I have attached the file

AppliedMultivariate Data Analaysis-HW3:

(1) Suppose ?? ∼ ??2 ��
5

10
� , �2 1

1 2
��. Complete the following:

(a)Which of the plots below is the correct contour plot for the distribution? Explain your choice by
specifying particular characteristics of the plot that correspond to this distribution.

(b) Roughly indicate on your chosen plot from a) where you would expect most of the (x1, x2) data values
to be for a random sample. In your answer, indicate where the concentration of (x1, x2) data values
would be the largest. Note that you should be able to answer this entire part without actually simulating
data.

(c) Using R to draw a contour plot for X (a) and add 100 points in it.

(d) Calculate the correlation matrix for X

(f) Find f(x) at x = µ (hint use dmvnorm()).

(g)Find f(x) at x = [6, 11]′ by using dmvnorm().

(Q2)There are three typos in the dataset typo.csv, where the original point was shifted by a factor of
ten. Find them as outliers using Chi-squared QQ plot of squared Mahalanobis distances

(Q3)We investigate graphically the R internal dataset swiss which you can load by data(swiss). The data
contains the variables

Fertility common standardized fertility measure

Catholic #of catholics

Agriculture # of men working in agriculture environment

Examination # draftees receiving highest mark on army examination

Education # education beyond primary school for draftees

Infant.Mortality # of live births who live less than 1 year

of 47 counties in the west of switzerland dated at 1888. With ?swiss you get more information on the
meaning of the variables.

a) Read the help file of stars()
b) Make a star plot of all variables. What can you say about Sierre? R-Hint: data(swiss), stars(swiss, ..
c) We are interested in the relation between Fertility and Education. Therefore we would like to make

a scatter-plot of Fertility against Education whose points are stars with the information of the other
variables. In addition we need the argument location. R-Hint: stars(swiss[, c(2,3,5,6)], location =
swiss[, c(4,1)], axes = T, …)

d) Set the argument draw.segments to TRUE to get segments instead of stars. Place a legend with
key.loc.

e) Which relation do you get from the plots?

Hep R files for Question3

?stars

data(swiss)

stars(swiss, key.loc = c(15.5,1.5))

stars(swiss[,c(2,3,5,6)],location=swiss[,c(4,1)], key.loc = c(45,90),

labels=NULL, len=3, axes=T, xlab=”Education”, ylab=”Fertility”)

stars(swiss[,c(2,3,5,6)],location=swiss[,c(4,1)], draw.segments=T,

key.loc=c(45,90), labels=NULL, len=3, axes=T, xlab=”Education”,

ylab=”Fertility”, cex=0.8)

(Q4) (Visualization: parallel coordinate plot and conditioning plot)

The data quakes.csv contains the measurements of latitude (lat), longitude (long), depth (depth),
magnitude (mag) and the number of reporting stations (stations) for 1000 seismic events of Mb >4.0
(body wave magnitude) that occurred in a cube near Fiji since 1964.
a) Load the data saved in quakes.csv.
b) Does the magnitude of the earthquake depend on the depth? (Make a scatterplot)
R-Hint: You can use the command jitter(…) to plot points next to each other rather than
overlapping them.
c) Does the number of reporting stations depend on the magnitude? (Make a scatterplot)
d) Investigate the relationships between all variables in the data using a parallel coordinate plot and
a scatterplot matrix. Which method do you find more useful?
R-Hint:
library(MASS)
parcoord(…)
e) How does the depth depend on longitude and latitude? (Plot a point (pch = 20) at the position of the
earthquake; the color should be green, orange or red according to the depth)
R-Hint:
deepVec <- cut(quakes$depth, breaks=c(0,250,450,700), labels=c("green","orange", "red")) deepVecString <- as.character(deepVec) f) Look at the help _le of coplot() to see how you could answer question e) with this command. Also use coplot() to display how depth and magnitude depend on longitude and latitude.

(Q5) The data consists of the emissions of three different pollutants from 46 different engines. A
data engine.csv is available.

(a)For each pollutant verify the normality (hint: use histogram,qqnorm, shapiro test and chi-
square plot)

(b) Test for Multivariate Normal for the engine data.

(c) Check for Outliers

(d) Draw pairwise bivariate boxplot and bagplot

(6) For the following null and alternative hypothesis interpret the type 1 and type 2 error

(a) Ho: The person is healthy
H1: The person has Alzheimer’s

(b) Ho: Message is real
H1: Message is spam

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0.73	14.97					0.51
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556

