Data Package Metadata   View Summary

Neighborhood Socioeconomic and demographic changes in Baltimore's (BES) Neighborhoods: 1930 to 2010

General Information
Data Package:
Local Identifier:knb-lter-bes.5000.1
Title:Neighborhood Socioeconomic and demographic changes in Baltimore's (BES) Neighborhoods: 1930 to 2010
Alternate Identifier:DOI PLACE HOLDER
Abstract:

This dataset was created primarily to map and track socioeconomic and demographic variables from the US Census Bureau from year 1940 to year 2010, by decade, within the City of Baltimore's Mayor's Office of Information Technology (MOIT) year 2010 neighborhood boundaries. The socioeconomic and demographic variables include the percent White, percent African American, percent owner occupied homes, percent vacant homes, the percentage of age 25 and older people with a high school education or greater, and the percentage of age 25 and older people with a college education or greater. Percent White and percent African American are also provided for year 1930. Each of the the year 2010 neighborhood boundaries were also attributed with the 1937 Home Owners' Loan Corporation (HOLC) definition of neighborhoods via spatial overlay. HOLC rated neighborhoods as A, B, C, D or Undefined. HOLC categorized the perceived safety and risk of mortgage refinance lending in metropolitan areas using a hierarchical grading scale of A, B, C, and D. A and B areas were considered the safest areas for federal investment due to their newer housing as well as higher earning and racially homogenous households. In contrast, C and D graded areas were viewed to be in a state of inevitable decline, depreciation, and decay, and thus risky for federal investment, due to their older housing stock and racial and ethnic composition. This policy was inherently a racist practice. Places were graded based on who lived there; poor areas with people of color were labeled as lower and less-than. HOLC's 1937 neighborhoods do not cover the entire extent of the year 2010 neighborhood boundaries. The neighborhood boundaries were also augmented to include which of the year 2017 Housing Market Typology (HMT) the 2010 neighborhoods fall within. Finally, the neighborhood boundaries were also augmented to include tree canopy and tree canopy change year 2007 to year 2015.

Publication Date:2019-03-05

Time Period
Begin:
1930
End:
2017

People and Organizations
Contact:Locke, Dexter H (National Socio-Environmental Synthesis Center (SESYNC)) [  email ]
Creator:Locke, Dexter H (National Socio-Environmental Synthesis Center (SESYNC))

Data Entities
Data Table Name:
NDC_TallTable.csv
Description:
time-long format of neighborhood change
Other Name:
BES_neighborhoodDemographicChange1930_2010.zip
Description:
time-wide format of neighborhood change as shapefile
Detailed Metadata

Data Entities


Data Table

Data:https://pasta-s.lternet.edu/package/data/eml/knb-lter-bes/5000/1/add07bd66f931273e0c0044d12267a72
Name:NDC_TallTable.csv
Description:time-long format of neighborhood change
Number of Records:2502
Number of Columns:15

Table Structure
Object Name:NDC_TallTable.csv
Size:408211 byte
Authentication:0aafeff717d5122640164d7a6d5c0efa Calculated By MD5
Text Format:
Number of Header Lines:1
Record Delimiter:\r\n
Orientation:column
Simple Delimited:
Field Delimiter:,
Quote Character:"

