The document contains maps and data visualizations analyzing demographic and economic metrics for counties and census tracts in Pennsylvania, including income, population, race, gender, and age data. Standard deviation and cluster analyses were performed on variables like income and population. Additional maps show vegetation types, iron contamination levels in a watershed, low pH water sampling locations, volcanic hazards in the Pacific Northwest, and road implementation plans overlaid on vegetation types.

1. G* Cluster Analysis PA County Income
Income Cluster
Cold Spot - 99% Confidence
Cold Spot - 95% Confidence
Cold Spot - 90% Confidence
Not Significant
Hot Spot - 90% Confidence
Hot Spot - 95% Confidence
Hot Spot - 99% Confidence
. 0 60 12030 Miles
Source: U. S. Census Bureau, American Community Survey, 5-Year Estimates

2. G* Cluster Analysis PA County 2010 Population
Population Cluster
Cold Spot - 99% Confidence
Cold Spot - 95% Confidence
Cold Spot - 90% Confidence
Not Significant
Hot Spot - 90% Confidence
Hot Spot - 95% Confidence
Hot Spot - 99% Confidence
. 0 60 12030 Miles
Source: U. S. Census Bureau, American Community Survey, 5-Year Estimates

3. LISA Cluster Analysis PA County Income
Income Cluster
Not Significant
High-High Cluster
High-Low Outlier
Low-High Outlier
Low-Low Cluster
. 0 60 12030 Miles
Source: U. S. Census Bureau, American Community Survey, 5-Year Estimates

4. PA County 2010 Population
Population
5085 - 101407
101408 - 235406
235407 - 434972
434973 - 799874
799875 - 1526006
® 0 30 60 90 12015
Miles
Data Source: GEOG 675

5. PA County 2010 Population
Population Standard Deviation
< -0.50 Std. Dev.
-0.50 - 0.50 Std. Dev.
0.50 - 1.5 Std. Dev.
> 1.5 Std. Dev.
® 0 30 60 90 12015
Miles
Data Source: GEOG 675

6. PA Census Tracts 2010 Population
Census Tracts Population
0 - 2322
2323 - 3544
3545 - 4865
4866 - 6501
6502 - 11497
® 0 30 60 90 12015
Miles
Data Source: GEOG 675

7. PA Census Tracts 2010 Population
Census Tracts
Population Standard
Deviation
< -1.5 Std. Dev.
-1.5 - -0.50 Std. Dev.
-0.50 - 0.50 Std. Dev.
0.50 - 1.5 Std. Dev.
1.5 - 2.5 Std. Dev.
> 2.5 Std. Dev.
® 0 30 60 90 12015
Miles
Data Source: GEOG 675

8. Pennsylvania Percent of
Black and Hispanic Population (2010)
Black and Hispanic
% of Pop.
0.01 - 0.03
0.04 - 0.08
0.09 - 0.16
0.17 - 0.26
0.27 - 0.56
µ Data Source: www.Census.gov - American Community Survey
0 30 60 90 12015
Miles

9. Pennsylvania Percent of Female Households
Without Male Present (2010)
Female Households
No Male Present
% of Pop.
0.02
0.03
0.04
0.05 - 0.06
0.07 - 0.09
µ Data Source: www.Census.gov - American Community Survey
0 30 60 90 12015
Miles

10. Pennsylvania Median Income (2010)
Median Income
$36,006.00 - $41,557.00
$41,557.01 - $45,960.00
$45,960.01 - $51,965.00
$51,965.01 - $63,677.00
$63,677.01 - $86,264.00
µ Data Source: www.Census.gov - American Community Survey
0 30 60 90 12015
Miles

11. Pennsylvania Population Over 65 (2010)
Popultion Age 65+
% of Pop.
0.11 - 0.12
0.13 - 0.14
0.15 - 0.17
0.18 - 0.19
0.20 - 0.24
µ Data Source: www.Census.gov - American Community Survey
0 30 60 90 12015
Miles

12. Pennsylvania Median Income (2010)
OLS Model
Median Income
< -2.5 Std. Dev.
-2.5 - -1.5 Std. Dev.
-1.5 - -0.5 Std. Dev.
-0.5 - 0.5 Std. Dev.
0.5 - 1.5 Std. Dev.
1.5 - 2.5 Std. Dev.
> 2.5 Std. Dev.
µ Data Source: www.Census.gov - American Community Survey
0 30 60 90 12015
Miles

13. PlanA Roads
PlanB Roads
PlanC Roads
Beach
Chamise Chaparral
Chaparral
Cismontane Alkali Marsh
Coast Live Oak Woodland
Coastal Sage-Chaparral Scrub
Coastal and Valley Freshwater Marsh
Dense Coast Live Oak Woodland
Diegan Coastal Sage Scrub
Disturbed Habitat
Disturbed Wetland
Estuarine
Eucalyptus Woodland
Extensive Agriculture
Freshwater
Freshwater Seep
Intensive Agriculture
Marine Subtidal
Maritime Succulent Scrub
Mule Fat Scrub
Non-Native Grassland
Non-Vegetated Channel, Floodway
Riparian and Bottomland Habitat
Saltpan/Mudflats
Scrub Oak Chaparral
Shallow Bay
Southern Arroyo Willow Riparian Forest
Southern Coast Live Oak Riparian Forest
Southern Coastal Bluff Scrub
Southern Coastal Salt Marsh
Southern Cottonwood-willow Riparian Forest
Southern Foredunes
Southern Maritime Chaparral
Southern Mixed Chaparral
Southern Riparian Forest
Southern Riparian Scrub
Southern Sycamore-alder Riparian Woodland
Southern Willow Scrub
Urban/Developed
Valley Needlegrass Grassland
Valley and Foothill Grassland
µProduced by: Chad Yowler 2016
0 1 2 3 40.5
Miles
Vegetation Analysis Map
for Road Implementation Plan Model

15. 0 4 8 12
Miles
Iron Contamination Amount
at Select Sampling Locations, Blacklick Creek Watershed
Iron Contamination Amount
Streams
< than 100 lbs./day
100-200 lbs./day
200-1000 lbs./day
>1000 lbs./day
/
Data Source: IUP Dept. of Geograpahy & Regional Planning
Blacklick Creek Watershed Comprehensive Plan
Chad Yowler
10/20/14
Leonhard Hall, IUP

16. Low pH Samples
Occurrences
1
2 - 3
4 - 5
6 - 10
11 - 23
24 - 44
No Results
Blacklick Creek Low pH Sampling Locations
±0 8 164
Miles
Produced By: Chad Yowler

17. ^_
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Salem
Olympia
Baker
Rainier
Glacier Peak
Belknap
Hood
St. Helens
6
12
13
5
9
36
PacificOcean
Legend
Known Eruptions
#* 1
#* 5
#* 10
Counties
People per sq mile
0.70 - 46
47 - 160
170 - 450
460 - 840
850 - 1,600
Highways
Interstate
Freeway
Arterial
Unclassified
^_ State Capitals
Rivers
States
0 50 100 15025
Miles ®
Pacific Northwest
Volcanic Hazards
by Chad Yowler
ESRI Data and Maps
[Download]. (2010) Redlands,
CA: ESRI [October, 2012].