Análisis de Consistencia-final

SICUANI

Año Fuente ENERO FEBRERO MARZO ABRIL MAYO

2001 SENAMHI 135.29139055 77.769950302 95.848377998 -23.673059712 -53.7944999272003 SENAMHI 47.575409307 56.453920715 87.132391202 -5.3890101343 -54.3105202852004 SENAMHI 92.117390602 120.49589064 10.174480456 -22.947030845 -62.0685000212005 SENAMHI -5.4405394434 110.63796957 35.216472136 1.7949798894 -61.82652006 SENAMHI 94.001390955 52.779969506 34.558440762 35.736948598 -59.6845100612007 SENAMHI 50.44345071 31.021919772 114.00045855 -14.621070068 -54.3425100462008 SENAMHI 77.18540973 69.463950418 70.34244016 -34.679009784 -49.30052009 SENAMHI 37.52745921 85.505949303 33.584430353 -15.637049537 -47.2584999972010 SENAMHI 110.86937165 45.347950764 62.926449718 3.604971047 -47.016510049

POMACANCHI


2001 SENAMHI 220.00 160.00 165.00 40.00 12.00

2002 SENAMHI 113.00 220.00 158.00 59.00 11.00

2003 SENAMHI 151.00 147.00 135.00 75.00 15.00

2004 SENAMHI 241.00 162.00 70.00 42.00 23.00

2005 SENAMHI 75.00 116.00 114.00 63.00 2.00

2006 SENAMHI 140.00 215.00 96.00 130.00 1.00

2007 SENAMHI 155.00 163.00 208.00 68.00 11.00

2008 SENAMHI 120.00 94.00 64.00 38.00 5.00

2009 SENAMHI 278.00 73.00 101.00 54.00 1.00

2010 SENAMHI 161.60 95.80 113.10 53.50 2.60

COLQUEPATA


2001 SENAMHI 269.70 168.10 157.50 80.30 32.402002 SENAMHI 121.50 161.40 144.10 76.30 6.302003 SENAMHI 152.00 162.30 122.70 55.90 13.702004 SENAMHI 177.90 122.90 80.20 13.50 11.702005 SENAMHI 64.00 158.60 72.40 36.80 8.402006 SENAMHI 176.20 56.50 89.60 35.90 1.802007 SENAMHI 134.10 87.20 161.90 40.50 15.802008 SENAMHI 152.10 151.60 77.10 36.60 16.802009 SENAMHI 145.40 121.60 110.70 23.00 1.602010 SENAMHI 231.20 109.60 165.00 15.10 4.40

CAPACHICA


2001 SENAMHI 130.15 97.27 143.68 3.60 -58.882002 SENAMHI 68.75 192.47 139.89 70.10 -8.882003 SENAMHI 247.16 165.87 189.59 71.41 44.432004 SENAMHI 263.06 244.28 170.90 118.11 79.33

2005 SENAMHI 217.27 325.48 211.90 140.72 120.132006 SENAMHI 394.47 219.49 293.40 197.72 167.742007 SENAMHI -47.85 277.87 227.09 374.81 256.822008 SENAMHI 454.08 326.99 378.21 257.23 261.152009 SENAMHI 391.18 453.00 397.12 356.83 308.952010 SENAMHI 511.59 526.00 391.92 386.84 369.45

PISAC


2001 SENAMHI 193.50 137.40 146.70 18.30 9.70

2002 SENAMHI 87.10 162.80 103.20 33.80 4.40

2003 SENAMHI 108.90 102.70 85.50 32.30 2.40

2004 SENAMHI 143.00 102.70 91.00 13.20 1.30

2005 SENAMHI 125.80 72.40 67.70 28.70 0.00

2006 SENAMHI 162.80 79.40 119.20 32.80 0.00

2007 SENAMHI 89.40 63.90 129.40 39.80 7.40

2008 SENAMHI 138.70 154.70 58.60 8.10 5.80

2009 SENAMHI 92.20 85.70 63.50 13.20 0.00

2010 SENAMHI 263.90 112.50 174.80 3.60 5.60

URUBAMBA


2001 SENAMHI 159.40 94.70 102.20 7.20 8.40

2002 SENAMHI 126.00 118.10 78.30 50.10 5.80

2003 SENAMHI 96.90 73.40 109.50 28.60 4.30

2004 SENAMHI 123.50 87.60 75.30 15.20 1.50

2005 SENAMHI 48.40 97.00 62.20 21.30 10.00

2006 SENAMHI 111.80 92.80 68.90 33.50 0.00

2007 SENAMHI 51.40 84.50 78.20 46.80 4.60

2008 SENAMHI 93.30 79.30 79.20 6.70 7.10

2009 SENAMHI 167.00 110.70 67.10 10.90 6.30

2010 SENAMHI 194.00 127.40 104.10 12.70 2.70

TAMBOBAMBA


2001 SENAMHI 296.0 283.0 171.0 36.0 12.0

2002 SENAMHI 159.0 264.0 209.0 80.0 17.0

2003 SENAMHI 210.0 117.0 138.0 67.0 13.0

2004 SENAMHI 211.0 240.0 67.0 41.0 17.0

2005 SENAMHI 137.0 183.0 151.0 0.0 0.0

2006 SENAMHI 194.0 161.0 152.0 91.0 0.0

2007 SENAMHI 138.0 157.0 207.0 27.0 0.0

2008 SENAMHI 192.0 131.0 72.0 28.0 4.0

2009 SENAMHI 164.0 162.0 79.0 31.0 4.0

2010 SENAMHI 218.0 150.0 103.0 24.0 33.0

CAICAY


2001 SENAMHI 236.0 143.9 147.6 28.3 15.2

2002 SENAMHI 79.4 184.0 94.5 20.9 5.0

2003 SENAMHI 156.0 153.3 178.4 70.4 2.0

2004 SENAMHI 119.0 101.7 69.3 18.7 2.0

2005 SENAMHI 68.6 130.0 88.3 29.5 3.7

2006 SENAMHI 182.9 84.6 103.2 51.4 0.0

2007 SENAMHI 131.7 135.8 163.2 35.7 3.8

2008 SENAMHI 131.7 135.8 163.2 35.7 3.8

2009 SENAMHI 117.0 83.2 62.6 34.1 5.0

2010 SENAMHI 199.0 78.4 79.2 0.0 12.7

JUNIO JULIO AGOSTO SEPTIEMBRE OCTUBRE NOVIEMBRE

-78.215999952 -65.237510291 -68.359019833 -44.880509489 -31.002029373 0.1764797747-66.132010109 -72.4535 -64.175009835 -70.296499939 -34.718000344 -43.539509823-61.190020069 -64.911509936 -57.833010014 -23.354559848 -31.976010076 24.402439001

-66.048 -63.069499952 -65.491 -57.612500155 -16.634030029 10.344441051-57.006000042 -62.4275 -51.848999973 -38.570509689 -16.192069955 49.686420279

-59.364 -50.085509775 -58.807 -43.328510026 2.4499804527 14.728489468-55.322000012 -55.143499976 -54.864999976 -52.986499952 29.591969549 3.4704595076

-52.68 -46.201499893 -52.123 -40.744499976 -19.366010026 75.412429461-49.338 -49.0595 -43.081000012 -46.102499964 14.575989849 -1.3455209868

JUNIO JULIO AGOSTO SEPTIEMBRE OCTUBRE NOVIEMBRE

3.00 19.00 12.00 8.00 76.00 78.00

0.00 23.00 14.00 54.00 59.00 97.00

7.00 0.00 2.00 13.00 50.00 51.00

9.00 6.00 11.00 59.00 44.00 66.00

0.00 0.00 3.00 2.00 65.00 88.00

9.00 0.00 7.00 4.00 70.00 89.00

0.00 3.00 0.00 3.00 44.00 88.00

0.00 12.00 0.00 8.00 14.00 262.00

0.00 0.00 11.00 4.00 51.00 33.00

0.00 0.00 5.70 2.40 62.80 46.60

JUNIO JULIO AGOSTO SEPTIEMBRE OCTUBRE NOVIEMBRE1.90 19.20 29.30 20.10 82.10 113.30

11.50 53.00 23.80 32.60 72.70 47.205.80 2.00 24.20 6.80 18.80 23.109.30 26.70 26.90 28.90 43.90 51.700.00 4.70 4.80 8.60 32.70 47.402.40 0.00 24.80 7.10 70.60 63.500.40 8.70 12.00 7.70 37.10 39.10

19.60 4.40 18.20 18.60 62.90 45.500.00 20.00 3.40 7.70 7.80 133.70

10.10 12.50 0.30 11.50 74.90 39.60

JUNIO JULIO AGOSTO SEPTIEMBRE OCTUBRE NOVIEMBRE-30.67 -47.85 -37.63 -10.71 23.60 -7.28-14.96 3.66 2.87 59.79 144.11 91.2236.84 36.36 41.28 85.49 77.21 75.2377.85 93.66 108.58 128.60 109.91 125.83

124.05 127.97 134.48 170.40 214.62 211.34177.85 174.97 188.09 214.81 212.62 259.64218.34 218.06 225.18 232.29 271.31 242.73265.06 268.98 272.90 276.81 324.73 297.05312.07 319.48 319.90 328.82 361.23 403.75359.07 362.99 370.01 394.52 410.34 474.36