Table Column Descriptions
 
Column Name:Name  
time_yr  
neigh_yr  
p_white  
p_black  
p_own  
p_vacant  
p_eduHS  
p_eduCOL  
HOLC_MajNe  
HOLC_uniqu  
percHOLC_i  
Security_L  
Comments  
Security_Z  
Definition:Neighborhood name. This is the name of the year 2010 neighborhood boundaries The City of Baltimores Mayor's Office of Information Technology (MOIT) provided.The year of the decadal Census. Values range from 1930 to 201 in increments of 10 years. The variables p_white and p_black have values for 1930. The other demographic variables were unavailable from the US Census Bureau.Concatenation of Name an underscore and time_yr.The percentage of the population identifying as White.The percentage of the population identifying as African American or Black.The percentage of the housing units that are owner occupied.The percentage of the housing units that are vacant.The percentage of age 25 and older people with a high school education or greater educational attainment. This denominator is used because one does not expect 8 year olds for example to have completed high school.The percentage of age 25 and older people with a four year college education or greater educational attainment. This is essentially the same as p_eduHS but with a higher educational attainment threshold.Originally called HOLC_MajorNeigh but truncated. This is the same as Name except blank when year 2010 neighborhoods did not at all overlap with year 1937 HOLC designated neighborhoods.This is a unique name for HOLC areas created by concatenating Security_L with the HOLC-given name. This is a hold over from when previous joining was needed with HOLC data.Originally called perHOLC_inNeigh but truncated. This is the percentage overlap between the 2010 neighborhoods and the 1937 HOLC neighborhood. The percentage is given for the portion covering the largest share of the 2010 neighborhood when multiple HOLC polygons overlap.HOLC defined grades with numeric codesNotes from HOLC polygon creators.The grade given by HOLC to specific neighborhoods.
Storage Type:string  
date  
string  
float  
float  
float  
float  
float  
float  
string  
string  
float  
string  
string  
string  
Measurement Type:nominaldateTimenominalratioratioratioratioratiorationominalnominalrationominalnominalnominal
Measurement Values Domain:
DefinitionNeighborhood name. This is the name of the year 2010 neighborhood boundaries The City of Baltimores Mayor's Office of Information Technology (MOIT) provided.
FormatYYYY
Precision
DefinitionConcatenation of Name an underscore and time_yr.
Unitdimensionless
Typereal
Min0.26 
Max100 
Unitdimensionless
Typereal
Min
Max99.49 
Unitdimensionless
Typereal
Min1.3 
Max92.03 
Unitdimensionless
Typereal
Min0.57 
Max47.12 
Unitdimensionless
Typereal
Min3.34 
Max98.97 
Unitdimensionless
Typereal
Min
Max88.22 
DefinitionOriginally called HOLC_MajorNeigh but truncated. This is the same as Name except blank when year 2010 neighborhoods did not at all overlap with year 1937 HOLC designated neighborhoods.
DefinitionThis is a unique name for HOLC areas created by concatenating Security_L with the HOLC-given name. This is a hold over from when previous joining was needed with HOLC data.
Unitdimensionless
Typereal
Min
Max100 
DefinitionHOLC defined grades with numeric codes
DefinitionNotes from HOLC polygon creators.
Allowed Values and Definitions
Enumerated Domain 
Code Definition
CodeC
Definitionyellow Definitely Declining
Source
Code Definition
CodeB
Definitionblue Still Desirable
Source
Code Definition
CodeNA
Definitionblank
Source
Code Definition
CodeD
Definitionred Hazardous
Source
Code Definition
CodeA
Definitiongreen Best
Source
Code Definition
CodeU
Definitionundefined
Source
Missing Value Code:          
CodeNA
ExplInput Census data were not available in year 1930 for ownership
CodeNA
ExplInput Census data were not available in year 1930 for vacancy
CodeNA
ExplInput Census data were not available in year 1930 for education
CodeNA
ExplInput Census data were not available in year 1930 for education
CodeNA
ExplHOLC boundaries did not at all overlap with neighborhoods
CodeNA
ExplHOLC boundaries did not at all overlap with neighborhoods
 
CodeNA
ExplHOLC boundaries did not at all overlap with neighborhoods
CodeNA
ExplHOLC boundaries did not at all overlap with neighborhoods
CodeNA
ExplHOLC boundaries did not at all overlap with neighborhoods
Accuracy Report:                              
Accuracy Assessment:                              
Coverage:                              
Methods:                              

Non-Categorized Data Resource

Name:BES_neighborhoodDemographicChange1930_2010.zip
Entity Type:zip directory
Description:time-wide format of neighborhood change as shapefile
Physical Structure Description:
Object Name:BES_neighborhoodDemographicChange1930_2010.zip
Size:1627908 bytes
Externally Defined Format:
Format Name:zip directory
Data:https://pasta-s.lternet.edu/package/data/eml/knb-lter-bes/5000/1/c7fdf3949bfc7e763bb4ad18a458dd25

Data Package Usage Rights

This information is released under the Creative Commons license - Attribution - CC BY (https://creativecommons.org/licenses/by/4.0/). The consumer of these data ("Data User" herein) is required to cite it appropriately in any publication that results from its use. The Data User should realize that these data may be actively used by others for ongoing research and that coordination may be necessary to prevent duplicate publication. The Data User is urged to contact the authors of these data if any questions about methodology or results occur. Where appropriate, the Data User is encouraged to consider collaboration or co-authorship with the authors. The Data User should realize that misinterpretation of data may occur if used out of context of the original study. While substantial efforts are made to ensure the accuracy of data and associated documentation, complete accuracy of data sets cannot be guaranteed. All data are made available "as is." The Data User should be aware, however, that data are updated periodically and it is the responsibility of the Data User to check for new versions of the data. The data authors and the repository where these data were obtained shall not be liable for damages resulting from any use or misinterpretation of the data. Thank you.

Keywords

By Thesaurus:
(No thesaurus)Redlining, segregation, legacies, housing markets, neighborhoods, cities, Baltimore, Housing Market Typology, Home Owners Loan Corporation, HOLC, Tree Canopy Change, Urban Tree Canopy, UTC, SESYNC, BES, LTER
controlled_vocabularygeographic information systems, census

Methods and Protocols

These methods, instrumentation and/or protocols apply to all data in this dataset:

Methods and protocols used in the collection of this data package
Description:

This dataset was created because the United States Census Bureau modifies the geographic boundaries in each Decennial Census to keep the number of people and households per block group and tract relatively constant over time. However, such spatial adjustments make direct decade-to-decade comparisons of places challenging.

