2019大數據平台案例分享與統計輯要 封面+上光

Transcription

1 >BigData< read.csv( creditcard.csv ) Import pandas as pd BigData.to_csv( OpenData.csv, sep =, ) 106

2 106

3

4 (EC) - High

5

6 (EC).

7 6

8 ( ) (Open Data) ( ) ( ) ( Credit Debit Card ) 7

9 - 9?

10 ( % (100%) (1) (2) (3) ( 9-12 ) 200 )

11 4 (9-12 ) ,600 3,100 19% ,400 3,200 33% 3,500 3,250 3,000 2,

12 40% 35% 37.4% 36.3% 30% 25% 20% 18.9% 19.9% 15% 10% 5% 104 0%

13 ,000 3,000 2,

14 % % % 45% 40% 35% 30% 25% 20% 15% 10% 5% 0% 45.6% 42.7% 36.8% 32.1% 25.4% 27.7% 22.9% 24.7% 9.5% 6.2% 1.7% 5.4%

15 ,000 4,000 3,000 2,

16 40% 30% 50% 45% 44.1% 40% 35% 30% 25% 20% 15% 42.5% 20.1% 21.4% 21.0% 19.7% 27.2% 25.8% 33.3% 32.2% 24.6% 22.3%

17 ,750 3,500 3,250 3,000 2,

18 25% 35% 45% 40% 35% 30% 25% 20% 15% 10% 5% 0% 38.2% 27.1% 27.2% 35.2% 28.3% 25.0% 25.9% 26.1% 17.4% 16.6% 3.1% 3.0%

19 3 ( ) ,000 4,000 3,000 2, ( ) 18

20 ( ) % 50% 49.9% 41.3% 40% 30% 20% 10% 22.5% 15.7% 32.9% 34.8% 27.5% 38.3% 29.4% 26.4% 20.0% 21.9% 19.9% 22.1% 104 0% ( ) 19

21 C , ,500 4,000 3, , , ,500 2,000 1,500 1,

22 104 9 (100%) 100% % ( ) % ( )

23 , ,500 2,000 3,500 3,000 2,500 4,000 4,500 5,000 1, , , ,

24 ,000 5,000 4,000 3,000 2,000 1,

25 ( ) ( ) ,940 1, ,618 1, ,019 1, ,302 1, ,918 1, ,904 2,018 1 ( ) 24

26 > % 53% 2.3% 59% 41% 0.6% > / 25

27 1% % 0.1% % 6.5% % 25.8% % 31.7% % 24.9% % 11.0% 3 26

28 35,000 30, ,000 20,000 15,000 10,

29 200 34, , ( ) , , , , , , , ,

30 , , ,000 25,000 20,000 15,

31 44.7% 51.4% 7.2% 4.3% 6.2% 4.7% 9.6% 11.5% 6.6% 6.3% 13.8% 14.3% 11.9% 7.5% 5 30

32 35, , ,000 20, ,

33 , , ,000 20,000 15,000 10, ,

34 ,432 8, ,846 7, ,187 7, ,630 7, ,060 7, ,270 5, ,789 5, ,422 6,765 6 ( ) 33

35 - (EC) ( 24 ) ( EC ) EC EC EC EC 34

36 EC EC EC ,080 EC % % EC ( 20) 19% 18% 18.3% % 16% 15% 14% 13% 12% 12.3% % % EC EC 20 EC 35

37 EC EC EC (100%) EC EC EC EC EC % 3 36% EC % EC 1.4% EC 0.6% EC ( 21) 140% 130% EC 34% EC16% 120% 110% 100% 90% 80% 70% 60% 50% EC EC EC EC EC EC

38 EC EC (100%) EC EC EC % EC 8% EC 2.7% EC 0.3% EC ( 22) 190% 170% EC 65% EC 8% 150% 130% 110% 90% 70% 50% EC EC EC EC 22 EC EC 37

39 EC EC EC 6 16 EC EC 19.4% EC % 2.3% 82% 80% EC EC EC EC ( 23) 38 EC 100% 90% 80% 70% 60% 50% 40% 30% 20% 10% 0% 85.4% 84.3% 19.4% EC 82.4% 7.9% 77.8% 2.5% 82.4% 3.5% 2.3% 1.9% 78.3% 74.4% 1.3% 23 EC EC

40 2,640 EC EC EC EC EC EC EC EC 5, EC ( 24) 12,000 11,157 25% 10,000 20% 8,000 8,110 15% 6,000 10% 4,000 2,000 2,091 5% 0 0% EC 24 EC 39

41 EC EC EC 14.6 % EC EC EC EC ( 25) % 35% 30% 35% % 8.2% 15.9% 13.0% 14.6% 6.3% 20% 15% 10% 5% 0 0% EC 25 EC 40

42 EC EC EC EC 56.9% EC ( 26) 4,500 4,000 3, % 200% 150% 3,000 2,500 2, % 100% 50% 1,500 1, % -18.4% -18.2% -36.5% -50% -56.9% -100% EC EC 26 EC 41

43 EC EC EC EC 2,425 EC 3,292 ( 27) 105 EC EC 300 ( 28) 6,000 4,5005,000 4,000 3,000 2,000 1, ,000 3,500 3,000 2,500 2,000 1,500 1, EC EC

44 43 1,700 1,900 1,500 2,100 2,300 2,500 2,700 2,900 3,100 3,300 3, ,000 1,200 1,400 1,600EC 28 EC

45 EC EC 16.1% EC 12.8% EC EC EC 1.9% 10.5% EC ( 29) 3,000 18% 16.1% 16% 2,500 14% 12.8% 12% 2,000 1,500 1, % 10% 8% 6% 4% 2% 0% -1.9% -2% 0-4% EC EC EC EC 29 EC 44

46 104 7 EC (100%) ( ) EC 135% ( 30) 150% 140% 130% 120% 115.2% 118.5% 133.3% 121.6% 125.9% 120.3% 136.1% 125.3% 129.3% 118.7% 124.3% 117.7% 138.3% 133.0% 130.9% 123.9% 130.1% 121.8% 134.2% 134.2% 110% 110.2% 111.5% 108.9% 100% 90% EC 45

47 2017 ( 31) EC 14.6 % EC % EC EC % % 98.1% 96.3% 94.9% 100% % 80% % 21.8% 24.6% 18.4% 14.6% 12.3% 8.7% 5.5% % 40% 20% 0% EC EC EC

48 EC EC EC % 81.2%( 32) ( EC (100%)) EC ( 33) 7,000 6, % 100% 80% 5,000 60% 4,000 3, % 1.3% 10.8% 34.7% 40% 20% 0% 2,000 1, % -20% -40% % EC EC 32 EC 47

49 EC 48

50 EC 14.6% % ( 34) EC ( 35) ( EC (100%)) EC EC 150% 145% 131% ( 36) % % 96.8% 98.2% 98.2% 100% 80.4% 40 80% 30 60% 20 40% % 13.1% 17.1% 16.2% 14.1% 20% 0 0% EC 34 EC 49

51 3,500 3,000 2,500 2,000 1,500 1, % 9.2% 2.7% 2.8% -0.2% EC EC 20% 18% 16% 14% 12% 10% 8% 6% 4% 2% 0% -2% 35 EC 50

52 EC 51

53 EC EC 14.6% ( ) ( 37) EC ( ) EC 18.6% ( ) 11.5%( 38) ( EC (100%)) EC EC ( 39) % 13.6% 14.3% 14.3% 16.4% 13.0% 14.6% 13.6% 18% 16% 14% 12% 10% 8% 6% 4% 10 2% 0 0% EC 37 EC 52

54 3,500 25% 3,000 2,500 2,000 1,500 1, % 11.5% 4.9% 18.6% -7.4% 4.1% 20% 15% 10% 5% 0% -5% -10% % -15% -20% 0-25% EC EC 38 EC 53

55 EC 54

56 EC EC EC EC 14.6% 50 ( 40) EC EC % 44.1% ( 41) ( EC (100%)) EC EC ( 42) % 18% 16% % 14% % 11.9% 12.4% 11.3% 12.3% 11.0% 12.9% 12% 10% 40 8% 30 6% 20 4% 10 2% % EC 40 EC 55

57 12, % 50% 10,000 40% 8, % 30% 6, % 24.4% 20% 4, % 11.7% 14.6% 10% 2,000 0% 0-6.6% % EC EC 41 EC 56

58 EC 57

59

60 ( 43) ,000 9,000 8,000 7,000 6, , ,000 3, ,

61 ( 44) 6.8% % 3,285 3,365 3,500 8% 3,000 7% 2,500 6% 5% 2,000 4% 1,500 3% 1, / = / 44 60

62 20.17% ( 45) 44,000 42,000 40,000 38,000 36,000 34,000 32, % 25% 23% 21% 19% 17% 15% 13% 11% 9% 7% 30,000 5%

63 ( 7) ( 7) ( ) vs ( ) ( ) ( ) ( ) ( ) ,556 5, , % 6.6% ,925 1,184 1, ,091 18,950 1, % 6.2% ,444 3,014 1,441 1,030,055 49,617 2, % 6.1% ,535 2,707 1,645 1,183,446 46,786 2, % 5.8% ,548 1,609 2, ,939 28,363 3, % 5.7% 1, , , ,327 12,138 3, % 6.3% 1,

64 ( 12-2 ) ( 8) ( ) ,707 1,810 1, ,983 1,988 1, ,663 1,670 1, ,744 1,704 1, ,747 1,731 1, ,921 1,876 1, ,055 2,222 1, ,932 2,185 1, ,609 1,552 1, ,635 1,607 1, ,946 1,848 1, ,607 1,678 1, ,914 1,954 1, ,954 1,974 1, ,604 1,595 1, ,761 1,735 1, ,721 1,752 1, ,043 2,100 1, ,117 2,499 1,909 1, ,754 1,895 1, ,646 1,670 1, ,781 1,821 1, ,978 1,980 1, ,622 1,691 1,

65 ? ( 12-2 )

66 ( 10) ( ) vs ( ) ( ) ( ) ( ) ( ) 50 63,648 4,241 1,501 1,716,309 80,596 2, % 5.3% ,632 2,293 1, ,471 39,408 2, % 5.8% , , ,324 14,978 2, % 6.4% , , ,271 8,570 3, % 7.6% 1, , , ,175 3,385 3, % 7.8% 1, , , ,360 2,585 3, % 8.7% 1, , ,023 56,854 1,388 4, % 9.4% 2, , , ,281 5,212 6, % 10.2% 3,

67 ( ) ,486 1, ,878 1, ,413 1, ,473 1, ,491 1, ,700 1, ,986 1, ,012 1, ,274 1, ,345 1, ,753 1, ,376 1, ,797 1, ,886 1, ,334 1, ,563 1, ,522 1, ,958 1, ,339 1, ,696 1, ,448 1, ,628 1, ,884 1, ,406 1,

68 1 ( ) ( ) ( 12) ( ) vs ( ) ( ) ( ) ( ) ( ) 2, ,285 42,792 1,708 2, % 5.4% ,385 8, , % 4.6% 548 8, , ,868 9,809 2, % 5.9% 759 7, , ,456 9,555 2, % 6.1% ,873 4,440 1,776 1,878,179 74,056 2, % 6.0% ,025 1,759 1, ,726 29,422 2, % 6.0% ,076 1,825 1, ,706 31,140 2, % 5.9% 1,

