Vol. 2 Issue 6
December 2007

Whether you want to know what "incidents" happened at your local voting center, or are hunting for historic photographs of Granny's favorite speakeasy, you can rest assured that Azavea is working hard to develop the leading-edge technologies that are already improving our communities. We like to lend a helping hand in our hometown, the City of Brotherly Love, but we never snub other cities! We'll tell you all about these in the New Year... in the meantime, sit back, relax, and pour yourself a nice tall glass of egg-nog, because we're about to embark on a great voyage... another edition of the Azavea Journal! All of us wish you a wonderful Holiday Season and prosperous New Year.

Election Day Incident Mapping with Committee of Seventy: From the Innocuous to the Bizarre …

"... these reports and their accompanying maps help to paint a picture of just what occurs on Election Day, and exactly what issues and geographic locations need the most attention from voting officials."

Imagine. You are about to vote, someone approaches you and gives you a piece of their mind about whom they think you should vote for. Or, even more sordid…. some thugs walk up to you and “encourage” you to depart your polling station. Believe it or not, incidents like these do happen. That is why for several decades, Committee of Seventy, a Philadelphia-based, non-partisan elections watchdog group has focused on monitoring Election Day activities in Philadelphia to ensure that all citizens are able to exercise their right to vote.

On Election Day, Committee of Seventy works with the Lawyers’ Committee for Civil Rights Under Law to coordinate the Election Oversight Program, whereby election irregularities are monitored and registered through the combined efforts of volunteers and staff at a command center in parallel with teams of lawyers and volunteers deployed throughout the city. In the command center, team leaders field calls from voters, polling officials, as well as volunteers reporting election irregularities, then immediately coordinate with their teams at these locations to respond accordingly. During Philadelphia’s 2007 general election on November 6, Committee of Seventy turned to Azavea to help geographically record, map, and geo-analyze these incidents.



Maps showing concentration of election day incidents by ward.

The primary challenge of incorporating GIS into this endeavor was to create a system that would enable both quick recording of incidents and rapid map generation throughout the day. The catch was that a variety of maps was needed, including not just point maps showing individual incidents, but also aggregations by larger political boundaries indicating both relative numbers of incidents and proportions of different types of incidents.

Using ArcView 9.2, and taking advantage of ModelBuilder technology, Azavea volunteered to create a series of models that automatically performed the aggregations, some requiring as many as 35 tasks. These models were designed to take the incident point data and create choropleth maps at the ward, council district, and division levels with each map showing the aggregated number of incidents in each area, color-coded by types of incidents.

The incident maps proved helpful in several aspects of the Election Oversight Program. Committee of Seventy was able to identify problem trends citywide, ward-wide or district-wide and quickly respond to them. The information was compiled and continously analyzed so that they could stay on top of what was going on throughout Election Day.
With few hotly contested races in this election, Committee of Seventy wasn’t expecting a large number of incidents, but despite the relatively low turnout of an off-year election, 139 incidents were reported. Incidents ranged from the expected and relatively innocuous, such as voters unsure of where their polling places were, to troubling and bizarre, such as questionable behaviors by polling officials, rumors of thugs hired to intimidate voters and, the strangest of all: a local committeeman sitting in a van passing out alcohol and suspected by some to have a gun.

Though the mere report of an incident is no guarantee that it actually happened, or that it happened in quite the way described by the caller, these reports and their accompanying maps help to paint a picture of just what occurs on Election Day, and exactly what issues and geographic locations need the most attention from voting officials.

Jonathan David, Committee of Seventy’s Election Program Coordinator, noted that the maps were particularly important to “management staff and senior-level volunteers who needed to understand problematic trends – as they developed – so teams could respond quickly.” This trial run has been a success, leading Committee of Seventy and Azavea to use this experience to plan a more automated, web-based application that they hope to deploy for the 2008 presidential primaries and elections.

To read Committee of Seventy’s post election reports (including the election incident maps Azavea created) visit http://www.seventy.org/hot-topics/-2007-election-information/november-2007-post-election-report/.

‘Googling’ Sajara: How Sajara Uses Google Earth and Google Maps … O’Reilly Radar calls it “fantastic”

"... you can now fly through a 3D version of downtown Philadelphia, clicking on historic photos and displaying them in Google Earth."


