Data Mining Hw

  

Problem 4: Statistical Description of Multivariate Data for a Real-World Dataset [40 points]

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To complete this task you have to use the crx.data file. This file crx.data contains data collected from credit card applications. All attribute names and values have been changed to meaningless symbols to protect the confidentiality of the data. The dataset is downloaded from the UCI Machine Learning Repository (

https://archive.ics.uci.edu/ml/datasets.php

).

This dataset is interesting because there is a good mix of attributes — continuous, nominal with small numbers of values, and nominal with larger numbers of values. There are also a few missing values. Read the data in R using the following command.

data <- read.table("path/crx.data", sep = ",");

Here, replace the path with the path of the file crx.data in your computer. After loading the data in R you can access each column using data[ , 1], data[ , 2], … , data[ , 15]. All the data will be in character format when you load it from crx.data you will have to convert the numeric columns from character to numeric using the as.numeric() function as follows. You can view the data using view(data) command. 

attribute1 <- as.numeric(data[ , 2])

For missing values, NAs will be introduced by coercion. 

There are 16 columns in the data the first 15 columns are the attributes of the data and the 16th column is the label of the data. You have to only analyze the attributes of the data. 

  1. Find which      attributes are the nominal attributes and which are continuous attributes.      
  2. Identify the      attribute/attributes with missing values (having NA). Drop the attributes      with missing values from the data.
  3. Calculate      the central tendency of the rest of the attributes. Remember for the      nominal attribute you can only calculate the mode.
  4. Calculate      the five-number summary of the numeric attributes.
  5. Show box      plots for the numeric attributes and identify the attributes having      outliers.
  6. Show      pairwise scatter plots of the numeric attributes. Inspect the scatter      plots and mention if each pair’s attributes are negatively correlated,      positively correlated or there is no correlation. 

*Do not forget to label the axes of the plots.

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0.08

5

t f 0 f g 00000 0 +
b

44.33

0.5 u g i h 5 t f 0 t g 00320 0 +
b

35.17

4.5 u g x h 5.75 f f 0 t s

00711

0 +
b

43.25

3 u g q h 6 t t 11 f g

00080

0 +
b

56.75 1

2.25

u g m v 1.25 t t 04 t g 00200 0 +
b

31.67 1

6.165

u g d v 3 t t 09 f g

00250 730

+
a

23.42 0.79

y p q v 1.5 t t 02 t g 00080 400 +
a

2

0.42

0.835 u g q v 1.585 t t 01 f g 00000 0 +
b

26.67

4.25 u g cc v

4.29

t t 01 t g 00120 0 +
b 34.17 1.54 u g cc v 1.54 t t 01 t g

00520 50000

+
a

36.00

1 u g c v 2 t t 11 f g 00000

456

+
b

2

5.5

0 0.

375

u g m v 0.25 t t 03 f g 00260

15

108

+
b

19

.42

6.5 u g w h

1.46

t t 07 f g 00080

2954

+
b 35.17

25.125

u g x h 1.625 t t 01 t g

00515

500 +
b

32.33

7.5 u g e bb 1.585 t f 0 t s

00420

0

– b

34.83

4 u g d bb

12.5

t f 0 t g

?

0 –
a

38.58

5 u g cc v

13.5

t f 0 t g

00

98

0

0 –
b

44.25

0.5 u g m v 10.75 t f 0 f s

00400

0 –
b

44.83

7 y p c v 1.625 f f 0 f g

00160

2 –
b

2

0.67 5.29

u g q v

0.375

t t 01 f g 00160 0 –
b

34.08

6.5 u g aa v 0.125 t f 0 t g

00443

0 –
a

19.17

0.585 y p aa v 0.585 t f 0 t g 00160 0 –
b

21.67 1.165

y p k v 2.5 t t 01 f g

00180

20 –
b

21.5

0 9.75

u g c v 0.25 t f 0 f g

00

140

0 –
b

49.58

19 u g ff ff 0 t t 01 f g

00094

0 –
a

27.67

1.5 u g m v 2 t f 0 f s

00368

0 –
b

39.83

0.5 u g m v 0.25 t f 0 f s

00288

0 –
a ? 3.5 u g d v 3 t f 0 t g 00300 0 –
b 27.25

0.625

u g aa v

0.455

t f 0 t g 00200 0 –
b

37.17

4 u g c bb 5 t f 0 t s 00280 0 –
b ? 0.375 u g d v 0.875 t f 0 t s

00928

0 –
b

25.67 2.21

y p aa v 4 t f 0 f g

00188

0 –
b

34.00

4.5 u g aa v 1 t f 0 t g 00240 0 –
a

49.00

1.5 u g

j

j 0 t f 0 t g 00100 27 –
b

62.50 1

2.75

y p c h 5 t f 0 f g

00

112

0 –
b

31.42 15.5

u g c v 0.5 t f 0 f g 00120 0 –
b ? 5 y p aa v 8.5 t f 0 f g 00000 0 –
b

52.33 1.375

y p c h

9.46

t f 0 t g 00200 100 –
b

28.75

1.5 y p c v 1.5 t f 0 t g 00000

225

–
a

28.58 3.54

u g i bb 0.5 t f 0 t g

00171

0 –
b 23.00 0.625 y p aa v 0.125 t f 0 f g 00180 1 –
b ? 0.5 u g c bb 0.835 t f 0 t s 00320 0 –
a

22.50

11 y p q v 3 t f 0 t g

00268

0 –
a

28.50

1 u g q v 1 t t 02 t g

00167

500 –
b

37.50

1.75 y p c bb 0.25 t f 0 t g

00164

400 –
b

3

5.25 16.5

y p c v 4 t f 0 f g 00080 0 –
b

18.67

5 u g q v 0.375 t t 02 f g 00000 38 –
b 25.00 12 u g k v 2.25 t t 02 t g 00120 5 –
b 27.83 4 y p i h 5.75 t t 02 t g

00075

0 –
b

54.83

15.5 u g e

z

0 t t 20 f g

00152 130

–
b 28.75 1.165 u g k v 0.5 t f 0 f s 00280 0 –
a 25.00 11 y p aa v 4.5 t f 0 f g 00120 0 –
b