69 ( 46) 17,990 91,240 1,265 5,499 26,213 1,228 18,777 1, , ,

70 15% 47.6% 47.3% ( 10.5% 9.7%) 30% ( 47) 50% 45% 40% 35% 30% 25% 47.6% 47.3% 20% 15% 10% 5% 0% 10.5% 9.7% 10.6% 13.6% 10.9% 9.3% 3.6% 3.9% 5.9% 5.4% / 47 69

71 ( 2,134 ) ( 1,659 ) ( 1,570 ) ( 1,544 ) ( 1,541 ) ( 1,422 )( 48) 2,300 2,100 2,134 50% 45% 1,900 40% 1,700 1,500 1,300 1,100 1,659 1,541 1,422 1,570 1,544 35% 30% 25% 20% 15% % 700 5% 500 0% 48 70

72 ( 49) 21% (63%) (33%) (43%) (37%) 44% 38% 60% 63% 50% 44% 43% 40% 38% 37% 33% 70% 30% 20% 10% 0% 23% 23% 22% 22% 22% 16% 12% 11% 11% 10% 9% 8% 6% 5% 5% 2% 21% 49 71

73 -10% ( 50) ( ) % 0.8% 0.7% 0.4% % % 0% -10% -20% -30% ±1% -40% 72-50% =((30-40 )-(40-50 ))/( ) 50 (30-50 )

74 ( 13) 24% 1% 347 5,388 4,347 80,796 80,266 1,500 1,846 vs 124% vs 100% vs 101% vs 100% ( 100 ) 73

75 24% ( 13) 7% 12% 1% ( 14) 137.4% 108.8% % 114.6% % 116.6% % 107.9% % 101.1% % 99.8% % 108.5% % 108.1% % 97.5% % 112.8% % 94.9% % 107.9% % 102.1% % 104.7% % 96.2% % 98.7% % 89.5% % 99.9% % 73.5% % 78.6% % 75.3% % 60.9% ( 100 ) 74

76 ( 1,907 ) ( 1,869 ) ( 1,781 ) ( 51) 2,500 2, ,907 6,0005, ,500 1,000 4,000 3,000 2, ,

77 83.9% 46.5% 55.3% 5.8% 20.8% 13.1% 3.7% 11.2% 9.9% 38.5% 27.3% 45.5% 43.4% 18.6% 12.3% 5.4% 15.4% 10.6% 52.3% 30.6% 29.3% 28.1% 23.3% 27.4% 7.8% 13.1% 19.8% 65.7% 45.6% 41.4% 13.4% 32.7% 17.3% 9.7% 10.8% 13.6% 60.0% 65.3% 51.4% 28.1% 10.0% 24.2% 3.9% 9.4% 7.6% 28.0% 43.7% 34.1% 24.3% 33.3% 27.7% 16.9% 10.0% 10.2% 40.9% 77.1% 48.4% 17.8% 7.8% 19.3% 10.9% 6.5% 11.0% 70.9% 12.4% 9.2% 76 15

78 High

79 1, ( 52) ,480 1,397 1,400 1,200 1,086 1,000 1,073 1,151 1, ( ) 78

80 ( 16) 908, (22.93%) (16.36%) (15.34%) (24.42%)(13.33%) (8.02%) 5 ( ) 908, % 1 4,198,725, % 1 648, % 2 1,379,154, % 3 608, % 3 2,292,686, % 2 227, % 4 1,121,957, % 4 187, % 5 666,905, % 7 147, % 6 803,921, % 6 133, % 7 456,861, % 9 88, % 8 866,835, % 5 74, % 9 531,783, % 8 73, % ,017, %

81 18.52% 1. ( 53) 10 ( ) 24.34% 18.52% 30% 25% 24.34% 20% 15% 10% 8.29% 7.89% 7.70% 7.26% 5% 4.72% 3.64% 3.14% 2.04% 0% ( )

82 ( 54) (34.27%) (33.27%) (18.18%) ,162 / 17,782 / 40% 33.27% 34.27% 30% 19,698 19,162 20% 18.18% 16,274 13,739 10, % 10% 17,782 40,000 30,000 20,000 10,000 0% 2.95% 0.98%

83 3. ( 55) 60.02% 39.98% ( 17,266 ) ( 15,697 ) ( 17) 70% 60% 50% 40% 39.98% 30% 20% 10% 17, % 15,697 18,000 17,000 16,000 15,000 14,000 13,000 12,000 0% 11,

84 ( 17) ( 43,090 ) (35,176 ) 2 77, % 136, % 58, % 104, % 35, % 48, % 34, % 43, % 24, % 34, %

85 6.05% 1. ( ) ( 56) (6.05%) 100% 84.12% 80% 60% 40% 20% 0% 2.18% 1.97% 1.56% 1.23% 0.40% 0.26% 0.19% 0.14% ( )

86 ( 57) % 29.43% % 60 15,285 / 20 3,783 / 4 50% 20,000 40% 39.14% 15,285 16,000 30% 29.43% 8,424 20% 4,209 6,205 3,783 10% 20.26% 4 11, % 0.98% 2.43% 0% ,000 8,000 4,

87 3. ( 58) 61.35% 38.65% ( 8,115 ) ( 5,688 ) ( 18) 80% 10,000 60% 61.35% 8,115 8,000 5, % 40% 20% 6,000 4,000 0% 2,

88 ( 18) 176, % 349, % 30, % 7, % 9, % 5, % 6, % 4, % 4, % 4, %

89 15.91% 1. ( 59) (18.92%) ( ) (15.91%)(14.86%) 20% 18.92% 15% 10% 14.86% 9.98% 7.77% 5% 3.82% 2.68% 2.60% 2.27% 2.07% 0% ( )

90 ( 60) % 25.36% % ( 7,862 ) 40% 40, % 30% 25.36% 24.13% 20% 17,347 17,879 19,887 12,512 11, % 10% 4, % 3.97% 30,000 20,000 10,000 0%

91 3. ( 61) (50.52%) (49.48%) ( 13,728 ) ( 12,662 ) ( 19) 50.52% 60% 50% 49.48% 20% 40% 13,728 30% 12,662 10% 16,000 15,000 14,000 13,000 12,000 11,000 0% 10,

92 ( 19) ( ) 60, % 54, % 40, % 51, % 31, % 40, % 22, % 25, % 19, % 17, %

93

94 100 (104 )

95 2, , ,158 2, , , ,491 6,000 4,000 5,281 2,210 7,068 2,180 6,145 1,950 4,268 6,158 1,

96 % 13% 2% 2% 3% 4% 6% 23% 16% 8% 20%

97 % 24.1% 28.3% 24.7% 26.8% 22.9% % 16.4% 20.6% 18.9% 19.9% 15.7%

98 , ,000 10,000 15,000 20,

99 106 71% 23% 53%26% 98

100

101 82% 29% 19% 44% 95% 60 40% % 29% 19.8% 29% 100

102 % % -34.3% -42.9%

103

104 % 1.40% 2.78% 3.76% 6.88% 0.92% 5.43% 8.71% 10.35% 47.7% 11.13%

105 1,000 1,514 1,321 2, ( ) % 1, % 1, % 1, % 1, % 1, % 2, % 1, % 1, % 2, ( ) 104

106

107 500 ( ) 501 1,000 1,001-2,500 2,501-5,000 5, , % 19.66% 20.11% 7.66% 5.11% 44.09% 22.22% 23.02% 7.29% 3.38% 29.09% 23.70% 29.40% 11.05% 6.76% 0% 20% 40% 60% 80% 100% 500 ( ) 501-1,000 1,001-2,500 2,501-5,000 5,

108 1,000-2, % 14.85% 17.44% 6.97% 4.83% 53.35% 21.02% 16.47% 5.37% 3.81% 39.87% 22.05% 21.99% 8.90% 7.19% 47.85% 19.92% 22.30% 7.09% 2.83% 42.58% 18.51% 26.18% 9.26% 3.48% 46.07% 23.02% 23.67% 5.49% 1.74% 30.36% 22.91% 30.34% 10.82% 5.57% 20.95% 26.38% 31.39% 13.92% 7.36% 24.87% 22.23% 32.48% 12.29% 8.13% 0% 20% 40% 60% 80% 100% 500 ( ) 500-1,000 1,000-2,500 2,500-5,000 5,

109 72 4,000 3,500 3,153 3,595 3,000 2,500 2,424 2,653 2,647 2,000 1,500 1,334 1,238 1,872 1,372 1,332 2,051 1,590 1,425 1,733 1,527 2,037 1,663 2,036 1, ( ) 108

110 2,000 5,000 5,000 5,062 4,000 3,000 2,000 1, ( ) 109

111 74 70% 3,000 60% 57.68% 57.46% 2, % 2,500 50% 40% 30% 20% 42.32% 1,676 1, % 1,419 1, % 1,932 2,000 1,500 1,000 10% 500 0% ( )

112 3, % 12.13% 41.04% 1,145 1,506 1,164 1,305 1,556 2, % 1,079 1, % 1,474 1, % 961 1, % 1,665 2, % 1,915 2, % 2,141 3, ,000 1,500 2,000 2,500 3,000 3,500 4,000 =( - )/ ( ) 111

113 % 9.47% 7.21% 6.13% 80% 16.54% 15.95% 16.06% 60% 25.96% 28.87% 27.79% 40% 30.95% 33.52% 32.28% 20% 0% 17.07% 14.45% 17.75%

114 21.05% 33.01% 22.93% 13.86% 9.16% 18.96% 34.80% 26.36% 13.43% 6.44% 14.73% 28.64% 26.14% 19.28% 11.22% 15.42% 34.61% 27.87% 15.34% 6.76% 14.51% 35.81% 29.24% 14.40% 6.04% 13.67% 36.98% 29.26% 14.26% 5.83% 18.07% 33.57% 27.09% 15.56% 5.71% 18.54% 31.53% 28.33% 15.83% 5.78% 17.58% 30.56% 28.03% 16.88% 6.95% 0% 20% 40% 60% 80% 100%

115 ,000 3,500 3,464 3,428 3,000 2,500 2,000 1,500 1,000 1, ,045 1,942 1,493 1,308 1, ,814 1,598 1,327 1,871 1,635 2,388 2,151 1,546 1,472 1,164 1,106 1,096 1,752 1,751 1,456 1,318 1,295 1,402 1,271 1, ,078 1,640 1,505 2,833 2,538 3,058 2,606 2,114 1,894 1,858 2,774 2,601 1, ( ) 114

116 ,500 1, ,

117 ( ) ( ) 116

118 ( ) ( ) ( ) ( ) ( ) ,018,779 10,577,859,133 8,833,772 11,517,632, ,011,089 7,528,840,378 7,493,073 8,108,641, ,542,952 7,747,527,439 8,533,483 8,806,456, ,148,772 8,206,922,510 9,233,645 9,523,828, ,787,823 8,555,880,689 8,602,756 9,654,624, ,017,871 7,610,195,218 7,742,120 8,698,324, ,854,237 8,412,669,571 8,879,245 9,779,356, ,889,189 8,962,275,535 9,167,637 10,753,862, ,419,540 8,344,409,235 8,403,289 9,968,852, ,762,388 8,587,507,229 8,639,784 9,828,181, ,302,437 7,862,919,846 8,295,704 9,231,317, ,962,272 8,964,927,171 9,019,173 10,359,135,

119 ( ) ( ) ( ) ( ) ( ) ,092 1,642,858,317 1,897,819 5,284,601, ,947 1,099,959,742 1,377,501 3,637,405, , ,347,733 1,433,721 3,826,933, ,878 1,121,758,241 1,610,203 4,090,673, ,753 1,181,842,485 1,725,509 4,357,620, ,123 1,012,905,887 1,560,341 3,818,696, ,115 1,079,942,468 1,706,173 4,014,371, ,524 1,009,723,043 1,583,629 3,718,015, , ,237,230 1,407,079 3,617,098, ,946 1,204,477,340 1,626,159 4,208,260, ,717 1,225,125,153 1,583,628 4,432,358, ,545 1,555,489,831 2,000,756 5,522,589,

