Spatial Analysis The Work Samples for Planning Oriented GIS Project
Laura Rung-Er Jang City and Regional Planning Program University of Pennsylvania
Laura Rung-Er Jang
jang.rung.er@gmail.com | 215-429-3346 4218 Baltimore Ave., Philadelphia, PA 19104
EDUCATION University of Pennsylvania
Master of City and Regional Planning, Land Use and Environmental Planning Philadelphia, PA Sept ’11 – May ’13
National Chengchi University Bachelor of Art, Land Economics (Urban Planning based) Taipei, Taiwan Sept ’06 – July ’10
SPECIALTIES GIS Graphics Data Analysis
Software
ArcGIS (ArcMap, ArcScene) │Community Viz │Google Earth Pro Adobe CS (Illstrator, Photoshop, InDesign, Bridge) │ AutoCAD │ Rhino MS Office (Word, Excel, Powerpoint, Access) │SAS │ SPSS
Language
English │ Mandarin Chinese │ Taiwanese
Interest
Digital Photography│Travel │Kayaking │Hiking
Contents Total Number of Business 2012 Source: Wharton GIS Lab 1. Philadelphia Block Stabilization Program Year: 2012
³
´ Properties_Possitive Profit Properties_Negative Profit
2. Philadelphia Commercial Corridor Enhancement Program
Olney
Fern Rock Trans. Center
Logan Wyoming
Frankford Terminal Margaret/Orthodox
Huntng Par k�
ChurchTotal Number of Business 2012
Erie
Erie/Torresdale
Alleghney
Tioga
North Philadelphia
Allegheny
Somerset Huntngdon� Susquehanna-Dauphin York-Dauphin Cecil B. Moore Girard
Girard
Fairmount 69th St. Terminal
Millbourne
63rd 60th
0
56th 52nd
1.25
2.5
Spring Garden 46th
40th
Spring Garden
Chinatown 15th 13th 8th 5th 2nd Walnut-Locust11th Miles Lombard-SouthCity Hall
34th 30th
5
Race-Vine
Ellsworth-Federal
Berks
0 - 50 51 - 75
76 - 104 (mean: 104) 3.Transit Oriented Development Potential 105 - 200 Study in Philadelphia 201 - 300 301 - 2000 2001 - 4835
Criteria Score Subway Station Buffer 1.11538462 - 2.03846154
Tasker-Morris
2.03846155 - 2.57692308
Snyder
2.57692309 - 2.88461538
Oregon
2.88461539 - 3.38461538 3.38461539 - 4.73076923
Patson��
Philadelphia Block Stabilization Program City of Philadelphia Redevelopment Authority Internship | 2013 | Philadelphia
Vision
´
Market Value Analysis
Identify tax delinquent properties in decent neighborhoods; obtain site control through conservatorship, rehabilitate, and sell the property – paying off municipal liens, cost of rehabilitation, and offering a profit to the owner of record.
Target Property
´
CDE_Properties
2010-2011 MVA MVA A B C D E F G H I
Methodology Identify tax delinquent properties with taxes<$10K located in TRF ranked C and D neighborhoods that have a vacancy violation on them by the License and Inspections.
