- Governance by 7 City Agencies (DoITT, DCP, NYPD, FDNY, NYC EM, DOT, and DEP)
Citywide Street
Centerline Geodatabase
(CSCL)

CSCL is really, really, really designed
7 City Agencies + 2 Contractors + ESRI Advisors =
68 feature classes
40 tables
47 Relationship Classes
2 Feature Datasets
8 Topology rules
93 Domains
2 Subtypes….. plus Custom ArcMap Editing tools!

Wait, don’t go! It’s only our Data Model

CSCL Data Distribution System
CSCL Database
ESRI GDB Replication
This is the FME part…
NYC EM
DOT
9-1-1 Call-taking
NYPD Dispatch
Transportation
planning and analysis
Fire/EMS Dispatch
NYPD
FDNY
Disaster planning,
response, and recovery
“Published” CSCL data for City Agencies and NYC
OpenData

CSCL was designed for maintenance, so...
NYPD
FDNY
CSCL Replicas Custom coded ETLs
ArcObjects (Pokemons)
NYPD
FDNY
Export GDBs E911 and Dispatch
CAD Systems
CSCL Published
CSCL
This part
broke.

A Stab from the Past!
FME is in the
ESRI Data Interop
Extension…

Spatial ETL Tool Version
“Direct Copy” Data
“Named Intersection” Data
Writes simultaneously to FGDB and SDE. Nice!

Slimming effects of ETL process
Before After

Automation Issues #1
ArcPy integration of Spatial ETL tools
Batch file calls Python script which activates Spatial ETL tools

Automation Issues #2
ESRI Workflow Manager bug NIM090873

Standalone FME
I got my agency to buy something!
1 floating license and one FME upgrade from ESRI Data Interop vs
$50,000 (or worse) for software consulting services
Provisioned VM exclusively to run FME processes
Easier to run FMWs as scheduled tasks
Can open FMW files created by others
Updated software (v2016 vs v2013) e.g. Socrata Writer
FME v2016 is 64bit vs 32bit version in Data Interop
Best of all- We have full control of our ETL

Converting Spatial ETL tool to FMW
a) Saving the ESRI-created FMW files to new *.FMW
names
b) Copy/pasting the Readers, Writers, Transformers
from Spatial ETL tools to FME 2016 Workbench
c) Recreating the old tools in FME 2016 Workbench-
this worked the best.

Loose ends…
How does FME use the machine resources?
Local run = 2 hours (Xeon 3.2GHz/8GB/Win 7 64)
Server run = 4 hours (Quad 2.6GHz /8GB/ WinServer R2 64)
“Memory allocation” freezing for converted tools
Recreated tools in FME 2016 had same problem
Safe Software Support case C111319
Moved to 64 bit FME
Changed out some Feature Holders for Cloners

Other FME uses
Direct updates to SDE from anything: xlsx, WFS, Access….
QC Tools for CSCL data maintenance
Previously Model Builder, Python (ArcPy), Python Toolbox
Metadata handling (once we figure it out)
FME Documentation for the XML stuff is not awesome
Linear Referencing applications, a hard sell…
Replacement of other ETL custom software
Once they taste our cooking….

Thanks!
Chris Rado, GIS Manager (CSCL)
NYC DoITT
chrado@doitt.nyc.gov

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In an era where making swift, data-driven decisions can set industry leaders apart, understanding the world of data streaming and stream processing is crucial. During this webinar, we'll explore: Stream Processing Overview: Dive into what stream processing entails and the value it brings organizations. Stream vs. Batch Processing: Learn the key differences and benefits of stream processing compared to traditional batch processing, highlighting the efficiency of real-time data handling. Mastering Data Volumes: Discover strategies for effectively managing both high and low volume data streams, ensuring optimal performance. Boosting Operational Excellence: Explore how adopting data streaming can enhance your organization's operational workflows and productivity. Spatial Data's Role in Streams: Understand the importance of spatial data in stream processing for more informed decision-making. Interactive Demos: Watch practical demos, from dynamic geofencing to group-based processing. Plus, we’ll show you how you can do it without coding! Register now to take the first step towards more informed, timely, and precise decision-making for your organization.