120 ( ) ( ) ( ) ( ) ( ) ,168,121 5,917,278,397 1,100,845 5,913,719, ,044,806 4,533,140, ,306 4,290,767, ,258 4,509,689, ,881 4,161,360, ,070,912 5,309,526, ,256 5,075,146, ,033,903 5,010,235, ,803 4,825,243, ,605 4,828,145, ,628 4,687,665, ,161,618 5,736,697,162 1,104,187 5,677,174, ,162,873 5,517,815,600 1,130,340 5,435,621, ,016,525 4,822,771, ,112 4,658,836, ,132,934 5,591,884,267 1,066,181 5,582,594, ,135,571 5,654,492,199 1,016,075 5,256,805, ,208,899 5,862,247,817 1,109,688 5,535,763,

121 ( ) ( ) ( ) ( ) ( ) ,849,306 8,712,006,280 4,791,155 4,913,350, ,041,545 8,025,498,226 4,437,938 4,756,788, ,409,785 9,266,643,922 5,279,891 5,511,236, ,853,101 9,193,470,274 5,343,769 5,174,732, ,186,856 8,681,301,376 5,157,438 5,086,042, ,678,199 7,783,615,593 4,478,225 4,733,021, ,256,761 8,032,602,200 4,783,535 4,903,251, ,442,073 8,372,984,132 4,966,488 5,151,322, ,091,094 8,080,994,137 4,766,405 4,979,839, ,394,453 8,698,319,411 4,876,274 5,440,671, ,154,525 8,500,501,872 4,818,363 5,171,865, ,686,998 9,236,357,459 5,176,753 5,729,283,

122 ( ) ( ) ( ) ( ) ( ) ,079,947 9,961,312,753 2,795,933 12,822,763, ,156,368 11,898,015,122 2,901,728 15,093,001, ,167,569 11,148,311,517 2,906,265 13,866,571, ,228,208 10,053,852,007 2,940,821 12,750,747, ,089,068 11,048,613,432 2,782,694 14,016,421, ,043,245 11,001,063,878 2,706,540 13,888,345, ,180,919 10,621,762,318 2,902,820 13,246,043, ,188,164 12,272,376,781 2,979,527 15,278,491, ,105,587 11,496,510,862 2,851,536 15,190,343, ,196,216 10,294,252,846 2,937,993 13,339,567, ,043,272 9,874,576,329 2,735,505 12,360,208, ,184,502 9,306,298,681 3,040,698 12,088,697,

123 ( ) ( ) ( ) ( ) ( ) ,188,608 6,743,238,144 4,828,971 13,595,911, ,782,854 5,140,752,498 3,901,135 10,217,516, ,679,079 4,735,048,757 3,854,172 10,779,475, ,909,134 5,748,023,019 4,462,303 13,315,909, ,953,285 5,671,174,597 4,447,048 11,933,324, ,791,810 4,708,024,709 4,065,415 9,977,102, ,969,562 5,245,367,900 4,588,330 11,148,144, ,884,594 4,909,270,061 4,423,116 10,356,760, ,715,931 5,021,334,931 3,916,104 11,485,439, ,232,454 7,492,331,887 5,350,579 18,312,370, ,171,492 7,746,872,350 5,277,145 18,265,691, ,261,281 6,705,317,729 5,164,484 13,883,345,

124 20( )-25( ) 20( )-25 20( )-25( ) 20( )

125 ( ) 20 20( )-25 25( )-30 30( )-35 35( )-40 40( )-45 45( )-50 ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ,621 27,917, , ,424,510 1,044,218 1,298,971,269 1,781,217 2,269,526,980 2,458,374 3,192,694,000 2,564,119 3,463,929,252 2,410,524 3,459,381, ,764 22,270, , ,686, ,059 1,076,929,356 1,568,896 1,768,733,949 2,140,209 2,357,126,673 2,200,214 2,427,479,300 2,043,618 2,368,790, ,808 21,516, , ,549,565 1,084,462 1,136,189,702 1,752,409 1,878,412,029 2,362,390 2,506,339,872 2,418,144 2,554,244,407 2,222,897 2,435,803, ,774 19,753, , ,430,444 1,162,893 1,202,913,453 1,890,413 2,003,518,555 2,593,799 2,712,582,488 2,672,987 2,781,566,731 2,465,042 2,654,417, ,027 23,104, , ,181,529 1,120,843 1,287,088,794 1,796,821 2,089,045,346 2,436,547 2,794,532,098 2,473,854 2,811,192,016 2,273,618 2,688,409, ,849 23,987, , ,778, ,152 1,112,402,853 1,575,316 1,817,214,375 2,156,549 2,498,634,683 2,177,056 2,539,417,430 2,021,067 2,420,573, ,741 26,043, , ,775,577 1,150,942 1,265,382,668 1,802,129 2,000,067,146 2,468,732 2,743,509,912 2,499,582 2,837,714,380 2,327,061 2,759,416, ,754 26,838, , ,471,773 1,181,127 1,360,759,033 1,815,212 2,148,592,475 2,478,310 2,950,511,022 2,518,979 3,066,055,678 2,352,182 2,946,449, ,660 23,898, , ,726,584 1,096,488 1,257,278,895 1,678,264 1,990,199,007 2,290,516 2,735,360,169 2,303,732 2,809,637,944 2,159,998 2,734,243, ,637 22,922, , ,579,649 1,155,283 1,288,154,359 1,766,933 2,027,275,992 2,436,563 2,772,349,689 2,438,742 2,832,710,226 2,235,524 2,686,414, ,363 19,640, , ,082,253 1,127,881 1,181,199,593 1,682,183 1,859,206,523 2,301,976 2,562,628,001 2,277,854 2,611,418,973 2,077,435 2,470,818, ,500 23,837, , ,150,799 1,299,135 1,393,633,503 1,863,889 2,114,685,329 2,527,179 2,863,562,378 2,496,098 2,940,953,023 2,264,405 2,811,812,

126 50( )-55 55( )-60 60( )-65 65( )-70 70( )-75 75( )-80 80( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) 2,003,879 3,004,006,303 1,406,475 2,226,738, ,683 1,517,617, , ,965, , ,679,707 83, ,222,971 58, ,416,421 1,661,967 1,999,706,812 1,140,358 1,455,987, , ,924, , ,616, , ,066,129 67,363 86,614,119 46,347 67,549,773 1,823,755 2,088,824,322 1,290,566 1,555,870, ,022 1,080,475, , ,304, , ,475,786 80,247 92,685,844 54,515 74,292,371 1,995,475 2,241,751,590 1,383,359 1,648,208, ,186 1,125,448, , ,838, , ,167,097 82,205 95,378,878 55,959 77,775,936 1,859,067 2,305,668,182 1,311,844 1,678,057, ,842 1,149,661, , ,987, , ,691,371 78,186 95,512,271 55,396 81,374,776 1,686,988 2,071,507,520 1,205,006 1,528,935, ,597 1,043,335, , ,122, , ,459,484 72,635 84,988,108 49,928 71,163,347 1,932,514 2,346,273,484 1,361,834 1,690,840, ,945 1,142,276, , ,186, , ,252,411 81,700 97,446,003 55,599 77,840,576 1,983,452 2,560,607,729 1,422,371 1,871,188, ,474 1,257,816, , ,367, , ,895,495 86, ,803,798 57,918 86,780,579 1,827,423 2,374,612,339 1,323,757 1,758,704, ,328 1,211,883, , ,155, , ,358,660 80, ,172,668 54,138 82,029,487 1,857,192 2,336,893,109 1,329,699 1,743,792, ,331 1,221,406, , ,978, , ,431,882 81, ,331,895 54,522 82,448,968 1,736,189 2,170,994,260 1,261,960 1,652,988, ,970 1,157,948, , ,254, , ,507,421 80,000 99,927,550 52,867 77,623,239 1,876,845 2,436,180,940 1,350,042 1,840,112, ,220 1,282,696, , ,644, , ,238,058 84, ,272,719 56,863 89,283,

127 ( ) 20 20( )-25 25( )-30 30( )-35 35( )-40 40( )-45 45( )-50 ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ,099 12,449, , ,957, , ,658, , ,446, ,963 1,181,538, ,318 1,137,724, ,891 1,039,838, ,360 10,365,460 83, ,696, , ,013, , ,288, , ,947, , ,512, , ,665, ,747 8,728,767 83, ,749, , ,026, , ,323, , ,854, , ,826, , ,087, ,119 8,983,238 89, ,694, , ,880, , ,214, , ,925, , ,004, , ,906, ,915 9,829,049 99, ,979, , ,114, , ,799, , ,128, , ,586, , ,700, ,591 9,101,542 93, ,099, , ,442, , ,880, , ,031, , ,523, , ,854, ,419 9,894,651 94, ,604, , ,768, , ,214, , ,296, , ,959, , ,217, ,112 9,893,169 88, ,547, , ,100, , ,036, , ,023, , ,015, , ,490, ,055 9,627,553 82, ,987, , ,519, , ,514, , ,675, , ,760, , ,582, ,912 11,907,771 96, ,597, , ,768, , ,510, , ,897, , ,197, , ,218, ,515 11,968,073 98, ,444, , ,631, , ,082, , ,959, , ,796, , ,742, ,566 16,145, , ,588, , ,427, , ,575, ,592 1,214,717, ,598 1,083,932, , ,002,

128 50( )-55 55( )-60 60( )-65 65( )-70 70( )-75 75( )-80 80( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) 242, ,956, , ,495,554 76, ,880,500 33, ,306,165 8,760 33,754,202 3,177 12,289,201 6,065 25,164, , ,247, , ,487,157 62, ,001,844 27, ,000,241 7,222 25,521,542 2,589 10,079,194 4,117 16,537, , ,295, , ,787,414 67, ,981,814 30, ,529,434 8,233 31,818,063 2,794 11,781,496 4,347 18,489, , ,802, , ,520,751 71, ,463,022 32, ,725,826 8,652 30,926,660 3,047 12,379,691 4,686 19,004, , ,240, , ,140,610 78, ,467,170 35, ,405,590 9,849 37,603,854 3,565 12,947,308 5,185 19,520, , ,370, , ,696,425 66, ,408,581 30, ,341,993 8,382 28,911,599 2,930 10,286,829 4,561 16,654, , ,165, , ,978,046 73, ,981,615 33, ,768,710 9,029 30,219,264 3,197 11,341,793 4,878 17,904, , ,830, , ,382,281 73, ,311,753 33, ,955,491 8,986 30,231,538 3,232 11,979,797 4,517 15,938, , ,260, , ,798,456 64, ,298,485 29, ,048,417 7,862 32,377,817 2,844 10,914,050 4,034 16,971, , ,018, , ,225,303 72, ,264,723 33, ,384,249 9,084 36,473,381 3,250 13,179,399 4,730 20,095, , ,787, , ,311,199 69, ,240,576 32, ,154,068 9,364 39,260,053 3,268 13,926,928 4,706 22,178, , ,088, , ,744,190 85, ,216,717 40, ,534,882 11,385 49,133,877 4,014 16,872,980 5,890 25,098,