3.80 44.40 2.00 9.30 37.20 88.40

5.90 0.00 22.10 3.00 23.80 22.30

15.40 8.90 5.30 25.80 28.90 40.10

0.00 1.00 3.70 2.70 12.60 46.60

30.00 0.00 12.70 4.00 38.70 67.20

0.00 1.30 0.00 3.00 30.60 67.20

3.60 0.20 3.20 8.00 43.90 57.90

0.00 2.10 0.00 18.20 5.80 113.60

1.10 1.40 9.80 1.60 60.50 25.00


4.90 62.80 1.80 2.50 63.60 53.00

8.40 1.20 18.00 1.00 16.80 47.20

30.60 21.50 10.30 5.90 35.80 38.90

0.00 1.60 1.90 11.70 10.90 50.50

1.90 0.00 4.00 9.60 50.10 58.30

0.00 1.90 0.10 0.00 54.00 63.70

2.80 0.60 3.10 3.90 35.50 92.20

0.10 2.70 1.60 8.90 4.60 128.40

0.00 2.50 7.70 5.50 42.00 23.90


3.0 13.0 1.0 39.0 112.0 68.0

1.0 0.0 22.0 25.0 33.0 50.0

1.0 14.0 14.0 56.0 56.0 54.0

0.0 1.0 6.0 4.0 99.0 61.0

8.0 0.0 0.0 0.0 52.0 106.0

0.0 5.0 0.0 0.0 35.0 117.0

1.0 0.0 2.0 22.0 61.0 83.0

0.0 1.0 8.0 16.0 99.0 220.0

0.0 0.0 0.0 1.0 37.0 52.0


0.0 25.4 0.0 15.2 28.2 48.7

6.0 0.0 16.8 9.7 7.0 18.5

31.7 18.9 10.8 9.7 26.0 60.0

0.0 5.0 11.4 24.0 43.5 86.8

8.0 4.0 8.0 6.0 72.3 78.8

0.0 9.0 1.4 0.0 37.0 72.3

0.0 9.0 1.4 0.0 37.0 72.3

0.0 3.3 2.0 6.0 4.0 76.5

0.0 1.6 7.0 8.0 51.2 22.8

DICIEMBRE

56.654939924 0.58 PRECIPITACION ANNUAL CORREGIDA

54.138959978 -165.71 Año SICUANIPOMACANCHICOLQUEPATACAPACHICA PISAC

30.680958566 -46.41 2001 0.58 976.00 1069.20 271.32 741.89978

135.623 -42.51 2002 -165.71 917.00 890.20 866.57 698.6997

41.264949877 22.30 2003 -46.41 744.00 727.70 1259.22 523.99983

20.306950886 -47.60 2004 -42.51 885.00 701.50 1710.17 565.09977

96.348940048 44.11 2005 22.30 618.00 506.80 2247.31 417.29975

71.590911094 29.61 2006 -47.60 894.00 644.90 2760.86 658.19989

77.432920273 78.81 2007 44.11 830.00 679.90 2800.20 511.19985

2008 29.61 710.00 761.40 3844.66 610.79983

2009 78.81 746.00 684.30 4360.41 501.09983

2010 1115.5 669.20 820.00 5045.05 854.59985

DICIEMBRE Pm 98.87 798.92 748.59 2516.58 608.29

183.00 976.00 ALTITUD 3574 3700 3650 3828 2950

109.00 917.00 Alt.media 3374 msnm

98.00 744.00

152.00 885.00

90.00 618.00 Pm(anual) 860.21 mm133.00 894.00

87.00 830.00

93.00 710.00

140.00 746.00

125.10 669.20

DICIEMBRE95.30 1,069.20

139.80 890.20

140.40 727.70

107.90 701.50

68.40 506.80

116.50 644.90

135.40 679.90

158.00 761.40

109.40 684.30

145.80 820.00

DICIEMBRE66.04 271.32

117.54 866.57

188.34 1,259.22

190.05 1,710.17

248.95 2,247.31

260.06 2,760.86

303.54 2,800.20

461.46 3,844.66

408.07 4,360.41

487.97 5,045.05


122.30 698.70

115.10 524.00

89.50 565.10

56.10 417.30

111.40 658.20

79.20 511.20

128.10 610.80

106.80 501.10

194.80 854.60


135.50 702.40

94.60 499.90

77.90 524.00

82.60 398.10

88.20 519.10

74.80 460.00

118.40 522.10

70.60 578.90

110.70 633.20

DICIEMBRE70.0 1,080.00

148.0 1,113.00

194.0 870.00

248.0 1,019.00

148.0 790.00

127.0 891.00

161.0 847.00

211.0 807.00

182.0 966.00

175.0 793.00


92.6 593.90

150.6 768.70

59.9 527.70

182.9 673.70

66.8 666.00

51.3 641.20

51.3 641.20

73.0 466.70

131.2 591.10

PRECIPITACION ANNUAL CORREGIDA

URUBAMBATAMBOBAMBACAICAY

609.60 1080.00 910.60

702.40 1113.00 593.90

499.90 870.00 768.70

524.00 1019.00 527.70

398.10 790.00 673.70

519.10 891.00 666.00

460.00 847.00 641.20

522.10 807.00 641.20

578.90 966.00 466.70

633.20 793.00 591.10

544.73 917.60 648.08

2863 3275 3150

220.00 1 159.40 94.70

160.00 2 126.00 118.10

165.00 3 96.90 73.40

40.00 4 123.50 87.60

12.00 5 48.40 97.00

3.00 6 111.80 92.80

19.00 7 51.40 84.50

12.00 8 93.30 79.30

8.00 9 167.00 110.70

76.00 10 194.00 127.40

78.00 11183.00 12113.00 13220.00 14158.00 1559.00 1611.00 17

0.00 18 t p t p t p t

23.00 19 1.0 220.0 21.0 54.0 41.0 23.0 61.014.00 20 2.0 160.0 22.0 59.0 42.0 9.0 62.054.00 21 3.0 165.0 23.0 97.0 43.0 6.0 63.059.00 22 4.0 40.0 24.0 109.0 44.0 11.0 64.097.00 23 5.0 12.0 25.0 151.0 45.0 59.0 65.0

109.00 24 6.0 3.0 26.0 147.0 46.0 44.0 66.0151.00 25 7.0 19.0 27.0 135.0 47.0 66.0 67.0147.00 26 8.0 12.0 28.0 75.0 48.0 152.0 68.0135.00 27 9.0 8.0 29.0 15.0 49.0 75.0 69.075.00 28 10.0 76.0 30.0 7.0 50.0 116.0 70.015.00 29 11.0 78.0 31.0 0.0 51.0 114.0 71.07.00 30 12.0 183.0 32.0 2.0 52.0 63.0 72.00.00 31 13.0 113.0 33.0 13.0 53.0 2.0 73.02.00 32 14.0 220.0 34.0 50.0 54.0 0.0 74.0

13.00 33 15.0 158.0 35.0 51.0 55.0 0.0 75.050.00 34 16.0 59.0 36.0 98.0 56.0 3.0 76.051.00 35 17.0 11.0 37.0 241.0 57.0 2.0 77.098.00 36 18.0 0.0 38.0 162.0 58.0 65.0 78.0

241.00 37 19.0 23.0 39.0 70.0 59.0 88.0 79.0162.00 38 20.0 14.0 40.0 42.0 60.0 90.0 80.070.00 3942.00 4023.00 419.00 426.00 43 193.50 137.40

11.00 44 87.10 162.80

59.00 45 108.90 102.70

44.00 46 143.00 102.70

66.00 47 125.80 72.40

152.00 48 162.80 79.40

75.00 49 89.40 63.90

116.00 50 138.70 154.70

114.00 51 92.20 85.70

63.00 52 263.90 112.50

2.00 530.00 540.00 553.00 562.00 57

65.00 5888.00 5990.00 60

140.00 61215.00 6296.00 63

130.00 641.00 659.00 660.00 677.00 684.00 69

70.00 7089.00 71

133.00 72155.00 73163.00 74208.00 7568.00 7611.00 770.00 783.00 790.00 803.00 81

44.00 8288.00 8387.00 84

120.00 8594.00 8664.00 8738.00 885.00 890.00 90

12.00 910.00 928.00 93

14.00 94

262.00 95

93.00 96278.00 9773.00 98

101.00 9954.00 1001.00 1010.00 1020.00 103

11.00 1044.00 105

51.00 10633.00 107

140.00 108161.60 10995.80 110

113.10 11153.50 1122.60 1130.00 1140.00 1155.70 1162.40 117

62.80 11846.60 119

125.10 120

102.20 7.20 8.40 0.00 16.90 11.60 8.60 73.30 61.80

78.30 50.10 5.80 4.90 62.80 1.80 2.50 63.60 53.00

109.50 28.60 4.30 8.40 1.20 18.00 1.00 16.80 47.20

75.30 15.20 1.50 30.60 21.50 10.30 5.90 35.80 38.90

62.20 21.30 10.00 0.00 1.60 1.90 11.70 10.90 50.50

68.90 33.50 0.00 1.90 0.00 4.00 9.60 50.10 58.30

78.20 46.80 4.60 0.00 1.90 0.10 0.00 54.00 63.70

79.20 6.70 7.10 2.80 0.60 3.10 3.90 35.50 92.20

67.10 10.90 6.30 0.10 2.70 1.60 8.90 4.60 128.40

104.10 12.70 2.70 0.00 2.50 7.70 5.50 42.00 23.90

P t p t p

140.0 81.0 3.0 101.0 1.0215.0 82.0 44.0 102.0 0.096.0 83.0 88.0 103.0 0.0

130.0 84.0 87.0 104.0 11.01.0 85.0 120.0 105.0 4.09.0 86.0 94.0 106.0 51.00.0 87.0 64.0 107.0 33.07.0 88.0 38.0 108.0 140.04.0 89.0 5.0 109.0 161.6

70.0 90.0 0.0 110.0 95.889.0 91.0 12.0 111.0 113.1

133.0 92.0 0.0 112.0 53.5155.0 93.0 8.0 113.0 2.6163.0 94.0 14.0 114.0 0.0208.0 95.0 262.0 115.0 0.068.0 96.0 93.0 116.0 5.711.0 97.0 278.0 117.0 2.40.0 98.0 73.0 118.0 62.83.0 99.0 101.0 119.0 46.60.0 100.0 54.0 120.0 125.1

146.70 18.30 9.70 0.00 18.60 4.30 5.80 45.80 69.30

103.20 33.80 4.40 3.80 44.40 2.00 9.30 37.20 88.40

85.50 32.30 2.40 5.90 0.00 22.10 3.00 23.80 22.30

91.00 13.20 1.30 15.40 8.90 5.30 25.80 28.90 40.10

67.70 28.70 0.00 0.00 1.00 3.70 2.70 12.60 46.60

119.20 32.80 0.00 30.00 0.00 12.70 4.00 38.70 67.20

129.40 39.80 7.40 0.00 1.30 0.00 3.00 30.60 67.20

58.60 8.10 5.80 3.60 0.20 3.20 8.00 43.90 57.90

63.50 13.20 0.00 0.00 2.10 0.00 18.20 5.80 113.60

174.80 3.60 5.60 1.10 1.40 9.80 1.60 60.50 25.00

65.50

135.50

94.60

77.90

82.60 ESTACION

88.20 CAPACHICA

74.80

2001

ENERO 216.10 220.00 269.70 213.70118.40 FEBRERO 158.30 160.00 168.10 176.90

70.60 MARZO 176.10 165.00 157.50 219.40110.70 ABRIL 56.30 40.00 80.30 75.40

MAYO 25.90 12.00 32.40 9.00JUNIO 1.20 3.00 1.90 33.30JULIO 13.90 19.00 19.20 12.20

AGOSTO 10.50 12.00 29.30 18.50SEPTIEMBRE 33.70 8.00 20.10 41.50

OCTUBRE 47.30 76.00 82.10 71.90NOVIEMBRE 78.20 78.00 113.30 37.10

DICIEMBRE 134.40 183.00 95.30 106.50

2002

ENERO 153.90 113.00 121.50 105.30FEBRERO 204.90 220.00 161.40 225.10MARZO 146.70 158.00 144.10 168.60ABRIL 126.50 59.00 76.30 94.90MAYO 32.90 11.00 6.30 12.00JUNIO 0.00 0.00 11.50 2.00JULIO 26.10 23.00 53.00 16.70