Powering Real-Time Decisions with Continuous Data Streams

Safe Software

In today's data-driven landscape, integrating spatial data is becoming increasingly crucial for organizations aiming to harness the full potential of their data. Spatial data offers unique insights based on location, making it a fundamental component for addressing various challenges across different sectors, including urban planning, environmental sustainability, public health, and logistics. Our webinar delves into the indispensable role of spatial data in data management and analysis. We'll showcase how omitting spatial data from your data strategy not only weakens your data infrastructure, but also limits the depth of your insights. Through real-world case studies, we'll highlight the transformative impact of spatial data, demonstrating its ability to uncover complex patterns, trends, and relationships. Join us for this introductory-level webinar as we explore the critical importance of spatial data integration in driving strategic decision-making processes. By the end of the webinar, you'll gain a renewed perspective on how spatial data is essential for confronting and overcoming challenges across various domains.

The Critical Role of Spatial Data in Today's Data Ecosystem

Safe Software

Once in a while, there really is something new under the sun. The rise of cloud-hosted data has fueled innovation in spatial data storage, enabling a brand new serverless architectural approach to spatial data sharing. Join us in our upcoming webinar to learn all about these new ways to organize your data, and leverage data shared by others. Explore the potential of Cloud Native Geospatial Formats in your workflows with FME, as we introduce five new formats: COGs, COPC, FlatGeoBuf, GeoParquet, STAC and ZARR. Learn from industry experts Michelle Roby from Radiant Earth and Chris Holmes from Planet about these cloud-native geospatial data formats and how they can make data easier to manage, share, and analyze. To get us started, they’ll explain the goals of the Cloud-Native Geospatial Foundation and provide overviews of cloud-native technologies including the Cloud-Optimized GeoTIFF (COG), SpatioTemporal Asset Catalogs (STAC), and GeoParquet. Following this, our seasoned FME team will guide you through practical demonstrations, showcasing how to leverage each format to its fullest potential. Learn strategic approaches for seamless integration and transition, along with valuable tips to enhance performance using these formats in FME. Discover how these formats are reshaping geospatial data handling and how you can seamlessly integrate them into your FME workflows and harness the explosion of cloud-hosted data.

Cloud Revolution: Exploring the New Wave of Serverless Spatial Data

Safe Software

Learn where FME meets AI in this upcoming webinar to offer you incredible time savings. This webinar is tailored to ignite imaginations and offer solutions to your data integration challenges. As the new digital era sets sail on the winds of AI, the tangibility of its integration in our daily schema is unfolding. Segment 1, titled “AI: The Good, the Bad and the FME” by Darren Fergus of Locus, navigates through the realms of AI, scrutinizing its pervasive impact while underscoring the symbiotic potential of FME and AI. Join in an engaging demonstration as FME and ChatGPT collaboratively orchestrate a PowerPoint narrative, epitomizing the alliance of AI with human ingenuity. In Segment 2, “Integrating GeoAI Models in FME” by Dennis Wilhelm and Dr. Christopher Britsch of con terra GmbH, the spotlight veers towards operationalizing AI in our daily tasks through FME. A practical approach to embedding GeoAI Models into FME Workspaces is unveiled, showcasing the ease of incorporating AI-driven methodologies into your FME workflows, skyrocketing productivity levels. To follow, Segment 3, "Unleash generative AI on your terms!" by Oliver Morris of Avineon-Tensing. While the prospects of Generative AI are thrilling, security and IT reservations, especially with 'phone home' tools, are genuine concerns. However, with open-source tools, you can locally harness large language models. In this demo, we'll unravel the magic of local AI deployment and its seamless integration into an FME workspace. Bonus! Dmitri will join us for a fourth segment to tie us off, showcasing what he has been up to this week, including using OpenAI API for texturing in FME, amoung other projects. Join us to explore the synergy of FME and AI: opening portals to a realm of revolutionized productivity and enriched user experiences.