40.92

2.25 y p x h 10 t f 0 t g

00176

0 –
a

19.75

0.75 u g c v

0.795

t t 05 t g

00140

5 –
b

29.17

3.5 u g w v 3.5 t t 03 t g

00329

0 –
a

24.50

1.04 y p ff ff 0.5 t t 03 f g 00180

147

–
b

24.58

12.5 u g w v 0.875 t f 0 t g 00260 0 –
a

33.75

0.75 u g k bb 1 t t 03 t g

00212

0 –
b 20.67 1.25 y p c h 1.375 t t 03 t g 00140

210

–
a

25.42 1.125

u g q v

1.29

t t 02 f g 00200 0 –
b

37.75

7 u g q h

11.5

t t 07 t g 00300 5 –
b

52.50

6.5 u g k v

6.29

t t 15 f g 00000

11202

+
b

57.83 7.04

u g m v 14 t t 06 t g

00360 1332

+
a

20.75 1

0.335

u g cc h 0.335 t t 01 t g 00080 50 +
b

39.92 6.21

u g q v 0.04 t t 01 f g 00200 300 +
b 25.67 12.5 u g cc v

1.21

t t 67 t g 00140

258

+
a

2

4.75

12.5 u g aa v 1.5 t t 12 t g 00120

567

+
a

44.17 6.665

u g q v

7.375

t t 03 t g 00000 0 +
a

23.50

9 u g q v 8.5 t t 05 t g 00120 0 +
b 34.92 5 u g x h 7.5 t t 06 t g 00000 1000 +
b

47.67

2.5 u g m bb 2.5 t t 12 t g

00410 251

0

+
b

22.75

11 u g q v 2.5 t t 07 t g 00100

809

+
b

34.42

4.25 u g i bb 3.25 t t 02 f g

00274 610

+
a

28.42

3.5 u g w v 0.835 t f 0 f s 00280 0 +
b

67.75

5.5 u g e z 13 t t 01 t g 00000 0 +
b 20.42 1.835 u g c v 2.25 t t 01 f g 00100

150

+
a

47.42

8 u g e bb 6.5 t t 06 f g

00375 51100

+
b

36.25

5 u g c bb 2.5 t t 06 f g 00000

367

+
b

32.67

5.5 u g q h 5.5 t t 12 t g

00408

1000 +
b

48.58

6.5 u g q h 6 t f 0 t g

00

350

0 +
b 39.92

0.54

y p aa v 0.5 t t 03 f g 00200 1000 +
b

33.58

2.75 u g m v 4.25 t t 06 f g

00

204

0 +
a

18.83

9.5 u g w v 1.625 t t 06 t g

00040 600

+
a

26.92

13.5 u g q h 5 t t 02 f g 00000 5000 +
a

31.25

3.75 u g cc h 0.625 t t 09 t g

00181

0 +
a

56.50

16 u g j ff 0 t t 15 f g 00000

247

+
b

43.00 0.29

y p cc h 1.75 t t 08 f g 00100 375 +
b

22.33

11 u g w v 2 t t 01 f g 00080

278

+
b 27.25

1.665

u g cc h

5.085

t t 09 f g

003

99 827

+
b

32.83

2.5 u g cc h 2.75 t t 06 f g 00160

2072

+
b

23.25

1.5 u g q v

2.375

t t 03 t g 00000

582

+
a

40.33 7.54

y p q h 8 t t 14 f g 00000

2300

+
a

30.50

6.5 u g c bb 4 t t 07 t g 00000

3065

+
a

52.83

15 u g c v 5.5 t t 14 f g 00000

2200

+
a

46.67 0.46

u g cc h 0.415 t t 11 t g

00440

6 +
a

58.33

10 u g q v 4 t t 14 f g 00000

1602

+
b

37.33

6.5 u g m h 4.25 t t 12 t g

00093

0 +
b

23.08

2.5 u g c v

1.08

5

t t 11 t g

00060 2

184

+
b

32.75

1.5 u g cc h 5.5 t t 03 t g 00000 0 +
a 21.67 11.5 y p j j 0 t t 11 t g 00000 0 +
a 28.50