OCTUBRE 68.20 59.00 72.70 145.40NOVIEMBRE 99.80 97.00 47.20 88.60DICIEMBRE 141.90 109.00 139.80 111.00

2003




92.50

2004

ENERO 162.90 241.00 177.90 205.60122.30 FEBRERO 191.00 162.00 122.90 182.90115.10 MARZO 80.40 70.00 80.20 105.60

SICUANI

POMACANCHI

COLQUEPATA

89.50

2004

ABRIL 47.00 42.00 13.50 48.9056.10 MAYO 7.60 23.00 11.70 6.20

111.40 JUNIO 8.20 9.00 9.30 0.8079.20 JULIO 4.20 6.00 26.70 12.70

128.10 AGOSTO 11.00 11.00 26.90 23.70106.80 SEPTIEMBRE 45.20 59.00 28.90 39.80194.80 OCTUBRE 36.30 44.00 43.90 17.20

NOVIEMBRE 92.40 66.00 51.70 29.20DICIEMBRE 98.40 152.00 107.90 89.50

2005




2006




2007




2008

ENERO 134.60 120.00 152.10 208.60FEBRERO 126.60 94.00 151.60 77.60MARZO 127.20 64.00 77.10 124.90

2008

ABRIL 21.90 38.00 36.60 0.00

MAYO 7.00 5.00 16.80 0.00

JUNIO 0.70 0.00 19.60 0.00JULIO 0.60 12.00 4.40 0.00

AGOSTO 0.60 0.00 18.20 0.00

SEPTIEMBRE 2.20 8.00 18.60 0.00OCTUBRE 84.50 14.00 62.90 44.00

NOVIEMBRE 58.10 262.00 45.50 12.40DICIEMBRE 150.70 93.00 158.00 172.90

2009




2010




0 20 40 60 80 100 120 1400

50

100

150

200

250

300

350

estacion

Axis Title

Axis

Title

0 20 40 60 80 100 120 1400

50

100

150

200

250

300

350

estacion

Axis Title

Axis

Title

ESTACION ESTACION

PISAC URUBAMBA TAMBO CAICAY SICUANI

193.50 159.40 296.0 236.0

137.40 94.70 283.0 143.9

146.70 102.20 171.0 147.6

18.30 7.20 36.0 28.3

9.70 8.40 12.0 15.2

0.00 0.00 23.0 40.4

18.60 16.90 14.0 18.6

4.30 11.60 6.0 21.8

5.80 8.60 10.0 18.0

45.80 73.30 72.0 91.4

69.30 61.80 87.0 69.0

92.50 65.50 70.0 80.4 951.90 976.00 1,069.20 1,015.40

87.10 126.00 159.0 79.4

162.80 118.10 264.0 184.0

103.20 78.30 209.0 94.5

33.80 50.10 80.0 20.9

4.40 5.80 17.0 5.0

3.80 4.90 3.0 0.0

44.40 62.80 13.0 25.4

2.00 1.80 1.0 0.0

9.30 2.50 39.0 15.2

37.20 63.60 112.0 28.2

88.40 53.00 68.0 48.7

122.30 135.50 148.0 92.6 1,037.80 917.00 890.20 1,046.60108.90 96.90 210.0 156.0

102.70 73.40 117.0 153.3

85.50 109.50 138.0 178.4

32.30 28.60 67.0 70.4

2.40 4.30 13.0 2.0

5.90 8.40 1.0 6.0

0.00 1.20 0.0 0.0

22.10 18.00 22.0 16.8

3.00 1.00 25.0 9.7

23.80 16.80 33.0 7.0

22.30 47.20 50.0 18.5

115.10 94.60 194.0 150.6 705.40 744.00 727.70 875.20143.00 123.50 211.0 119.0

102.70 87.60 240.0 101.7

91.00 75.30 67.0 69.3

POMACANCHI

COLQUEPATA

CAPACHICA

13.20 15.20 41.0 18.7

1.30 1.50 17.0 2.0

15.40 30.60 1.0 31.7

8.90 21.50 14.0 18.9

5.30 10.30 14.0 10.8

25.80 5.90 56.0 9.7

28.90 35.80 56.0 26.0

40.10 38.90 54.0 60.0

89.50 77.90 248.0 59.9 784.60 885.00 701.50 762.10125.80 48.40 137.0 68.6

72.40 97.00 183.0 130.0

67.70 62.20 151.0 88.3

28.70 21.30 0.0 29.5

0.00 10.00 0.0 3.7

0.00 0.00 0.0 0.0

1.00 1.60 1.0 5.0

3.70 1.90 6.0 11.4

2.70 11.70 4.0 24.0

12.60 10.90 99.0 43.5

46.60 50.50 61.0 86.8

56.10 82.60 148.0 182.9 633.80 618.00 506.80 735.20162.80 111.80 194.0 182.9

79.40 92.80 161.0 84.6

119.20 68.90 152.0 103.2

32.80 33.50 91.0 51.4

0.00 0.00 0.0 0.0

30.00 1.90 8.0 8.0

0.00 0.00 0.0 4.0

12.70 4.00 0.0 8.0

4.00 9.60 0.0 6.0

38.70 50.10 52.0 72.3

67.20 58.30 106.0 78.8

111.40 88.20 127.0 66.8 773.10 894.00 644.90 684.7089.40 51.40 138.0 131.7

63.90 84.50 157.0 135.8

129.40 78.20 207.0 163.2

39.80 46.80 27.0 35.7

7.40 4.60 0.0 3.8

0.00 0.00 0.0 0.0

1.30 1.90 5.0 9.0

0.00 0.10 0.0 1.4

3.00 0.00 0.0 0.0

30.60 54.00 35.0 37.0

67.20 63.70 117.0 72.3

79.20 74.80 161.0 51.3 663.10 830.00 679.90 587.70138.70 93.30 192.0 131.7

154.70 79.30 131.0 135.8

58.60 79.20 72.0 163.2

8.10 6.7028.0 35.7

5.80 7.104.0 3.8

3.60 2.801.0 0.0

0.20 0.60 0.0 9.0

3.20 3.10 2.0 1.4

8.00 3.9022.0 0.0

43.90 35.50 61.0 37.0

57.90 92.20 83.0 72.3

128.10 118.40 211.0 51.3 714.70 710.00 761.40 640.4092.20 167.00 164.0 117.0

85.70 110.70 162.0 83.2

63.50 67.10 79.0 62.6

13.20 10.90 31.0 34.1

0.00 6.30 4.0 5.0

0.00 0.10 0.0 0.0

2.10 2.70 1.0 3.3

0.00 1.60 8.0 2.0

18.20 8.90 16.0 6.0

5.80 4.60 99.0 4.0

113.60 128.40 220.0 76.5

106.80 70.60 182.0 73.0 660.10 746.00 684.30 592.10263.90 194.00 218.0 199.0

112.50 127.40 150.0 78.4

174.80 104.10 103.0 79.2

3.60 12.70 24.0 0.0

5.60 2.70 33.0 12.7

1.10 0.00 0.0 0.0

1.40 2.50 0.0 1.6

9.80 7.70 0.0 7.0

1.60 5.50 1.0 8.0

60.50 42.00 37.0 51.2

25.00 23.90 52.0 22.8

194.80 110.70 175.0 131.2 669.20 669.20 820.00 712.70

0 20 40 60 80 100 120 1400

50

100

150

200

250

300

350

estacion

Axis Title

Axis

Title

0 20 40 60 80 100 120 1400

50

100

150

200

250

300

350

estacion

Axis Title

Axis

Title

ESTACION ESTACION(Registros anuales)

PISAC TAMBO CAICAY SICUANI COLQUEPATA

2001 951.90 976.00 1069.202002 1037.80 917.00 890.202003 705.40 744.00 727.702004 784.60 885.00 701.502005 633.80 618.00 506.802006 773.10 894.00 644.902007 663.10 830.00 679.902008 714.70 710.00 761.402009 660.10 746.00 684.302010 669.20 669.20 820.00

741.90 609.60 1,080.00 910.60

698.70 702.40 1,113.00 593.90

524.00 499.90 870.00 768.70

URUBAMBA

POMACANCHI

0.00 1000.00 2000.00 3000.00 4000.00 5000.00 6000.00 7000.00 8000.000.00

1000.00

2000.00

3000.00

4000.00

5000.00

6000.00

7000.00

8000.00

9000.00

10000.00

Promedio Acumulado

Acum

ulad

o po

r Est

ació

n

565.10 524.00 1,019.00 527.70

417.30 398.10 790.00 673.70

658.20 519.10 891.00 666.00

511.20 460.00 847.00 641.20

0.00 1000.00 2000.00 3000.00 4000.00 5000.00 6000.00 7000.00 8000.000.00

1000.00

2000.00

3000.00

4000.00

5000.00

6000.00

7000.00

8000.00

9000.00

10000.00

Promedio Acumulado

Acum

ulad

o po

r Est

ació

n

0.00 2000.00 4000.00 6000.00 8000.000.00

1000.00

2000.00

3000.00

4000.00

5000.00

6000.00

7000.00

R² = 0.994939979019843

Chart Title

PisacLinear (Pisac)

0.00 2000.00 4000.00 6000.00 8000.000.00

1000.00

2000.00

3000.00

4000.00

5000.00

6000.00

7000.00

8000.00

9000.00

R² = 0.99899119408051

Chart Title

PomacanchiLinear (Pomacanchi)

TANTA

234.03 450.00

830.77 1744.00

610.80 522.10 807.00 641.20 1367.42 2919.50

1779.12 3767.60

2178.45 4794.50

2614.71 5719.40

3197.68 6632.90

3795.15 8093.80

4403.00 9488.40

4871.10 10603.90

501.10 578.90 966.00 466.70

854.60 633.20 793.00 591.10

Patron Acum

0.00 2000.00 4000.00 6000.00 8000.000.00

1000.00

2000.00

3000.00

4000.00

5000.00

6000.00

7000.00

R² = 0.994939979019843

Chart Title

PisacLinear (Pisac)

Analisis estacion patronESTACION(Registros anuales) Acumulados

PISAC TAMBO CAICAY SICUANI

1015.40 741.90 609.60 1080.00 910.60 951.90 976.00 1069.20

1046.60 698.70 702.40 1113.00 593.90 1989.70 1893.00 1959.40

875.20 524.00 499.90 870.00 768.70 2695.10 2637.00 2687.10

762.10 565.10 524.00 1019.00 527.70 3479.70 3522.00 3388.60

735.20 417.30 398.10 790.00 673.70 4113.50 4140.00 3895.40

684.70 658.20 519.10 891.00 666.00 4886.60 5034.00 4540.30

587.70 511.20 460.00 847.00 641.20 5549.70 5864.00 5220.20

640.40 610.80 522.10 807.00 641.20 6264.40 6574.00 5981.60

592.10 501.10 578.90 966.00 466.70 6924.50 7320.00 6665.90

712.70 854.60 633.20 793.00 591.10 7593.70 7989.20 7485.90

CAPACHICA

URUBAMBA

POMACANCHI

COLQUEPATA

0.00 1000.00 2000.00 3000.00 4000.00 5000.00 6000.00 7000.00 8000.000.00

1000.00

2000.00

3000.00

4000.00

5000.00

6000.00

7000.00

8000.00

9000.00

10000.00

Promedio Acumulado

Acum

ulad

o po

r Est

ació

n

Analisis de doble Masa

0.00 1000.00 2000.00 3000.00 4000.00 5000.00 6000.00 7000.00 8000.000.00

1000.00

2000.00

3000.00

4000.00

5000.00

6000.00

7000.00

8000.00

9000.00

10000.00

Promedio Acumulado

Acum

ulad

o po

r Est

ació

n

0.00 2000.00 4000.00 6000.00 8000.000.00

1000.00

2000.00

3000.00

4000.00

5000.00

6000.00

R² = 0.996893034671064

Chart Title

UrubambaLinear (Urubamba)