104 4.2 17

184.46 93 4.2 16

1

64 5.9 118

-22.06

587 4.6 28

83 4.5 25

561

181.57 579 4.9 49

562

40 4.7 17

563

182.1 62 4.9 25

564

182.8 273 5.3 78

565 -25.04

393 4.2 21

264 4.2 23

174 4.5 18

568

574 5.2 67

569 -19.6 183.84 309 4.5 23
570

179.82 75 5.6 79

571

167.26 195 5.2 87

572

44 4.8 35

573

420 4.5 29

574 -20.41

63 5 28

575 -18.18 182.04 609 4.4 26
576

40 4.5 18

577

181.31 575 4.6 42

181.69 559 4.5 24

579

405 5.2 74

183.4 70 5.1 54

-15.9 167.16 41 4.8 42

582

605 4.3 18

583

166.36 130 5.1 55

584 -20.04

577 4.7 19

585

4.6 20

586

82 4.8 51

587

50 4.6 23

-24.96

480 4.4 25

589

181.42 559 4.6 27

590

566 5.1 49

591 -20.95

4.3 20

181.9 409 4.4 19

593

209 4.7 30

594

70 4.8 47

595 -21.79 185 74 4.1 15

134 4.6 33

597

150 4.9 35

598 -17.02 182.93 406 4 17
599

182.39 243 4.7 32

600

89 4.7 32

601

53 5.2 89

602

68 4.6 18

603

180.81 605 4.6 34

604 -21.24 180.86

4.9 23

605 -19.89

546 5.7 99

606

179.8 176 4.7 26

607 -22 185.5 52 4.4 18
608

66 4.9 38

609 -24.5

377 4.8 43

180.2 186 4.6 27

611

182.4 51 4.4 18

67 4.8 35

613 -17.99

234 4.7 28

614 -19.6 181.87 597 4.2 18
615

64 5.1 54

511 4.8 56

617

47 4.9 47

618

49 5.1 49

619 -18.07

546 4.3 28

75 4.4 30

181.3 60 4.7 33

278 4.7 24

550 5.3 86

624

518 5.1 71

171.5 116 4.9 38

626

518 4.5 23

627

181.75 75 4.7 41

628

491 4.2 23

629

56 5.1 50

630

182.37 376 4.8 57

181.02 584 4.2 18

632

48 4.8 56

-28.56 183.59 53 4.4 20

-21.3 180.92 617 4.5 26

-20.08

294 4.3 18

636

417 5.6 129

637

280 4 16

638

332 5 36

639 -17.4

85 4.2 28

640

180.18 525 4.6 31

641

181.09 613 4.6 18

-16.23

182 4.5 28

183.4 57 5 32

644 -20.81

79 4.7 42

181.41 595 4.6 36

646

184 164 4.8 50

148 4.6 44

-15.48

82 4.4 17

153 5.6 87

-20.48 181.38 556 4.2 13

649 5.4 88

651 4.8 43

-11.4 166.07 93 5.6 94

654 -23.1

533 4.4 27

-14.28

642 4.7 29

-22.87

47 4.6 27

-17.59 180.98 548 5.1 79

658 -27.6 182.1 154 4.6 22

-17.94 180.6 627 4.5 29

-17.88

622 4.2 23

180.8 286 4.8 43

182.3 390 4.9 48

624 5.5 105

664 -23.46

539 5 41

624 4.2 21

180.87 631 5.2 69

180.98 631 4.8 36

-15.85

299 4.4 30

180.09 498 4.8 40

-18.6 184.28 255 4.4 31

671 -17.8 181.32 539 4.1 12

-10.78 166.1 195 4.9 45

-18.12 181.71 594 4.6 24

573 4.5 32

167.1 128 5.3 18

137 4.8 40

143 4.6 41

511 4.8 37

564 4.7 17

680

181.66 559 4.9 50

248 5.3 60

-20.16

210 4.4 27

180.94 390 4.6 33

181.74 616 4.3 17

186.4 98 4.4 17

169.1 218 4.2 27

-18.89 181.24 655 4.1 14

-17.61

356 4.2 15

181.54 564 5 64

-17.6 181.5 548 4.1 10

181.4 655 4.3 20

-18.8 182.41 385 5.2 67

-20.61

518 4.2 10

181.53 598 4.5 36

179.86 476 4.4 29

-23.9 179.9 579 4.4 16

-18.07 181.58 603 5 65

-15.43

249 4 11

-14.3 167.32 208 4.8 25

-18.04 181.57 587 5 51

167.18 221 4.2 21

545 5.2 91

-17.98 181.51 586 5.2 68

-25 180 488 4.5 10

184.48 246 4.3 15

61 4.5 19

-23.73

524 4.6 11

-17.74

104 5.1 71

271 4.4 36

487 4.3 16

186.73 83 4.7 37

167.91 183 5.6 109

185.86 55 4.9 46

166 5.1 22

586 4.6 13

-13.36

618 4.4 18

181.51 524 4.8 49

-26.1 182.5 133 4.2 17

201 4.7 57

182.9 383 4.1 11

171.4 86 4.7 33

181.48 555 4 17

-26.53 178.3 605 4.9 43

-26.5

609 5 50

204 4.5 16

169.71 287 4.4 23

-17.1 182.8 390 4 14

348 4.5 30

-23.5 180 550 4.7 23

181.69 487 4.4 20

-17.97 181.48 578 4.7 43

181.2 361 4.7 32

180.8 275 4 14

498 4.2 14

167.24 162 4.5 18

-15.4

78 4.7 44

-22.06 183.95 134 4.5 17

554 4.1 15

-20.3 181.4 608 4.6 13

367 4.3 25

599 4.6 30

-19.02

45 5.2 65

-22.1 185.3 50 4.6 22

162 4.7 36

-19.3 183 302 5 65

181.59 57 5.2 49

181.3 203 4.4 20

-22.55

66 4.6 18

180.64 591 4.5 18

-25.6 180.3 440 4 12

-18.04

611 4.2 20

-21.29 185.77 57 5.3 69

180.85 627 5.9 119

-20.64

89 4.9 42

500 4.5 34

264 4.4 14

-17.1 185.9 127 5.4 75

-21.13 185.6 85 5.3 86

50 5.1 47

186.73 75 4.1 20

-20.7 184.3 182 4.3 17

180.92 619 4.5 18

-17.78

223 4.1 10

-21.57

156 5.1 70

46 5.3 71

50 4.5 29

-19.1 184.52 230 4.1 16

-19.85

184 4.4 26

188 4.7 24

-20.7 186.3 80 4 10

185.1 86 5.1 61

-16.4

391 4 16

-19.6

199 4.3 21

592 4.3 21

-21.6 180.5 595 4 22

181 618 4.1 10

-21.8 183.6 213 4.4 17

-21.05 180.9 616 4.3 10

175 4.2 12

-17.9 181.5 589 4 12

83 4.5 25

119 4.7 32

70 5 48

-20.4 186.1 74 4.3 22

-15

40 5.1 54

183.4 87 4.7 34

2

63 5.3 69

-23.61 180.27 537 5 63

-21.56 185.5 47 4.5 29

181.58 490 5 77

-18.07 181.65 593 4.1 16

-26

644 4.9 27

-20.21 181.9 576 4.1 16

-28 182 199 4 16

-20.74 180.7 589 4.4 27

180.6 178 4.5 19

169.46 248 4.4 33

-20.45 182.1 500 4.5 37

-22.9 183.8 71 4.3 19

-18.11 181.63 568 4.3 36

-23.8 184.7 42 5 36

180.21 510 4.5 37

-23.2 184.8 97 4.5 13

-12.93

663 4.4 30

181.06 625 4.5 35

-19.13

210 4.1 22

-21.08 181.3 557 4.9 78

-20.07 181.75 582 4.7 27

-20.9 182.02 402 4.3 18

-25.04

474 4.6 32

577 4.6 43

-19.34