129 ( ) 20 20( )-25 25( )-30 30( )-35 35( )-40 40( )-45 45( )-50 ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ,476 18,626,540 55, ,002, , ,436, ,430 1,314,711, ,545 1,737,839, ,871 1,860,282, ,037 1,879,649, ,937 18,549,733 57, ,068, , ,179, ,936 1,056,766, ,049 1,350,121, ,404 1,416,806, ,104 1,349,301, ,134 13,272,687 52, ,891, , ,349, ,722 1,049,533, ,778 1,283,518, ,514 1,311,236, ,729 1,280,426, ,134 15,311,076 53, ,657, , ,992, ,073 1,248,551, ,412 1,567,136, ,722 1,612,574, ,164 1,526,612, ,235 18,589,511 53, ,455, , ,123, ,520 1,146,659, ,632 1,490,777, ,914 1,530,360, ,010 1,466,122, ,748 22,602,381 53, ,292, , ,104, ,578 1,074,393, ,899 1,424,339, ,456 1,456,072, ,826 1,451,287, ,459 22,404,877 63, ,724, , ,030, ,246 1,215,074, ,443 1,707,385, ,025 1,860,333, ,190 1,836,969, ,804 23,605,580 63, ,762, , ,707, ,859 1,154,925, ,564 1,613,926, ,280 1,806,894, ,267 1,796,799, ,064 23,315,585 60, ,698, , ,573, ,582 1,062,749, ,619 1,371,997, ,330 1,456,935, ,273 1,449,047, ,710 17,363,655 59, ,150, , ,005, ,572 1,237,072, ,392 1,667,072, ,910 1,716,248, ,747 1,634,670, ,607 15,986,968 60, ,761, , ,106, ,842 1,235,014, ,102 1,598,201, ,671 1,620,444, ,736 1,579,972, ,535 19,215,110 70, ,665, , ,697, ,356 1,272,493, ,403 1,650,059, ,580 1,722,945, ,939 1,651,422,

130 50( )-55 55( )-60 60( )-65 65( )-70 70( )-75 75( )-80 80( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) 280,795 1,589,896, ,895 1,146,071, , ,821,562 63, ,789,483 19, ,693,030 8,634 49,623,634 7,669 52,554, ,465 1,127,272, , ,620, , ,454,535 51, ,175,294 15,800 77,525,092 7,200 33,615,396 6,726 41,450, ,105 1,095,440, , ,425, , ,665,859 56, ,089,183 17,169 82,018,164 7,943 36,851,747 6,543 37,330, ,485 1,330,274, ,747 1,037,856, , ,520,248 57, ,543,169 17,890 97,649,852 7,936 39,551,998 6,850 45,440, ,898 1,249,383, , ,015, , ,321,099 57, ,187,310 18,005 95,333,542 7,875 39,686,332 6,962 48,463, ,600 1,243,312, , ,885, , ,888,009 54, ,159,624 17,173 87,496,307 7,736 36,165,762 6,578 41,812, ,096 1,526,552, ,030 1,072,783, , ,886,721 62, ,888,562 20, ,639,375 9,085 45,082,304 7,613 50,116, ,691 1,488,324, ,049 1,021,453, , ,663,546 61, ,038,891 20,022 98,210,618 8,885 42,569,833 7,490 52,553, ,663 1,291,977, , ,850, , ,508,643 56, ,021,839 18,289 89,212,880 7,858 39,431,585 6,588 42,286, ,912 1,476,792, ,107 1,115,564, , ,671,998 66, ,776,105 21, ,917,132 9,185 47,829,137 7,741 54,343, ,650 1,438,291, ,400 1,114,379, , ,261,334 64, ,121,608 21, ,967,594 8,908 47,105,734 7,300 49,682, ,220 1,467,979, ,238 1,187,177, , ,853,279 69, ,820,629 22, ,342,878 9,682 48,524,479 7,529 50,813,

131 ( ) 20 20( )-25 25( )-30 30( )-35 35( )-40 40( )-45 45( )-50 ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ,092 24,345, , ,026,943 1,351,546 1,127,214,538 1,946,678 1,760,825,167 2,230,203 2,182,639,513 2,033,712 2,136,305,944 1,857,405 2,008,431, ,955 24,711, , ,586,239 1,254,140 1,086,400,704 1,777,840 1,672,789,624 2,034,867 2,055,396,598 1,853,791 1,990,240,498 1,691,438 1,848,606, ,206 31,078, , ,342,386 1,463,370 1,217,326,611 2,083,526 1,892,700,242 2,399,501 2,376,559,786 2,178,874 2,310,757,782 1,981,391 2,133,329, ,063 28,414, , ,633,182 1,507,134 1,170,062,041 2,164,015 1,831,024,363 2,507,284 2,308,839,101 2,270,103 2,268,304,744 2,052,054 2,110,271, ,734 31,439, , ,281,727 1,431,055 1,133,541,824 2,011,452 1,726,183,797 2,333,003 2,181,358,969 2,132,018 2,157,158,735 1,943,325 2,023,100, ,009 30,096, , ,805,820 1,231,097 1,045,201,679 1,679,898 1,574,529,775 1,947,157 1,974,575,154 1,792,810 1,937,288,692 1,657,938 1,844,882, ,699 28,936, , ,419,364 1,330,893 1,080,787,065 1,793,411 1,602,421,107 2,089,477 2,040,678,274 1,939,113 2,015,124,650 1,775,266 1,923,378, ,198 31,342, , ,779,623 1,385,175 1,156,371,667 1,851,496 1,705,747,797 2,156,124 2,139,087,725 1,993,086 2,105,664,526 1,820,572 1,976,335, ,439 31,608, , ,882,665 1,332,900 1,121,338,996 1,765,638 1,647,543,694 2,044,812 2,062,212,303 1,876,643 1,993,545,432 1,729,956 1,882,649, ,988 31,415, , ,376,641 1,374,646 1,232,441,913 1,818,695 1,796,826,189 2,125,233 2,256,508,532 1,944,062 2,155,121,374 1,766,355 1,991,495, ,276 30,928, , ,824,565 1,350,917 1,137,110,082 1,761,936 1,685,592,916 2,062,313 2,146,441,636 1,886,054 2,100,147,558 1,726,760 1,979,380, ,251 35,825, , ,796,675 1,468,152 1,278,236,812 1,871,780 1,837,425,405 2,195,595 2,365,018,076 2,008,888 2,306,206,817 1,839,222 2,147,634,

132 50( )-55 55( )-60 60( )-65 65( )-70 70( )-75 75( )-80 80( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) 1,535,337 1,677,525,836 1,082,052 1,180,225, , ,588, , ,572,500 83,334 84,932,695 30,380 31,461,071 23,778 29,261,588 1,393,222 1,540,320, ,918 1,106,712, , ,517, , ,624,558 76,108 79,210,637 28,462 29,478,849 21,529 26,690,639 1,631,608 1,789,492,415 1,157,122 1,297,683, , ,312, , ,242,115 94,017 98,692,154 34,836 35,690,307 25,302 32,673,237 1,680,580 1,743,424,550 1,195,249 1,256,999, , ,766, , ,178,536 95,447 92,458,131 34,899 35,782,175 24,240 30,044,070 1,596,190 1,682,425,386 1,140,900 1,214,385, , ,045, , ,520,504 92,186 90,631,053 33,566 33,260,759 24,536 30,009,562 1,375,548 1,561,177, ,783 1,093,725, , ,971, , ,412,688 77,434 79,845,748 28,218 28,756,472 22,651 31,366,451 1,465,915 1,604,484,930 1,045,751 1,136,418, , ,764, , ,411,070 84,870 83,806,142 30,422 30,373,554 23,381 29,849,333 1,497,700 1,656,658,935 1,066,602 1,187,478, , ,486, , ,047,293 86,632 89,063,261 31,493 31,881,334 23,927 31,361,570 1,445,905 1,600,032,223 1,041,890 1,164,712, , ,492, , ,391,159 85,881 87,516,657 31,197 32,233,710 23,225 30,674,498 1,477,376 1,705,401,546 1,077,671 1,265,453, , ,436, , ,296,824 90,456 96,937,111 32,671 35,561,835 23,627 31,716,711 1,442,419 1,679,703,749 1,054,676 1,246,377, , ,618, , ,375,998 91,927 97,436,063 33,543 36,743,852 23,177 31,685,828 1,538,161 1,822,474,821 1,120,992 1,346,641, , ,115, , ,992,846 98, ,442,122 35,072 37,760,811 24,189 35,069,

133 ( ) 20 20( )-25 25( )-30 30( )-35 35( )-40 40( )-45 45( )-50 ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ,604 59,094, , ,187, ,663 1,818,886, ,056 2,519,181, ,677 3,257,347, ,248 3,748,327, ,350 3,734,822, ,424 58,575, , ,995, ,196 1,927,065, ,747 2,633,791, ,479 3,346,845, ,084 3,920,519, ,174 4,993,294, ,018 48,302, , ,087, ,537 2,006,014, ,872 2,808,730, ,087 3,500,922, ,456 3,525,617, ,948 3,386,523, ,192 45,627, , ,299, ,255 1,813,541, ,019 2,496,956, ,340 3,131,214, ,116 3,222,115, ,104 3,095,803, ,428 55,739, , ,923, ,743 1,827,359, ,256 2,564,444, ,496 3,347,015, ,565 3,616,496, ,635 3,596,308, ,346 73,652, , ,955, ,562 1,769,073, ,018 2,374,239, ,129 3,271,006, ,355 3,889,747, ,604 4,017,257, ,241 72,485, , ,129, ,028 1,766,888, ,038 2,325,054, ,990 3,241,523, ,900 3,873,156, ,250 3,958,052, ,191 73,355, , ,876, ,750 1,892,959, ,636 2,521,002, ,425 3,355,548, ,558 4,220,444, ,916 4,897,108, ,178 53,566, , ,421, ,728 1,970,452, ,386 2,616,374, ,765 3,261,278, ,189 3,540,632, ,192 4,129,081, ,003 42,718, , ,494, ,318 2,009,907, ,978 2,576,211, ,298 3,179,129, ,838 3,156,763, ,522 3,097,341, ,083 40,261, , ,370, ,626 1,811,046, ,074 2,399,379, ,592 3,066,796, ,627 3,160,342, ,234 3,069,876, ,263 44,841, , ,246, ,602 1,829,274, ,568 2,347,185, ,134 3,057,849, ,279 3,175,042, ,370 3,039,415,

134 50( )-55 55( )-60 60( )-65 65( )-70 70( )-75 75( )-80 80( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) 437,761 2,937,189, ,364 1,843,801, ,440 1,188,284,758 75, ,102,961 21, ,812,824 9,480 82,967,398 12, ,069, ,852 4,485,237, ,083 2,401,554, ,222 1,326,162,203 78, ,645,209 22, ,179,000 9,876 87,513,771 13, ,636, ,165 3,062,017, ,135 2,427,700, ,328 1,818,649,980 93,695 1,056,691,191 28, ,269,501 12, ,434,692 14, ,921, ,847 2,814,512, ,539 2,220,424, ,972 1,686,708,683 88, ,917,148 27, ,722,717 11, ,480,557 13, ,274, ,249 3,166,645, ,263 2,493,117, ,247 1,925,377,992 89,385 1,132,361,128 28, ,065,901 11, ,860,716 13, ,319, ,212 3,298,222, ,851 2,285,849, ,764 1,632,785,118 80, ,379,282 24, ,281,646 10, ,311,804 12, ,645, ,315 3,185,174, ,501 2,077,780, ,381 1,395,181,579 83, ,042,958 25, ,079,463 10, ,914,903 12, ,340, ,547 4,122,918, ,143 2,583,812, ,299 1,646,217,093 89, ,661,923 27, ,481,300 11, ,608,677 13, ,873, ,472 3,968,256, ,285 2,768,871, ,020 1,884,809,909 89,864 1,130,364,570 27, ,174,491 11, ,476,196 13, ,093, ,522 2,910,509, ,396 2,423,585, ,570 1,812,306,422 96,948 1,063,098,014 29, ,376,777 12, ,363,302 13, ,013, ,490 2,785,597, ,845 2,179,209, ,265 1,583,748,278 94, ,996,606 29, ,054,875 12, ,770,593 13, ,334, ,770 2,645,293, ,688 1,987,098, ,936 1,358,030,358 95, ,295,570 29, ,131,375 12, ,632,281 12,953 92,660,