Work Flow A Data Acquisition
1. Market value analysis (MVA) data from The Reinvestment Fund (TRF) 2. Tax delinquent properties data 3. Vacancy violation by the License and Inspections 4. Zillow 5. Google map
Insufficient data
Target market value type CDE
42 vacant buildings
Filter tax delinquent properties
in market type CDE
Filter vacancy violation selection
B
Identify proper Property for fixing
1. Choose Properties within market value type = C or D or E 2. Choose Properties: Tax Delinquent < $10,000, Year >= 2 3. Choose vacant buildings from vacancy violation data 4. Take closer look at property from Google map
C
Economic analysis for targeted properties
1. Get property characteristics 2. Estimate build out fee 3. Calculate Profit fro PRA and the owner
Team: Laura Rung-Er Jang, Qianqian Zhao Build Out Profit
´
Positive Profit
1
id R ge e Av nu ge
dA ve
id R
nu
e
e Fra
e
nk
nu
fo r
e Av
10
7
9
8 2
3
6
5
´
´ Properties_Possitive Profit
4
´ 12
Properties_Possitive Profit
16 17
11
Properties_Negative Profit
Washingt on
Avenue
21
19
20
18
14 15
Profit = Estimate Sale Price – Tax Delinquent – Last Sold Price – Build Out Fee
Assume that Build Out Fee = $100 / SQFT PRA will get $20 per square foot
´
1
id R
Property Details
ge e Av nu e
TRF Market Value Type C
21 vacant buildings
13
with positive profit
Summary: Location & Profit 1
ge
dA ve
id R
nu
e
875 N STILLMAN ST
´
7
Fra
e
nk
nu
for
e Av
10
´
9
8 2
3
6
5 4
´ 12
Zoning
16
Estimate rent 17 21 Estimate 20 price e 19 sale
$1,641
630
Build out18($100)
$84,000
1920
Profit for owner
$146,658
Building Type
Condo
$16,800
Bedrooms
1
Profit 14 for PRA 15 Build out ($125)
Bathrooms Date of Last sold
3
Profit for PRA
$125,658
11 RSA-5
Washingt
Area
840
Lot Year built
´ ´
on Avenu
1
10/1/1967 Profit for owner
Price of last sold
$24,746
Tax Del Mortgage
13
$260,890
$105,000 10
$21,000
Build out ($150)
$126,000
$5,486
Profit for owner
$104,658
$0
Profit for PRA
$25,200
7
2
9 8
3
6
5
Cluster A
4
id R ge e Av nu e
TRF Market Value Type D 12 11
ge
dA ve
id R
nu
e
809 N TANEY ST
Fra
e
nk
nu
for
e Av
10
7
16 1721 19 20 18
9
14 15
8 2
3 5
Zoning Area Lot
13
4
´ 12 RSA-5 11
Estimate rent 16
17 sale price Estimate Washi 1512 21 ngton Ave nue 20
19
$1,685
Build out ($100)
$151,200
Profit for owner
$3,777
Building Type
1920 Single Family 2
Profit for PRA 14 Build 15 out ($125)
$30,240
Bedrooms Bathrooms Date of Last sold
1
Profit for PRA
-$34,023
$132,704
Profit for owner ($150)
$37,800
Price of last sold Tax Del
$4,050
Profit for owner
-$71,823
Mortgage
$0
Profit for PRA
$45,360
´
4/3/2013
18
Build out 13
Sales Revenue
Delinquent Taxes
Cluster A
-$121,548
-$32,493
Cluster B
-$97,098
-$45,420
Other
-$157,450
Total
-$376,096
$291,731
1620
Year built
Cluster B
6
$189,000
$226,800
Outstanding Debt
Build Out Fee($100/sqft)
Estimate sale price
Net to owner
PRA build out profit
-$29,600
-$1,013,500
$1,469,151
$272,010
$202,700
-$24,900
-$1,782,000
$2,826,747
$877,328
$356,400
-$10,439
-$3,740
-$353,000
$706,824
$182,195
$70,600
-$88,352
-$58,240
-$3,148,500
$5,002,722
$1,331,534
$629,700
Philadelphia Commercial Corridor Enhancement City of Philadelphia Redevelopment Authority Internship | 2013 | Philadelphia
VISION
For the purpose of intensive investment by PRA owned development non- profit, identify the underperforming corridors and bring their performance to average. Build out critical mass, rent at market rate, the residential and rent the commercial at a subsidized rate.