56 5.2 49

-15.83 167.1 43 4.5 19

-23.73 183 118 4.3 11

-18.1 181.72 544 4.6 52

180.49 532 4 14

185.1 237 4.5 39

111 4.8 30

595 4.6 30

-22.1 180.4 603 4.1 11

-24.97

505 4.9 50

100 4.7 40

-22.14

587 4.1 23

-21.48 182.44 364 4.3 20

100 4.4 17

182.4 350 4 12

-13.4 166.9 228 4.8 15

-15.5 185.3 93 4.4 25

185.23 66 4.4 34

225 4.6 21

180.9 334 4.2 28

-15.7 185.1 70 4.1 15

-19.2

220 4.2 18

-19.7 182.44 397 4 12

-19.4

326 4.1 15

-15.85 185.9 121 4.1 17

209 4.7 29

510 4.8 44

-20.89

54 5.1 44

-18.97

242 5 41

-17.99

574 4.8 38

-15.8

82 4.4 39

102 5 36

-21.6

43 5.2 56

432 4.2 19

-17.56 181.23 580 4.1 16

180.26 464 4.8 60

179.98 479 4.5 27

581 5 54

-21.55 181.39 513 5.1 81

77 4.1 16

68 4.7 41

-15.18

71 5.2 59

68 4.8 48

-17.9 181.41 586 4.5 33

-18.5 185.4 243 4 11

-14.82

658 4.7 49

-15.65

315 4.1 15

-30.01 181.15 210 4.3 17

167.24 278 4.3 17

638 4 14

-21.4 180.78 615 4.7 51

-17.93

567 4.1 27

181.7 560 4.2 13

-12.01

99 4.8 36

-19.1 169.63 266 4.8 31

397 4.2 15

180 4.2 29

-21.14

40 5.7 78

242 6 132

181.57 530 4.2 20

133 4.5 32

167.01 62 4.9 36

-22.09 180.58 580 4.4 22

-17.8 181.2 530 4 15

182.43 566 4.3 20

-18.85 182.2 501 4.2 23

548 4.5 30

587 4.8 31

-18.1 181.63 592 4.4 28

-18.4

221 4.2 18

-21.2 181.4 560 4.2 12

-12 166.2 94 5 31

-11.7 166.3 139 4.2 15

-26.72

162 5.2 64

562 4.5 30

169.5 204 4.6 35

56 5 22

184.52 49 5 52

100 5.4 71

231 4.8 28

-22.24

601 4.2 21

-13.8 166.53 42 5.5 70

-21.07 183.78 180 4.3 25

-17.74 181.25 559 4.1 16

180.15 524 4.4 22

-21.29 185.8 69 4.9 74

-22.2 180.58 594 4.5 45

-15.24

262 4.9 56

-17.82

538 4 33

-32.14 180 331 4.5 27

-19.3 185.86 48 5 40

180.94 47 4.9 47

181.62 558 4.5 31

-17.46 181.42 524 4.2 16

-17.44 181.33 545 4.2 37

179.85 477 4.2 34

129 5.2 30

268 4.3 21

182.39 117 5.1 43

179.97 541 4.6 50

-22.33

112 4.6 14

162 4.4 36

181.51 609 4.4 32

76 4.9 64

61 5.1 40

184.47 202 4.2 28

90 4.7 30

182.8 133 4 14

589 5.6 115

167.95 190 5.3 81

-20.56

138 5 82

-17.98 181.61 598 4.3 27

-18.4

600 4.1 11

182.22 162 5.1 67

181.02 626 4.5 36

167.32 137 4.9 22

57 5.4 61

182.54 201 4.7 40

-14.1

69 4.8 29

185.13 219 4.5 28

-23.47 180.21 553 4.2 23

-23.92 180.21 524 4.6 50

51 4.6 28

107 5.6 121

44 5.4 110

-18.14 181.71 574 4 20

128 5.2 72

181.16 568 4.2 12

-17.95

583 4.7 57

-20.83

622 4.3 15

182.1 193 4.8 27

182.39 544 4.6 30

-23.6 183.99 118 5.4 88

-23.7

51 4.8 27

182.4 63 4.6 22

182.32 442 4.2 22

87 5.5 67

-23.5 184.9 61 4.7 16

-23.73

60 4.7 35

-17.93 181.62 561 4.5 32

138 5.5 78

184.5 174 4.5 34

-23.47

543 4.1 21

-23.49

530 4 23

-23.85 180.26 497 4.3 32

63 4.7 27

-20.88

82 4.9 50

-20.97 181.2 605 4.5 31

234 4.7 55

-23.9 184.6 41 4.5 22

40 4.8 42

-12.57

137 4.3 20

184.23 223 4.1 23

-22.04 183.95 109 5.4 61

-17.99 181.59 595 4.1 26

-23.5 180.13 512 4.8 40

-21.4

613 4.2 20

-15.86

60 4.8 25

43 5.4 45

182.38 172 4.4 14

184.5 54 5.2 74

-24.1 184.5 68 4.7 23

217 4.9 35

-23.3 184.68 102 4.9 27

185.74 178 4.2 32

-20.77

251 4.4 47

-28.1 183.5 42 4.4 17

182.26 575 4.3 11

-23

43 4.9 20

181.67 577 5 67

42 4.7 21

183.6 75 4.9 49

183.5 71 4.3 22

-15.54 187.15 60 4.5 17

291 4.2 16

-22.33

125 5.2 51

-22.7 170.3 69 4.8 27

181.3 614 4 12

-16 184.53 108 4.7 33

181.42 575 4.3 18

-15.45 181.42 409 4.3 27

183.86 243 4.9 65

-17.95 181.37 642 4 17

-17.7 188.1 45 4.2 10

179.54 470 4.4 22

167.06 248 4.7 35

184.2 244 4.5 34

-17.4 187.8 40 4.5 14

170.56 165 6 119

	lat	long	depth	mag	stations
1	–	2																																																4	1	8				6																																																	5					62																																																																	4.8																	41
–																													20																																			18	3	6																				50																																																																																										4.2																																			15
–																			26	18																																																							4.1																					42																				5.4																				43
-1	7	9			1					81							66				626																														19
		-20.4			181			96	6																					49																													11
	-19															68	18																																																																																					4.3	1			95																										12
	-11.7																																					16	6.1												82
–																								28	181.								93	1							94																																																																																																					4.4
	-28									74							181.7																																							21																																																																																																		4.7																					35