Igniting Next Level Productivity with AI-Infused Data Integration Workflows

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The Zero-ETL Approach: Enhancing Data Agility and Insight

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Dive deep into the world of CAD-GIS integration with our expert-led webinar. Discover how to seamlessly transfer data between Bentley MicroStation and leading GIS platforms, such as Esri ArcGIS. This session goes beyond mere CAD/GIS conversion, showcasing techniques to precisely transform MicroStation elements including cells, text, lines, and symbology. We’ll walk you through tags versus item types, and understanding how to leverage both. You’ll also learn how to reproject to any coordinate system. Finally, explore cutting-edge automated methods for managing database links, and delve into innovative strategies for enabling self-serve data collection and validation services. Join us to overcome the common hurdles in CAD and GIS integration and enhance the efficiency of your workflows. This session is perfect for professionals, both new to FME and seasoned users, seeking to streamline their processes and leverage the full potential of their CAD and GIS systems.

Mastering MicroStation DGN: How to Integrate CAD and GIS

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Dive deep into the world of geospatial data management and transformation in our upcoming webinar focusing on the powerful integration of FME and Esri technologies. This insightful session comprises two compelling segments aimed at enhancing your geospatial workflows, while minimizing operational hurdles. In the first segment, guest speaker Jan Roggisch from Locus unveils how Auckland Council triumphed over the challenges of handling large, frequent data updates on ArcGIS Online using FME. Discover the journey from manual data handling to an automated, streamlined process that reduced server downtime from minutes to seconds: setting a new standard for local government organizations. The second segment, led by James Botterill from 1Spatial, unveils the magic of incorporating ArcPy into your FME workflows. Delve into real-world scenarios where ArcGIS geoprocessing is harmoniously orchestrated within FME using the PythonCaller. Gain insights into raster-vector data conversion, spatial analysis, and a host of practical tips and tricks that empower you to leverage the combined capabilities of FME and Esri for efficient data manipulation and conversion. Join us to explore the remarkable possibilities that open up when FME and Esri technologies converge – enhancing your ability to manage and transform geospatial data with unprecedented efficiency.

Geospatial Synergy: Amplifying Efficiency with FME & Esri

Safe Software

Join us at Safe Software as we unveil the exciting new FME Community platform. Picture yourself entering a vibrant, interconnected world, where every click brings you closer to a fellow FME enthusiast, a new idea, or a solution that could revolutionize your workflow. Since its inception, the FME Community has been a dynamic hub for knowledge sharing, where thousands of users converge to exchange insights, engage in stimulating discussions, and collaboratively solve challenges. Now, envision this community reimagined - retaining the features you know and love, but infused with new, cutting-edge functionalities designed to make your experience even more enriching and effortless. The Community is also planned to soon act as a central hub for all FME community acticity across the web. This webinar is your personal tour through this enhanced FME Community landscape. Whether you're an experienced user familiar with every nook and cranny of the old platform, or you're setting foot in this community for the first time, our webinar will ensure you navigate the new terrain with ease and confidence. Discover how to maximize your engagement, tap into the wealth of resources available, and contribute to the growing tapestry of FME innovation. Join us in celebrating the future of FME collaboration, where your next breakthrough idea, insightful article, or spirited discussion awaits. Don't miss this opportunity to be a part of the evolution of the FME Community!

Introducing the New FME Community Webinar - Feb 21, 2024 (2).pdf

Safe Software

Explore how to best leverage the latest of AI technology in our upcoming webinar, where we delve into advancements and trends in the field since our previous AI webinars in 2023. Join us for a session filled with fresh insights and practical knowledge. We're stitching together the final threads of this presentation as we speak, keeping pace with AI's breakneck speed. Expect a session brimming with the freshest insights, releases and breakthroughs in AI – right up to the minute! A spotlight of this session is set to include Dmitri Bagh’s exploration of innovative AI integrations with FME, ranging from generating 3D features for augmented reality using Dall-E, to enhancing urban planning with orthoimagery completion, and showcasing the power of AI in workspace analysis and geoart creation. Whether you're new to AI or an experienced practitioner, this webinar is tailored to keep you at the forefront of AI innovation. Get ready for a session that is as informative as it is inspiring, equipping you with the tools to excel in the dynamic world of artificial intelligence.

