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Correlations Between Trace Metals in Sediments in Georgia Jacquelyn Bracco 4/27/2010

Correlations Between Trace Metals in Sediments in Georgia Jacquelyn Bracco 4/27/2010

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Page 1: Correlations Between Trace Metals in Sediments in Georgia Jacquelyn Bracco 4/27/2010

Correlations Between Trace Metals in Sediments in Georgia

Jacquelyn Bracco4/27/2010

Page 2: Correlations Between Trace Metals in Sediments in Georgia Jacquelyn Bracco 4/27/2010

Why trace metals?

• Trace metal concentrations affected by natural and anthropogenic causes– Natural

• underlying geology of area• Weathering rates of rocks

in sediments

– Anthropogenic• Purification of metals• Dyes for textiles• Dumping of pollutants

• Going to look at correlations between:– Uranium (U) and Thorium

(Th)– Iron (Fe) and Manganese

(Mn)– Lanthanum (La) and

Cerium (Ce)– Uranium (U) and

Scanadium (Sc)– Titanium (Ti) and Hafnium

(Hf)

Page 3: Correlations Between Trace Metals in Sediments in Georgia Jacquelyn Bracco 4/27/2010

Geology of Georgia• Comparing correlations

across four distinct regions of Georgia1. Blue Ridge and Ridge and

Valley: mostly metamorphosed sedimentary rocks

2. Piedmont: granite, igneous and metamorphic rocks

3. Coastal Plain: Sedimentary Rocks

4. Shoreline: Very young sedimentary rocks

Image taken from USGS

1

2

3 4

Page 4: Correlations Between Trace Metals in Sediments in Georgia Jacquelyn Bracco 4/27/2010

Data Set• Data taken from the

National Uranium Resource Evaluation Hydrogeochemical and Stream Sediment Reconnaissance Program (NURE)

• Each data set (except for the shore) had over 2000 sample sites

• Samples taken from streams

Uraninite, an ore of uranium

Image taken from mindat.org

Page 5: Correlations Between Trace Metals in Sediments in Georgia Jacquelyn Bracco 4/27/2010

• All p values fell below 0.05, so correlations are statistically significant

U vs Th Fe vs Mn Ce vs La U vs Sc Ti vsHfNorth Georgia 0.85 0.51 0.98 0.09 0.33Piedmont 0.90 0.57 0.97 0.03 0.29Coastal Plain 0.95 0.50 0.89 0.21 0.60Shore 0.96 0.33 0.95 0.21 0.72

Pearson Correlation Coefficents

• High Correlations: abs(r) > .5• Medium: .5 > abs(r) > .3• Low: .3 > abs(r)

Page 6: Correlations Between Trace Metals in Sediments in Georgia Jacquelyn Bracco 4/27/2010

• All p values fell below 0.05, so correlations are statistically significant

Bootstrap Correlation Coefficients

• High Correlations: abs(r) > .5• Medium: .5 > abs(r) > .3• Low: .3 > abs(r)

U vs Th Fe vs Mn Ce vs La U vs Sc Ti vsHfNorth Georgia 0.86 0.52 0.98 0.09 0.34Piedmont 0.90 0.57 0.97 0.03 0.31Coastal Plain 0.95 0.50 0.89 0.21 0.61Shore 0.96 0.33 0.95 0.21 0.73

• None of the data was:•Normally Distributed (Chi- square test)•Or Statistically Equivalent (F test)

Page 7: Correlations Between Trace Metals in Sediments in Georgia Jacquelyn Bracco 4/27/2010

Bootstrap Regression• Calculated using

bootstrp with the polyfit option

• Example regressions for Piedmont region of Georgia 0 50 100 150 200 250 300 350 400 450

0

10

20

30

40

50

60

70

80

90

100U vs Sc

Sc

U

0 2 4 6 8 10 12 14 16 18

x 104

0

500

1000

1500

2000

2500

3000

3500

4000

4500

5000Ti vs Hf

Hf

Ti

0 50 100 150 200 250 300 350 400 450-500

0

500

1000

1500

2000

2500U vs Th

Th

U0 10 20 30 40 50 60

0

0.5

1

1.5

2

2.5x 10

4 Fe vs Mn

Mn

Fe0 1000 2000 3000 4000 5000 6000 7000 8000 9000 10000

0

1000

2000

3000

4000

5000

6000Ce vs La

La

Ce

Page 8: Correlations Between Trace Metals in Sediments in Georgia Jacquelyn Bracco 4/27/2010

Conclusion

• Correlations vary over geologic region– Possibly related to

geology

• Uranium and thorium, cereium and lanthanum had high correlations for all regions