																				10	–																																							17																47	1						79						59	6																																				22
		-21														44		1							80	5						83																						13
	-12	1											67																24																																																																																																					4.6
		-18														54							182											55
																																							14					181.6											60
		-20.7	1															69		92	1											39
		-1		5.9	18																																																						4.9																														30
-13.									64	1													65
					-17.8								181.5	5					90																																																																																																											4.5
–																																				23			179						78																	57
			-22													63												180																31	5				98
-20.		84			181.16	5				76
-10.98				166																				32					211
			-23				180.1																	51
-30.2	1																							25
					-19.6				180.2			431
				-17.9									181.4	5										37
																																	27	-14.					72		167		155
		-16								46			180.7					498																													5.2
																			29	-20.				97		181.47							58
-19.84								182.3			328
	-22.5		179.2	5					53
	-16.3	166.74
													33	-1														5.5	1					85		292
																		34					-23.5				180.8		349
1						86													48
																					36			-25	179.33			600
-18.				73			169			206
						38		-17.6									181.2						574
-17.66		585
																							40			-18.8		169.33			230
-37.37				176		263
	-1																					5.3					186
	-24			179.8				511
		-15	186.04
														45		-19.2	169.41				246
-30.1														56
-2	6.4		329
-11.			77		166.3												70
	-24.1	180.08		493
	-18.97				185					129																																											5.1
-18.									75	182.35		554
								52	-19.26						184						223
			-22.7		173
		-21.3						180.6						593
		-20.1								182.1	4						89
		-19.85	182.13					562
		445
		-22.06			584
						181.3				535
-24.2							530
												61		-20.6	181.55				582
	-21.16								182.4				260
	-13.8			172				613
	-11.4				166.2
-20.68						181.41
			-17.1		184.9			286
-20.14	5							87
	-21.96			179.6					627
	181.8
-15.46			187				91
										71		185.8		152
-19.86			184.3					201
-11.55
		-23.7	179.					99			506
					-17.7		181.23						546
	-23.54	180.04				564
-19.21			184.7		197
-12.11			167.06		265
		-21.8				181.71		323
-28.98			181.11			304
-34.02				180.21
			-23.8					180.9				367
	-19.5			182.38						579
-20.12						183		284
	450
184.31		170
	-21.5	170.5			117
		88		-23.6					179.9							538
		-15.43			186.3						123
-15.41		186.4
	-15.48		167.5				128
	-13.36		236
	-20.64			182.02				497
		-19.7		169.71			271
	-15.44			185.2		224
-19.73			375
		-27		365
		-18.1						183.4		306
	-13.66	166.54
						100			-24.5	179.92			484
101		-16.9	18									5.6			108
				102				-26					178					583
			103	-21.88				180.3			608
					104		-33
			105	-21.33	180.69			636
			106			-19.4				183.5		293
			107	-34.89
		-20.2	169.49
			109			-22.55				185.9								5.7
	110	-36.95		177			146
	111			-15.7		185.23			280
					112	-16.85		182.31		388
113		-19.06	182.45			477
114			-26.1		178.3					617
	115	178.35			606
	116	-26.13	178.31					609
172.23
					118			-13.4	172.29
				119	-14.6	167.4
120	-18.96		169.48					248
		121	-14.65			166.9
	122	-19.9	178.9
-22.05		180.4
	124		-19.22			182.43		571
			125	-31.24
	126			-17.93	167.89
		127				-19.3				183.8		517
		-26.5	178.57
-27.72
					130				-19.1	183.51		307
131				-17.4			185.4		189
		132	-17.05	181.22			527
			133	-19.52			168
		134	-23.71				510
		135	180.82				624
		136				-16.2	168.02
				137			-16.1	187.32
				138			-23.9					182.8				199
		139	-25.2			182.6			149
		140	-18.84		184.1						210
141		-12.66		169.46			658
	142			-20.65
		143	-13.23				167.1			220
	144		-29.9	181.43			205
145		-14.3	173.5			614
147				185.1
			148		-21.2	173.49
	-23.58		180.17		462
				150						573
	151	-23.34					184.5
		-15.5	167.62
			153	-23.83					182.5		229
		154	-11.8				165
	-15.54	167.68
	156				181.32				597
157	-11.75		166.07
			158	-24.81		452
159					-20.9	169.84
160	-11.34		166.24
	161				-17.98			180.5
						162	-24.34			179.5			504
163	-13.86		167.16			202
	164	-35.56
-35.48
-34.2	179.43
182.12
		-19.89			244
-23.43					553
			-18.89	169.42		239
171			-17.82	181.83			640
	-25.6	180.34		434
		174	-15.2						184.6
			175		-15.03			182.2		399
	-32.2		216
-22.64		180.64					544
-17.42	185.16
	-17.84			181.48		542
-15.02			184.2		339
		-18.04			181.75
-24.6
-19.88
		-20.3
	-20.45		181.85			534
-17.67	187.09
-22.3					181.9			309
		188			576
-24.27	179.88		523
		190				-15.8		185.13		290
191	-20.02	184.09				234
192		-18.5	169.31
	193	-17.87		569
194	-24.08							605
			195	179.61		422
196		-20.36	181.19			637
	-23.85			182.53					204