Breaking Barriers & Leveraging the Latest Developments in AI Technology

Safe Software

Navigating the complexities of managing vast enterprise data across multiple systems can be challenging. This webinar is your guide to navigating and simplifying enterprise integration. As a technology leader, you may grapple with legacy systems, shadow IT, and budget constraints. Data and personnel silos often impede technological progress. FME champions integrating superior business systems to bolster your organization's digital strength – efficiently and affordably, using your current team and accessible services. Join us and partner guest speakers from Seamless in an engaging session exploring the essential roles of data and systems in modern enterprises. We'll provide insights on achieving high-quality data management, establishing strong governance, and enabling teams to manage their data effectively. Delve into strategies for ensuring high-quality data and building robust governance structures, with tips and tricks along the way. This webinar features real-life case studies demonstrating success in diverse industries. Learn cutting-edge strategies for data governance and system integration. Don't miss this opportunity to gain valuable insights and best practices for transforming your data governance and system integration processes.

Best Practices to Navigating Data and Application Integration for the Enterpr...

Safe Software

Cloud Revolution: Exploring the New Wave of Serverless Spatial Data

Safe Software

Join us for a future-facing webinar this New Year as we host an exclusive interview with Safe Software’s Co-Founders, Don Murray and Dale Lutz. Delve into a detailed discussion on the transformative trends emerging in the data integration industry and explore how you can leverage FME to gain an advantage in this rapidly evolving world of technology. Discover how these advancements are revolutionizing data solutions, from artificial intelligence (AI) and machine learning to the exciting realm of Augmented Reality (AR) technology. As we all navigate through a complex global landscape impacted by recent events, this webinar will provide a glimpse into the future of data integration, unveiling Safe Software’s innovative solutions in the pipeline and the envisioned industry trajectory for the next decade. Don’t miss this opportunity to gain invaluable insights into the future of data integration and how Safe Software is positioning itself to foster continuous innovation and address the anticipated challenges of the industry.

New Year's Fireside Chat with Safe Software’s Founders

Safe Software

Join us to discover actionable insights for elevating your airport operations. We've partnered with three airports and contractor teams to share real-world FME applications in airport environments: In Segment 1, hear from Hartsfield-Jackson Atlanta International Airport and Axim Geospatial on how FME streamlined the flow of data between their Cityworks Asset Management System and their GIS, enhancing airport staff's experience by reducing manual effort and paperwork duplication. Segment 2 will take you on Philadelphia International Airport’s geospatial roadmap journey, alongside their Spatial Services group, C&S Companies. Discover how FME is integral in bridging data integration gaps between BIM/CAD/GIS and their asset management platform, overcoming previous hurdles and improving data integration efficiency. In the final segment, join Woolpert in the exploration of the ETL processes implemented at Orlando International and Fort Lauderdale International airports, facilitating the smooth flow of data between BIM, GIS, and CAD systems. Learn the importance of data standards from firsthand experience with the development of automation processes. They’ll also share the significant time and cost-saving benefits reaped, and discuss future applications of this technology in data QA/QC tasks. Don’t miss the chance to discover how FME is transforming airport operations, paving the way for enhanced efficiency and reduced operational costs. Register today!

Taking Off with FME: Elevating Airport Operations to New Heights

Safe Software

Join us as we delve into the benefits of developing a Governance strategy for your organization. Learn the requisite knowledge and tools for efficient deployment and management of FME Governance within your own organization. This webinar will feature two guest speaker segments: Segment 1, by Jelle De Zwaef from Nordend & Francis Vanden Bulcke from District09, unravels the Governance journey at the Municipality of Ghent. As FME Flow becomes a cornerstone for business-critical processes in Ghent, discover how a well-orchestrated governance strategy, employing Named Connections, Python Scripts, and user access control among other elements, has facilitated the transition of processes to a production environment. This also strategy ensures swift and accurate deployment of alterations in the FME process. In Segment 2, Théo Drogo & Lesley MacKenzie from Consortech, demonstrate a kickstart into FME Governance with a straightforward self-assessment approach. This segment unveils a proven methodology, cultivated over 20 years, to perform a quick yet thorough assessment of your current FME infrastructure. The discussion, grounded on three foundational pillars—technology, people, and practices, will provide a robust checklist to guide your governance strategy. This method aims to ensure an optimal, secure, and cost-effective FME integration into your IT and business dynamics. Attend and gain a better understanding of how you can use FME to support data and GIS governance, as well as practical tips and techniques for implementing FME within your own organization.