GOAL
- More business - More residents - Higher employment - Less Crime - Better Scholastic achievement
APPROACH
Identify underperforming commercial corridor in transactional neighborhoods. Target pilot areas ,define opportunity (including economic impact analysis)
I. Data Collection
1. Commercial Corridor Analysis 2008 from Econsult solutions 2. Commercial data 20092012 from UPenn Wharton GIS Lab 3. Zoning data 4. Vacancy properties from Department of License and Inspections (L&I) 5. Market properties available for sell or lease
II. Identify Commercial Corridor need to be enhanced
Select the corridors below the average based on the following analysis - Commercial use percentage - Number of business - Number of business change - Business change percentage - Square foot per business - Sum of Sales value
III. Target proper properties
- Vacant binding - Vacant lots - Properties available for sale - Properties available for lease
Team: Laura Rung-Er Jang, Sonal Tiwari
Commercial Use
Business Change 2009-2012
Commercial Use in Corridor (sqft)
Commercial Use in Corridor (%)
Source: Wharton GIS Lab Year: 2012
Source: Wharton GIS Lab Year: 2012
³
Number of Business Change 2009-2012
Percentage of Business Change 2009-2012 Source: Wharton GIS Lab Year: 2012
Source: Wharton GIS Lab Year: 2009/2012
³
³
³
Commercial Use (sqft)
Percentage of Business Change
Number of Business Change
Commercial Use (%)
0 - 250,000
0% - 13%
14 - 162
26% - 1000%
250,001 - 300,000
14% - 25%
1 - 13
17% - 25%
300,001 - 560,000 (mean: 554,041)
26% - 33% (mean: 33%)
-5 - 0
1% - 16% (mean:16%)
560,001 - 2,000,000
34% - 65%
-115 - -6 (mean: -6.3)
-3% - 0%
2,000,001 - 10,908,576
66% - 100%
-275 - -116
-9% - -4% -14% - -10%
-1,014 - -276
-71% - -15%
-1,015 0
1.25
2.5
5 Miles
0
1.25
2.5
0
5 Miles
1.25
2.5
0
5 Miles
1.25
2.5
5 Miles
Business Scale
Total Sale Volume
Total Number of Business 2012
Square Feet per Business
Sum of Sales Value 2012
Source: Wharton GIS Lab Year: 2012
Source: Wharton GIS Lab Year: 2012
³
Source: Wharton GIS Lab Year: 2012
³
³
Square Feet 0 - 2,000
2012 Total Number of Business
2,001 - 3,000 3,001 - 5,500
0 - 50
5,501 - 10,000
51 - 75
10,001 - 17,181 (mean: 18,171sf)
76 - 104 (mean: 104)
17,182 - 100,000
105 - 200
100,001 - 1,578,685
201 - 300
Sales Value $0 - $10,000 $10,000 - $60,000 $60,000 - $150,000 $150,000 - $250,000 $250,000 - $357,000 (mean: $356,778)
301 - 2000
$357,000 - $2,650,000
2001 - 4835
$2,650,000 - $53,978,328 0
1.25
2.5
0
5 Miles
1.25
2.5
5 Miles
0
16 Commercial corridors are
1.Bustleton/Somerton Center
below the average of economic impact analysis 6.Germantown Ave./ Gorgas-Upsal
3.Rising Sun Ave./ Crescentville 2.Frankford Ave./ Holmesburg 7.Germantown Ave./ High-Upsal 4.Frankford Ave./ Margaret-Orthodox 8.East Falls 5.Frankford Ave./ Church St.
12. 40th and Lancaster
9.Girard and Ridge 11.Girard Avenue 10.Broad and Ridge
13. 36th and Lancaster 14. 54th and Woodland 16. Point Breeze Avenue 15. Woodland Avenue
1.25
2.5
5 Miles
Transit Oriented Development Potential Study in Philadelphia Modeling Geographic Objects Final Project, University of Pennsylvania| 2011 | Philadelphia
Purpose and Goals
Philadelphia is a city with successful public transit system compared with most cities in United States with a relatively stable source of customers and physical infrastructures for Transit Oriented Development. Our study identifies Subway Lines as the primary source of transit facility in promoting TOD because they have high capacity, high speed and a large service area. The current subway lines, Market-Frankford Line and Broad Street Line, have a considerable number of passengers and have a relatively stable traffic flow on a daily basis. This enables condensed economic and social activities around the stations. Moreover, the current land use around the stations show signs of Transit Oriented Development with small proportions of mixed use and retail.
Inspired by the availability of transit facilities, stability of passenger source and composition of land use, we launch this study on Transit Oriented Development potential of Philadelphia. We intend to propose to the city government the potential to promote TOD in certain areas. Ideally, the development of TOD will draw economic investment, promote efficiency and mobility, and reduce carbon footprint. Our goals include: determining how the features of the land around the transit nodes decide the potential for TOD; analyzing how suitable and reasonable for the city of Philadelphia to promote TOD; identifying the nodes that have the most potential for TOD.
1. Creat Study Zone
I
This study aims at creating a typology that classifies station areas based
on their TOD potential. Public transit nodes are the center of Transit oriented development. In our very first step, we try to decide what should be the â&#x20AC;&#x2DC;anchorâ&#x20AC;&#x2122; of our TOD study zone. We look into public transit system of Philadelphia including bus and subway station, regional railway station on 30th and 11th street, and decide to study subway stations of Market-Frankford line and Broad Street Line. These two underground rail lines each runs through the city, connect center city to north, south, east and west, which makes them the major public transit choice for commuters. Subway stations area prime choice for Transit Oriented Development, so as to this study. Regional rail stations on 11th and 30th street are overlapped with subway stations, they were actually included in this study when we looked at subway stations.