198	182.75
	-20.41		181.74
	200		-17.72						595
-19.67				182.18		360
		203		-16.23		183.59
	-26.72		183.3
-12.95	169.09		629
-21.97		182.32		261
	207		180.54				603
	208		-20.32			181.69			508
		209	-30.28		180.62			350
		533
-30.66			180.13		411
212	-16.17		338
		213	-28.25			226
214	-20.47			185.6
	215		180.27
	-20.94				181.58
	217		-26.6
			218	-18.13	181.52				618
			219			-20.21	183.83						242
	-18.3						182.39		342
				221	-16.52	185.7
222	-22.36	171.65
-22.43		184.48
-20.37					397
	225	-23.77			505
-13.65		166.6
227		-21.55		182.9
	228	185.75
				-23.73		232
-22.34		171.5
	231			180.94		664
-24.64		180.81
233		182.82
-19.62				185.3
235			525
179.93
		237	-28.23		182.68
238			-21.6		180.63
-13.44		166.53
240		-24.96		180.22			470
241		-20.08	182.74		298
-24.36	182.84
			243	-14.7
	-18.2				183.6
245	-16.65			185.5
	-18.11		181.67
247					-17.95		181.65			619
	186.9
		249	-23.36	180.01
250	-19.15		169.5
	251	-10.97	166.26
252		-14.85				167.24
253			181.38							587
	254	170.4
	255	-29.1
256	180.88		680
	257	-16.09		184.8
258	-19.18
	259	-23.81	179.36		521
-23.79	179.89		526
	-19.02		184.23		270
	262					181.51						548
169.01
		264		-17.88
	-19.41	183.05		300
	266	-26.17
267	-14.95
	268	-18.73	168.8
	269			182.37		482
		-21.29		180.85		607
-19.76
272		-22.09			180.38				590
	273
274		-20.16	181.99
	275				-22.1					577
276		-17.44			529
277		-23.33		180.18		528
		278	-24.78	179.22				492
279	180.52			561
	-19.13		182.51
281	-30.72		413
282	-22.32			565
283			-16.4	177.77
		383
285	184.68
-24.4		179.85		522
	287		671
288		-21.13		185.32
289				-18.07				181.57		572
	182.28
	291				-18.4		181.49				641
-13.34
-20.92
		294		-25.31	179.69		507
295		-15.24		186.2
	296			185.86
	297	178.4
	-17.94			601
	299	-30.64
		-18.6	169.32
301	-13.09	169.28		654
	302	-19.68	184.14
303	-16.44		185.74
-21.09			555
305	-14.99	171.39
179.7				500
		-17.68	181.36		515
308	180.53
-21.38		181.39			501
310		-32.6
311	-13.05	169.58			644
312		-12.93		169.63
313		181.91			442
314	-21.34			464
	315				-21.4		183.78
316			181.02			479
317	-17.32	181.03
318	-18.77	169.24
319		-26.16
320	-12.59			325
321		-14.82				167.32
322		-21.79	183.48
	-19.83			182.04					575
324	-29.5
-12.49		166.36
	326
327		-21.04		483
	-10.78	165.77
-20.76			185.77
330	-11.41
	331	183.87
	332	-23.91
333	-27.33
	334	-12.25
335		-23.49	179.07
336		-27.1
337
-27.19
		-27.27
340
341	-27.22
	-27.38
	343
344	-27.54
345
346	-27.71	182.47
347		-27.6
	348
-21.54		185.48
-27.21
351	-28.96	182.61
352		-12.01	166.29
353			-17.46
354	-30.17
355	182.36
	356	-17.79
357	-22.19		171.4
358		403
359	-27.18
-11.64	166.47
	361
362	185.72
363	-21.98
	364		-32.14			406
169.21
366	-26.78	183.61
-20.43		502
368				183.2
369		-15.83		423
370		-23.44			182.93
371		179.99
372	184.08
373		-17.59		181.09		536
374	-19.77		630
-20.31	184.06
	376	-15.33	186.75
	377
378			-15.36	186.66
379		-15.29	186.42
380	186.71
381		167.95
382	167.14
-25.5
	384	-14.32	167.33
	385		-20.04	182.01
386	-28.83		181.66
387
-27.23			180.98		401
389	-10.72	165.99
			390	183.88
	391		186.1
392	-27.17
		393	181.26				556
394			417
395			591
396		646
				181.42
398	-15.87		188.1
400	-13.45		170.3
-30.8	182.16
	402	-11.63		166.1
-30.4
404		-26.18	178.59
	405
407	-20.51
408	167.51
		409		-23.61			180.23		475
410	-33.2
		186.8
412			-22.2	184.56
	-20.07		169.1
414			-25.04		481
415
416		-14.28			167.26
-14.43
418	-32.7
419	-34.1
	420
421	-24.19
182.77
-17.04
424	179.71
425
426
427	-20.58		181.24		602
428		-20.61			488
429	-19.47	169.15
430	-17.47	180.96
	432			180.26
433	-18.55	182.23		563
178.47				537
435
436	-27.63
437
438			476
439		-20.56			499
	440
441	166.37
	-21.05
443		-17.97	168.52
444			182.54							524
	183.81
446	-22.28	183.52
447	-15.72	185.64
448	-20.85					181.59
449	-21.11
	180.15		467
451	-26.46
-24.09	179.68
453	-16.96	167.7
454		-23.1
455		-20.81
456
457	-18.06		604
458
459	-23.53
	460		-18.18		639
461	-15.66
463	-18.08		628
-18.05		180.86		632
465
466
	-15.61
468	-16.03
469				568
-31.94	180.57
471	-19.14	184.36
472
473	-16.95	185.94
		474	-10.79	166.06
	-20.83
-32.9
-37.93	177.47
478	-29.09
-23.56
	480
-21.39	180.68
184.87
-32.42	181.21
	485
486
		487	-34.4
	-17.61
489		-21.07	181.13				594
	490	-13.84	170.62			638
	491	-30.24			181.63
-18.49	169.04
-23.45		520
494	-16.04	183.54
495	-17.14	185.31
496	-22.54	172.91
-15.9
-30.04
-24.03
	184.46
-16.51	187.1
503	-21.06
-13.07		166.8
		-23.46		180.09					543
				589
-11.81	165.98
-11.76	165.96
509	-12.08	165.76
-25.59	180.02
-26.54	183.63
	512		184.28
	513	-16.99
514			541
-17.81	181.82				598
516	-15.17	187.2
-11.67	166.02
			518	-20.75			184.52
519
179.79
-20.66
	570
-24.68	183.33
167.38
-32.45		181.15
-21.31	180.84					586
	167.18
-13.26			167.01
-15.26	183.13
-33.57
531	-15.77
	532	-15.79	166.83
-16.28	166.94
		-23.2
167.25
	181.31		549
-15.96	166.69
		539	-15.95	167.34
540		-17.56
167.42
	-15.86	166.85
		545	-15.71	166.91