3.04

y p x h

2.54

t t 01 f g 00070 0 +
a

68.67

15 u g e z 0 t t 14 f g 00000

3376

+
b

28.00

2 u g k h

4.165

t t 02 t g 00181 0 +
b 34.08 0.08 y p m bb 0.04 t t 01 t g 00280

2000

+
b 27.67 2 u g x h 1 t t 04 f g 00140

7544

+
b

44.00

2 u g m v 1.75 t t 02 t g 00000 15 +
b

25.08

1.71 u g x v 1.665 t t 01 t g

00395

20 +
b

32.00

1.75 y p e h 0.04 t f 0 t g

00393

0 +
a

60.58

16.5 u g q v 11 t f 0 t g

00021 105

61

+
a

40.83

10 u g q h 1.75 t f 0 f g

00029 837

+
b

19.33

9.5 u g q v 1 t f 0 t g 00060 400 +
a 32.33 0.54 u g cc v 0.04 t f 0 f g 00440

1

117

7

+
b

36.67

3.25 u g q h 9 t f 0 t g

00102 639

+
b 37.50 1.125 y p d v 1.5 f f 0 t g

00431

0 +
a 25.08 2.54 y p aa v 0.25 t f 0 t g

00370

0 +
b

41.33

0 u g c bb 15 t f 0 f g 00000 0 +
b

56.00

12.5 u g k h 8 t f 0 t g

00024 2028

+
a

49.83 13.585

u g k h 8.5 t f 0 t g 00000 0 +
b

22.67

10.5 u g q h

1.335

t f 0 f g 00100 0 +
b

27.00

1.5 y p w v 0.375 t f 0 t g 00260

1065

+
b 25.00 12.5 u g aa v 3 t f 0 t s

00020

0 +
a

26.08 8.665

u g aa v 1.415 t f 0 f g 00160 150 +
a

18.42

9.25 u g q v 1.21 t t 04 f g 00060

540

+
b

2

0.17 8.17

u g aa v

1.96

t t 14 f g 00060

158

+
b 47.67 0.29 u g c bb 15 t t 20 f g 00000

15000

+
a

21.25 2.335

u g i bb 0.5 t t 04 f s 00080 0 +
a 20.67 3 u g q v 0.165 t t 03 f g 00100 6 +
a

5

7.08 19.5

u g c v 5.5 t t 07 f g 00000

3000

+
a

22.42 5.665

u g q v

2.585

t t 07 f g

00129 3257

+
b

48.75

8.5 u g c h 12.5 t t 09 f g 00181

1655

+
b

40.00

6.5 u g aa bb 3.5 t t 01 f g 00000 500 +
b

40.58

5 u g c v 5 t t 07 f g 00000 3065 +
a

28.67

1.04 u g c v 2.5 t t 05 t g 00300

1430

+
a

33.08 4.625

u g q h 1.625 t t 02 f g 00000 0 +
b

21.33

10.5 u g c v 3 t f 0 t g 00000 0 +
b 42.00

0.205

u g i h 5.125 t f 0 f g 00400 0 +
b

41.75

0.96 u g x v 2.5 t f 0 f g

00510

600 +
b 22.67 1.585 y p w v 3.085 t t 06 f g 00080 0 +
b

34.50 4.04

y p i bb 8.5 t t 07 t g

00

195

0 +
b 28.25 5.04 y p c bb 1.5 t t 08 t g

00144

7 +
b

33.17

3.165 y p x v 3.165 t t 03 t g

00380

0 +
b

48.17 7.625

u g w h 15.5 t t 12 f g 00000

790

+
b

27.58

2.04 y p aa v 2 t t 03 t g 00370 560 +
b 22.58

10.04

u g x v 0.04 t t 09 f g 00060 396 +
a

24.08

0.5 u g q h 1.25 t t 01 f g 00000

678

+
a 41.33 1 u g i bb 2.25 t f 0 t g 00000 300 +
b

24.83

2.75 u g c v 2.25 t t 06 f g ? 600 +
a 20.75

10.25

u g q v

0.71

t t 02 t g

00049

0 +
b

36.33 2.125

y p w v

0.085

t t 01 f g

00050 1187

+
a

35.42

12 u g q h 14 t t 08 f g 00000

6

59

0

+
a

71.58

0 ? ? ? ? 0 f f 0 f p ? 0 +
b 28.67

9.335

u g q h 5.665 t t 06 f g

00381

168 +
b 35.17 2.5 u g k v 4.5 t t 07 f g

00150 1270

+
b

39.50

4.25 u g c bb 6.5 t t 16 f g

00117 1210

+
b

39.33

5.875 u g cc h 10 t t 14 t g 00399 0 +
b

24.33 6.625

y p d v 5.5 t f 0 t s 00100 0 +
b

60.08

14.5 u g ff ff 18 t t 15 t g 00000 1000 +
b 23.08 11.5 u g i v 3.5 t t 09 f g

00056 742

+
b 26.67

2.71

y p cc v 5.25 t t 01 f g

00211

0 +
b 48.17 3.5 u g aa v 3.5 t f 0 f s

00230

0 +
b 41.17 4.04 u g cc h 7 t t 08 f g 00320 0 +
b

55.92

11.5 u g ff ff 5 t t 05 f g 00000

8851

+
b

53

.92 9.625

u g e v 8.665 t t 05 f g 00000 0 +
a

18.92

9.25 y p c v 1 t t 04 t g 00080 500 +
a

50.08 12.54

u g aa v

2.29

t t 03 t g

00156

0 +
b

65.42

11 u g e z 20 t t 07 t g

00022

0 +
a

17.5

8

9 u g aa v 1.375 t f 0 t g 00000 0 +
a 18.83

9.54

u g aa v 0.085 t f 0 f g 00100 0 +
a 37.75 5.5 u g q v 0.125 t f 0 t g

00228

0 +
b 23.25 4 u g c bb 0.25 t f 0 t g 00160 0 +
b

18.08

5.5 u g k v 0.5 t f 0 f g 00080 0 +
a 22.50

8.46

y p x v

2.46

f f 0 f g 00164 0 +
b

19.67

0.375 u g q v 2 t t 02 t g 00080 0 +
b 22.08 11 u g cc v 0.665 t f 0 f g 00100 0 +
b

25.17

3.5 u g cc v 0.625 t t 07 f g 00000

7059

+
a 47.42 3 u g x v

13.875

t t 02 t g

00519 1704

+
b

33.50

1.75 u g x h 4.5 t t 04 t g

00253 857

+
b 27.67

13.75

u g w v 5.75 t f 0 t g

00487

500 +
a

58.42

21 u g i bb 10 t t 13 f g 00000

6700

+
a 20.67 1.835 u g q v

2.085

t t 05 f g

00220 2503

+
b

26.17

0.25 u g i bb 0 t f 0 t g 00000 0 +
b 21.33 7.5 u g aa v 1.415 t t 01 f g 00080

9800

+
b

42.83

4.625 u g q v 4.58 t f 0 f s 00000 0 +
b

38.17 10.125

u g x v 2.5 t t 06 f g 00520

196

+
b

20.50

10 y p c v 2.5 t f 0 f s 00040 0 +
b

48.25 25.085

u g w v 1.75 t t 03 f g 00120 14 +
b

28.33

5 u g w v 11 t f 0 t g 00070 0 +
a

18.75

7.5 u g q v 2.71 t t 05 f g ?

26726

+
b

18.50

2 u g i v 1.5 t t 02 f g 00120 300 +
b 33.17 3.04 y p c h 2.04 t t 01 t g 00180

18027

+
b

45.00

8.5 u g cc h 14 t t 01 t g

00088

2000 +
a 19.67

0.21

u g q h 0.29 t t 11 f g 00080 99 +
? 24.50

12.75

u g c bb 4.75 t t 02 f g

00073 444

+
b

21.83

11 u g x v 0.29 t t 06 f g

00121

0 +
b

40.25

21.5 u g e z 20 t t 11 f g 00000

1200

+
b

41.42

5 u g q h 5 t t 06 t g

00470

0 +
a

17.83

11 u g x h 1 t t 11 f g 00000 3000 +
b 23.17

11.125

u g x h 0.46 t t 01 f g 00100 0 +
b ? 0.625 u g k v 0.25 f f 0 f g 00380

2010

–
b

18.17

10.25 u g c h

1.085

f f 0 f g 00320 13 –
b

20.00 11.045

u g c v 2 f f 0 t g

00136

0 –
b 20.00 0 u g d v 0.5 f f 0 f g 00144 0 –
a 20.75 9.54 u g i v 0.04 f f 0 f g 00200 1000 –
a 24.50 1.75 y p c v 0.165 f f 0 f g

00132

0 –
b 32.75 2.335 u g d h 5.75 f f 0 t g

00292

0 –
a

52.17

0 y p ff ff 0 f f 0 f g 00000 0 –
a 48.17 1.335 u g i o 0.335 f f 0 f g 00000 120 –
a 20.42 10.5 y p x h 0 f f 0 t g

00

154

32 –
b

50.75

0.585 u g ff ff 0 f f 0 f g 00145 0 –
b

17.08

0.085 y p c v 0.04 f f 0 f g 00140

722

–
b

18.33

1.21 y p e

dd

0 f f 0 f g 00100 0 –
a 32.00 6 u g d v 1.25 f f 0 f g

00272

0 –
b

59.67

1.54 u g q v 0.125 t f 0 t g 00260 0 +
b

18.00

0.165 u g q

n

0.21 f f 0 f g 00200 40 +
b

37.58

0 ? ? ? ? 0 f f 0 f p ? 0 +
b 32.33 2.5 u g c v 1.25 f f 0 t g 00280 0 –
b 18.08 6.75 y p m v 0.04 f f 0 f g 00140 0 –
b

38.25

10.125 y p k v 0.125 f f 0 f g 00160 0 –
b

30.67

2.5 u g cc h 2.25 f f 0 t s

00

340

0 –
b

18.58 5.71

u g d v 0.54 f f 0 f g 00120 0 –
a 19.17

5.415

u g i h 0.29 f f 0 f g 00080

484

–
a 18.17 10 y p q h 0.165 f f 0 f g

00340

0 –
b 24.58 13.5 y p ff ff 0 f f 0 f g ? 0 –
b

16.25

0.835 u g m v 0.085 t f 0 f s 00200 0 –
b

21.17

0.875 y p c h 0.25 f f 0 f g 00280 204 –
b 23.92 0.585 y p cc h 0.125 f f 0 f g 00240 1 –
b