The image above shows the results for geocoded historic photos from PhillyHistory.org found in Center City. The results are displayed in Google Earth.

Since their introduction in 2005, Google Maps and Google Earth have transformed the geospatial software world. Google Maps introduced a game-like, ‘slippy’ map interface that was simple and intuitive. Subsequent releases have added traffic, terrain, street-level photography, and a mapping toolkit that enable you to add maps to your web site. The Javascript-based Google Maps API lent itself to being combined with other web API’s and resulted in thousands of ‘mashups’ that displayed data on a Google Maps base map.

Google Earth, a technology Google acquired when it purchased Keyhole Corporation, is a software application that you download and install on your computer. It provides satellite and aerial imagery in a 3D environment. More important for folks like us, it supports KML (Keyhole Markup Language). KML enables us to add new data and display it in Google Earth.

We thought these Google tools were pretty neat, and we are always looking for ways to add cool new features to our projects and solutions. So in August, we added an RSS publication feature to our Sajara product, which runs the PhillyHistory web site. What’s RSS? It’s another web standard that is typically used by newspapers and blogs to provide syndication of articles. That sounds like publishing, so you might ask why we put RSS in a GIS product. Well, we had requests from PhillyHistory visitors to be able to save their searches and also be able to monitor when new photos were added to their area of the city. We thought that if every search could be turned into an RSS feed, then people would be able to use the RSS readers that are built into the Firefox and Internet Explorer browsers to monitor when the photos in their area of interest are changing. But we then went one step further and added the latitude and longitude coordinates of each photo with a GeoRSS tag. GeoRSS is simple but powerful. And it’s supported by Google Maps, so you can now take a PhillyHistory search and paste it into a Google Maps search box and see the historic photos in Google Maps.

In October, we added Google Earth support to Sajara as well. Assets stored in a Sajara database can now be displayed in Google Earth three different ways. First, every photo with a location now has a button that says ‘Show in Google Earth’. Second, the first 100 records of any search can be shown as a group. Finally, we just added a feature whereby an entire collection can be displayed in Google Earth. For the PhillyHistory project, with more than 48,000 photos — and counting — it’s a pretty dense set of imagery, but you can now fly through a 3D version of downtown Philadelphia, clicking on historic photos and displaying them in Google Earth.

Peter Brantley in his recent “Mapping Philly” article in O’Reilly Radar, calls this latest feature “fantastic” … well, we couldn’t agree more. What a stunning cyber trip in history indeed!

Have you got ideas about how we can integrate our work with other internet sites? Let us know and we’ll see what we can do!

What the Heck is…an SBIR?

"Through SBIR-funded research, Azavea is able to develop new technologies that we hope will both provide social value and grow into new products that create jobs and solve complex problems. "

Azavea was awarded a research grant by the National Science Foundation in December, 2006. This was our third such award in two years, and we are pretty proud. Usually, private companies are not allowed to be recipients of government grants, which are primarily awarded to universities, government agencies, and non-profit organizations. But these grants are different. They are part of the Small Business Innovation Research (SBIR) program. The SBIR program was started in the 1982 by the National Science Foundation and now includes a dozen federal agencies.

SBIR grants and contracts are awarded based on a competition with each federal agency having its own variations on the rules, but with a largely similar format. The process is separated into two phases. In Phase I, companies submit innovative ideas for products and services that match a set of priorities issued by each agency. The agencies evaluate the ideas and award grants to the ones that appear both feasible and contribute to the objectives of each awarding agency. If the company wins a Phase I award – the process is extremely competitive with only 1 in 10 applications being successful – they have six months to prove the feasibility of the idea. If the idea is proven feasible, then they are allowed to submit a Phase II proposal.

Phase II awards are for larger amounts of money and are two-year grants, during which the company must develop a commercial product or service and bring it to market. Usually, the SBIR awards are not sufficient to complete the effort and require additional investment from the firm before they can be delivered to the marketplace. However, while limited in size, SBIR grants serve as a sort of venture capital effort that can fund high priority but risky projects that might not otherwise receive funding from the private market.

So why does Azavea go after these SBIR grants? We fund much of our R&D efforts internally, but sometimes we are presented with a complex technical hurdle that we are not sure how to solve. Or we have an idea for a product, but no client yet, and need a way to jump-start the development. Our DecisionTree geographic prioritization software, for example, was partially funded by a SBIR research contract from the Department of Agriculture. Under the grant, we tested the feasibility of developing a faster raster calculation engine. Through SBIR-funded research, Azavea is able to develop new technologies that we hope will both provide social value and grow into new products that create jobs and solve complex problems.