The neighborhood file provided by MOIT (https://data.baltimorecity.gov/Neighborhoods/Neighborhoods-Shape/ysi8-7icr) contains socioeconomic and demographic variables for year 2010 that were the result of a custom re-tabulation from the United States Census Bureau. This served as quality check.

Decadal tract data from 1930 to 2010 were acquired from the National Historical Geographic Information System (NHGIS, https://nhgis.org, Manson et al 2017). Model Builder was used in ArcGIS 10.2.2 to Intersect, Dissolve, Join, and calculate % owner occupied homes, % vacant homes, and % African American per year 2010 neighborhood (as defined by MOIT) from the NHGIS-provided Census Tract data, based on the proportion of the tract that fell within the neighborhood boundaries.

The proportional weighting system uses polygon area for proportionally adjusting both numerator and denominator values while calculating percentages such as percent owner occupied housing units. For example, if a tract was 50% within a neighborhood and contained 1,000 housing units with 500 of them owner occupied, that portion of the neighborhood would be assigned 250 owner occupied housing units and 500 housing units (500 x .5=250, 1000 x .5=500). All portions of intersecting tracts within a neighborhood are then pooled to create neighborhood-level estimates.

This approach implicitly assumes that both the numerator and denominator values are homogeneously distributed within each Census tract, which is known to be unlikely. This approach also implicitly assumes that residential lands are homogeneously distributed within each tract, which is also unlikely. Nevertheless our comparisons for year 2010 between our proportional weighting system and the Census Bureau's re-tabulation (the benchmark standard) demonstrate that despite these assumption violations, the proportional system faithfully transfers historic demographic and socioeconomic data into common boundaries of relevance and importance today.

The 1937 Home Owners' Loan Corporation (HOLC) were acquired from the Lord and Nordquist (2010). The year 2017 Housing Market Typology (HMT) from Baltimore City, Department of Planning (https://planning.baltimorecity.gov/maps-data/housing-market-typology). The 2017 Housing Market Typology was created by the Baltimore City Planning Department, Department of Housing & Community Development, and Reinvestment Fund. HOLC and HMT polygons were intersected with the neighborhood file and a majority-in rule was used to assign which HOLC and HMT boundaries each neighborhood falls within.

Finally, tree canopy change data were accessed from TreeBaltimore (http://treebaltimore.org/) here: http://baltimore.maps.arcgis.com/apps/webappviewer/index.html?id=b4d5f007c0974e2aa575295654919545 The area of loss, persistence and gain were calculated for each neighborhood. Then the percent loss, percent gain, and net percent change were calculated.

Citations

Lord, C., and Norquist, K. (2010) Cities as emergent systems: race as a rule in organized complexity. Environmental Law, 40(2), pp. 551-597.

Manson, S., Schroeder, J., Riper, D. V., and Ruggles, S. (2017) IPUMS National Historical Geographic Information System: Version 12.0 [Database]. Minneapolis: University of Minnesota. http://doi.org/10.18128/D050.V12.0

People and Organizations

Creators:
Individual: Dexter H Locke
Organization:National Socio-Environmental Synthesis Center (SESYNC)
Email Address:
dexter.locke@gmail.com
Id:https://orcid.org/0000-0003-2704-9720
Contacts:
Individual: Dexter H Locke
Organization:National Socio-Environmental Synthesis Center (SESYNC)
Email Address:
dexter.locke@gmail.com
Id:https://orcid.org/0000-0003-2704-9720

Temporal, Geographic and Taxonomic Coverage

Temporal, Geographic and/or Taxonomic information that applies to all data in this dataset:

Time Period
Begin:
1930
End:
2017
Geographic Region:
Description:City of Baltimore
Bounding Coordinates:
Northern:  39.372558Southern:  39.197156
Western:  -76.712095Eastern:  -76.52895

Project

Parent Project Information:

Title:Neighborhood Demographic Change
Personnel:
Individual: Dexter Locke
Email Address:
dexter.locke@gmail.com
Id:https://orcid.org/0000-0003-2704-9720
Role:Principal Investigator
Funding: No funding to report

Maintenance

Maintenance:
Description:completed
Frequency:

Additional Info

Additional Information:
 

There are two files in this dataset, a shapefile in wide format with respect to time, and a flat file that is a time-long format.

The long file contains only the attributes specified in the Data Entities section of this page.

The wide format also includes the Housing Market Typology and tree canopy change data.

Other Metadata

EDI is a collaboration between the University of New Mexico and the University of Wisconsin – Madison, Center for Limnology:

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