17.67

4.46 u g c v 0.25 f f 0 f s 00080 0 –
a

16.50

1.25 u g q v 0.25 f t 01 f g

00108

98 –
b 23.25

12.625

u g c v 0.125 f t 02 f g 00000

5552

–
b 17.58 10 u g w h 0.165 f t 01 f g 00120 1 –
a ? 1.5 u g ff ff 0 f t 02 t g 00200 105 –
b

29.50

0.58 u g w v 0.29 f t 01 f g 00340

2803

–
b 18.83 0.415 y p c v 0.165 f t 01 f g 00200 1 –
a

21.75

1.75 y p j j 0 f f 0 f g 00160 0 –
b 23.00 0.75 u g m v 0.5 f f 0 t s 00320 0 –
a

18.25

10 u g w v 1 f t 01 f g 00120 1 –
b 25.42 0.54 u g w v 0.165 f t 01 f g 00272 444 –
b

35.75 2.415

u g w v 0.125 f t 02 f g 00220 1 –
a

16.08

0.335 u g ff ff 0 f t 01 f g 00160 126 –
a 31.92

3.125

u g ff ff 3.04 f t 02 t g 00200 4 –
b

69.17

9 u g ff ff 4 f t 01 f g 00070 6 –
b

32.92

2.5 u g aa v 1.75 f t 02 t g

00720

0 –
b

16.33

2.75 u g aa v 0.665 f t 01 f g 00080 21 –
b

22.17 12.125

u g c v

3.335

f t 02 t g 00180

173

–
a

57.58

2 u g ff ff 6.5 f t 01 f g 00000 10 –
b 18.25 0.165 u g d v 0.25 f f 0 t s 00280 0 –
b 23.42 1 u g c v 0.5 f f 0 t s 00280 0 –
a

15.92 2.875

u g q v 0.085 f f 0 f g 00120 0 –
a

24.75 13.665

u g q h 1.5 f f 0 f g 00280 1 –
b 48.75

26.33

5

y p ff ff 0 t f 0 t g 00000 0 –
b 23.50 2.75 u g ff ff 4.5 f f 0 f g 00160 25 –
b 18.58

10.29

u g ff ff 0.415 f f 0 f g 00080 0 –
b 27.75 1.29 u g k h 0.25 f f 0 t s 00140 0 –
a

31.75

3 y p j j 0 f f 0 f g 00160 20 –
a 24.83 4.5 u g w v 1 f f 0 t g 00360 6 –
b

19.00

1.75 y p c v 2.335 f f 0 t g 00112 6 –
a 16.33 0.21 u g aa v 0.125 f f 0 f g 00200 1 –
a 18.58 10 u g d v 0.415 f f 0 f g 00080 42 –
b 16.25 0 y p aa v 0.25 f f 0 f g 00060 0 –
b 23.00 0.75 u g m v 0.5 t f 0 t s 00320 0 –
b 21.17 0.25 y p c h 0.25 f f 0 f g 00280 204 –
b

17.50

22 l

gg

ff o 0 f f 0 t p

00450 100000

+
b 19.17 0 y p m bb 0 f f 0 t s

00500

1 +
b

36.75

0.125 y p c v 1.5 f f 0 t g

00232 113

+
b 21.25 1.5 u g w v 1.5 f f 0 f g 00150 8 +
a 18.08 0.375 l gg cc ff 10 f f 0 t s 00300 0 +
a

33.67

0.375 u g cc v 0.375 f f 0 f g 00300 44 +
b 48.58 0.205 y p k v 0.25 t t 11 f g 00380

2732

+
b 33.67 1.25 u g w v 1.165 f f 0 f g 00120 0 –
a 29.50 1.085 y p x v 1 f f 0 f g 00280 13 –
b

30.17

1.085 y p c v 0.04 f f 0 f g

00170 179

–
? 40.83 3.5 u g i bb 0.5 f f 0 f s

01160

0 –
b 34.83 2.5 y p w v 3 f f 0 f s 00200 0 –
b ? 4 y p i v 0.085 f f 0 t g

00411

0 –
b 20.42 0 ? ? ? ? 0 f f 0 f p ? 0 –
a

33.25

2.5 y p c v 2.5 f f 0 t g 00000 2 –
b 34.08 2.5 u g c v 1 f f 0 f g

00460

16 –
a

25.25

12.5 u g d v 1 f f 0 t g 00180

1062

–
b

34.75

2.5 u g cc bb 0.5 f f 0 f g

00348

0 –
b 27.67 0.75 u g q h 0.165 f f 0 t g 00220 251 –
b

47.33

6.5 u g c v 1 f f 0 t g 00000 228 –
a 34.83 1.25 y p i h 0.5 f f 0 t g 00160 0 –
a 33.25 3 y p aa v 2 f f 0 f g 00180 0 –
b 28.00 3 u g w v 0.75 f f 0 t g 00300 67 –
a

39.08

4 u g c v 3 f f 0 f g

00480

0 –
b

42.75 4.085

u g aa v 0.04 f f 0 f g 00108 100 –
b 26.92 2.25 u g i bb 0.5 f f 0 t g

00640 4000

–
b 33.75 2.75 u g i bb 0 f f 0 f g 00180 0 –
b

38.92

1.75 u g k v 0.5 f f 0 t g 00300 2 –
b

62.75

7 u g e z 0 f f 0 f g 00000 12 –
?

32.25

1.5 u g c v 0.25 f f 0 t g

00372 122

–
b

26.75

4.5 y p c bb 2.5 f f 0 f g 00200 1210 –
b

63.33

0.54 u g c v 0.585 t t 03 t g 00180 0 –
b 27.83 1.5 u g w v 2.25 f t 01 t g 00100 3 –
a 26.17 2 u g j j 0 f f 0 t g

00276

1 –
b 22.17 0.585 y p ff ff 0 f f 0 f g 00100 0 –
b 22.50 11.5 y p m v 1.5 f f 0 t g 00000 4000 –
b

30.75

1.585 u g d v 0.585 f f 0 t s 00000 0 –
b 36.67 2 u g i v 0.25 f f 0 t g

00221

0 –
a

16.00

0.165 u g aa v 1 f t 02 t g 00320 1 –
b 41.17 1.335 u g d v 0.165 f f 0 f g

00168

0 –
a

19.50

0.165 u g q v 0.04 f f 0 t g 00380 0 –
b

32.42

3 u g d v 0.165 f f 0 t g 00120 0 –
a 36.75

4.71

u g ff ff 0 f f 0 f g 00160 0 –
a

30.25

5.5 u g k v 5.5 f f 0 t s 00100 0 –
b 23.08 2.5 u g ff ff 0.085 f f 0 t g 00100

4208

–
b

26.83

0.54 u g k ff 0 f f 0 f g 00100 0 –
b

16.92

0.335 y p k v 0.29 f f 0 f s 00200 0 –
b

24.42

2 u g e dd 0.165 f t 02 f g 00320

1300

–
b 42.83 1.25 u g m v 13.875 f t 01 t g

00352

112 –
a 22.75 6.165 u g aa v 0.165 f f 0 f g 00220 1000 –
b

39.42

1.71 y p m v 0.165 f f 0 f s 00400 0 –
a

23.58

11.5 y p k h 3 f f 0 t g 00020 16 –
b

21.42

0.75 y p r n 0.75 f f 0 t g 00132 2 –
b

33.00

2.5 y p w v 7 f f 0 t g 00280 0 –
b 26.33 13 u g e dd 0 f f 0 t g 00140

1110

–
a 45.00

4.585

u g k h 1 f f 0 t s 00240 0 –
b

26.25

1.54 u g w v 0.125 f f 0 f g 00100 0 –
?