-16.45	167.54
547	-11.54	166.18
-19.61
	187.15
		550
551		182.22
552	-20.33	168.71
-15.08	166.62
184.61
-23.12	184.42
	557	-23.65
	558		-22.9			183.95
				559	180.47
		560	-13.56	166.49
			-17.99
	-23.92		184.47
-30.69
-21.92
180.97
		566	-19.92	183.91
	567	-27.75		182.26
-17.71	181.18
-34.68
-14.46
	-18.85	187.55
	-17.02		182.41
186.51
-16.49		187.8
		-17.74
	578	-20.49
-18.51	182.64
		580	-27.28
	581
-20.57		181.33
-11.25
	181.87
	-20.89		181.25			599
-16.62	186.74
-20.09	168.75
588	179.87
	-20.95
-23.31	179.27
	181.06			611
		592	-21.58
-13.62	167.15
-12.72	166.28
596		-20.48	169.76
-12.84	166.78
-23.89
-23.07	184.03
-27.98	181.96
	-28.1	182.25
	-21.24
		615
174.46
-32.82
	-21.57	185.62
		180.92
610	-33.03
-30.09
612	-22.75	170.99
168.98
	-15.65	186.26
		616		-17.78		181.53
	-22.04	184.91
-20.06	168.69
	181.54
620	-12.85	165.67
621	-33.29
		622	-34.63	179.1
623	-24.18	179.02
-23.78	180.31
	625	-22.37
-23.97	179.91
-34.12
-25.25		179.86
	-22.87	172.65
-18.48
		631	-21.46
	-28.56	183.47
633
634
635	183.22
-18.82	182.21
-19.51	183.97
-12.05	167.39
186.54
-23.93
-21.23
		642		167.91
643	-28.15
185.01
645	-20.72
-23.29
647	-38.46	176.03
648			186.73
	649	-37.03	177.52
650
	651		-18.12	181.88
652	-18.17	181.98
653
180.12
		655	170.34
656	171.72
657
659
660			180.58
661		-30.01
662	-19.19
	663		-18.14		180.87
180.11
665	-18.44	181.04
666	-18.21
667	-18.26
668	184.83
669	-23.82
670
672
673
674		-19.34	182.62
675	-15.34
676		-24.97	182.85
677	-15.97	186.08
678			-23.47	180.24
679	-23.11	179.15
-20.54
681	-18.92	169.37
682	184.27
683	-25.48
684	-18.19
685	-15.35
686	-18.69
687
688	183.32
689	-20.93
690
691	-17.96
692
693			182.44
694		-20.74
695	-25.23
696
697
698	185.19
699
700
701	-13.9
702	-17.64	177.01
703
704
705	-19.45
706	-16.11	187.48
707		179.98
708	186.78
709		-21.56	183.23
710		-20.97		181.72
711		-15.45
712	-15.93
713	-21.47
714	-21.44	170.45
715	-22.16		180.49
716	172.76
717	-21.22
718
719	-18.35	185.27
720	-17.2
721	-22.42
722	-17.91
723
724	178.29
725	-16.31	168.08
726	-18.76
727
728	-19.28	182.78
729
730	-21.26
731
732	-26.02
733	-30.3
734	-24.89	179.67
735	-14.57
736	186.87
737
738	-25.14	178.42
739
740	-25.28	181.17
741	-20.63		181.61
742	186.83
743
744	-38.59	175.7
745
746	-31.03
747	-30.51
748	183.34
749		-22.14
750
751	181.84
752
753		-21.08
754	169.66
755	-24.41	180.03
756	-12.16	167.03
757
758
759	-12.34	167.43
760	-16.43
761
762	-21.18
763	185.33
764		183.86
765	-13.7	166.75
766	-12.27	167.41
767
768	184.51
769	-11.37	166.55
770
771	-20.24
772	182.73
773		184.53
774	-21.63	180.77
775
776	-21.77
777
778
779	-10.8	165.8
780
781	-22.26	171.44
782			-22.33	171.46
783	-24.04	184.85
784
785	184.62
786	-27.87
787		-14.1	166.64
788
789
790	-21.19
791
792	178.43
793
794
795
796	-31.8
797	-18.91
798
799
800
801
802	-23.42
803
804	169.52
805		-21.14
806	184.97
807
808
809
810	179.84
811	-21.85	180.89
812	186.59
813
814
815
816	-22.12
817	-15.39
818	-16.21	186.52
819	-21.75	180.67
820
821		179.54
822	-19.36	186.36
823	179.62
824
825	-18.54	168.93
826	-21.62
827
828
829	-15.67
830	-21.78	183.11
831	-30.63
832
833	184.37
834
835	182.29
836
837	-17.38	168.63
838	-24.33		179.97
839	185.26
840	169.44
841			181.62
842	185.25
843	-25.42	182.65
844	169.9
845	-26.06	180.05
846
847	-25.63
848	-25.46
849	-22.23	180.48
850
851		-15.18	185.93
852	-13.79	166.56
853	167.23
854	-18.78	186.72
855
856
857	171.17
858	185.17
859
860	-13.16
861	-21.03		180.78
862
863	181.89
864	-20.87
865	166.66
866
867	-22.85		181.37
868	-17.08	185.96
869	174.21
870	-12.23	167.02
871	-20.91
872	-11.38	167.05
873	-11.02
874
875
876	-18.94
877
878	-21.91	181.28
879	-22.03	179.77
880
881	184.84
882
883
884
885	182.69
886	-24.39	178.98
887	-19.64
888	-21.35	170.04
889	-22.82
890	-38.28	177.1
891		-12.57	167.11
892	180.28
893
894
895
896	-23.87
897
898
899	185.11
900	181.27
901
902
903	-33.09
904	-20.18
905
906
907	-24.71
908	-21.53	170.52
909	-19.17	169.53
910	-28.05
911	-23.39
912	171.51
913	-15.28	185.98
914	-20.27
915	-10.96	165.97
916	-21.52	169.75
917	-19.57
918	-23.08	183.45
919	-25.06
920	-17.85	181.44
921	-15.99
922	184.41
923
924	181.77
925	-27.64
926	-20.99
927	-14.86
928	-29.33	182.72
929	-25.81
930	166.01
931	-17.63
932
933
934		-20.88	185.18
935	-20.25	184.75
936	-19.33	186.16
937
938	-22.41		183.99
939		-20.77
940	181.73
941	181.01
942	-27.84
943	-19.94
944
945	184.13
946	-30.39
947	-18.98
948	-27.89	182.92
949
950	184.49
951
952	-35.94	178.52
953	-18.68
954	179.95
955	180.06
956
957	-27.08	183.44
958	184.95
959
960	-21.71	183.58
961
962	-15.78	167.44
963	166.72
964	-19.69
965
966
967
968	180.74
969	166.98
970	-23.95	184.64
971	-25.79
972	-23.75
973
974	-18.56	169.05
975
976	-17.03
977	183.71
978
979	-18.83
980	170.7
981	-20.82
982	-22.95		170.56
983	-28.22
984	-27.99
985
986	-12.37	166.93
987	171.66
988
989	-17.86
990
991	-20.73
992
993	-20.05
994
995
996	-25.93
997	-12.28
998	-20.13
999
1000	-21.59