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Retrieval augmented generation (RAG) is the most popular style of large language model application to emerge from 2023. The most basic style of RAG works by vectorizing your data and injecting it into a vector database like Milvus for retrieval to augment the text output generated by an LLM. This is just the beginning. One of the ways that we can extend RAG, and extend AI, is through multilingual use cases. Typical RAG is done in English using embedding models that are trained in English. In this talk, we’ll explore how RAG could work in languages other than English. We’ll explore French, Chinese, and Polish.

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FME Applications in New York City GIS

1. FME Applications in New York City GIS Chris Rado, GIS Manager (CSCL) NYC Dept. of Information Technology and Telecommunications

2. DoITT GIS Team

3. Obligatory IT Diagram

4. My IT diagram Developed after 9/11 to serve as an authoritative source of addresses and location info - Consolidated data: streets, addresses, common places, etc. - 5-day update cycle (Mayor’s Executive Order #39) - Data distribution system - CSCL is Hosted by DoITT - Maintained jointly by DoITT and Dept. of City Planning (DCP) since 2009 - Governance by 7 City Agencies (DoITT, DCP, NYPD, FDNY, NYC EM, DOT, and DEP) Citywide Street Centerline Geodatabase (CSCL)

5. CSCL is really, really, really designed 7 City Agencies + 2 Contractors + ESRI Advisors = 68 feature classes 40 tables 47 Relationship Classes 2 Feature Datasets 8 Topology rules 93 Domains 2 Subtypes….. plus Custom ArcMap Editing tools!

6. Wait, don’t go! It’s only our Data Model

7. CSCL Data Distribution System CSCL Database ESRI GDB Replication This is the FME part… NYC EM DOT 9-1-1 Call-taking NYPD Dispatch Transportation planning and analysis Fire/EMS Dispatch NYPD FDNY Disaster planning, response, and recovery “Published” CSCL data for City Agencies and NYC OpenData

8. CSCL was designed for maintenance, so... NYPD FDNY CSCL Replicas Custom coded ETLs ArcObjects (Pokemons) NYPD FDNY Export GDBs E911 and Dispatch CAD Systems CSCL Published CSCL This part broke.

9. A Stab from the Past! FME is in the ESRI Data Interop Extension…

10. Spatial ETL Tool Version “Direct Copy” Data “Named Intersection” Data Writes simultaneously to FGDB and SDE. Nice!

11. Centerline export tool snapshot

12. Slimming effects of ETL process Before After

13. Automation Issues #1 ArcPy integration of Spatial ETL tools Batch file calls Python script which activates Spatial ETL tools

14. Automation Issues #2 ESRI Workflow Manager bug NIM090873

15. Standalone FME I got my agency to buy something! 1 floating license and one FME upgrade from ESRI Data Interop vs $50,000 (or worse) for software consulting services Provisioned VM exclusively to run FME processes Easier to run FMWs as scheduled tasks Can open FMW files created by others Updated software (v2016 vs v2013) e.g. Socrata Writer FME v2016 is 64bit vs 32bit version in Data Interop Best of all- We have full control of our ETL

16. Converting Spatial ETL tool to FMW a) Saving the ESRI-created FMW files to new *.FMW names b) Copy/pasting the Readers, Writers, Transformers from Spatial ETL tools to FME 2016 Workbench c) Recreating the old tools in FME 2016 Workbench- this worked the best.

17. Loose ends… How does FME use the machine resources? Local run = 2 hours (Xeon 3.2GHz/8GB/Win 7 64) Server run = 4 hours (Quad 2.6GHz /8GB/ WinServer R2 64) “Memory allocation” freezing for converted tools Recreated tools in FME 2016 had same problem Safe Software Support case C111319 Moved to 64 bit FME Changed out some Feature Holders for Cloners

18. Other FME uses Direct updates to SDE from anything: xlsx, WFS, Access…. QC Tools for CSCL data maintenance Previously Model Builder, Python (ArcPy), Python Toolbox Metadata handling (once we figure it out) FME Documentation for the XML stuff is not awesome Linear Referencing applications, a hard sell… Replacement of other ETL custom software Once they taste our cooking….

19. Batman!

20. Batcomputer!

21. Thanks! Chris Rado, GIS Manager (CSCL) NYC DoITT chrado@doitt.nyc.gov

FME Applications in New York City GIS

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