28.17

0.585 u g aa v 0.04 f f 0 f g 00260

1004

–
a

20.83

0.5 y p e dd 1 f f 0 f g 00260 0 –
b 28.67 14.5 u g d v 0.125 f f 0 f g 00000

286

–
b 20.67 0.835 y p c v 2 f f 0 t s 00240 0 –
b 34.42 1.335 u g i bb 0.125 f f 0 t g 00440

4500

–
b 33.58 0.25 u g i bb 4 f f 0 t s 00420 0 –
b

43.17

5 u g i bb 2.25 f f 0 t g

00

141

0 –
a 22.67 7 u g c v 0.165 f f 0 f g 00160 0 –
a 24.33 2.5 y p i bb 4.5 f f 0 f g 00200 456 –
a

56.83

4.25 y p ff ff 5 f f 0 t g 00000 4 –
b 22.08

11.46

u g k v 1.585 f f 0 t g 00100

1212

–
b 34.00 5.5 y p c v 1.5 f f 0 t g 00060 0 –
b 22.58 1.5 y p aa v 0.54 f f 0 t g 00120 67 –
b 21.17 0 u g c v 0.5 f f 0 t s 00000 0 –
b 26.67

14.585

u g i bb 0 f f 0 t g

00178

0 –
b

22.92

0.17 u g m v 0.085 f f 0 f s 00000 0 –
b

15.17

7 u g e v 1 f f 0 f g

00600

0 –
b 39.92 5 u g i bb 0.21 f f 0 f g

00550

0 –
b 27.42 12.5 u g aa bb 0.25 f f 0 t g 00720 0 –
b 24.75 0.54 u g m v 1 f f 0 t g 00120 1 –
b 41.17 1.25 y p w v 0.25 f f 0 f g 00000 195 –
a 33.08 1.625 u g d v 0.54 f f 0 t g 00000 0 –
b

29.83

2.04 y p x h 0.04 f f 0 f g 00128 1 –
a 23.58 0.585 y p ff ff 0.125 f f 0 f g 00120 87 –
b 26.17 12.5 y p k h 1.25 f f 0 t g 00000 17 –
b

31.00

2.085 u g c v 0.085 f f 0 f g 00300 0 –
b 20.75 5.085 y p j v 0.29 f f 0 f g 00140 184 –
b 28.92 0.375 u g c v 0.29 f f 0 f g 00220 140 –
a

51.92

6.5 u g i bb 3.085 f f 0 t g 00073 0 –
a 22.67 0.335 u g q v 0.75 f f 0 f s 00160 0 –
b 34.00 5.085 y p i bb 1.085 f f 0 t g 00480 0 –
a

69.50

6 u g ff ff 0 f f 0 f s 00000 0 –
a 40.33

8.125

y p k v 0.165 f t 02 f g ? 18 –
a

19.58

0.665 y p c v 1 f t 01 f g

02000

2 –
b 16.00 3.125 u g w v 0.085 f t 01 f g 00000 6 –
b 17.08 0.25 u g q v 0.335 f t 04 f g 00160 8 –
b 31.25

2.835

u g ff ff 0 f t 05 f g 00176

146

–
b 25.17 3 u g c v 1.25 f t 01 f g 00000 22 –
a 22.67 0.79 u g i v 0.085 f f 0 f g 00144 0 –
b 40.58 1.5 u g i bb 0 f f 0 f s 00300 0 –
b

22.25

0.46 u g k v 0.125 f f 0 t g 00280 55 –
a 22.25 1.25 y p ff ff 3.25 f f 0 f g 00280 0 –
b 22.50 0.125 y p k v 0.125 f f 0 f g 00200 70 –
b 23.58

1.79

u g c v 0.54 f f 0 t g 00136 1 –
b

38.42 0.705

u g c v 0.375 f t 02 f g

00225

500 –
a

26.58

2.54 y p ff ff 0 f f 0 t g 00180 60 –
b

35.00

2.5 u g i v 1 f f 0 t g

00210

0 –
b 20.42 1.085 u g q v 1.5 f f 0 f g 00108 7 –
b

29.42

1.25 u g w v 1.75 f f 0 f g 00200 0 –
b 26.17 0.835 u g cc v 1.165 f f 0 f g 00100 0 –
b 33.67 2.165 u g c v 1.5 f f 0 f p 00120 0 –
b 24.58 1.25 u g c v 0.25 f f 0 f g

00110

0 –
a 27.67 2.04 u g w v 0.25 f f 0 t g 00180 50 –
b 37.50 0.835 u g e v 0.04 f f 0 f g 00120 5 –
b

49.17

2.29 u g ff ff 0.29 f f 0 f g 00200 3 –
b 33.58 0.335 y p cc v 0.085 f f 0 f g 00180 0 –
b

51.83

3 y p ff ff 1.5 f f 0 f g 00180 4 –
b 22.92 3.165 y p c v 0.165 f f 0 f g 00160

1058

–
b 21.83 1.54 u g k v 0.085 f f 0 t g

00356

0 –
b 25.25 1 u g aa v 0.5 f f 0 f g 00200 0 –
b

58.58

2.71 u g c v 2.415 f f 0 t g 00320 0 –
b 19.00 0 y p ff ff 0 f t 04 f g

00045

1 –
b 19.58 0.585 u g ff ff 0 f t 03 f g 00350

769

–
a

53.33

0.165 u g ff ff 0 f f 0 t s

00062

27 –
a

27.17

1.25 u g ff ff 0 f t 01 f g

00092

300 –
b

25.92

0.875 u g k v 0.375 f t 02 t g

00174

3 –
b 23.08 0 u g k v 1 f t 11 f s 00000 0 –
b 39.58 5 u g ff ff 0 f t 02 f g

00017

1 –
b

30.58

2.71 y p m v 0.125 f f 0 t s 00080 0 –
b

17.25

3 u g k v 0.04 f f 0 t g 00160 40 –
a 17.67 0 y p j ff 0 f f 0 f g

00086

0 –
a ?