1

3

4

2

4

1

543

8

2

9

5673

09

7

19

47

008

2

08

5

43

7

41

22

0

2

7

16

8

8

8

6

5

4

78

6018

5

805

19

49

081

489

42

64

78

943

7

93943

6993

6059

3

98438743

99

7673391

9

908

58

8729487

1

42

08940730878

738

68564

58968

894585

3857

4

00618

00

40474

8

965

1300225

577578

38739

889

12

9055

425

968

5

88

8

7064

14

60

45508

69

02

0703993

388

6

59

2

583477645653

460119

3696822

883809544357

4834

81

5

3

687

01

935

7

65394046704

517

166808

16

49

39746033

638100

07

5559

8

5771336

8737159

27

52

416

7729

54

354056061

50508

13

69536

9

30293

98

41085

5424

25900

596

4733617

03

5549

8916

10

644341502

32397500115

3

687

19511

1

11

3827

658260178

452

946328

478580698

39

12

9

26998330937

954

359

183848745876

716

9658022

8

168469634268

13

54484788995

045

65274

7

61

14

3129

8417522

797067

42988905

17085601

57607

15

1395562741

94881934915

171594

260458

5517505

16

819

3749

31923

9519

9976829

3

1763

612

17

24

9676

07

174

18

232

251

34566046

76

19

89007174

562893

1592442

918523445

485838236752

20

1

6470609

13164677

66642

10689939011

21

88786873

30845705238

22

4

258568778

64

23

0835300

5

32222694

24

1246158

65837979

6

998774452

25

494561

26

236614

27

241612

28

379013963

29

70240996778

30

91877493732

9543191124

31

38998322

088

32

33

34

35

36

37

38

24

59703986

39

40

41

02

42

8275824845

43

44

45

46

001771561

47

01332

48

49

50

51

0968190551

52

53

54

55

56

073774571

57

58

59

60

61

62

63

64

65

66

67

68

69

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71

72

73

74

75

76

77

78

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83

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91

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95

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97

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99

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199

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219

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228

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232

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234

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236

237

238

239

240

241

242

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245

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249

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251

252

253

254

255

256

257

258

259

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263

264

265

266

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268

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274

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300

	V	1	V	2	V	3	V	4	V	5	V	6	V	7	V	8	V	9	V	10
-1.0	48	89	14	35	86	54	-0.5	11	56	85	39	61	19	-0.	38	41	43	94	15	0.	73	22	26	68	23	77	0.	67	16	17	42	1.	27	20	47	50	62	-0.386	60	29	30	74	-0.	70	33	69	28	99	0.	91	98	55	81	79	65	-0.8	90	93	57	59	239
1.	294	63	25	45	84	1.014	52	24	96	82	0.	32	193	78	80	0.00	18	76	58	64	71	-0.	277	49	31	159	0.47096	279	72	-0.	147	97	87	108	0.2	36	262	95	0.4	40	300	206	0.9	180	265
0.825	53	34	0.6	116	37	0.77	66	117	51	-0.8	13	119	83	0.653909	139	100	-0.	290	1.	185	184	241	88	1.788	268	187	-0.	92	44	1.8800	168	288
-0.05568601	172	-0.77	225	133	-2.4	130	250	163	-0.479495534457026	0.080350	190	-1.063430	75	-2.	273	200	-0.93438659354	12	-2.65108	102	21	-1.24	46	196
-0.7843822	175	181	0.6809	155	238	1.	150	215	148	224	-0.48	259	145	0.45590	260	188	-0.755939591004849	1.04290497175446	-1.4	210	244	-0.488	131	179	115	3.7937630474411
-0.733503	222	149	-0.	207	-0.68002411966491	0.768721	192	0.834532060457924	0.99853	166	-0.	128	-0.685	266	236	1.	189	271	157	0.01858	129	284
-0.2	158	0.837426507279305	0.	293	201	-0.04602	223	118	-0.69	272	-1.31288379776602	-0.947808054035307	0.969704520629497	-1.	195	237	-1.0779619	103
-0.3349	127	-0.	291	287	-0.413969737	209	0.759870166	249	-1.57	178	156	-1.46	245	-0.573744095237	121	-1.47768813353584	-2.5	269	160	-0.9086327	137
-1.085699	135	0.3206010802	252	-0.	295	258	-2.	162	282	0.967507379847	173	0.71568	171	1.43987355831294	-1.03	186	213	0.467091506098809	2.8974866	226
-0.0854	232	-1.36977576086265	-2.96365835059083	-0.7	230	-1.59447513085598	-1.0439926094	170	-3.4560636	274	-2.740082	122	-0.73057070964	120	-6.52797831798	112
1.0706	105	143	0.291	229	0.867056928483376	-0.537076518743	183	0.	202	256	1.20935190758918	1.76	125	1.20037063318729	1.76904906948857	1.186079783	289
-0.14539355099	270	1.38554546858	176	1.	278	1.05079670	124	-0.411738034	228	0.	126	0.131183940	298	0.09044	275	0.71023651193	285	-0.0	109
-1.	165	0.	169	235	-2.8942887765	220	-1.46582307301181	0.750798131695606	-2.06570830348222	-1.86476023245272	0.467684224581887	-3.697548393	114	0.984086649374962
-0.81851572	251	1.0689	212	2.07295	297	0.2008	174	2.256	107	2.03758794322301	2.18734572459925	2.10818849586002	0.4602383	110	4.03817881963851
0.684936077925063	-1.58588915921206	-2.1	240	-0.4	253	-0.661869892228	233	-0.779416	247	-1.50795753019396	-0.477952294354622	-0.0673705	101	-3.4020	164
-0.320056419	276	-0.38385009	197	-0.150974987776029	1.542764	234	-0.12411433	246	1.9825	243	-0.13079239961725	-0.3027	141	153	1.68974988309147	-0.309470926	111
-1.31	152	113	0.864834417612731	1.073353	104	261	0.500707238958464	0.269395933461581	-0.349839383300	142	1.71787999	151	0.171769493872447	0.0346764615658556	1.49549358813359
-0.599608327943981	0.561250341094273	-0.544987903	146	1.10980861414807	-0.844573956	248	-1.6066459458021	1.063	154	0.3437036816	254	-3.94416671099523	-1.25403840583718
-0.1294	106	-1.43983705890361	-2.81012	231	-0.76124	194	-0.413722343348169	-0.588759900338305	-2.97393738963	299	0.148	134	0.	182	-3.48663301843564
0.886736147003819	-1.0061661467	123	0.62397	205	1.2071160988788	-1.	286	264	1.14881200652795	0.1473933	161	0.111974064414983	0.872722287111	263	-3.	280
-0.151395962335781	-0.940355026554107	1.07438649769442	0.447529832761294	-1.671	227	-0.523103030975376	1.67470833287137	1.90700970488473	-1.	138	0.345956287430998
0.329791200757734	0.053451332153781	0.64671945919	219	0.904	211	-0.940377247318525	1.014976721	208	0.377451223406648	1.17479974567585	1.68591008681761	-1.89345043438607
-3.2273228297675	-0.573945495641693	-0.351711397205462	-0.332790557094147	0.223232661640596	-0.851586552097446	1.	221	217	-0.1631	255	-4.56555648525086	-0.293184703561543
-0.77179	177	0.22054883007557	0.336393499041208	1.52009878365097	-0.0	136	296	1.28	216	0.590897052853454	-1.46411119515994	0.798400485588341	0.892228607540781
0.286548567354287	-0.834515734488321	-0.44000602396014	-1.09185051611667	-0.957878105251745	-0.210195206431498	-0.0783747930525373	-0.463908	283	-0.726981633680176	-0.649693708019054
-1.22051	198	-0.130354162262007	-0.39133168052467	-0.391696122879394	-0.466852087582371	0.3508528659783	-1.4245762528566	-1.56651382610731	-0.431882988335869	-1.08913182526241
0.434550377113028	0.567329441785929	1.56083184966648	-1.06855473655809	-0.495868570644674	-0.673410410922338	2.84582697246149	1.12762755699055	-0.409624150340178	1.8972	132
0.800176865835429	1.20846682002392	1.78526545802638	-0.688703091797393	-0.660371433555135	0.361006782234374	2.82388054017173	1.17	191	0.775398226559556	2.82303708718076
-0.163930968642975	0.12721964840282	-0.480166108304508	0.787645304869747	-1.04352114544066	-0.587864820558066	-2.11491192647432	0.127449588142114	-1.	199	-2.23279950104151
1.	242	-0.95	140	-0.73544940695046	-0.27449989294231	0.321519971455179	-0.962998330068767	1.15966305597026	0.070339881217696	-1.99104241626837	0.878186611974378
-0.93438505805516	-0.6625	144	-0.560845804229919	0.25880177192769	0.545146877	203	-1.90228533888029	-1.04549018978	-0.161575586775198	-0.600172066524354	-0.063673335892289
0.393708652215793	0.344594854388784	0.377133427901502	2.35842769666916	-0.636097623173024	0.908511926553282	-0.492528630170338	-0.240139827766404	0.540294843543832	1.13184651472687
0.403631455697291	-1.0798542208622	0.0530515679148286	0.628830229786794	1.37638412297219	-1.54205140831688	-0.710201330641636	-0.860793798408962	-1.8473578713469	0.705155777097701