0.00 2000.00 4000.00 6000.00 8000.000.00

1000.00

2000.00

3000.00

4000.00

5000.00

6000.00

7000.00

R² = 0.994939979019843

Chart Title

PisacLinear (Pisac)

0.00 2000.00 4000.00 6000.00 8000.000.00

1000.00

2000.00

3000.00

4000.00

5000.00

6000.00

7000.00

8000.00

9000.00

R² = 0.99899119408051

Chart Title

PomacanchiLinear (Pomacanchi)

0.00 1000.00 2000.00 3000.00 4000.00 5000.00 6000.00 7000.00 8000.000.00

1000.00

2000.00

3000.00

4000.00

5000.00

6000.00

7000.00

8000.00

R² = 0.997277089456514

Chart Title

ColquepataLinear (Colquepata)


VILCA Patron Acum

234.03 374.30 234.03 668.70

830.77 3649.00 830.77 1939.70

1367.42 6025.80 1367.42 3066.90

1779.12 6956.30 1779.12 3914.70

2178.45 7495.80 2178.45 4753.10

2614.71 8484.60 2614.71 5681.40

3197.68 9281.70 3197.68 6657.80

3795.15 10130.80 3795.15 7710.50

4403.00 11036.40 4403.00 8901.80

4871.10 11899.78 4871.10 9763.89

Patron Acum

YAURICOCHA

0.00 2000.00 4000.00 6000.00 8000.000.00

1000.00

2000.00

3000.00

4000.00

5000.00

6000.00

R² = 0.996893034671064

Chart Title


0.00 2000.00 4000.00 6000.00 8000.000.00

1000.00

2000.00

3000.00

4000.00

5000.00

6000.00

7000.00

R² = 0.994939979019843

Chart Title

PisacLinear (Pisac)

Analisis estacion patronAcumulados

PISAC TAMBO CAICAY

1015.40 741.90 609.60 1080.00 910.60 919.32 919.32

2062.00 1440.60 1312.00 2193.00 1504.50 874.95 1794.27

2937.20 1964.60 1811.90 3063.00 2273.20 714.36 2508.64

3699.30 2529.70 2335.90 4082.00 2800.90 721.12 3229.76

4434.50 2947.00 2734.00 4872.00 3474.60 596.61 3826.37

5119.20 3605.20 3253.10 5763.00 4140.60 716.37 4542.75

5706.90 4116.40 3713.10 6610.00 4781.80 652.51 5195.26

6347.30 4727.20 4235.20 7417.00 5423.00 675.95 5871.21

6939.40 5228.30 4814.10 8383.00 5889.70 649.40 6520.61

7652.10 6082.90 5447.30 9176.00 6480.80 717.87 7238.49

CAPACHICA

URUBAMBA

Promedio

Acum Prom.

0.00 1000.00 2000.00 3000.00 4000.00 5000.00 6000.00 7000.00 8000.000.00

1000.00

2000.00

3000.00

4000.00

5000.00

6000.00

7000.00

8000.00

9000.00

10000.00

Promedio Acumulado

Acum

ulad

o po

r Est

ació

n

0.00 2000.00 4000.00 6000.00 8000.000.00

1000.00

2000.00

3000.00

4000.00

5000.00

6000.00

7000.00

R² = 0.997678195598012

Chart Title

CaicayLinear (Caicay)


0.00 1000.00 2000.00 3000.00 4000.00 5000.00 6000.00 7000.00 8000.000.00

1000.00

2000.00

3000.00

4000.00

5000.00

6000.00

7000.00

8000.00

9000.00

10000.00

Promedio Acumulado

Acum

ulad

o po

r Est

ació

n

0.00 2000.00 4000.00 6000.00 8000.000.00

1000.00

2000.00

3000.00

4000.00

5000.00

6000.00

7000.00

8000.00

9000.00

R² = 0.997908086458302

Chart Title

CapachicaLinear (Capachica)

0.00 2000.00 4000.00 6000.00 8000.000.00

1000.00

2000.00

3000.00

4000.00

5000.00

6000.00

R² = 0.996893034671064

Chart Title


0.00 1000.00 2000.00 3000.00 4000.00 5000.00 6000.00 7000.00 8000.000.00

1000.00

2000.00

3000.00

4000.00

5000.00

6000.00

7000.00

8000.00

R² = 0.997277089456514

Chart Title

ColquepataLinear (Colquepata)

0.00

2000.00

4000.00

6000.00

8000.00

10000.000.00

1000.00

2000.00

3000.00

4000.00

5000.00

6000.00

7000.00

8000.00

R² = 0.99948723282873

Chart Title

TambobambaLinear (Tambobamba)

0.00 2000.00 4000.00 6000.00 8000.000.00

1000.00

2000.00

3000.00

4000.00

5000.00

6000.00

7000.00

R² = 0.997678195598012

Chart Title



CARANIA YAUYOS

234.03 184.70 234.03 20.89 234.03

830.77 791.78 830.77 306.02 830.77

1367.42 1289.98 1367.42 534.57 1367.42

1779.12 1568.68 1779.12 741.67 1779.12

2178.45 2378.28 2178.45 938.24 2178.45

2614.71 3059.28 2614.71 1158.94 2614.71

3197.68 3641.88 3197.68 1464.14 3197.68

3795.15 4674.88 3795.15 1868.34 3795.15

4403.00 5566.98 4403.00 2219.11 4403.00

4871.10 6271.48 4871.10 2480.91 4871.10

Patron Acum

Patron Acum

Acum Prom.

0.00 2000.00 4000.00 6000.00 8000.000.00

1000.00

2000.00

3000.00

4000.00

5000.00

6000.00

R² = 0.996893034671064

Chart Title


0.00

2000.00

4000.00

6000.00

8000.00

10000.000.00

1000.00

2000.00

3000.00

4000.00

5000.00

6000.00

7000.00

8000.00

R² = 0.99948723282873

Chart Title


0.00 2000.00 4000.00 6000.00 8000.000.00

1000.00

2000.00

3000.00

4000.00

5000.00

6000.00

7000.00

R² = 0.997678195598012

Chart Title


0.00 2000.00 4000.00 6000.00 8000.000.00

1000.00

2000.00

3000.00

4000.00

5000.00

6000.00

7000.00

8000.00

9000.00

R² = 0.997908086458302

Chart Title

CapachicaLinear (Capachica)

0.00

2000.00

4000.00

6000.00

8000.00

10000.000.00

1000.00

2000.00

3000.00

4000.00

5000.00

6000.00

7000.00

8000.00

R² = 0.99948723282873

Chart Title


0.00 2000.00 4000.00 6000.00 8000.000.00

1000.00

2000.00

3000.00

4000.00

5000.00

6000.00

7000.00

R² = 0.997678195598012

Chart Title


12.50

246.60

500.80

681.00

844.00

1003.80

1471.10

1806.60

2088.10

2368.50

HUANGASCAR

0.00

2000.00

4000.00

6000.00

8000.00

10000.000.00

1000.00

2000.00

3000.00

4000.00

5000.00

6000.00

7000.00

8000.00

R² = 0.99948723282873

Chart Title


216.10 1158.30 2176.10 356.30 425.90 51.20 6

13.90 710.50 833.70 947.30 1078.20 11

134.40 12153.90 13204.90 14146.70 15126.50 1632.90 170.00 18 t p t p t

26.10 19 1.0 216.1 21.0 32.6 41.04.30 20 2.0 158.3 22.0 68.2 42.0

32.60 21 3.0 176.1 23.0 99.8 43.068.20 22 4.0 56.3 24.0 141.9 44.099.80 23 5.0 25.9 25.0 121.7 45.0

141.90 24 6.0 1.2 26.0 130.3 46.0121.70 25 7.0 13.9 27.0 160.7 47.0130.30 26 8.0 10.5 28.0 67.9 48.0160.70 27 9.0 33.7 29.0 18.7 49.067.90 28 10.0 47.3 30.0 6.6 50.018.70 29 11.0 78.2 31.0 0.0 51.06.60 30 12.0 134.4 32.0 8.0 52.00.00 31 13.0 153.9 33.0 1.6 53.08.00 32 14.0 204.9 34.0 36.9 54.01.60 33 15.0 146.7 35.0 27.8 55.0

36.90 34 16.0 126.5 36.0 125.2 56.027.80 35 17.0 32.9 37.0 162.9 57.0

125.20 36 18.0 0.0 38.0 191.0 58.0162.90 37 19.0 26.1 39.0 80.4 59.0191.00 38 20.0 4.3 40.0 47.0 60.080.40 39

47.0040 Tendencia de la Media Tm

7.60 418.20 42 Ordenando en las presipitaciones medidas mensualmente en funcion de tiempo:4.20 43

11.00 4445.20 45

0 20 40 60 80 100 120 1400.00

50.00

100.00

150.00

200.00

250.00

f(x) = − 0.278531405439711 x + 81.0869511958953R² = 0.0259320002477644

Chart Title

Recta de Regrecion Lineal t vs P Linear (Recta de Regrecion Lineal t vs P )Linear (Recta de Regrecion Lineal t vs P )

36.30 4692.40 4798.40 4862.00 49

177.80 50102.10 5168.40 524.50 530.00 542.70 550.00 56 R^2= 0.02597.60 57 R= 0.16093477

48.30 58 N=12075.00 59 Tc= 1.7712877 > Tt=

200.00 60158.10 61 Eliminacion de la tendencia en la media116.60 6298.10 6399.00 64 Yt: Serie sin tendencia en la media3.30 655.70 66 135.3 1 a -0.27850.00 67 77.8 2 b 81.087

10.30 68 95.8 323.30 69 -23.7 445.40 70 -53.8 5

111.00 71 -78.2 6102.30 72 -65.2 7111.20 73 -68.4 891.50 74 -44.9 9

174.20 75 -31.0 1045.30 76 0.2 115.30 77 56.7 12

0.0078 76.4 13

9.00 79 127.7 140.00 80 69.8 15

15.2081 49.9 16 Tendencia de la Desviacion Estandar

60.70 82 -43.5 1772.70 83 -76.1 1878.00 84 -49.7 19 Calculamos la dispersión para cada serie annual:134.60 85 -71.2 20126.60 86 -42.6 21 t Promedio var127.20 87 -6.8 22 1 951.90 5293.1728628856621.90 88 25.1 23 2 1,037.80 4585.650726710787.00 89 67.5 24 3 705.40 3495.25633651546