11.25

u g ff ff 0 f f 0 f g ?

5200

–
b 16.50 0.125 u g c v 0.165 f f 0 f g 00132 0 –
a

27.33

1.665 u g ff ff 0 f f 0 f g 00340 1 –
b 31.25 1.125 u g ff ff 0 f t 01 f g

00096

19 –
b 20.00 7 u g c v 0.5 f f 0 f g 00000 0 –
b ? 3 y p i bb 7 f f 0 f g 00000 1 –
b 39.50 1.625 u g c v 1.5 f f 0 f g 00000

316

–
b

36.50

4.25 u g q v 3.5 f f 0 f g

00454

50 –
?

29.75

0.665 u g w v 0.25 f f 0 t g 00300 0 –
b

52.42

1.5 u g d v 3.75 f f 0 t g 00000 350 –
b

36.17 18.125

u g w v 0.085 f f 0 f g 00320

3552

–
b

34.58

0 ? ? ? ? 0 f f 0 f p ? 0 –
b 29.67 0.75 y p c v 0.04 f f 0 f g 00240 0 –
b 36.17 5.5 u g i bb 5 f f 0 f g 00210

687

–
b 25.67 0.29 y p c v 1.5 f f 0 t g 00160 0 –
a 24.50 2.415 y p c v 0 f f 0 f g 00120 0 –
b 24.08 0.875 u g m v 0.085 f t 04 f g

00254 1950

–
b

21.92

0.5 u g c v 0.125 f f 0 f g 00360 0 –
a

36.58

0.29 u g ff ff 0 f t 10 f g 00200 18 –
a 23.00 1.835 u g j j 0 f t 01 f g 00200 53 –
a 27.58 3 u g m v

2.79

f t 01 t g 00280 10 –
b

31.08

3.085 u g c v 2.5 f t 02 t g 00160 41 –
a

30.42

1.375 u g w h 0.04 f t 03 f g 00000 33 –
b 22.08 2.335 u g k v 0.75 f f 0 f g 00180 0 –
b 16.33 4.085 u g i h 0.415 f f 0 t g 00120 0 –
a 21.92

11.665

u g k h 0.085 f f 0 f g 00320 5 –
b

21.08 4.125

y p i h 0.04 f f 0 f g 00140 100 –
b

17.42

6.5 u g i v 0.125 f f 0 f g 00060 100 –
b 19.17 4 y p i v 1 f f 0 t g 00360 1000 –
b 20.67 0.415 u g c v 0.125 f f 0 f g 00000 44 –
b 26.75 2 u g d v 0.75 f f 0 t g 00080 0 –
b 23.58 0.835 u g i h 0.085 f f 0 t g 00220 5 –
b

39.17

2.5 y p i h 10 f f 0 t s 00200 0 –
b 22.75 11.5 u g i v 0.415 f f 0 f g 00000 0 –
?

26.50

2.71 y p ? ? 0.085 f f 0 f s 00080 0 –
a 16.92 0.5 u g i v 0.165 f t 06 t g 00240 35 –
b 23.50 3.165 y p k v 0.415 f t 01 t g 00280 80 –
a

17.33

9.5 u g aa v 1.75 f t 10 t g 00000 10 –
b

23.75

0.415 y p c v 0.04 f t 02 f g 00128 6 –
b

34.67

1.08 u g m v 1.165 f f 0 f s

00028

0 –
b

74.83

19 y p ff ff 0.04 f t 02 f g 00000

351

–
b 28.17 0.125 y p k v 0.085 f f 0 f g 00216

2100

–
b 24.50

13.335

y p aa v 0.04 f f 0 t g 00120

475

–
b 18.83 3.54 y p ff ff 0 f f 0 t g 00180 1 –
?

45.33

1 u g q v 0.125 f f 0 t g

00263

0 –
a

47.25

0.75 u g q h 2.75 t t 01 f g

00333 892

+
b

24.17

0.875 u g q v 4.625 t t 02 t g 00520 2000 +
b

39.25

9.5 u g m v 6.5 t t 14 f g 00240

4607

+
a 20.50

11.835

u g c h 6 t f 0 f g 00340 0 +
a 18.83 4.415 y p c h 3 t f 0 f g 00240 0 +
b 19.17 9.5 u g w v 1.5 t f 0 f g 00120

2206

+
a 25.00 0.875 u g x h 1.04 t f 0 t g 00160

5860

+
b

20.17

9.25 u g c v 1.665 t t 03 t g 00040 28 +
b

25.75

0.5 u g c v 1.46 t t 05 t g

00312

0 +
b 20.42 7 u g c v 1.625 t t 03 f g 00200

1391

+
b ? 4 u g x v 5 t t 03 t g

00290 2279

+
b

39.00

5 u g cc v 3.5 t t 10 t g 00000 0 +
a

64.08

0.165 u g ff ff 0 t t 01 f g 00232 100 +
b 28.25 5.125 u g x v 4.75 t t 02 f g 00420 7 +
a 28.75 3.75 u g c v 1.085 t t 01 t g

00371

0 +
b

31.33

19.5 u g c v 7 t t 16 f g 00000 5000 +
a 18.92 9 u g aa v 0.75 t t 02 f g 00088

591

+
a 24.75 3 u g q h 1.835 t t 19 f g 00000 500 +
a 30.67 12 u g c v 2 t t 01 f g 00220 19 +
b

21.00

4.79 y p w v 2.25 t t 01 t g 00080 300 +
b 13.75 4 y p w v 1.75 t t 02 t g 00120 1000 +
a

46.00

4 u g j j 0 t f 0 f g 00100

960

+
a 44.33 0 u g c v 2.5 t f 0 f g 00000 0 +
b

20.25 9.96

u g e dd 0 t f 0 f g 00000 0 +
b 22.67 2.54 y p c h 2.585 t f 0 f g 00000 0 +
b ? 10.5 u g x v 6.5 t f 0 f g 00000 0 +
a

60.92

5 u g aa v 4 t t 04 f g 00000 99 +
b 16.08 0.75 u g c v 1.75 t t 05 t g 00352 690 +
a 28.17 0.375 u g q v 0.585 t t 04 f g 00080 0 +
b 39.17 1.71 u g x v 0.125 t t 05 t g 00480 0 +
? 20.42 7.5 u g k v 1.5 t t 01 f g 00160