Fern Rock Trans. Center Olney!
! !
Station
Logan
Wyoming
Frankford Terminal
!
!
Margaret/Orthodox
Hunting Park
400 m
!
!
Church
!
Erie
Erie/Torresdale
!
!
Alleghney
Tioga
!
!
Allegheny
North Philadelphia
!
!
Somerset ! Huntingdon Susquehanna-DauphinYork-Dauphin !
!
!
Cecil B. Moore
!
Girard
Berks
!
Girard
!
Fairmount
!
!
Spring Garden
Millbourne
! 63rd60th 56th 52nd !69th St.!Terminal ! 46th ! 40th 34th ! ! 30th ! ! !
!
Race-Vine
!
Spring Garden
!
Chinatown
!
15th13th !! ! ! !8th 5th 2nd ! ! City Hall11th ! Walnut-LocustLombard-South
!
Ellsworth-Federal
Choose the lines and station Map the route
Create study zone
! !
Tasker-Morris
Snyder
!
Oregon
!
Legend
Pattison
!
Population density
Employment
Travel to work
Land use
Land value
!
SEPTA Subway Station SEPTA-Market Frankford Line SEPTA-Broad Street Line
Develop criteria
Regional Rail Lines Fairmount Park
Intensity
Economic prosperity
Source of ridership
Vibrant community
Future demand
0 0.5
1
2
3
Miles 4
Hydrology Subway Station Buffer
The study zone is created by drawing a 400-meter buffAnalyze data
Weight the criteria Overlay all criteria
Conclusion
Maps of sites with TOD potential
er around each subway station. Our study zone is designated to be an ideal area to support Transit Oriented Development. A 400 meter radius of buffer based on a 10-minute walking distance is adopted because it is a good measure for the commercial catchment of a subway station. Those study zones become basic analysis unit in this study.
Team: Laura Rung-Er Jang, Xinlin Huang, Yao Lu 2. Develop Criteria
Vehicle Non-availability
Travel by Subway
Walkability
Time Travel to Work
What constitute an ideal TOD site? The essences of TOD
are easy to catch: density, mix land use and walkability. However, these do not tell the whole story of how to identify a potential TOD site. This study adopts basic demographic, economic and urban physical form features as criteria of analyzing TOD potential. The criteria include density, economic prosperity, walkability, zoning, and existing and potential public transit ridership. Population Density
Olney
Fern Rock Trans. Center
Spring Garden 46th
40th
34th 30th
34th 30th
Lombard-South
63rd 60th
56th 52nd
City Hall Walnut-LocustLombard-South
Subway Station Buffer
40th
1
Ellsworth-Federal
5 Patson��
Rent
House Value
Spring Garden 34th 30th
Race-Vine
Fern Rock Trans. Center
Olney
Alleghney
Tioga Allegheny
Berks
Cecil B. Moore Girard
Girard
Ellsworth-Federal Tasker-Morris
69th St. Terminal
Millbourne
63rd 60th
Income Criteria
56th 52nd
Spring Garden 46th
40th
Race-Vine
34th 30th
Berks
1
69th St. Terminal
Millbourne
Rent Criteria
63rd 60th
56th 52nd
Spring Garden 46th
40th
Race-Vine
34th 30th
Berks
Cecil B. Moore
Millbourne
63rd 60th
56th 52nd
Spring Garden 46th
40th
Race-Vine
34th 30th
1
Ellsworth-Federal
2
Tasker-Morris
Tasker-Morris
3
Snyder
3
Snyder
3
Snyder
3
Snyder
3
Snyder
4
4
Oregon
4
Oregon
4
Oregon
4
Oregon
Oregon
5
Patson��
5
Patson��
3. Weight Criteria
Patson��
Land Use Criteria Subway Station Buffer 1 2 3 4
5
Patson��
Spring Garden
Chinatown
15th 13th 8th 5th 2nd Walnut-Locust11th Lombard-SouthCity Hall
Subway Station Buffer
Berks
Girard
Fairmount 69th St. Terminal
House Value Criteria
Allegheny