135 ( ) 20 20( )-25 25( )-30 30( )-35 35( )-40 40( )-45 45( )-50 ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ,454 32,678, , ,017, ,924 1,712,365,929 1,007,365 2,611,259,492 1,256,298 3,280,550,405 1,184,400 3,319,332,129 1,011,794 3,134,652, ,546 27,429, , ,006, ,009 1,406,748, ,528 2,051,103,077 1,012,429 2,485,646, ,229 2,391,799, ,514 2,231,848, ,684 21,836, , ,447, ,256 1,322,794, ,640 2,060,730, ,578 2,467,297, ,053 2,380,147, ,776 2,177,456, ,629 23,417, , ,621, ,263 1,636,784, ,583 2,511,504,012 1,137,978 3,084,716,014 1,024,688 2,950,378, ,304 2,723,418, ,587 25,265, , ,860, ,802 1,515,910, ,837 2,266,811,407 1,126,652 2,806,255,633 1,018,230 2,686,283, ,714 2,521,102, ,052 24,007, , ,010, ,556 1,240,732, ,041 1,844,634,199 1,042,616 2,337,994, ,667 2,272,222, ,622 2,127,950, ,869 30,393, , ,461, ,136 1,388,468, ,873 2,042,854,890 1,165,196 2,588,617,861 1,092,394 2,624,880, ,168 2,462,367, ,752 29,065, , ,478, ,602 1,348,688, ,140 1,929,561,251 1,103,854 2,441,847,697 1,021,976 2,383,559, ,889 2,234,166, ,357 26,546, , ,766, ,499 1,425,708, ,769 2,087,769, ,189 2,594,139, ,871 2,522,091, ,895 2,351,396, ,793 31,785, , ,227, ,782 2,280,971,703 1,080,749 3,319,608,338 1,339,154 4,156,509,498 1,195,078 3,947,727,776 1,015,450 3,630,755, ,567 29,737, , ,292, ,893 2,156,555,281 1,022,994 3,195,872,829 1,292,648 4,015,514,978 1,166,978 3,908,964,473 1,003,685 3,675,817, ,963 33,900, , ,026, ,454 1,879,655,073 1,021,427 2,547,400,890 1,301,632 3,232,382,036 1,202,312 3,197,432,399 1,016,851 2,977,300,

136 50( )-55 55( )-60 60( )-65 65( )-70 70( )-75 75( )-80 80( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) 728,903 2,443,635, ,053 1,617,321, , ,186, , ,392,336 38, ,460,206 16,522 58,758,394 16,280 55,539, ,328 1,808,650, ,457 1,215,728, , ,826, , ,363,628 31,083 99,190,922 13,194 44,263,892 13,158 40,664, ,924 1,842,484, ,035 1,321,871, , ,083, , ,290,766 34, ,722,564 15,382 56,899,735 14,559 50,461, ,470 2,238,519, ,751 1,606,401, ,792 1,008,549, , ,323,682 39, ,068,284 17,103 65,098,660 15,614 55,131, ,701 2,135,131, ,097 1,489,244, , ,730, , ,558,151 41, ,445,019 18,001 60,162,252 16,120 49,737, ,759 1,761,668, ,340 1,215,658, , ,503, , ,970,609 38, ,133,820 16,359 47,404,146 14,727 42,236, ,791 2,004,675, ,323 1,317,114, , ,753, , ,961,572 41, ,184,443 17,133 61,731,704 15,724 46,046, ,065 1,860,975, ,387 1,237,256, , ,932, , ,254,110 40, ,187,940 17,675 49,191,234 15,636 44,864, ,965 2,002,712, ,731 1,415,511, , ,124, , ,206,401 38, ,171,201 16,498 63,831,891 14,654 51,797, ,184 3,066,964, ,544 2,214,902, ,752 1,389,927, , ,869,655 50, ,847,825 20,295 82,566,925 17,444 65,036, ,523 3,186,033, ,648 2,340,405, ,556 1,551,258, , ,433,096 56, ,830,874 23, ,287,425 18,242 81,559, ,631 2,517,373, ,133 1,697,571, ,585 1,031,784, , ,463,451 49, ,033,168 19,879 73,279,870 17,405 55,059,

137 136

138 50 ( ) ( )

139 ( ) ( ) ( ) ( )-125 ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ,915,024 10,131,377,736 4,119,864 5,357,316,677 1,553,348 2,230,478, ,053 1,509,505, ,663,893 7,151,219,820 3,517,270 3,776,962,845 1,344,009 1,578,860, ,501 1,082,563, ,554,445 7,727,280,686 3,870,683 3,951,396,179 1,495,384 1,635,445, ,857 1,118,908, ,159,216 8,317,376,215 4,214,244 4,250,613,523 1,680,163 1,784,425, ,475 1,182,555, ,716,046 8,547,343,599 3,940,511 4,355,346,716 1,513,666 1,808,904, ,639 1,201,272, ,968,893 7,716,946,422 3,546,172 3,889,695,922 1,268,501 1,578,441, ,355 1,067,424, ,937,776 8,586,630,570 4,103,941 4,412,314,658 1,459,681 1,760,230, ,200 1,185,118, ,146,585 9,384,025,885 4,164,742 4,754,736,115 1,479,814 1,896,616, ,400 1,265,218, ,488,043 8,648,639,373 3,841,883 4,406,688,038 1,369,111 1,769,708, ,437 1,194,870, ,761,723 8,624,298,298 3,992,308 4,436,012,500 1,431,353 1,780,045, ,667 1,226,629, ,451,732 8,022,262,764 3,739,918 4,080,990,774 1,335,173 1,653,642, ,367 1,144,392, ,132,479 8,955,604,466 4,092,878 4,621,869,202 1,470,749 1,879,926, ,688 1,308,571,

140 125 ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) 358, ,653, , ,829, , ,671, ,207 1,441,658, , ,737, , ,662, , ,383, ,607 1,043,092, , ,962, , ,039, , ,907, ,035 1,084,045, , ,305, , ,598, , ,163, ,028 1,093,713, , ,156, , ,297, , ,548, ,314 1,166,635, , ,308, , ,243, , ,847, ,566 1,049,611, , ,039, , ,812, , ,203, ,957 1,128,676, , ,774, , ,119, , ,088, ,555 1,211,558, , ,124, , ,286, , ,280, ,879 1,158,664, , ,540, , ,095, , ,240, ,662 1,205,826, , ,003, , ,790, , ,570, ,000 1,123,584, , ,943, , ,129, , ,092, ,726 1,310,925,

141 ( ) ( ) ( ) ( )-125 ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ,482,562 3,787,837, ,007 1,619,689, , ,947, , ,658, ,054,189 2,541,576, ,630 1,112,182, , ,021,718 74, ,090, ,076,366 2,586,671, ,796 1,112,998, , ,182,835 73, ,725, ,222,275 2,804,651, ,374 1,210,477, , ,608,385 84, ,693, ,307,771 2,962,950, ,517 1,284,982, , ,713,354 91, ,196, ,175,808 2,596,078, ,358 1,122,646, , ,852,975 82, ,393, ,278,744 2,717,289, ,707 1,203,678, , ,871,443 92, ,349, ,191,493 2,521,633, ,220 1,109,255, , ,068,958 85, ,791, ,063,982 2,439,140, ,392 1,056,319, , ,007,909 73, ,694, ,250,913 2,915,484, ,282 1,255,981, , ,598,468 86, ,217, ,209,330 3,057,855, ,121 1,305,526, , ,620,544 83, ,335, ,532,615 3,821,064, ,666 1,639,429, , ,482, , ,794,

142 125 ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) 40, ,723,523 30, ,800,575 15,560 57,397,327 63, ,404,425 30,049 98,043,659 22,849 78,658,158 11,384 43,177,307 48, ,615,557 29, ,355,849 22,859 85,198,118 11,892 47,624,612 49, ,523,942 34, ,555,658 26,362 90,610,990 13,765 51,584,531 56, ,250,725 36, ,901,727 28,240 95,105,021 14,724 54,847,000 61, ,766,920 32, ,189,633 25,426 84,704,157 13,113 43,889,333 55, ,847,494 36, ,309,131 28,142 89,682,548 14,713 47,979,886 60, ,154,108 33,162 97,521,867 26,052 85,419,309 13,441 45,236,557 55, ,811,253 29,872 97,506,483 23,009 79,206,956 12,121 43,780,925 49, ,679,962 34, ,052,241 26,405 94,732,897 14,096 52,239,197 56, ,431,888 32, ,382,541 25,476 95,317,201 13,412 53,548,219 56, ,897,983 41, ,783,917 32, ,289,103 17,494 70,210,139 70, ,024,

143 ( ) ( ) ( ) ( )-125 ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ,070,264 5,034,463, ,597 2,728,384, ,705 1,217,980, , ,479, ,187 3,798,223, ,772 2,014,817, , ,105, , ,556, ,850 3,670,139, ,331 1,962,634, , ,480, , ,931, ,345 4,471,189, ,788 2,431,431, ,024 1,075,522, , ,862, ,931 4,191,169, ,326 2,291,708, , ,280, , ,003, ,132 4,147,843, ,217 2,204,578, , ,553, , ,921, ,063,348 4,938,823, ,383 2,765,870, ,880 1,171,311, , ,074, ,075,613 4,720,572, ,311 2,594,568, ,044 1,150,091, , ,428, ,506 4,075,690, ,174 2,202,019, , ,412, , ,455, ,023,667 4,670,998, ,019 2,627,732, ,260 1,163,571, , ,026, ,004,871 4,508,346, ,067 2,555,537, ,763 1,133,136, , ,244, ,085,554 4,710,192, ,785 2,589,572, ,039 1,194,468, , ,494,

144 125 ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) 58, ,846,091 48, ,814,547 25, ,939, ,684 1,091,089,669 52, ,983,564 42, ,331,300 22, ,539, , ,350,017 48, ,541,449 39, ,153,686 21, ,097, , ,072,938 52, ,956,168 42, ,546,765 23, ,385, , ,779,225 50, ,460,545 42, ,835,437 23, ,403, , ,617,083 47, ,170,657 39, ,669,010 21, ,732, , ,342,217 56, ,382,268 45, ,238,163 25, ,039, , ,132,026 56, ,019,102 46, ,360,165 25, ,341, , ,056,008 49, ,928,992 40, ,509,514 22, ,368, , ,223,817 55, ,668,648 46, ,097,689 25, ,990, ,977 1,009,393,658 53, ,231,645 44, ,135,746 24, ,544, ,399 1,057,120,473 59, ,277,934 48, ,211,818 27, ,205, ,126 1,129,589,