234

+
a

30.00

5.29 u g e dd 2.25 t t 05 t g

00099

500 +
b

22.83

3 u g m v 1.29 t t 01 f g 00260 800 +
a 22.50 8.5 u g q v 1.75 t t 10 f g 00080

990

–
a 28.58 1.665 u g q v 2.415 t f 0 t g 00440 0 –
b

45.17

1.5 u g c v 2.5 t f 0 t g 00140 0 –
b

41.58

1.75 u g k v 0.21 t f 0 f g 00160 0 –
a 57.08 0.335 u g i bb 1 t f 0 t g

00252 2197

–
a

55.75

7.08 u g k h 6.75 t t 03 t g 00100 50 –
b 43.25

25.21

u g q h 0.21 t t 01 f g

00760

90 –
a

25.33

2.085 u g c h 2.75 t f 0 t g 00360 1 –
a 24.58 0.67 u g aa h 1.75 t f 0 f g 00400 0 –
b 43.17 2.25 u g i bb 0.75 t f 0 f g

00560

0 –
b 40.92 0.835 u g ff ff 0 t f 0 f g

00130

1 –
b

31.83

2.5 u g aa v 7.5 t f 0 t g

00523

0 –
a

33.92

1.585 y p ff ff 0 t f 0 f g 00320 0 –
a

24.92

1.25 u g ff ff 0 t f 0 f g 00080 0 –
b

35.25

3.165 u g x h 3.75 t f 0 t g

00680

0 –
b

34.25

1.75 u g w bb 0.25 t f 0 t g

00163

0 –
b

80.25

5.5 u g ? ? 0.54 t f 0 f g 00000 340 –
b

19.42

1.5 y p cc v 2 t f 0 t g 00100 20 –
b 42.75 3 u g i bb 1 t f 0 f g 00000 200 –
b 19.67 10 y p k h 0.835 t f 0 t g 00140 0 –
b 36.33

3.79

u g w v 1.165 t f 0 t g 00200 0 –
b

30.08

1.04 y p i bb 0.5 t t 10 t g 00132 28 –
b 44.25 11 y p d v 1.5 t f 0 f s 00000 0 –
b 23.58 0.46 y p w v 2.625 t t 06 t g

00208 347

–
b 23.92 1.5 u g d h

1.875

t t 06 f g 00200

327

+
b 33.17 1 u g x v 0.75 t t 07 t g 00340

4071

+
b

48.33

12 u g m v 16 t f 0 f s 00110 0 +
b

76.75 22.29

u g e z 12.75 t t 01 t g 00000

109

+
b

51.33

10 u g i bb 0 t t 11 f g 00000

1249

+
b 34.75 15 u g r n

5.375

t t 09 t g 00000

134

+
b 38.58 3.335 u g w v 4 t t 14 f g

00383 1344

+
a 22.42 11.25 y p x h 0.75 t t 04 f g 00000

321

+
b

41.92

0.42 u g c h 0.21 t t 06 f g 00220

948

+
b

29.58

4.5 u g w v 7.5 t t 02 t g

00330

0 +
a

32.17

1.46 u g w v 1.085 t t 16 f g 00120

2079

+
b

51.42

0.04 u g x h 0.04 t f 0 f g 00000 3000 +
a 22.83 2.29 u g q h 2.29 t t 07 t g 00140

2384

+
a 25.00

12.33

u g cc h 3.5 t t 06 f g 00400

458

+
b 26.75 1.125 u g x h 1.25 t f 0 f g 00000

5298

+
b 23.33 1.5 u g c h 1.415 t f 0 f g

00422

200 +
b 24.42

12.335

u g q h 1.585 t f 0 t g 00120 0 +
b

42.17

5.04 u g q h 12.75 t f 0 t g 00092 0 +
a 20.83 3 u g aa v 0.04 t f 0 f g 00100 0 +
b 23.08 11.5 u g w h 2.125 t t 11 t g 00290 284 +
a 25.17 2.875 u g x h 0.875 t f 0 f g 00360 0 +
b

43.08

0.375 y p c v 0.375 t t 08 t g 00300

162

+
a 35.75

0.915

u g aa v 0.75 t t 04 f g 00000

1583

+
b

59.50

2.75 u g w v 1.75 t t 05 t g 00060 58 +
b 21.00 3 y p d v 1.085 t t 08 t g 00160 1 +
b 21.92 0.54 y p x v 0.04 t t 01 t g

00840

59 +
a

65.17

14 u g ff ff 0 t t 11 t g 00000

1400

+
a

20.33

10 u g c h 1 t t 04 f g 00050

1465

+
b 32.25 0.165 y p c h 3.25 t t 01 t g

00432 8000

+
b 30.17 0.5 u g c v 1.75 t t 11 f g

00032

540 +
b 25.17 6 u g c v 1 t t 03 f g 00000 0 +
b 39.17 1.625 u g c v 1.5 t t 10 f g

00186 4700

+
b 39.08 6 u g m v 1.29 t t 05 t g 00108

1097

+
b 31.67 0.83 u g x v 1.335 t t 08 t g

00303 3290

+
b 41.00 0.04 u g e v 0.04 f t 01 f s 00560 0 +
b

48.50

4.25 u g m v 0.125 t f 0 t g 00225 0 +
b 32.67 9 y p w h 5.25 t f 0 t g 00154 0 +
a

28.08

15 y p e z 0 t f 0 f g 00000

13212

+
b

73.42 17.75

u g ff ff 0 t f 0 t g 00000 0 +
b 64.08 20 u g x h 17.5 t t 09 t g 00000 1000 +
b

51.58

15 u g c v 8.5 t t 09 f g 00000 0 +
b 26.67 1.75 y p c v 1 t t 05 t g 00160

5777

+
b 25.33 0.58 u g c v 0.29 t t 07 t g 00096

5124

+
b 30.17 6.5 u g cc v 3.125 t t 08 f g 00330 1200 +
b 27.00 0.75 u g c h 4.25 t t 03 t g 00312 150 +
b 23.17 0 ? ? ? ? 0 f f 0 f p ? 0 +
b 34.17 5.25 u g w v 0.085 f f 0 t g 00290 6 +
b

38.67

0.21 u g k v 0.085 t f 0 t g 00280 0 +
b 25.75 0.75 u g c bb 0.25 t f 0 f g

00349

23 +
a

46.08

3 u g c v 2.375 t t 08 t g

00396 4159

+
a

21.50

6 u g aa v 2.5 t t 03 f g 00080

918

+
?

20.08

0.125 u g q v 1 f t 01 f g 00240

768

+
b 20.50 2.415 u g c v 2 t t 11 t g 00200 3000 +
a 29.50 0.46 u g k v 0.54 t t 04 f g 00380 500 +
?