La tendencia en la media SI es significativa para α=5%

0 20 40 60 80 100 120 1400.00

50.00

100.00

150.00

200.00

250.00

f(x) = − 0.278531405439711 x + 81.0869511958953R² = 0.0259320002477644

Chart Title


0.70 90 47.6 25 4 784.60 3792.27747990090.60 91 56.5 26 5 748.40 4719.218904953810.60 92 87.1 27 6 773.10 3033.70970605412.20 93 -5.4 28 7 663.10 2862.24240253225

84.50 94 -54.3 29 8 714.70 3,753.858.10 95 -66.1 30 9 660.10 2975.12061282072

150.70 96 -72.5 31 10 1374 3186.0643476002291.60 97 -64.2 32

139.30 98 -70.3 33 Con estos datos calculamos la tendencia para la desviacion estandar:87.10 99 -34.7 3437.60 100 -43.5 355.70 101 54.1 360.00 102 92.1 376.20 103 120.5 380.00 104 10.2 39

11.10 105 -22.9 4032.20 106 -62.1 41

126.70 107 -61.2 42122.60 108 -64.9 43161.60 109 -57.8 4495.80 110 -23.4 45

113.10 111 -32.0 4653.50 112 24.4 472.60 113 30.7 480.00 114 -5.4 490.00 115 110.6 505.70 116 35.2 51 R^2= 0.30032.40 117 1.8 52 R= 0.54799635035281

62.80 118 -61.8 53 N=1046.60 119 -66.0 54 Tc= 1.85296289 <

125.10 120 -63.1 5564.24 -65.5 56

60.1656824482858 -57.6 57 -1.6128-16.6 58 69.94110.3 59

135.6 6094.0 6152.8 62 -6234.6 6335.7 64

-59.7 65-57.0 66-62.4 67-51.8 68-38.6 69-16.2 7049.7 71

La tendencia en la desviacion estandar NO es significativa para α=5%

0 2 4 6 8 10 120

10

20

30

40

50

60

70

80

f(x) = − 1.61281233484268 x + 69.9412296189873R² = 0.536303468861793

Chart Title

Sp Vs tLinear (Sp Vs t)

41.3 7250.4 7331.0 74

114.0 75-14.6 76-54.3 77-59.4 78-50.1 79 Promedio de la tablla inicial-58.8 80 Xp= 64.24-43.3 81 S= 60.17

2.4 8214.7 8320.3 8477.2 8569.5 8670.3 87

-34.7 88-49.3 89-55.3 90-55.1 91-54.9 92-53.0 9329.6 94

3.5 9596.3 9637.5 9785.5 9833.6 99

-15.6 100-47.3 101-52.7 102-46.2 103-52.1 104-40.7 105-19.4 10675.4 10771.6 108

110.9 10945.3 11062.9 111

3.6 112-47.0 113-49.3 114-49.1 115-43.1 116-46.1 11714.6 118

-1.3 11977.4 120

p t P t p t p7.6 61.0 158.1 81.0 15.2 101.0 5.78.2 62.0 116.6 82.0 60.7 102.0 0.04.2 63.0 98.1 83.0 72.7 103.0 6.2

11.0 64.0 99.0 84.0 78.0 104.0 0.045.2 65.0 3.3 85.0 134.6 105.0 11.136.3 66.0 5.7 86.0 126.6 106.0 32.292.4 67.0 0.0 87.0 127.2 107.0 126.798.4 68.0 10.3 88.0 21.9 108.0 122.662.0 69.0 23.3 89.0 7.0 109.0 161.6

177.8 70.0 45.4 90.0 0.7 110.0 95.8102.1 71.0 111.0 91.0 0.6 111.0 113.168.4 72.0 102.3 92.0 0.6 112.0 53.54.5 73.0 111.2 93.0 2.2 113.0 2.60.0 74.0 91.5 94.0 84.5 114.0 0.02.7 75.0 174.2 95.0 58.1 115.0 0.00.0 76.0 45.3 96.0 150.7 116.0 5.77.6 77.0 5.3 97.0 91.6 117.0 2.4

48.3 78.0 0.0 98.0 139.3 118.0 62.875.0 79.0 9.0 99.0 87.1 119.0 46.6

200.0 80.0 0.0 100.0 37.6 120.0 125.1

Tendencia de la Media TmOrdenando en las presipitaciones medidas mensualmente en funcion de tiempo:

0 20 40 60 80 100 120 1400.00

50.00

100.00

150.00

200.00

250.00

f(x) = − 0.278531405439711 x + 81.0869511958953R² = 0.0259320002477644

Chart Title


tabla Y1.66 t p t p t p

1.0 135.3 21.0 -42.6 41.0 -62.12.0 77.8 22.0 -6.8 42.0 -61.23.0 95.8 23.0 25.1 43.0 -64.94.0 -23.7 24.0 67.5 44.0 -57.8

Yt=Xt-Tmt 5.0 -53.8 25.0 47.6 45.0 -23.46.0 -78.2 26.0 56.5 46.0 -32.07.0 -65.2 27.0 87.1 47.0 24.48.0 -68.4 28.0 -5.4 48.0 30.79.0 -44.9 29.0 -54.3 49.0 -5.4

10.0 -31.0 30.0 -66.1 50.0 110.611.0 0.2 31.0 -72.5 51.0 35.212.0 56.7 32.0 -64.2 52.0 1.813.0 76.4 33.0 -70.3 53.0 -61.814.0 127.7 34.0 -34.7 54.0 -66.015.0 69.8 35.0 -43.5 55.0 -63.116.0 49.9 36.0 54.1 56.0 -65.517.0 -43.5 37.0 92.1 57.0 -57.618.0 -76.1 38.0 120.5 58.0 -16.6

19.0 -49.7 39.0 10.2 59.0 10.3

20.0 -71.2 40.0 -22.9 60.0 135.6

Tendencia de la Desviacion Estandar

Calculamos la dispersión para cada serie annual:

Sp72.7541948167.7174329659.12069296

0 20 40 60 80 100 120 1400.00

50.00

100.00

150.00

200.00

250.00

f(x) = − 0.278531405439711 x + 81.0869511958953R² = 0.0259320002477644

Chart Title


61.5814702668.6965712855.07912223

53.49992961.2683048854.5446662256.44523317

Con estos datos calculamos la tendencia para la desviacion estandar:

tabla ZTt= 1.86 t p t p t

1.0 2.0 21.0 -1.2 41.02.0 1.2 22.0 -0.2 42.03.0 1.5 23.0 0.8 43.04.0 -0.4 24.0 2.2 44.05.0 -0.9 25.0 1.6 45.06.0 -1.3 26.0 2.0 46.07.0 -1.1 27.0 3.3 47.0

3.8162 8.0 -1.2 28.0 -0.2 48.09.0 -0.8 29.0 -2.3 49.0

10.0 -0.6 30.0 -3.1 50.011.0 0.0 31.0 -3.6 51.012.0 1.1 32.0 -3.5 52.013.0 1.6 33.0 -4.2 53.014.0 2.7 34.0 -2.3 54.015.0 1.5 35.0 -3.2 55.016.0 1.1 36.0 4.6 56.017.0 -1.0 37.0 9.0 57.0


0 2 4 6 8 10 120

10

20

30

40

50

60

70

80

f(x) = − 1.61281233484268 x + 69.9412296189873R² = 0.536303468861793

Chart Title


18.0 -1.9 38.0 13.9 58.019.0 -1.3 39.0 1.4 59.020.0 -1.9 40.0 -4.2 60.0

t p t p t p1.0 183.4 21.0 -6.9 41.0 -914.32.0 134.4 22.0 52.4 42.0 -1,606.63.0 152.8 23.0 110.2 43.0 -6,548.44.0 41.8 24.0 194.3 44.0 3,468.25.0 11.9 25.0 160.9 45.0 597.56.0 -13.9 26.0 185.5 46.0 517.17.0 -2.7 27.0 262.8 47.0 -186.38.0 -7.9 28.0 51.2 48.0 -182.89.0 15.5 29.0 -76.8 49.0 100.3

10.0 29.6 30.0 -120.3 50.0 -557.911.0 64.4 31.0 -154.3 51.0 -107.912.0 131.6 32.0 -146.4 52.0 56.513.0 158.1 33.0 -188.7 53.0 303.614.0 226.5 34.0 -74.0 54.0 295.915.0 156.0 35.0 -129.9 55.0 266.516.0 132.2 36.0 338.4 56.0 257.617.0 2.8 37.0 604.0 57.0 221.918.0 -47.6 38.0 901.9 58.0 106.619.0 -11.8 39.0 151.2 59.0 39.620.0 -49.5 40.0 -190.1 60.0 -239.9

1 183.42 134.43 152.84 41.85 11.96 -13.97 -2.78 -7.99 15.5

10 29.611 64.412 131.613 158.114 226.515 156.016 132.2

17 2.818 -47.619 -11.820 -49.521 -6.922 52.423 110.2 1 135.2914 135.291390552461 77.7699524 194.3 2 77.76995 76.4334302759767 127.711925 160.9 3 95.84838 47.5754093070627 56.4539226 185.5 4 -23.67306 92.117390601635 120.495927 262.8 5 -53.7945 -5.44053944337364 110.63828 51.2 6 -78.216 94.0013909547925 52.7799729 -76.8 7 -65.23751 50.443450709939 31.0219230 -120.3 8 -68.35902 77.1854097302557 69.4639531 -154.3 9 -44.88051 37.5274592095614 85.5059532 -146.4 10 -31.00203 110.869371650338 45.3479533 -188.7 11 0.1764834 -74.0 12 56.6549435 -129.9 13 76.4334336 338.4 14 127.711937 604.0 15 69.7904338 901.9 16 49.8689539 151.2 17 -43.452540 -190.1 18 -76.074

-914.3 19 -49.69553-1606.609 20 -71.217-6548.438 21 -42.63851

3468.23 22 -6.76002597.4969 23 25.11848517.1428 24 67.49695

-186.2828 25 47.57541-182.7657 26 56.45392100.2612 27 87.13239

-557.9353 28 -5.38901-107.8611 29 -54.3105256.48002 30 -66.13201303.6474 31 -72.4535295.9429 32 -64.17501266.4753 33 -70.2965257.6177 34 -34.718221.8764 35 -43.53951

106.64 36 54.1389639.55208 37 92.11739

-239.9298 38 120.4959-134.6284 39 10.17448-41.43036 40 -22.94703-1.426789 41 -62.0685-0.375202 42 -61.19002

167.1552 43 -64.91151158.1933 44 -57.83301162.7754 45 -23.35456142.7552 46 -31.97601120.3678 47 24.4024486.91551 48 30.68096

-2.839921 49 -5.44053910.4744 50 110.638

0.734049 51 35.2164726.45805 52 1.79498

-70.20265 53 -61.826580.94978 54 -66.048124.5101 55 -63.0695128.1785 56 -65.491116.6704 57 -57.6125124.1204 58 -16.63403