145 ( ) ( ) ( ) ( )-125 ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ,837,139 6,240,120,082 3,569,092 3,475,799,751 1,329,797 1,418,742, , ,180, ,242,918 5,827,325,551 3,258,715 3,243,646,247 1,225,834 1,334,418, , ,733, ,284,267 6,674,953,904 3,839,883 3,742,879,024 1,473,726 1,569,544, , ,448, ,526,768 6,492,490,252 4,011,370 3,683,106,423 1,561,628 1,559,325, , ,476, ,165,647 6,264,341,655 3,745,088 3,469,326,429 1,403,838 1,438,000, , ,746, ,117,996 5,693,526,549 3,131,071 3,116,184,639 1,127,017 1,258,636, , ,810, ,555,345 5,900,427,906 3,389,587 3,244,909,401 1,211,960 1,310,143, , ,290, ,734,103 6,158,476,066 3,484,839 3,407,753,226 1,250,470 1,365,095, , ,361, ,487,041 5,963,139,892 3,321,215 3,284,017,200 1,188,384 1,305,118, , ,902, ,715,305 6,437,172,516 3,415,418 3,530,802,837 1,224,302 1,424,619, , ,021, ,576,984 6,222,213,550 3,323,699 3,396,789,846 1,194,509 1,380,323, , ,862, ,068,126 6,838,312,886 3,543,135 3,735,503,348 1,269,409 1,509,733, ,529 1,033,152,

146 125 ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) 423, ,765, , ,603, , ,208, , ,935, , ,396, , ,687,752 96, ,913, , ,165, , ,217, , ,116, , ,776, , ,944, , ,831, , ,592, , ,858, , ,521, , ,336, , ,152, , ,636, , ,803, , ,242, , ,457,730 93, ,726, , ,052, , ,695, , ,227,613 99, ,875, , ,283, , ,585, , ,394, , ,886, , ,753, , ,112, , ,731, , ,088, , ,722, , ,232, , ,174, , ,149, , ,818, , ,049, , ,751, , ,642, , ,733, , ,435, , ,463, , ,440, , ,598,

147 ( ) ( ) ( ) ( )-125 ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ,567,940 9,725,347,539 1,178,487 5,167,541, ,875 2,225,181, ,826 1,692,855, ,651,246 11,657,664,726 1,219,687 6,375,018, ,155 2,795,704, ,697 2,037,039, ,682,807 10,919,720,392 1,207,833 5,584,755, ,054 2,449,235, ,537 1,837,185, ,749,828 9,954,436,060 1,231,590 5,119,335, ,625 2,265,476, ,988 1,653,925, ,558,702 10,698,198,867 1,159,629 5,561,255, ,814 2,467,550, ,254 1,880,242, ,514,021 10,481,732,619 1,133,376 5,497,456, ,672 2,485,376, ,969 1,919,858, ,661,570 10,065,455,569 1,232,577 5,395,554, ,551 2,419,542, ,897 1,799,305, ,698,689 11,628,691,590 1,243,604 6,252,378, ,013 2,770,521, ,838 2,125,118, ,608,241 11,521,925,082 1,183,705 6,001,367, ,626 2,624,968, ,100 2,004,107, ,719,034 10,385,127,632 1,222,428 5,273,028, ,837 2,282,318, ,863 1,747,530, ,520,671 9,605,655,473 1,131,425 4,894,792, ,905 2,129,991, ,515 1,683,825, ,758,320 9,295,065,758 1,239,182 4,723,778, ,029 2,069,898, ,422 1,565,618,

148 125 ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) 102, ,905,314 84, ,353,879 46, ,631, ,106 2,271,259, , ,485,756 88, ,840,263 48, ,514, ,076 2,209,749, , ,677,793 87, ,090,700 49, ,372, ,141 2,408,843, , ,889,887 88, ,088,487 49, ,335, ,137 2,137,111, , ,110,092 86, ,911,569 48, ,495, ,238 2,572,270,686 98, ,898,485 82, ,522,812 45, ,637, ,303 2,586,925, , ,377,680 88, ,083,165 48, ,306, ,518 2,381,181, , ,676,116 92, ,155,207 50, ,900, ,513 2,670,426, , ,238,245 88, ,115,053 48, ,980, ,092 2,516,151, , ,414,573 89, ,190,718 49, ,012, ,357 2,240,197,397 99, ,492,288 85, ,542,360 46, ,279, ,272 2,273,206, , ,373,398 92, ,719,151 51, ,380, ,908 2,159,161,

149 ( ) ( ) ( ) ( )-125 ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ,770,649 9,935,216,045 1,690,045 4,747,458, ,212 1,774,866, ,261 1,239,887, ,070,177 7,515,609,223 1,358,348 3,555,321, ,325 1,343,134, , ,190, ,014,379 7,645,515,168 1,300,854 3,505,762, ,699 1,344,009, , ,771, ,449,181 9,253,447,801 1,516,570 4,429,566, ,555 1,686,636, ,435 1,155,916, ,484,925 8,623,625,144 1,497,410 3,970,237, ,381 1,529,343, ,048 1,067,993, ,181,925 7,109,278,036 1,390,288 3,361,321, ,903 1,254,097, , ,379, ,533,805 7,936,443,699 1,577,533 3,819,556, ,561 1,435,077, ,373 1,005,096, ,422,210 7,460,988,209 1,504,690 3,549,009, ,275 1,320,866, , ,697, ,066,187 7,984,088,813 1,328,128 3,801,759, ,401 1,409,349, ,867 1,005,981, ,127,565 12,576,518,313 1,831,736 6,124,968, ,909 2,190,857, ,039 1,580,523, ,122,374 12,974,174,813 1,734,404 5,762,662, ,319 2,170,305, ,591 1,517,334, ,041,294 10,129,275,209 1,764,345 4,712,744, ,221 1,765,802, ,218 1,219,180,

150 125 ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) 144, ,231, , ,803,185 62, ,185, ,660 1,437,500, , ,422,582 94, ,658,626 50, ,358, ,091 1,104,574, , ,866,311 92, ,058,119 50, ,312, ,078 1,167,228, , ,148, , ,832,257 58, ,687, ,857 1,400,696, , ,532, , ,276,004 58, ,731, ,188 1,362,759, , ,734,061 97, ,369,408 52, ,521, ,774 1,194,426, , ,716, , ,002,408 58, ,212, ,338 1,235,406, , ,179, , ,966,383 56, ,317, ,654 1,111,005, , ,693,226 93, ,991,837 51, ,397, ,801 1,298,511, , ,695, , ,370,730 66, ,722, ,333 1,868,045, , ,463, , ,596,045 67, ,019, ,683 2,021,007, , ,818, , ,991,268 67, ,559, ,711 1,531,290,

151 150

152 1 7 ( ) ( ) 2 ( ) ( ) 151

153 ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) , ,625,951 37,960 45,803, ,959 1,307,895, ,833 1,072,395, , ,939,642 31,643 31,917, , ,881, , ,355, , ,073,441 35,580 32,970, , ,806, , ,122, , ,221,734 39,140 37,429, , ,659,359 1,037, ,579, , ,114,668 36,203 38,197, , ,763, , ,232, , ,981,561 32,325 34,015, , ,443, , ,323, , ,860,481 37,511 38,198, , ,622, , ,210, , ,194,868 37,775 40,955, ,769 1,063,548,399 1,004,365 1,022,485, , ,009,380 34,859 37,973, , ,755, , ,885, , ,785,375 36,832 40,162, , ,490, , ,025, , ,398,795 35,059 36,817, , ,963, , ,776, , ,287,103 39,162 42,285, ,738 1,027,429,556 1,002, ,412,

154 ( ) ( ) ( ) ( ) ( ) ( ) 7,035,037 10,726,287,972 2,969,992 3,817,696,558 3,682,129 4,822,785,951 5,972,784 7,598,463,389 2,576,376 2,779,422,321 3,105,004 3,361,501,792 6,610,434 8,001,496,776 2,970,220 2,970,919,241 3,504,904 3,643,596,057 7,199,195 8,534,120,006 3,356,964 3,249,101,534 3,635,230 3,823,639,694 6,844,476 8,827,588,400 2,965,054 3,246,952,603 3,534,833 3,958,655,661 6,130,458 7,893,471,989 2,521,598 2,834,272,649 3,292,236 3,621,011,179 6,983,378 8,745,447,657 2,893,073 3,200,217,851 3,717,964 4,018,468,777 7,101,698 9,513,539,568 2,951,020 3,419,674,754 3,835,587 4,412,738,927 6,602,638 8,961,365,636 2,766,138 3,222,800,160 3,518,761 4,026,472,863 6,879,381 8,938,966,299 2,875,654 3,275,652,562 3,605,809 4,018,605,966 6,484,312 8,302,225,253 2,725,835 3,025,013,022 3,468,847 3,766,043,518 7,167,221 9,430,620,438 3,010,830 3,453,710,143 3,686,446 4,142,318,

155 ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ,048 79,502,761 4,240 10,627, , ,789, , ,963, ,010 57,912,624 2,935 6,891, , ,269, , ,331, ,034 47,435,486 2,915 6,622, , ,103, , ,104, ,960 50,510,909 3,450 7,447, , ,329, , ,346, ,455 52,611,557 3,805 8,359, , ,801, , ,583, ,056 47,870,711 3,505 7,080, , ,404, , ,918, ,475 44,427,549 3,671 7,443, , ,353, , ,679, ,390 43,131,597 3,534 7,277, , ,302, , ,241, ,788 45,160,190 3,175 6,772, , ,558, , ,546, ,362 50,063,072 3,719 8,490, , ,977, , ,839, ,206 50,324,177 3,750 8,723, , ,700, , ,917, ,538 61,456,989 4,718 11,204, , ,032, , ,421,

156 ( ) ( ) ( ) ( ) ( ) ( ) 1,178,088 3,270,330, ,692 1,209,362, ,903 1,473,883, ,132 2,202,167, , ,125, ,802 1,030,666, ,014 2,238,594, , ,555, ,215 1,072,864, ,383 2,450,382, , ,699, ,697 1,119,716,931 1,034,011 2,614,534, , ,114, ,135 1,199,457, ,869 2,277,224, , ,165, ,753 1,037,937,728 1,018,906 2,386,949, , ,479, ,442 1,082,981, ,189 2,205,950, , ,102, ,380 1,010,732, ,326 2,158,881, , ,403, , ,013, ,571 2,559,730, , ,602, ,626 1,127,035, ,084 2,660,846, ,436 1,031,412, ,320 1,202,559,647 1,217,158 3,365,475, ,354 1,288,572, ,254 1,484,915,

157 ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) , ,294,211 5,560 23,120, , ,230, , ,042, , ,577,827 4,978 17,723, , ,527, , ,002, , ,558,323 4,759 18,015, , ,571, , ,554, , ,284,392 5,055 23,020, , ,733, , ,122, , ,961,205 4,737 17,621, , ,980, , ,806, , ,917,396 4,747 20,744, , ,211, , ,400, , ,748,600 5,755 24,576, , ,996, , ,940, , ,685,444 5,876 22,615, , ,595, , ,663, , ,768,624 5,262 20,854, , ,521, , ,808, , ,494,763 5,647 22,518, , ,660, , ,177, , ,448,108 6,060 22,864, , ,601, , ,327, , ,464,939 6,443 23,570, , ,463, , ,562,