ESRI MUG 2007 Conference Held on the Avenue of the Arts


The ESRI Mid-Atlantic User Group held its 2007 conference in late November at the Union League of Philadelphia. We were pleased to present four Azavea projects – PhillyHistory.org, ParcelExplorer, a Property Conveyance Fraud application for the Philadelphia Department of Records, and Temple University’s Metropolitan Philadelphia Indicators Project, that will (in the New Year) leverage our Kaleidocade Indicators Framework, enabling users to map and analyze aggregated community data.

The ESRI Mid-Atlantic User group is committed to assisting members within our region (PA, DE, NJ, MD, DC, VA, WV) to identify and educate users regarding GIS.  It’s run entirely by volunteers seeking to build a local community of ESRI users who support each other and share our experiences.  This mission is accomplished through local meetings and the annual conference, which draws participants from throughout the region. This year featured none other than Jack Dangermond himself as keynote speaker.

The Union League was a beautiful venue for a conference, with by far the most grand presentation rooms (It’s not often that we get to make a presentation while standing in front of a statue of Abraham Lincoln), and an exhibit hall complete with crystal chandelier. We enjoyed the opportunity to re-connect with old friends and make new ones in the regional GIS community.

Azavea Continues to Grow

Between trying to "decide if it [is] the Giant Pacific Octopus or the Beluga Whale that [is] her favorite animal..." and building "community radios" in Kenya, Azavea staff have a pretty wide - shall we say wild? - range of interests!

Deborah Sting and Josh Marcus

Once again we have some ‘New Staff’ introductions to make! Deb and Josh joined Azavea in October and November.

Deborah Sting
joins Azavea as a Project Assistant and will be providing support for PhillyHistory.org and assisting with the marketing of Sajara. Prior to joining Azavea, Deb lived in Chicago where she worked as an intern at the Winnetka Historical Society. She was also an educational interpreter at John G. Shedd Aquarium where she developed programming, interacted with guests, and constantly tried to decide if it was the Giant Pacific Octopus or the Beluga Whale that was her favorite animal. In the spare time that comes from no longer being in graduate school, Deb deals with a serious book obsession, enjoys pestering people about how they can save the planet, and gets a little itchy if she can’t travel at least twice a month.


Josh Marcus
joins Azavea as a Software Developer and will be working with our Kaleidocade and Cicero teams. Josh has ten years of experience applying his software engineering, system architecture, and management experience to building sophisticated, scalable web-based applications. Prior to joining Azavea, Josh served as Chief Technology Officer for Solutions for Progress, a public policy technology company. In that role, he led the development of The Benefit Bank for several state governments, a web-based application that helps low income households gain access to tax credits and public benefit programs. Josh is passionate about finding new ways to use his geek powers for good. For example, he went to Kenya last winter with his wife, a community radio activist and grassroots lobbyist, to build community radio stations and teach technology skills. He is a long time resident of West Philadelphia, where he loves to read science fiction and political theory, bike, brew beer, play board games and literary games, and wander aimlessly in search of new urban wonders.

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A Historic Puzzle!

A famous female aviator who later mysteriously disappeared in the Pacific Ocean was photographed upon her arrival at the Philadelphia airport.

1. Do a “Keyword” search on PhillyHistory using the name of the aviator to find the photograph of her in Philadelphia (hint: her first name was Amelia). What year was she photographed at the Philadelphia airport?

2. In the year this aviator arrived in Philadelphia, travel by airplane was still a unique and exciting experience. Philadelphians used the subway as one form of transportation to make their way around the city. Do a “Keyword” search using the word “subway” and a “Time Period” search using the answer from question #1 to find a photograph of where some of the subway cars were stored. What was the name of the subway yard? Hint: It’s still in use as a transportation center today.

3. After setting many aviation records, the female pilot disappeared during an attempt to circumnavigate the globe. What year did she disappear? Using PhillyHistory, find a photograph from that year and tell us why it is your favorite.

Be the first to send an email with all three correct answers to info@azavea.com and we will send you a $20 gift card to Barnes & Noble!