59 10.3444460 135.62361 94.0013962 52.7799763 34.5584464 35.7369565 -59.6845166 -57.00667 -62.427568 -51.84969 -38.5705170 -16.1920771 49.6864272 41.2649573 50.4434574 31.0219275 114.000576 -14.6210777 -54.3425178 -59.36479 -50.0855180 -58.80781 -43.3285182 2.4499883 14.7284984 20.3069585 77.1854186 69.4639587 70.3424488 -34.6790189 -49.300590 -55.322

91 -55.143592 -54.86593 -52.986594 29.5919795 3.4704696 96.3489497 37.5274698 85.5059599 33.58443

100 -15.63705101 -47.2585102 -52.68103 -46.2015104 -52.123105 -40.7445106 -19.36601107 75.41243108 71.59091109 110.8694110 45.34795111 62.92645112 3.604971113 -47.01651114 -49.338115 -49.0595116 -43.081117 -46.1025118 14.57599119 -1.345521120 77.43292

0 20 40 60 80 100 120 1400.00

50.00

100.00

150.00

200.00

250.00

f(x) = − 0.278531405439711 x + 81.0869511958953R² = 0.0259320002477644

Chart Title


t P t p t p61.0 94.0 81.0 -43.3 101.0 -47.362.0 52.8 82.0 2.4 102.0 -52.763.0 34.6 83.0 14.7 103.0 -46.264.0 35.7 84.0 20.3 104.0 -52.165.0 -59.7 85.0 77.2 105.0 -40.766.0 -57.0 86.0 69.5 106.0 -19.467.0 -62.4 87.0 70.3 107.0 75.468.0 -51.8 88.0 -34.7 108.0 71.669.0 -38.6 89.0 -49.3 109.0 110.970.0 -16.2 90.0 -55.3 110.0 45.371.0 49.7 91.0 -55.1 111.0 62.972.0 41.3 92.0 -54.9 112.0 3.673.0 50.4 93.0 -53.0 113.0 -47.074.0 31.0 94.0 29.6 114.0 -49.375.0 114.0 95.0 3.5 115.0 -49.176.0 -14.6 96.0 96.3 116.0 -43.177.0 -54.3 97.0 37.5 117.0 -46.178.0 -59.4 98.0 85.5 118.0 14.6

79.0 -50.1 99.0 33.6 119.0 -1.3

80.0 -58.8 100.0 -15.6 120.0 77.4

0 20 40 60 80 100 120 1400.00

50.00

100.00

150.00

200.00

250.00

f(x) = − 0.278531405439711 x + 81.0869511958953R² = 0.0259320002477644

Chart Title


p t P t p t p-16.3 61.0 -3.3 81.0 0.7 101.0 0.5-27.8 62.0 -1.8 82.0 0.0 102.0 0.6

-109.9 63.0 -1.1 83.0 -0.2 103.0 0.556.6 64.0 -1.1 84.0 -0.3 104.0 0.58.9 65.0 1.7 85.0 -1.1 105.0 0.47.5 66.0 1.6 86.0 -1.0 106.0 0.2-4.2 67.0 1.6 87.0 -1.0 107.0 -0.7-4.1 68.0 1.3 88.0 0.5 108.0 -0.70.6 69.0 0.9 89.0 0.7 109.0 -1.0

-10.3 70.0 0.4 90.0 0.7 110.0 -0.4-2.9 71.0 -1.1 91.0 0.7 111.0 -0.6-0.1 72.0 -0.9 92.0 0.7 112.0 0.04.0 73.0 -1.1 93.0 0.7 113.0 0.43.9 74.0 -0.6 94.0 -0.4 114.0 0.43.4 75.0 -2.2 95.0 0.0 115.0 0.43.2 76.0 0.3 96.0 -1.1 116.0 0.42.6 77.0 1.0 97.0 -0.4 117.0 0.4

0 2 4 6 8 10 120

10

20

30

40

50

60

70

80

f(x) = − 1.61281233484268 x + 69.9412296189873R² = 0.536303468861793

Chart Title


0.7 78.0 1.1 98.0 -1.0 118.0 -0.1-0.4 79.0 0.9 99.0 -0.4 119.0 0.0-5.1 80.0 1.0 100.0 0.2 120.0 -0.6

t P t p t p61.0 -134.6 81.0 107.2 101.0 94.862.0 -41.4 82.0 61.9 102.0 97.863.0 -1.4 83.0 50.4 103.0 93.164.0 -0.4 84.0 45.6 104.0 96.365.0 167.2 85.0 -4.9 105.0 88.966.0 158.2 86.0 3.5 106.0 75.867.0 162.8 87.0 4.1 107.0 20.068.0 142.8 88.0 93.2 108.0 22.969.0 120.4 89.0 104.5 109.0 1.270.0 86.9 90.0 108.5 110.0 38.871.0 -2.8 91.0 107.4 111.0 29.572.0 10.5 92.0 106.3 112.0 62.373.0 0.7 93.0 104.1 113.0 89.474.0 26.5 94.0 42.4 114.0 90.375.0 -70.2 95.0 61.7 115.0 89.876.0 80.9 96.0 -4.1 116.0 86.477.0 124.5 97.0 38.1 117.0 87.678.0 128.2 98.0 5.9 118.0 57.079.0 116.7 99.0 41.7 119.0 64.980.0 124.1 100.0 74.5 120.0 26.5

95.84838 -23.67306 -53.7945 -78.216 -65.23751 -68.35902 -44.88051 -31.00203 0.1764869.79043 49.86895 -43.4525 -76.074 -49.69553 -71.217 -42.63851 -6.76002 25.1184887.13239 -5.38901 -54.31052 -66.13201 -72.4535 -64.17501 -70.2965 -34.718 -43.5395110.17448 -22.94703 -62.0685 -61.19002 -64.91151 -57.83301 -23.35456 -31.97601 24.4024435.21647 1.79498 -61.8265 -66.048 -63.0695 -65.491 -57.6125 -16.63403 10.3444434.55844 35.73695 -59.68451 -57.006 -62.4275 -51.849 -38.57051 -16.19207 49.68642114.0005 -14.62107 -54.34251 -59.364 -50.08551 -58.807 -43.32851 2.44998 14.7284970.34244 -34.67901 -49.3005 -55.322 -55.1435 -54.865 -52.9865 29.59197 3.4704633.58443 -15.63705 -47.2585 -52.68 -46.2015 -52.123 -40.7445 -19.36601 75.4124362.92645 3.604971 -47.01651 -49.338 -49.0595 -43.081 -46.1025 14.57599 -1.345521

0 20 40 60 80 100 120 1400.00

50.00

100.00

150.00

200.00

250.00

f(x) = − 0.278531405439711 x + 81.0869511958953R² = 0.0259320002477644

Chart Title


0 20 40 60 80 100 120 1400.00

50.00

100.00

150.00

200.00

250.00

f(x) = − 0.278531405439711 x + 81.0869511958953R² = 0.0259320002477644

Chart Title


56.6549467.4969554.1389630.68096

135.62341.26495 -59.364 -50.08551 -58.80720.30695 85.50595 33.58443 -15.6370596.3489471.5909177.43292

220.00 1160.00 2165.00 340.00 412.00 53.00 6

19.00 712.00 88.00 9

76.00 1078.00 11

183.00 12113.00 13220.00 14158.00 1559.00 1611.00 170.00 18 t p t p t p t

23.00 19 1.0 220.0 21.0 54.0 41.0 23.0 61.014.00 20 2.0 160.0 22.0 59.0 42.0 9.0 62.054.00 21 3.0 165.0 23.0 97.0 43.0 6.0 63.059.00 22 4.0 40.0 24.0 109.0 44.0 11.0 64.097.00 23 5.0 12.0 25.0 151.0 45.0 59.0 65.0

109.00 24 6.0 3.0 26.0 147.0 46.0 44.0 66.0151.00 25 7.0 19.0 27.0 135.0 47.0 66.0 67.0147.00 26 8.0 12.0 28.0 75.0 48.0 152.0 68.0135.00 27 9.0 8.0 29.0 15.0 49.0 75.0 69.075.00 28 10.0 76.0 30.0 7.0 50.0 116.0 70.015.00 29 11.0 78.0 31.0 0.0 51.0 114.0 71.07.00 30 12.0 183.0 32.0 2.0 52.0 63.0 72.00.00 31 13.0 113.0 33.0 13.0 53.0 2.0 73.02.00 32 14.0 220.0 34.0 50.0 54.0 0.0 74.0

13.00 33 15.0 158.0 35.0 51.0 55.0 0.0 75.050.00 34 16.0 59.0 36.0 98.0 56.0 3.0 76.051.00 35 17.0 11.0 37.0 241.0 57.0 2.0 77.098.00 36 18.0 0.0 38.0 162.0 58.0 65.0 78.0

241.00 37 19.0 23.0 39.0 70.0 59.0 88.0 79.0162.00 38 20.0 14.0 40.0 42.0 60.0 90.0 80.070.00 39


23.00 419.00 42 Ordenando en las presipitaciones medidas mensualmente en funcion de tiempo:6.00 43

11.00 4459.00 45

0 20 40 60 80 100 120 1400.00

50.00

100.00

150.00

200.00

250.00

300.00

f(x) = − 0.226345716882374 x + 80.2705793904532R² = 0.01375767714604

Chart Title

Recta de Regrecion Lineal t vs P

44.00 4666.00 47

152.00 4875.00 49

116.00 50114.00 5163.00 522.00 530.00 540.00 553.00 56 R^2= 0.01382.00 57 R= 0.1174734

65.00 58 N=12088.00 59 Tc= 1.284985 < Tt= 1.6690.00 60

140.00 61215.00 6296.00 63

130.00 641.00 659.00 660.00 677.00 684.00 69

70.00 7089.00 71

133.00 72155.00 73163.00 74208.00 7568.00 7611.00 77


3.00 790.00 80

3.0081 Tendencia de la Desviacion Estandar

44.00 8288.00 8387.00 84 Calculamos la dispersión para cada serie annual:

120.00 8594.00 86 t Promedio var Sp64.00 87 1 976.00 6319.515 79.4953781838.00 88 2 917.00 4370.265 66.1079815.00 89 3 744.00 3389.455 58.21902220.00 90 4 885.00 5396.75 73.46257551

La tendencia en la media NO es significativa para α=5%

0 20 40 60 80 100 120 1400.00

50.00

100.00

150.00

200.00

250.00

300.00

f(x) = − 0.226345716882374 x + 80.2705793904532R² = 0.01375767714604

Chart Title


12.00 91 5 618.00 2209.545 47.005802350.00 92 6 894.00 5090.455 71.347421448.00 93 7 830.00 5314.697 72.90196822

14.00 94 8 710.00 5862.697 76.5682504262.00 95 9 746.00 6616.515 81.3419642793.00 96 10 1374 3498.904 59.15153612

278.00 9773.00 98 Con estos datos calculamos la tendencia para la desviacion estandar:

101.00 9954.00 1001.00 1010.00 1020.00 103

11.00 1044.00 105

51.00 10633.00 107

140.00 108161.60 10995.80 110

113.10 11153.50 1122.60 1130.00 1140.00 1155.70 116 R^2= 0.00412.40 117 R= 0.064031

62.80 118 N=1046.60 119 Tc= 0.18148012 < Tt= 1.86

125.10 120 La tendencia en la desviacion estandar NO es significativa para α=5%

0 2 4 6 8 10 120

10

20

30

40

50

60

70

80

90

f(x) = 0.229995410265057 x + 67.2952152110704R² = 0.00410233965346485

Chart Title


P t p t p140.0 81.0 3.0 101.0 1.0215.0 82.0 44.0 102.0 0.096.0 83.0 88.0 103.0 0.0

130.0 84.0 87.0 104.0 11.01.0 85.0 120.0 105.0 4.09.0 86.0 94.0 106.0 51.00.0 87.0 64.0 107.0 33.07.0 88.0 38.0 108.0 140.04.0 89.0 5.0 109.0 161.6

70.0 90.0 0.0 110.0 95.889.0 91.0 12.0 111.0 113.1

133.0 92.0 0.0 112.0 53.5155.0 93.0 8.0 113.0 2.6163.0 94.0 14.0 114.0 0.0208.0 95.0 262.0 115.0 0.068.0 96.0 93.0 116.0 5.711.0 97.0 278.0 117.0 2.40.0 98.0 73.0 118.0 62.83.0 99.0 101.0 119.0 46.60.0 100.0 54.0 120.0 125.1


0 20 40 60 80 100 120 1400.00

50.00

100.00

150.00

200.00

250.00

300.00

f(x) = − 0.226345716882374 x + 80.2705793904532R² = 0.01375767714604

Chart Title


Tendencia de la Media Tm


0 20 40 60 80 100 120 1400.00

50.00

100.00

150.00

200.00

250.00

300.00

f(x) = − 0.226345716882374 x + 80.2705793904532R² = 0.01375767714604

Chart Title




0 2 4 6 8 10 120

10

20

30

40

50

60

70

80

90

f(x) = 0.229995410265057 x + 67.2952152110704R² = 0.00410233965346485

Chart Title


0 20 40 60 80 100 120 1400.00

50.00

100.00

150.00

200.00

250.00

300.00

f(x) = − 0.226345716882374 x + 80.2705793904532R² = 0.01375767714604

Chart Title


0 20 40 60 80 100 120 1400.00

50.00

100.00

150.00

200.00

250.00

300.00

f(x) = − 0.226345716882374 x + 80.2705793904532R² = 0.01375767714604

Chart Title


0 2 4 6 8 10 120

10

20

30

40

50

60

70

80

90

f(x) = 0.229995410265057 x + 67.2952152110704R² = 0.00410233965346485

Chart Title


269.70 1168.10 2

157.50 380.30 432.40 5

1.90 619.20 729.30 820.10 982.10 10

113.30 1195.30 12

121.50 13161.40 14144.10 15

76.30 166.30 17

11.50 18 t p t p t p t53.00 19 1.0 269.7 21.0 32.6 41.0 11.7 61.023.80 20 2.0 168.1 22.0 72.7 42.0 9.3 62.032.60 21 3.0 157.5 23.0 47.2 43.0 26.7 63.072.70 22 4.0 80.3 24.0 139.8 44.0 26.9 64.047.20 23 5.0 32.4 25.0 152.0 45.0 28.9 65.0

139.80 24 6.0 1.9 26.0 162.3 46.0 43.9 66.0152.00 25 7.0 19.2 27.0 122.7 47.0 51.7 67.0162.30 26 8.0 29.3 28.0 55.9 48.0 107.9 68.0122.70 27 9.0 20.1 29.0 13.7 49.0 64.0 69.0

55.90 28 10.0 82.1 30.0 5.8 50.0 158.6 70.013.70 29 11.0 113.3 31.0 2.0 51.0 72.4 71.0

5.80 30 12.0 95.3 32.0 24.2 52.0 36.8 72.02.00 31 13.0 121.5 33.0 6.8 53.0 8.4 73.0

24.20 32 14.0 161.4 34.0 18.8 54.0 0.0 74.06.80 33 15.0 144.1 35.0 23.1 55.0 4.7 75.0

18.80 34 16.0 76.3 36.0 140.4 56.0 4.8 76.023.10 35 17.0 6.3 37.0 177.9 57.0 8.6 77.0

140.40 36 18.0 11.5 38.0 122.9 58.0 32.7 78.0177.90 37 19.0 53.0 39.0 80.2 59.0 47.4 79.0122.90 38 20.0 23.8 40.0 13.5 60.0 68.4 80.0

80.20 39

13.50 40 Tendencia de la Media Tm11.70 41

9.30 42 Ordenando en las presipitaciones medidas mensualmente en funcion de tiempo:26.70 4326.90 4428.90 45

0 20 40 60 80 100 120 1400.00

50.00

100.00

150.00

200.00

250.00

300.00

f(x) = − 0.200912781264828 x + 74.5376874766524R² = 0.0135320571190195

Chart Title

Recta de Regrecion Lineal t vs P Linear (Recta de Regrecion Lineal t vs P )

43.90 4651.70 47

107.90 4864.00 49

158.60 5072.40 5136.80 52

8.40 530.00 544.70 554.80 56 R^2= 0.01358.60 57 R= 0.1161895

32.70 58 N=12047.40 59 Tc= 1.2707477 < Tt= 1.6668.40 60

176.20 6156.50 6289.60 6335.90 64

1.80 652.40 660.00 67

24.80 687.10 69

70.60 7063.50 71

116.50 72134.10 73

87.20 74161.90 75

40.50 7615.80 77


12.00 80

7.70 81 Tendencia de la Desviacion Estandar37.10 8239.10 83

135.40 84 Calculamos la dispersión para cada serie annual:152.10 85151.60 86 t Promedio var Sp

77.10 87 1 1,069.20 6211.651 78.8140281236.60 88 2 890.20 3002.543 54.7954670916.80 89 3 727.70 4086.62 63.9266745719.60 90 4 701.50 2826.925 53.16883538


0 20 40 60 80 100 120 1400.00

50.00

100.00

150.00

200.00

250.00

300.00

f(x) = − 0.200912781264828 x + 74.5376874766524R² = 0.0135320571190195

Chart Title


4.40 91 5 506.80 2056.94 45.3535023218.20 92 6 644.90 2923.722 54.071454518.60 93 7 679.90 3334.876 57.7483844862.90 94 8 761.40 3403.972 58.3435715245.50 95 9 684.30 3642.479 60.35295026

158.00 96 10 1374 5607.311 74.88198281145.40 97121.60 98 Con estos datos calculamos la tendencia para la desviacion estandar:110.70 99

23.00 1001.60 1010.00 102

20.00 1033.40 1047.70 1057.80 106

133.70 107109.40 108231.20 109109.60 110165.00 111

15.10 1124.40 113

10.10 11412.50 115

0.30 116 R^2= 0.0000511.50 117 R= 0.00707174.90 118 N=1039.60 119 Tc= 0.0200005 < Tt= 1.86


0 2 4 6 8 10 120

10

20

30

40

50

60

70

80

90

f(x) = − 0.0117875231118155 x + 60.2105164827573R² = 1.24327065755825E-05

Chart Title


P t p t p176.2 81.0 7.7 101.0 1.656.5 82.0 37.1 102.0 0.089.6 83.0 39.1 103.0 20.035.9 84.0 135.4 104.0 3.41.8 85.0 152.1 105.0 7.72.4 86.0 151.6 106.0 7.80.0 87.0 77.1 107.0 133.7

24.8 88.0 36.6 108.0 109.47.1 89.0 16.8 109.0 231.2

70.6 90.0 19.6 110.0 109.663.5 91.0 4.4 111.0 165.0

116.5 92.0 18.2 112.0 15.1134.1 93.0 18.6 113.0 4.487.2 94.0 62.9 114.0 10.1

161.9 95.0 45.5 115.0 12.540.5 96.0 158.0 116.0 0.315.8 97.0 145.4 117.0 11.50.4 98.0 121.6 118.0 74.98.7 99.0 110.7 119.0 39.6

12.0 100.0 23.0 120.0 145.8


0 20 40 60 80 100 120 1400.00

50.00

100.00

150.00

200.00

250.00

300.00

f(x) = − 0.200912781264828 x + 74.5376874766524R² = 0.0135320571190195

Chart Title




0 20 40 60 80 100 120 1400.00

50.00

100.00

150.00

200.00

250.00

300.00

f(x) = − 0.200912781264828 x + 74.5376874766524R² = 0.0135320571190195

Chart Title




0 2 4 6 8 10 120

10

20

30

40

50

60

70

80

90

f(x) = − 0.0117875231118155 x + 60.2105164827573R² = 1.24327065755825E-05

Chart Title


0 20 40 60 80 100 120 1400.00

50.00

100.00

150.00

200.00

250.00

300.00

f(x) = − 0.200912781264828 x + 74.5376874766524R² = 0.0135320571190195

Chart Title


0 20 40 60 80 100 120 1400.00

50.00

100.00

150.00

200.00

250.00

300.00

f(x) = − 0.200912781264828 x + 74.5376874766524R² = 0.0135320571190195

Chart Title


0 2 4 6 8 10 120

10

20

30

40

50

60

70

80

90

f(x) = − 0.0117875231118155 x + 60.2105164827573R² = 1.24327065755825E-05

Chart Title


213.70 1176.90 2219.40 3

75.40 49.00 5

33.30 612.20 718.50 841.50 971.90 1037.10 11

106.50 12105.30 13225.10 14168.60 15

94.90 1612.00 17

2.00 18 t p t p t p t16.70 19 1.0 213.7 21.0 65.0 41.0 6.2 61.012.00 20 2.0 176.9 22.0 145.4 42.0 0.8 62.065.00 21 3.0 219.4 23.0 88.6 43.0 12.7 63.0

145.40 22 4.0 75.4 24.0 111.0 44.0 23.7 64.088.60 23 5.0 9.0 25.0 236.7 45.0 39.8 65.0

111.00 24 6.0 33.3 26.0 151.5 46.0 17.2 66.0236.70 25 7.0 12.2 27.0 171.3 47.0 29.2 67.0151.50 26 8.0 18.5 28.0 49.2 48.0 89.5 68.0171.30 27 9.0 41.5 29.0 18.3 49.0 112.8 69.0

49.20 28 10.0 71.9 30.0 6.8 50.0 217.1 70.018.30 29 11.0 37.1 31.0 2.4 51.0 99.6 71.0

6.80 30 12.0 106.5 32.0 3.4 52.0 24.5 72.02.40 31 13.0 105.3 33.0 43.7 53.0 0.0 73.03.40 32 14.0 225.1 34.0 31.5 54.0 0.0 74.0

43.70 33 15.0 168.6 35.0 25.6 55.0 0.0 75.031.50 34 16.0 94.9 36.0 134.8 56.0 2.6 76.025.60 35 17.0 12.0 37.0 205.6 57.0 34.6 77.0