158 ( ) ( ) ( ) ( ) ( ) ( ) 1,073,897 5,884,631, ,360 2,061,979, ,210 2,367,699, ,291 4,359,453, ,828 1,581,192, ,178 1,723,430, ,423 4,344,031, ,965 1,597,079, ,251 1,652,239, ,931 5,148,058, ,326 1,859,150, ,352 2,012,302, ,446 4,858,049, ,338 1,767,617, ,720 1,905,442, ,018 4,691,489, ,990 1,662,565, ,139 1,898,481,640 1,033,053 5,460,104, ,543 1,930,458, ,259 2,280,046,928 1,033,316 5,183,718, ,202 1,891,149, ,300 2,181,008, ,866 4,638,726, ,759 1,688,035, ,830 1,877,894,762 1,011,317 5,389,707, ,379 2,027,828, ,966 2,184,090, ,811 5,313,604, ,071 1,991,846, ,816 2,068,604,569 1,070,438 5,556,936, ,408 2,153,042, ,000 2,166,970,

159 ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) , ,265,555 52,905 43,090, , ,241, , ,664, , ,818,788 47,568 38,910, , ,670, , ,933, , ,263,806 54,538 43,776, , ,647, , ,472, , ,439,680 58,097 44,051, , ,751, , ,798, , ,732,686 53,065 40,293, , ,917, , ,019, , ,442,162 45,790 36,386, , ,753, , ,000, , ,846,782 49,873 38,859, , ,640, , ,134, , ,747,651 50,117 39,593, , ,626, , ,001, , ,323,326 48,250 38,375, , ,507, , ,100, , ,632,044 51,393 43,365, , ,137, , ,965, , ,970,465 49,147 40,769, , ,203, , ,700, , ,145,669 53,032 46,072, , ,633, , ,995,

160 ( ) ( ) ( ) ( ) ( ) ( ) 6,817,870 6,939,444,795 2,265,472 2,292,782,710 2,577,137 2,565,866,941 6,224,278 6,496,195,202 2,086,921 2,177,780,065 2,353,104 2,387,977,915 7,278,031 7,468,422,295 2,539,257 2,593,298,790 2,763,804 2,753,999,106 7,453,770 7,186,867,187 2,853,432 2,693,937,612 2,729,650 2,582,356,352 7,156,614 6,979,264,123 2,392,224 2,323,111,911 2,715,121 2,592,005,350 6,191,228 6,443,203,259 1,759,490 1,906,862,958 2,409,117 2,435,987,283 6,607,493 6,634,484,054 1,892,198 1,971,328,709 2,584,865 2,513,559,562 6,791,177 6,934,375,590 1,969,701 2,103,198,187 2,648,749 2,628,763,600 6,513,637 6,744,172,370 1,901,591 2,049,542,675 2,555,524 2,528,812,918 6,739,051 7,300,525,669 1,964,414 2,225,530,530 2,613,013 2,721,833,578 6,584,333 7,093,564,984 1,924,620 2,135,563,091 2,565,165 2,629,595,510 7,034,556 7,734,734,203 2,060,055 2,351,759,586 2,740,252 2,873,300,

161 ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) , ,952,185 11,144 38,241, ,376 1,437,606, ,891 1,323,788, , ,563,636 12,067 61,615, ,806 1,842,702, ,797 1,536,864, , ,000,237 12,405 45,084, ,077 1,490,290, ,995 1,289,198, , ,481,339 12,359 41,434, ,965 1,361,796, ,714 1,203,974, , ,216,945 11,281 42,011, ,120 1,535,855, ,424 1,311,313, , ,832,604 11,538 40,769, ,116 1,573,986, ,198 1,524,789, , ,866,479 12,518 41,406, ,134 1,595,518, ,499 1,567,751, , ,441,668 12,582 54,805, ,250 1,842,929, ,969 1,572,950, , ,714,808 12,179 49,478, ,379 1,667,558, ,399 1,323,316, , ,413,484 12,647 39,948, ,440 1,391,900, ,803 1,170,028, , ,936,667 12,001 38,541, ,469 1,211,546, ,885 1,091,240, , ,890,419 12,925 37,673, ,664 1,139,424, ,945 1,124,029,

162 ( ) ( ) ( ) ( ) ( ) ( ) 2,304,340 10,943,871, ,093 4,055,786, ,306 4,617,828,739 2,376,099 13,099,693, ,766 4,647,098, ,709 5,431,479,461 2,387,756 12,103,321, ,552 4,264,287, ,743 5,408,701,009 2,448,372 10,986,409, ,973 3,929,727, ,176 4,939,775,740 2,310,173 12,080,722, ,358 4,245,930, ,616 5,473,984,294 2,253,520 11,790,316, ,339 4,207,434, ,516 5,385,280,348 2,383,217 11,233,683, ,496 4,097,284, ,661 4,976,295,394 2,412,884 13,226,607, ,516 4,669,203, ,393 5,804,929,375 2,341,138 13,051,475, ,896 4,522,919, ,094 5,722,390,706 2,440,764 11,573,875, ,299 4,081,605, ,897 5,059,048,794 2,264,934 10,844,315, ,036 3,914,933, ,938 4,804,270,257 2,466,200 10,429,285, ,344 3,905,824, ,052 4,453,869,

163 ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) , ,120,964 13,888 35,120, , ,201, ,881 1,127,449, , ,406,117 11,317 26,611, , ,699, , ,238, , ,012,740 10,643 25,371, , ,265, , ,399, , ,791,058 12,613 33,550, , ,324, ,516 1,016,969, , ,069,667 12,415 29,752, , ,771, , ,268, , ,388,762 11,816 24,915, , ,808, , ,728, , ,001,066 13,001 27,920, , ,649, , ,624, , ,842,695 12,344 25,899, , ,326, , ,103, , ,405,951 11,285 27,161, , ,735, , ,158, , ,709,879 15,652 48,122, ,320 1,249,823, ,306 1,398,767, , ,267,341 15,802 47,866, ,816 1,223,483, ,538 1,330,360, , ,520,326 15,469 36,177, , ,828, ,327 1,120,746,

164 ( ) ( ) ( ) ( ) ( ) ( ) 3,246,689 9,744,518,009 1,291,098 3,671,946,195 1,508,503 4,465,793,280 2,608,414 7,306,649,725 1,047,876 2,786,158,129 1,228,571 3,388,505,541 2,527,335 7,263,361,005 1,034,043 2,879,214,348 1,228,428 3,576,899,638 2,933,095 9,054,285,946 1,203,633 3,603,427,615 1,373,766 4,219,583,322 2,957,235 8,360,612,096 1,180,767 3,202,364,208 1,400,728 3,975,660,144 2,677,274 6,912,019,881 1,080,260 2,658,525,305 1,298,701 3,394,740,409 2,976,517 7,711,053,608 1,200,470 3,013,643,709 1,432,575 3,623,619,937 2,843,726 7,105,319,434 1,159,914 2,820,788,474 1,395,519 3,428,749,996 2,580,779 7,802,055,463 1,054,963 3,046,021,585 1,238,999 3,780,236,107 3,498,818 12,346,340,245 1,426,076 4,822,481,303 1,622,538 5,637,458,698 3,372,710 12,100,666,764 1,399,632 4,921,839,854 1,677,812 6,042,079,209 3,401,790 9,776,663,027 1,413,239 3,884,806,436 1,595,542 4,508,920,

165 1 ( 6 ) 2 ( ) ( ) 164

166 ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) , ,210,440 1,734,697 2,305,145,801 5,524,658 7,520,898,063 2,574,924 3,516,229,780 2,979,229 4,256,380,126 2,863,294 4,255,627, , ,466,937 1,550,037 1,737,519,126 4,811,273 5,522,091,413 2,139,733 2,352,486,889 2,420,453 2,858,708,728 2,428,575 2,993,209, , ,513,100 1,643,550 1,754,005,944 5,294,445 5,777,814,159 2,383,355 2,480,482,017 2,739,413 3,119,492,155 2,853,516 3,246,677, , ,675,890 1,771,308 1,907,625,385 5,709,995 6,142,957,064 2,617,843 2,677,806,409 2,991,925 3,350,887,807 3,115,587 3,464,798, , ,360,014 1,704,601 1,971,654,989 5,482,533 6,409,172,052 2,412,413 2,699,318,243 2,796,253 3,420,603,871 2,827,324 3,518,396, , ,640,879 1,549,517 1,750,227,991 4,960,369 5,732,658,010 2,161,035 2,439,610,460 2,548,785 3,106,621,147 2,387,104 3,102,761, , ,101,527 1,797,581 1,963,519,616 5,698,697 6,433,493,612 2,481,805 2,749,227,550 2,911,014 3,461,126,007 2,671,345 3,389,557, , ,734,180 1,804,259 2,075,307,517 5,803,140 6,936,238,218 2,524,151 2,981,150,107 2,996,172 3,835,323,266 2,756,176 3,689,384, , ,768,250 1,684,108 1,923,856,574 5,364,565 6,434,279,835 2,322,655 2,767,915,738 2,753,553 3,563,736,048 2,537,337 3,437,705, , ,551,671 1,791,252 2,020,085,125 5,641,888 6,583,455,214 2,392,168 2,736,047,128 2,782,655 3,430,773,967 2,622,956 3,449,775, , ,795,325 1,682,837 1,864,647,885 5,363,585 6,102,117,002 2,241,267 2,518,299,213 2,615,690 3,175,141,518 2,536,040 3,250,236, , ,368,356 1,884,545 2,221,515,502 5,939,580 7,007,735,165 2,409,775 2,795,856,996 2,795,075 3,452,178,212 2,776,065 3,631,408,

167 ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ,748 39,553, , ,482, ,505 2,391,817, ,413 1,076,387, ,581 1,468,078, ,125 1,408,140, ,149 28,040, , ,151, ,610 1,697,531, , ,889, , ,501, , ,250, ,635 28,049, , ,311, ,138 1,738,603, , ,276, , ,511, , ,528, ,375 30,379, , ,661, ,198 1,884,621, , ,540, ,854 1,029,356, ,747 1,054,872, ,154 32,655, , ,750, ,091 2,017,148, , ,956, ,080 1,098,376, ,264 1,112,575, ,821 28,320, , ,318, ,753 1,789,996, , ,955, , ,323, , ,687, ,977 33,965, , ,339, ,550 1,878,336, , ,319, , ,468, , ,884, ,459 28,647, , ,019, ,970 1,716,635, , ,970, , ,413, , ,052, ,856 27,490, , ,956, ,779 1,700,000, , ,719, , ,311, , ,857, ,844 32,824, , ,584, ,348 2,006,598, , ,211, ,982 1,057,635, ,053 1,063,884, ,750 30,484, , ,388, ,216 2,092,497, , ,165, ,942 1,112,457, ,104 1,127,491, ,750 40,308, , ,427,318 1,012,668 2,612,466, ,043 1,028,952, ,588 1,375,329, ,934 1,408,595,

168 ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) , ,893, ,040 1,334,932, ,756 4,186,862, ,233 1,766,419, ,197 1,993,642, ,794 2,411,246, ,433 99,076, ,981 1,054,699, ,379 3,172,969, ,675 1,250,593, ,728 1,441,785, ,916 1,804,782, ,585 83,395, ,892 1,003,379, ,506 3,140,587, ,238 1,244,848, ,937 1,451,163, ,981 1,747,676, , ,892, ,354 1,161,867, ,285 3,741,291, ,319 1,486,553, ,327 1,850,948, ,575 2,040,119, , ,869, ,441 1,139,518, ,468 3,516,249, ,426 1,417,490, ,851 1,703,653, ,483 1,955,697, ,725 99,221, ,848 1,042,041, ,229 3,397,674, ,326 1,387,123, ,335 1,704,738, ,770 1,885,011, , ,076, ,374 1,303,814, ,062 4,086,716, ,102 1,698,742, ,755 2,021,116, ,114 2,174,405, , ,947, ,762 1,257,356, ,016 3,915,951, ,676 1,629,472, ,039 1,891,912, ,995 2,130,797, , ,383, ,875 1,063,914, ,698 3,425,706, ,615 1,392,431, ,939 1,622,988, ,747 1,876,184, , ,877, ,321 1,342,687, ,455 4,078,517, ,454 1,597,369, ,577 1,832,586, ,864 2,206,439, , ,149, ,958 1,290,246, ,803 3,992,705, ,173 1,566,862, ,359 1,785,852, ,491 2,162,481, , ,340, ,479 1,393,203, ,457 4,188,245, ,865 1,602,138, ,650 1,814,362, ,127 2,265,721,