Somerset Huntngdon� York-Dauphin
Girard
Girard
Ellsworth-Federal
2
Tasker-Morris
Susquehanna-Dauphin
Spring Garden
Chinatown
15th 13th 8th 5th 2nd Walnut-Locust11th Lombard-SouthCity Hall
Subway Station Buffer 1
Ellsworth-Federal
2
Cecil B. Moore
Fairmount
Spring Garden
Chinatown
15th 13th 8th 5th 2nd Walnut-Locust11th Lombard-SouthCity Hall
Subway Station Buffer
Tioga
North Philadelphia
Somerset Huntngdon� York-Dauphin
Girard
Girard
Fairmount
Spring Garden
Chinatown
Frankford Terminal Margaret/Orthodox
Erie/Torresdale
Alleghney
Tioga Allegheny
North Philadelphia Susquehanna-Dauphin
Church
Erie
Erie/Torresdale
Alleghney
Allegheny
Somerset Huntngdon� York-Dauphin
Huntng Par k�
Church
Erie
Tioga
North Philadelphia Susquehanna-Dauphin
Logan Wyoming
Frankford Terminal Margaret/Orthodox
Huntng Par k�
Church Erie/Torresdale
Fern Rock Trans. Center
Olney
Logan Wyoming
Frankford Terminal Margaret/Orthodox
Huntng Par k� Erie
Somerset Huntngdon� York-Dauphin
Land Use
Fern Rock Trans. Center
Olney
Logan Wyoming
Frankford Terminal Margaret/Orthodox Church Erie/Torresdale
5
Snyder
5
2
Patson��
Oregon
Patson��
1
Tasker-Morris
5
Patson��
Fern Rock Trans. Center
Cecil B. Moore
5
Subway Station Buffer
Ellsworth-Federal
2
4
Girard
2
TimeTravel toWork Criteria
Lombard-South
1
Ellsworth-Federal Tasker-Morris
Spring Garden
Race-Vine Chinatown 15th 13th 8th 5th 2nd Walnut-Locust11th City Hall
3
Fairmount
1
34th 30th
Snyder
15th 13th 8th 5th 2nd Walnut-Locust11th Lombard-SouthCity Hall
Subway Station Buffer
40th
Oregon
Berks
Tasker-Morris
Girard
Spring Garden 46th
4
Alleghney
Ellsworth-Federal
2
Tasker-Morris
56th 52nd
3
North Philadelphia
40th
63rd 60th
Snyder
Susquehanna-Dauphin
46th
Millbourne
Oregon
Olney
56th 52nd
69th St. Terminal
Walkability Criteria Subway Station Buffer
Lombard-South
2
Berks
Cecil B. Moore
Fairmount
Spring Garden
Race-Vine Chinatown 15th 13th 8th 5th 2nd Walnut-Locust11th City Hall
4
Wyoming
63rd 60th
34th 30th
3
Huntng Par k�
Millbourne
40th
Girard
Girard
Spring Garden 46th
1
Ellsworth-Federal Tasker-Morris
5
69th St. Terminal
56th 52nd
Snyder
Patson��
Employment Criteria
63rd 60th
Oregon
Erie
Spring Garden
Race-Vine Chinatown 15th 13th 8th 5th 2nd Walnut-Locust11th Lombard-SouthCity Hall
Millbourne
Subway Station Buffer
4
Allegheny
34th 30th
69th St. Terminal
Travel by Subway Criteria
Lombard-South
2
Berks
Cecil B. Moore
Fairmount
Spring Garden
Race-Vine Chinatown 15th 13th 8th 5th 2nd Walnut-Locust11th City Hall
Somerset Huntngdon� York-Dauphin
3
Girard
Spring Garden 46th
34th 30th
1
Ellsworth-Federal Tasker-Morris
Erie/Torresdale
Cecil B. Moore
Millbourne
40th
Girard
Girard
Spring Garden 46th
Tioga Allegheny
North Philadelphia Susquehanna-Dauphin
Snyder
Tioga
Fairmount 69th St. Terminal
Population Density Criteria
56th 52nd
Logan
Girard
Girard
63rd 60th
Frankford Terminal Margaret/Orthodox Church Erie/Torresdale
Alleghney
Tioga Somerset Huntngdon� York-Dauphin
Oregon
Somerset Huntngdon� Susquehanna-Dauphin York-Dauphin
Spring Garden
Race-Vine Chinatown 15th 13th 8th 5th 2nd 11th
Millbourne
Subway Station Buffer
Fern Rock Trans. Center
Huntng Par k� Erie
Allegheny
North Philadelphia Susquehanna-Dauphin
Berks
Cecil B. Moore Girard
69th St. Terminal