42.25

1.75 y p ? ? 0 f f 0 t g 00150 1 –
b 29.83 1.25 y p k v 0.25 f f 0 f g

00224

0 –
b 20.08 0.25 u g q v 0.125 f f 0 f g 00200 0 –
b 23.42 0.585 u g c h 0.085 t f 0 f g 00180 0 –
a 29.58 1.75 y p k v 1.25 f f 0 t g 00280 0 –
b

16.17

0.04 u g c v 0.04 f f 0 f g 00000 0 +
b 32.33 3.5 u g k v 0.5 f f 0 t g 00232 0 –
b ? 0.04 y p d v 4.25 f f 0 t g 00460 0 –
b

47.83

4.165 u g x bb 0.085 f f 0 t g 00520 0 –
b 20.00 1.25 y p k v 0.125 f f 0 f g 00140 4 –
b 27.58 3.25 y p q h 5.085 f t 02 t g

00369

1 –
b

22.00

0.79 u g w v 0.29 f t 01 f g 00420

283

–
b 19.33

10.915

u g c bb 0.585 f t 02 t g 00200 7 –
a

38.33

4.415 u g c v 0.125 f f 0 f g 00160 0 –
b 29.42 1.25 u g c h 0.25 f t 02 t g 00400 108 –
b 22.67 0.75 u g i v 1.585 f t 01 t g 00400 9 –
b 32.25 14 y p ff ff 0 f t 02 f g 00160 1 –
b 29.58 4.75 u g m v 2 f t 01 t g 00460 68 –
b 18.42

10.415

y p aa v 0.125 t f 0 f g 00120 375 –
b 22.17 2.25 u g i v 0.125 f f 0 f g 00160 10 –
b 22.67 0.165 u g c j 2.25 f f 0 t s 00000 0 +
a

25.58

0 ? ? ? ? 0 f f 0 f p ? 0 +
b 18.83 0 u g q v 0.665 f f 0 f g 00160 1 –
b

21.58

0.79 y p cc v 0.665 f f 0 f g 00160 0 –
b 23.75 12 u g c v 2.085 f f 0 f s 00080 0 –
b 22.00

7.835

y p i bb 0.165 f f 0 t g ? 0 –
b

36.08

2.54 u g ff ff 0 f f 0 f g 00000 1000 –
b

29.25

13 u g d h 0.5 f f 0 f g 00228 0 –
a 19.58 0.665 u g w v 1.665 f f 0 f g 00220 5 –
a 22.92 1.25 u g q v 0.25 f f 0 t g 00120 809 –
a 27.25 0.29 u g m h 0.125 f t 01 t g 00272 108 –
a

38.75

1.5 u g ff ff 0 f f 0 f g

00076

0 –
b 32.42 2.165 y p k ff 0 f f 0 f g 00120 0 –
a 23.75 0.71 u g w v 0.25 f t 01 t g 00240 4 –
b 18.17 2.46 u g c n 0.96 f t 02 t g 00160

587

–
b 40.92 0.5 y p m v 0.5 f f 0 t g 00130 0 –
b 19.50

9.585

u g aa v 0.79 f f 0 f g 00080 350 –
b 28.58

3.625

u g aa v 0.25 f f 0 t g 00100 0 –
b

35.58

0.75 u g k v 1.5 f f 0 t g

00231

0 –
b 34.17 2.75 u g i bb 2.5 f f 0 t g 00232 200 –
? 33.17 2.25 y p cc v 3.5 f f 0 t g 00200 141 –
b

31.58

0.75 y p aa v 3.5 f f 0 t g 00320 0 –
a 52.50 7 u g aa h 3 f f 0 f g 00000 0 –
b 36.17 0.42 y p w v 0.29 f f 0 t g

00309

2 –
b 37.33

2.665

u g cc v 0.165 f f 0 t g 00000

501

–
a 20.83 8.5 u g c v 0.165 f f 0 f g 00000 351 –
b 24.08 9 u g aa v 0.25 f f 0 t g 00000 0 –
b 25.58 0.335 u g k h 3.5 f f 0 t g 00340 0 –
a 35.17 3.75 u g ff ff 0 f t 06 f g 00000 200 –
b 48.08 3.75 u g i bb 1 f f 0 f g 00100 2 –
a 15.83 7.625 u g q v 0.125 f t 01 t g 00000 160 –
a 22.50 0.415 u g i v 0.335 f f 0 t s 00144 0 –
b 21.50 11.5 u g i v 0.5 t f 0 t g 00100 68 –
a 23.58 0.83 u g q v 0.415 f t 01 t g 00200 11 –
a 21.08 5 y p ff ff 0 f f 0 f g 00000 0 –
b 25.67 3.25 u g c h 2.29 f t 01 t g

00416

21 –
a 38.92 1.665 u g aa v 0.25 f f 0 f g 00000

390

–
a

15.75

0.375 u g c v 1 f f 0 f g 00120 18 –
a 28.58 3.75 u g c v 0.25 f t 01 t g 00040 154 –
b 22.25 9 u g aa v 0.085 f f 0 f g 00000 0 –
b 29.83 3.5 u g c v 0.165 f f 0 f g 00216 0 –
a 23.50 1.5 u g w v 0.875 f f 0 t g 00160 0 –
b

32.08

4 y p cc v 1.5 f f 0 t g 00120 0 –
b 31.08 1.5 y p w v 0.04 f f 0 f s 00160 0 –
b 31.83 0.04 y p m v 0.04 f f 0 f g 00000 0 –
a 21.75

11.75

u g c v 0.25 f f 0 t g 00180 0 –
a

17.92

0.54 u g c v 1.75 f t 01 t g 00080 5 –
b

30.33

0.5 u g d h 0.085 f f 0 t s 00252 0 –
b 51.83 2.04 y p ff ff 1.5 f f 0 f g 00120 1 –
b

47.17 5.835

u g w v 5.5 f f 0 f g

00465

150 –
b

25.83 12.835

u g cc v 0.5 f f 0 f g 00000 2 –
a

50.25

0.835 u g aa v 0.5 f f 0 t g 00240 117 –
? 29.50 2 y p e h 2 f f 0 f g

00256

17 –
a 37.33 2.5 u g i h 0.21 f f 0 f g 00260

246

–
a 41.58 1.04 u g aa v 0.665 f f 0 f g 00240

237

–
a 30.58

10.665

u g q h 0.085 f t 12 t g 00129 3 –
b 19.42 7.25 u g m v 0.04 f t 01 f g 00100 1 –
a 17.92

10.21

u g ff ff 0 f f 0 f g 00000 50 –
a 20.08 1.25 u g c v 0 f f 0 f g 00000 0 –
b 19.50 0.29 u g k v 0.29 f f 0 f g 00280

364

–
b 27.83 1 y p d h 3 f f 0 f g 00176

537

–
b 17.08

3.29

u g i v 0.335 f f 0 t g 00140 2 –
b

36.42

0.75 y p d v 0.585 f f 0 f g 00240 3 –
b 40.58 3.29 u g m v 3.5 f f 0 t s 00400 0 –
b 21.08

10.085

y p e h 1.25 f f 0 f g 00260 0 –
a 22.67 0.75 u g c v 2 f t 02 t g 00200

394

–
a 25.25 13.5 y p ff ff 2 f t 01 t g 00200 1 –
b 17.92 0.205 u g aa v 0.04 f f 0 f g 00280

750

–
b 35.00

3.375

u g c h

8.29

f f 0 t g 00000 0 –

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