169 ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) , ,052,347 1,374,319 1,486,259,811 4,590,537 4,473,272,363 1,987,854 1,945,749,616 2,726,468 2,705,036,786 2,818,883 2,848,986, , ,936,742 1,261,636 1,416,118,538 4,232,632 4,264,833,035 1,789,961 1,775,458,569 2,488,615 2,508,050,221 2,578,981 2,665,889, , ,270,645 1,490,771 1,635,843,575 4,972,874 4,906,077,208 2,095,884 2,051,996,235 2,881,974 2,882,934,370 3,091,869 3,118,758, , ,522,429 1,497,228 1,551,885,081 5,084,407 4,673,582,776 2,214,530 2,039,610,382 3,066,643 2,893,435,798 3,180,911 3,036,166, , ,339,243 1,470,227 1,534,975,705 4,899,460 4,570,543,921 2,023,072 1,888,620,374 2,839,746 2,699,944,668 2,959,950 2,898,920, , ,329,207 1,300,346 1,449,546,206 4,262,519 4,291,831,667 1,655,670 1,673,301,933 2,354,169 2,369,070,952 2,446,833 2,564,556, , ,384,684 1,401,382 1,501,135,974 4,582,304 4,413,620,629 1,786,001 1,754,859,992 2,539,645 2,487,037,441 2,590,462 2,611,814, , ,457,760 1,462,509 1,590,781,477 4,753,800 4,664,821,555 1,823,478 1,819,842,102 2,575,042 2,558,109,334 2,648,962 2,718,294, , ,729,769 1,399,174 1,528,493,363 4,556,083 4,488,430,046 1,739,993 1,749,118,388 2,467,858 2,483,721,435 2,552,986 2,642,340, , ,355,156 1,433,813 1,685,468,413 4,699,877 4,897,124,270 1,782,780 1,859,326,494 2,561,630 2,653,332,914 2,644,946 2,862,383, , ,376,891 1,406,228 1,590,898,779 4,602,761 4,677,977,710 1,732,734 1,811,065,744 2,485,012 2,631,795,303 2,599,318 2,784,253, , ,509,106 1,492,304 1,727,696,437 4,934,533 5,161,772,272 1,843,760 1,989,752,972 2,659,762 2,857,784,535 2,782,673 3,041,125,

170 ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) , ,552, ,179 2,957,525,305 2,044,476 8,506,301, ,449 3,213,338, ,098 3,437,395, ,462 4,365,962, , ,201, ,517 3,111,998,486 2,109,106 9,755,855, ,425 4,218,805, ,373 4,469,762, ,560 5,098,393, , ,872, ,682 3,001,347,840 2,137,443 9,197,466, ,658 3,360,502, ,879 3,992,132, ,185 5,130,561, , ,300, ,553 2,661,753,273 2,182,889 8,336,159, ,750 3,105,333, ,130 3,757,050, ,875 4,655,002, , ,061, ,027 3,046,425,026 2,049,536 9,138,398, ,558 3,435,627, ,822 4,047,320, ,654 5,051,201, , ,570, ,879 3,198,585,751 2,035,335 9,189,506, ,431 3,378,683, ,250 3,764,985, ,423 4,964,076, , ,614, ,050 3,111,392,869 2,165,697 8,969,072, ,489 3,293,923, ,012 3,536,972, ,206 4,595,829, , ,141, ,018 3,429,238,234 2,173,839 10,183,859, ,996 4,047,485, ,403 4,285,785, ,620 5,197,357, , ,874, ,479 3,131,823,044 2,109,551 9,845,498, ,201 3,894,387, ,522 4,398,150, ,527 5,080,119, , ,382, ,787 2,762,026,309 2,196,364 8,833,337, ,860 3,182,934, ,864 3,892,531, ,839 4,683,608, , ,826, ,662 2,717,731,702 2,018,827 8,281,312, ,595 2,956,812, ,036 3,511,050, ,646 4,486,051, , ,882, ,183 2,707,633,802 2,231,275 8,098,781, ,539 2,795,368, ,500 3,272,492, ,772 4,243,838,

171 ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) , ,062, ,468 2,094,745,535 2,711,204 7,535,834,550 1,023,002 2,941,925,305 1,120,612 3,479,958,678 1,342,871 4,105,622, , ,428, ,601 1,609,257,560 2,223,727 5,794,039, ,672 2,121,039, ,121 2,577,247,251 1,102,281 3,122,257, , ,897, ,762 1,551,794,516 2,166,128 5,834,171, ,740 2,180,308, ,089 2,678,799,670 1,076,734 3,142,552, , ,111, ,308 1,918,167,712 2,478,363 7,092,514, ,241 2,683,005,202 1,020,602 3,330,111,491 1,235,892 3,889,021, , ,434, ,596 1,827,797,262 2,498,980 6,574,797, ,489 2,425,638,695 1,023,071 3,018,320,538 1,240,557 3,609,510, , ,808, ,984 1,531,081,955 2,295,672 5,486,032, ,539 2,082,491, ,961 2,484,929,572 1,118,048 2,968,784, , ,746, ,997 1,732,880,609 2,574,547 6,226,857, ,603 2,314,922,991 1,034,784 2,767,823,752 1,229,282 3,188,281, , ,926, ,527 1,636,643,558 2,476,701 5,787,314, ,965 2,152,166, ,268 2,531,918,993 1,197,805 3,022,059, , ,280, ,967 1,696,351,690 2,231,420 6,238,187, ,585 2,349,412, ,639 2,844,966,898 1,055,701 3,240,574, , ,606, ,391 2,657,742,313 3,011,550 9,899,903,002 1,071,999 3,647,445,147 1,210,485 4,487,975,046 1,416,460 4,908,030, , ,125, ,955 2,651,584,481 2,927,156 9,829,310,349 1,043,364 3,558,373,371 1,203,149 4,376,868,350 1,430,500 5,368,301, , ,708, ,110 2,233,381,110 2,955,355 7,919,179,675 1,031,760 2,825,226,739 1,148,753 3,393,155,206 1,400,630 4,017,011,

172 (EC) EC (Electronic Commerce) 171

173 ( ) ( ) ( ) ( ) ( ) ( ) EC 251, ,774, EC 210, ,817, EC 261, ,188, EC 256, ,983, EC 285, ,570, EC 299, ,281, EC 331, ,831, EC 391, ,709, EC 395, ,587, EC 575, ,789, EC 844, ,320, EC 1,051,144 1,014,300, EC 283, ,999, EC 228, ,171, EC 256, ,230, EC 246, ,117, EC 292, ,711, EC 330, ,770, EC 318, ,687, EC 294, ,140, EC 276, ,398, EC 328, ,373, EC 394, ,458, EC 491,203 1,196,150,

174 ( ) ( ) ( ) ( ) ( ) ( ) EC 135, ,374, EC 126, ,317, EC 134, ,981, EC 157, ,684, EC 141, ,262, EC 148, ,277, EC 153, ,407, EC 152, ,224, EC 140, ,711, EC 158, ,935, EC 204, ,340, EC 177, ,930, EC 1,346,378 2,731,220, EC 1,339,952 3,053,417, EC 1,596,988 3,629,063, EC 1,397,902 2,933,030, EC 1,432,313 3,048,948, EC 1,363,915 3,008,759, EC 1,440,843 2,917,898, EC 1,551,420 3,155,389, EC 1,584,952 3,230,541, EC 1,555,560 3,714,928, EC 1,564,832 3,161,283, EC 1,810,318 3,718,996,

175 ( ) ( ) ( ) ( ) ( ) ( ) EC 1,096,597 2,948,651, EC 1,049,606 2,842,320, EC 1,193,208 3,318,874, EC 1,060,188 2,924,738, EC 1,031,819 2,988,485, EC 1,099,165 3,361,465, EC 1,139,149 3,304,996, EC 1,188,888 3,261,620, EC 1,180,711 3,311,828, EC 1,281,830 3,683,176, EC 1,181,701 3,249,798, EC 1,292,233 3,509,281, EC 877,350 1,891,600, EC 814,485 1,627,334, EC 945,884 1,800,979, EC 870,874 1,710,871, EC 922,911 1,842,579, EC 1,001,493 1,989,158, EC 991,688 1,978,399, EC 911,951 1,897,440, EC 759,110 1,559,598, EC 847,927 1,718,311, EC 1,040,977 2,533,210, EC 925,556 2,046,316,

176 1 2 8 (1) (2) (3) (4) (5) (6) MOTO/EC (7) (8) 3 [ ] [ ] 175

177 ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , ,

178 MOTO / EC ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) 283 1,821, ,530, , ,842, ,308, , , ,907, , , ,542, , , ,074, , , , ,605, , , , ,348, , , ,180, , ,713, ,298, , , , ,017, , , ,005, , , ,148, , ,

179 ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) , , , , , , , , , , , , , , , , , , , , , , , , , , , , ,

180 MOTO / EC ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) 52 1,131, ,809, , , ,083, , , ,123 1,025 9,944, , , ,439, , , ,272, , ,873 1,131 9,207, , , , ,243, , , , ,805, , ,558, , , ,461 1,258 14,026, , ,196 1,212 14,839, , ,937 1,075 15,873, , ,

181 ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) , , , , , , , , , , , ,046, , , , , , , , , , , , , , , , , , , , , ,

182 MOTO / EC ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) 97 2,213, ,787, , ,099 1,264 19,743, , , ,575 2,301 34,225, , ,302 2,287 34,529, , ,091 3,380 53,585, , ,810 3,694 58,481, , , ,292 1,959 23,747, , ,169 2,137 29,578, , ,545 1,670 23,725, , ,327 1,527 14,258, , ,153 2,619 12,564, , ,310 2,829 10,209, ,

183 ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , ,

184 MOTO / EC ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ,678 2,124 15,795, ,096 2,649 14,678, , ,976 4,864 15,736, , ,855 2,269 10,949, , ,573 1,675 13,131, , ,600 1,830 14,913, , ,961 1,523 15,826, , ,305 2,380 21,488, , , ,929 4,046 19,150, , , ,003 3,673 13,519, , ,424 4,689 12,699, , ,450 5,631 14,460, ,

185 ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , ,

186 MOTO / EC ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ,016 20,366 45,132, , , ,125 15,836 32,031, , , ,916 18,404 44,428, , ,991 11,884 36,615, , ,276 19,542 38,764, , ,512 14,678 39,368, , ,535 16,653 44,614, , ,582 18,675 50,980, , ,390 18,779 50,173, , , ,991 14,924 48,806, , ,889 16,636 46,669, , ,267 14,728 47,821, , ,

187 ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) , , , , , , ,214, , , , , , , , , , ,616, , , , , , , , , , , ,

188 MOTO / EC ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) , ,135, , , , ,840, , , ,836, , ,474, , , ,284, , , ,770, , , , , , ,543, , ,589, ,032, , ,491, ,721, , ,029, ,676, , , ,666, ,

189 QR code (02)