-0.886436716416801	0.209652604209467	-0.325507283435053	0.146017566646804	1.01251924845691	0.353710222395967	-1.62029025355433	-2.40297428510064	0.228327946188681	-0.754272804739147
-1.31893760353663	-1.30291956516358	-0.553490741692996	0.933384481351514	-0.539895139965473	-2.49724806461738	0.284878085689312	-0.154450969329352	-4.33856093408881	-0.812605473140251
0.0288439085164407	-0.369811235470063	-0.160051960332873	0.0898024701853826	-1.07241788374896	-1.16305101460741	-1.52234053644444	0.00132175280469551	-2.81244798848394	-1.85105219637179
-0.432129793471332	-0.642937063169222	-0.615466942624169	-0.600888252771857	0.428912683617376	1.59209549537888	-1.63037320692713	3.65389829828837	3.07273794778182	-0.908697818557279
1.6898725186456	1.091163539	257	1.96633752975841	1.13512284546201	-0.482457898373662	1.590	218	0.802316470125095	2.30121788164554	3.71600406103905	-0.108571187243004
1.22839278213642	0.336594951610817	0.442597076040811	0.127404218674185	-0.0906465712382029	0.350497043261333	0.939279802555436	0.773797513377013	0.58977010244801	1.10786852684044
0.27602347826589	-0.31483230756339	-1.38051884936992	0.606211559719579	0.791847550372333	-1.59502193469237	-1.70126126835248	-1.25977224314865	0.103738692892416	-1.53824587401115
-1.04897550447309	-0.179071980242419	-1.44544252663922	0.290936780137971	0.0687546534829158	-1.072338352	281	-1.31862644052209	-1.75955687741171	-1.76747755569785	-0.833265697131224
-0.520869343832941	0.052	267	-0.295311983867123	0.164059259071191	-0.613966444488069	-1.00507815889769	-0.892501481243739	0.605109144043311	-0.578356173733345	-1.16217033589807
1.62320252173067	0.610881351412349	-0.164664635903542	0.32806058981887	-0.714181239034769	0.79306259850326	0.311028045595922	-1.04790286308894	1.47645891424012	0.419932348481349
-1.0700682293443	-0.29379674245447	-1.50469576857557	-1.38996309796674	0.324249513315477	1.57897387880424	-1.94655623957601	0.368622363707156	0.821984762681348	-1.5584466410646
1.68588724420516	-2.67971620144009	-3.07876701646523	0.487631879146409	0.343282350057935	-0.620752730842785	-1.11358443148098	-0.656213600027	0.669543688179014	-0.244131450341757
-0.24168976773895	-1.23784442439589	-2.94430629171636	-1.05413798393701	-0.439619408117634	-1.13409414482316	-2.65319440170032	-1.62537199972932	-1.34130259718766	-2.59	167
-0.468200478640476	0.576568612062135	0.102139666915751	-0.0339711367503879	0.3450967	204	-0.0466073590646672	-0.497376154505961	-0.381060080314537	-1.27168091539276	0.217054893815892
-0.77297822818092	1.13589058889151	0.659706402301208	-0.00224353823435529	-0.919759738371517	2.21978276994484	1.98225070798152	0.392691242367788	1.00566547148806	1.89628866095542
2.1499193357556	0.69414178644642	0.332931879964013	-0.310061701879844	1.78311081665491	1.69459393689936	0.334816901801734	-0.427007978079276	3.7342716063437	3.28212401710919
-1.33435362820732	0.286571167370336	0.235701894393624	-14.4460958037081	-1.42171189639136	0.0240071639745811	-0.788055099451303	0.13145659958369	-2.1406980490621	-1.29312635524884
0.495870479997156	-1.9980673132673	-1.44220933704765	1.76313341601815	1.64218336197998	0.32	214	-2.26784838533593	-0.962110581612494	1.2708019545879	0.30414785396365
1.23397624015726	1.149778239249	0.571739038961521	-0.158175005896921	0.124236888180545	1.26438962321965	1.01075813772957	1.65446295474139	1.84159995364848	1.32543720516086
0.63436212480624	1.43586054759254	1.59535003298791	-1.77760737259437	0.00112331300114884	0.378671130720599	0.272099847510342	0.737910442619323	1.87929307671568	2.70209199518168
0.412022274758476	-0.479440074760937	-1.38572746234056	-0.990523973513076	-1.32897592269806	-1.54033347527451	0.295960724167758	-0.728015819880677	-1.33731771778446	0.367910961375628
0.793585307678721	2.28910633778024	2.73500909386079	0.862973460833522	0.779726615450189	1.18193207323663	1.58416643347632	0.534830078211972	0.679944910039119	2.69485153849488
-0.152410633064764	-3.03778214764187	-2.65641685263522	0.68962183713068	1.29044748552405	-1.88056396709599	-3.91962378240794	-1.78077098105915	-2.17696560432239	-2.26	292
-0.22889581513082	-1.04352594734778	-1.05169822815236	-0.556463009453687	-1.02056778040676	-1.25703896583993	-2.521717080143	1.14956521247746	-4.23431982030178	-3.33347173236171
-0.900791750580477	0.246502804543089	-0.454856499200526	0.435360267924554	0.704704540212597	-0.436514773207668	-1.40802041255094	-0.443356093381744	-1.85634610993793	-0.192055576456936
-0.735026155784277	0.0700649022931348	1.76210367448217	0.979714314223968	1.32875193329595	-0.778887443363153	2.16076492118061	0.76235636609177	-0.890143753052974	0.953717973985658
-1.42768578359344	-1.48378790775204	-0.954292316627391	0.401239530755566	1.71664909527313	0.361487039536355	-2.80103522098924	0.0795203377159711	-0.226576146760697	-1.88690184191376
0.619283534849372	1.63172709048056	1.72049563556011	-0.650613545173789	-0.859586189686864	1.30805542549485	1.07730066338108	0.00282329765554423	2.27644595856908	0.391212460298858
-0.00619826226962411	-0.676358325890342	-3.19780313485747	0.71756884525546	-1.01355029355949	-0.0333314809849744	-2.98019447273004	-1.17470510598326	-1.17226898355033	-2.66484227378813
-0.685706845692986	-1.46375787963789	-3.28513567560586	-0.618965336307604	-0.220246236518649	-2.20601309267247	-4.40854322143905	1.36107250325271	-2.13111274623263	-3.76596639128969
-0.27933352763722	-0.0254774834745519	-0.0843155089564425	-0.064924982739643	0.158823107127909	-1.12298343951154	0.11283462561137	-0.508828284742941	-0.75519845405737	-0.654833727351376
-0.782730275283255	1.2179135124455	1.99524418044629	0.756582303486169	-0.869274054507589	-0.207815876664096	-0.807075903220637	0.222669384974151	-1.16577857765953	0.643922226369521
-0.778997239732193	-0.828322959528904	-0.776181133027256	-1.01422951482189	-0.730637688626576	-0.184933912028575	-2.38314649573138	1.02926749903589	-2.23314270846654	-2.9947630235394
-0.374800093128409	-0.718125720318914	-1.64834175085543	-0.692070820452084	1.11163317335718	-1.0122582583667	0.0430249475330529	-1.87313300668136	-0.276645139152528	1.86871561285356
-0.319393808829427	-0.0444874837390198	-0.199784038929795	-0.797152851396709	-0.166381365922029	-0.809401011286191	1.49945831048904	0.0132269435751751	-1.16284568153964	0.555028054721979
0.0845437680508079	-1.06184814499819	-1.48673061861353	-0.359471574575351	0.967695271665761	-0.153351256742217	-0.309588994460053	0.538322800529124	0.0179546837460523	-0.553481993948741
-0.768473602939717	-0.221675857514925	0.0159438891508498	-1.70176499505564	-0.498319395349394	-0.101260702315974	2.5554775322005	0.476570002424911	-0.93030410496359	-0.228840299777913
-0.62591091307165	0.39459154753128	-0.562568915149395	0.173108751289466	0.926885841307693	-0.759505920736685	-1.07362860605976	0.664162135265995	-2.34390119199251	0.892271731627706
-0.900870855237943	0.889426834252152	-0.0972846703710535	1.16485511268094	0.0811430999574115	-1.25386342158343	1.6555322709501	-0.669147746186256	-2.07539476054084	2.46650032929397
0.663728669675245	0.868717272505358	1.07321437249872	0.10635540690151	-0.114458509745484	1.65522128705846	-0.165003556396351	1.24579760777081	2.83565713280913	0.305807894198366
0.300279118120242	-0.672041822034764	0.321911983290656	0.37957697779787	-1.86499802002922	-2.48084464326024	1.2022226382278	1.06880248550623	-1.49462514811354	0.786072089607838
0.0748568238622741	-0.234575048392488	1.46118439072821	-0.46312500390824	-1.42195715265349	-1.21316596203404	-0.363847777545011	-1.59457501461847	-0.405030404879057	0.241199143956407
0.206372695350748	0.872793003562187	1.07380111260975	-0.884554455179247	0.710841370103194	1.70547122227329	1.51529827661785	1.01359637530115	0.993691905005299	2.63561063008698
-0.488922835294287	0.913336235741666	0.452321968273061	-0.102554006808623	-1.29481396756187	1.68053159889579	-1.73559812100917	-0.200698957427964	-0.250757641792675	-1.71925330314284
-0.627951657823346	0.397229193508534	-1.07511442914212	-0.823214270312784	-1.06603269225146	-0.383553672192561	-2.63248296897122	-0.705143168106058	-0.225138845618582	-1.77135367803698
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