Vehicle Non-availability Criteria
Olney Logan
Wyoming
Frankford Terminal Margaret/Orthodox Church Erie/Torresdale
Alleghney
Tioga Somerset Huntngdon� York-Dauphin
Fairmount
Spring Garden
Race-Vine Chinatown 15th 13th 8th 5th 2nd Walnut-Locust11th City Hall
Frankford Terminal
North Philadelphia
Berks
Cecil B. Moore Girard Fairmount 56th 52nd
40th
Fern Rock Trans. Center
Huntng Par k� Erie
Allegheny
North Philadelphia Susquehanna-Dauphin
Girard
Spring Garden 46th
Church
Alleghney
Tioga Allegheny
Somerset Huntngdon� Susquehanna-Dauphin York-Dauphin
63rd 60th
56th 52nd
Margaret/Orthodox
Huntng Par k� Erie
Erie/Torresdale
Alleghney
Allegheny
Berks
Cecil B. Moore
63rd 60th
Olney Logan
Wyoming
Frankford Terminal Margaret/Orthodox Church Erie/Torresdale
Alleghney
Tioga
Girard Millbourne
Fern Rock Trans. Center
Huntng Par k� Erie
Somerset Huntngdon� York-Dauphin
Fairmount 69th St. Terminal
Logan
North Philadelphia
Millbourne
Alleghney North Philadelphia
Fern Rock Trans. Center
Olney
Olney Logan
Wyoming
Frankford Terminal Margaret/Orthodox Church
Income
Wyoming
Frankford Terminal Margaret/Orthodox Church
Fern Rock Trans. Center
Erie/Torresdale
Susquehanna-Dauphin
Employment
Logan Wyoming Huntng Par k� Erie
69th St. Terminal
Olney Logan
Wyoming Huntng Par k� Erie
5
Patson��
Each criteria for a study zone is summarized by assigning a score range from 1 to 5. The higher the score, the higher level of potential it is. The 52 study zones are divided by means of quantile. Olney
Fern Rock Trans. Center
Considering the different level of importance of criteria, we weigh dif-
Logan Wyoming
Frankford Terminal Margaret/Orthodox
Huntng Par k�
Church
Erie
Erie/Torresdale
Alleghney
Tioga
North Philadelphia Susquehanna-Dauphin
Somerset Huntngdon� York-Dauphin
Cecil B. Moore Girard Millbourne
63rd 60th
56th 52nd
Spring Garden 46th
40th
Race-Vine
Spring Garden
Chinatown 15th 13th 8th 5th 2nd Walnut-Locust11th Lombard-SouthCity Hall
34th 30th
Ellsworth-Federal Tasker-Morris
Potential Zone for TOD
Berks
Girard
Fairmount 69th St. Terminal
Allegheny
ferent criteria based on their effectiveness in promoting TOD. Since the critical features of TOD include dense, wakable and mixed use, we assign population density, land use, walkability and subway ridership the highest weight of 5 and each of the other criteria are weighed 1.
Girard
Criteria Score
O !
O !
1.11538462 - 2.03846154 2.03846155 - 2.57692308
Snyder
2.57692309 - 2.88461538
Oregon
2.88461539 - 3.38461538
Girard O !
Subway Station Buffer
Fairmount
Spring Garden
O ! O !
56th
Spring Garden O !
52nd
46th
O !
O !
3.38461539 - 4.73076923
O !
Race-Vine
40th O !
Patson��
34th
O !
30th
Chinatown
O !
O !
15th 13th O! ! 8th O ! O Hall 5th O11th ! ! City 2nd O O ! O ! Walnut-Locust 8th Ridge Spur O !
Lombard-South
High
Low
O !
Legend
The formula for final score
O !
(Population Density*5 + Land Use*5 + Walkability*5 + Travel by Subway*5 + Income + Employment + Rent + House Value + Time Travel to Work + Average Percentage of Household with no Vehicle Available) / 26
SEPTA Subway Station SEPTA-Market Frankford Line
Ellsworth-Federal
O !
SEPTA-Broad Street Line TOD_area
Tasker-Morris
Philadelphia Neighborhoods
O !
Census tract Snyder
O !
0
0.5
1
2
Miles
O !
Oregon
I