134.80 36 18.0 2.0 38.0 182.9 58.0 74.9 78.0205.60 37 19.0 16.7 39.0 105.6 59.0 67.7 79.0182.90 38 20.0 12.0 40.0 48.9 60.0 101.4 80.0105.60 39

48.90 40 Tendencia de la Media Tm6.20 410.80 42 Ordenando en las presipitaciones medidas mensualmente en funcion de tiempo:

12.70 4323.70 4439.80 45

0 20 40 60 80 100 120 1400.00

50.00

100.00

150.00

200.00

250.00

300.00

f(x) = − 0.391729411840578 x + 87.4670953285331R² = 0.041314945147991

Chart Title


17.20 4629.20 4789.50 48

112.80 49217.10 50

99.60 5124.50 52

0.00 530.00 540.00 552.60 56 R^2= 0.0413

34.60 57 R= 0.2032240174.90 58 N=12067.70 59 Tc= 2.2546268 > Tt= 1.66

101.40 60243.00 61 Eliminacion de la tendencia en la media

64.10 62134.10 63

34.50 64 Yt: Serie sin tendencia en la media Yt=Xt-Tmt0.60 656.80 66 130.1 1 a -3.9170.00 67 97.3 2 b 87.4679.20 68 143.7 3

32.00 69 3.6 425.90 70 -58.9 569.00 71 -30.7 665.50 72 -47.8 779.40 73 -37.6 824.70 74 -10.7 9

168.50 75 23.6 1046.60 76 -7.3 11

4.20 77 66.0 12

0.00 78 68.8 13 Tendencia de la Media Tm3.20 79 192.5 146.40 80 139.9 15

41.50 81 70.1 16 Tendencia de la Desviacion Estandar9.00 82 -8.9 17

65.90 83 -15.0 18138.30 84 3.7 19 Calculamos la dispersión para cada serie annual:208.60 85 2.9 20

77.60 86 59.8 21 t Promedio var Sp124.90 87 144.1 22 1 1,015.40 4920.18 70.14399244

0.00 88 91.2 23 2 1,046.60 4589.14 67.743195190.00 89 117.5 24 3 875.20 5297.352 72.78290703

La tendencia en la media SI es significativa para α=5%

0 20 40 60 80 100 120 1400.00

50.00

100.00

150.00

200.00

250.00

300.00

f(x) = − 0.391729411840578 x + 87.4670953285331R² = 0.041314945147991

Chart Title


0.00 90 247.2 25 4 762.10 3799.534 61.640360260.00 91 165.9 26 5 735.20 3909.064 62.522505140.00 92 189.6 27 6 684.70 4174.348 64.609192330.00 93 71.4 28 7 587.70 3253.351 57.03815664

44.00 94 44.4 29 8 640.40 5,371.2 73.2883311812.40 95 36.8 30 9 592.10 2202.23 46.92792365

172.90 96 36.4 31 10 1374 3804.109 61.677456998.70 97 41.3 32

156.60 98 85.5 33 Con estos datos calculamos la tendencia para la desviacion estandar:96.80 99 77.2 3452.60 100 75.2 35

0.80 101 188.3 360.00 102 263.1 373.50 103 244.3 380.00 104 170.9 395.00 105 118.1 40

33.50 106 79.3 4172.10 107 77.8 4272.50 108 93.7 43

172.10 109 108.6 44182.60 110 128.6 45

44.60 111 109.9 4635.60 112 125.8 4714.30 113 190.0 48

0.00 114 217.3 490.00 115 325.5 503.10 116 211.9 51 R^2= 0.2848

23.70 117 140.7 52 R= 0.53366735.60 118 120.1 53 N=1095.70 119 124.1 54 Tc= 1.78484798 < Tt= 1.86

105.40 120 128.0 55134.5 56170.4 57214.6 58211.3 59249.0 60394.5 61219.5 62293.4 63197.7 64167.7 65177.9 66175.0 67188.1 68214.8 69212.6 70259.6 71260.1 72


0 2 4 6 8 10 120

10

20

30

40

50

60

70

80

f(x) = − 1.40059711282392 x + 71.5406861957969R² = 0.284751734754905

Chart Title


277.9 73227.1 74374.8 75256.8 76218.3 77218.1 78225.2 79232.3 80271.3 81242.7 82303.5 83379.9 84454.1 85327.0 86378.2 87257.2 88261.1 89265.1 90269.0 91272.9 92276.8 93324.7 94297.0 95461.5 96391.2 97453.0 98397.1 99356.8 100309.0 101312.1 102319.5 103319.9 104328.8 105361.2 106403.8 107408.1 108511.6 109526.0 110391.9 111386.8 112369.5 113359.1 114363.0 115370.0 116394.5 117410.3 118474.4 119488.0 120

P t p t p243.0 81.0 41.5 101.0 0.864.1 82.0 9.0 102.0 0.0

134.1 83.0 65.9 103.0 3.534.5 84.0 138.3 104.0 0.00.6 85.0 208.6 105.0 5.06.8 86.0 77.6 106.0 33.50.0 87.0 124.9 107.0 72.19.2 88.0 0.0 108.0 72.5

32.0 89.0 0.0 109.0 172.125.9 90.0 0.0 110.0 182.669.0 91.0 0.0 111.0 44.665.5 92.0 0.0 112.0 35.679.4 93.0 0.0 113.0 14.324.7 94.0 44.0 114.0 0.0

168.5 95.0 12.4 115.0 0.046.6 96.0 172.9 116.0 3.14.2 97.0 98.7 117.0 23.70.0 98.0 156.6 118.0 35.63.2 99.0 96.8 119.0 95.76.4 100.0 52.6 120.0 105.4


0 20 40 60 80 100 120 1400.00

50.00

100.00

150.00

200.00

250.00

300.00

f(x) = − 0.391729411840578 x + 87.4670953285331R² = 0.041314945147991

Chart Title


t p t p t p t P t1.0 130.1 21.0 59.8 41.0 79.3 61.0 394.5 81.02.0 97.3 22.0 144.1 42.0 77.8 62.0 219.5 82.03.0 143.7 23.0 91.2 43.0 93.7 63.0 293.4 83.04.0 3.6 24.0 117.5 44.0 108.6 64.0 197.7 84.05.0 -58.9 25.0 247.2 45.0 128.6 65.0 167.7 85.06.0 -30.7 26.0 165.9 46.0 109.9 66.0 177.9 86.07.0 -47.8 27.0 189.6 47.0 125.8 67.0 175.0 87.08.0 -37.6 28.0 71.4 48.0 190.0 68.0 188.1 88.09.0 -10.7 29.0 44.4 49.0 217.3 69.0 214.8 89.0

10.0 23.6 30.0 36.8 50.0 325.5 70.0 212.6 90.011.0 -7.3 31.0 36.4 51.0 211.9 71.0 259.6 91.012.0 66.0 32.0 41.3 52.0 140.7 72.0 260.1 92.013.0 68.8 33.0 85.5 53.0 120.1 73.0 277.9 93.014.0 192.5 34.0 77.2 54.0 124.1 74.0 227.1 94.015.0 139.9 35.0 75.2 55.0 128.0 75.0 374.8 95.016.0 70.1 36.0 188.3 56.0 134.5 76.0 256.8 96.017.0 -8.9 37.0 263.1 57.0 170.4 77.0 218.3 97.018.0 -15.0 38.0 244.3 58.0 214.6 78.0 218.1 98.0

19.0 3.7 39.0 170.9 59.0 211.3 79.0 225.2 99.0

20.0 2.9 40.0 118.1 60.0 249.0 80.0 232.3 100.0


0 20 40 60 80 100 120 1400.00

50.00

100.00

150.00

200.00

250.00

300.00

f(x) = − 0.391729411840578 x + 87.4670953285331R² = 0.041314945147991

Chart Title



1 130.1498 130.1498 97.26692 143.68392 97.26692 68.75392 192.4709 139.88793 143.6839 247.1579 165.8749 189.59194 3.60098 263.0619 244.2789 170.8965 -58.882 217.2659 325.4829 211.96 -30.66505 394.4699 219.487 293.40397 -47.84802 -47.84802 277.874 227.0918 -37.63103 454.0779 326.995 378.2129 -10.71401 391.1819 452.9989 397.116

10 23.60296 511.5858 526.0029 391.9211 -7.2800112 66.0369613 68.7539214 192.470915 139.887916 70.1048917 -8.8780218 -14.96119 3.6559720 2.87298


0 2 4 6 8 10 120

10

20

30

40

50

60

70

80

f(x) = − 1.40059711282392 x + 71.5406861957969R² = 0.284751734754905

Chart Title


21 59.7899922 144.106923 91.2239524 117.540925 247.157926 165.874927 189.591928 71.4089929 44.4259630 36.8429931 36.3599932 41.2769933 85.4939734 77.21135 75.2279836 188.34537 263.061938 244.278939 170.89640 118.11341 79.3342 77.84743 93.6639744 108.58145 128.59846 109.91547 125.83248 190.048949 217.265950 325.482951 211.952 140.71753 120.13454 124.05155 127.96856 134.48557 170.40258 214.61959 211.33660 248.952961 394.469962 219.48763 293.403964 197.72165 167.73866 177.85567 174.97268 188.089

69 214.80670 212.62371 259.6472 260.056973 277.87474 227.09175 374.807976 256.824977 218.34278 218.05979 225.17680 232.29381 271.3182 242.72783 303.54484 379.86185 454.077986 326.99587 378.21288 257.22989 261.14690 265.06391 268.9892 272.89793 276.81494 324.73195 297.04896 461.464997 391.181998 452.998999 397.116

100 356.833101 308.95102 312.067103 319.484104 319.901105 328.818106 361.235107 403.7519108 408.0689109 511.5858110 526.0029111 391.92112 386.8369113 369.454114 359.071115 362.988116 370.005

117 394.522118 410.339119 474.356120 487.973

0 20 40 60 80 100 120 1400.00

50.00

100.00

150.00

200.00

250.00

300.00

f(x) = − 0.391729411840578 x + 87.4670953285331R² = 0.041314945147991

Chart Title


p t p271.3 101.0 309.0242.7 102.0 312.1303.5 103.0 319.5379.9 104.0 319.9454.1 105.0 328.8327.0 106.0 361.2378.2 107.0 403.8257.2 108.0 408.1261.1 109.0 511.6265.1 110.0 526.0269.0 111.0 391.9272.9 112.0 386.8276.8 113.0 369.5324.7 114.0 359.1297.0 115.0 363.0461.5 116.0 370.0391.2 117.0 394.5453.0 118.0 410.3

397.1 119.0 474.4

356.8 120.0 488.0

0 20 40 60 80 100 120 1400.00

50.00

100.00

150.00

200.00

250.00

300.00

f(x) = − 0.391729411840578 x + 87.4670953285331R² = 0.041314945147991

Chart Title


3.60098 -58.882 -30.66505 -47.84802 -37.63103 -10.71401 23.60296 -7.28001 66.0369670.10489 -8.87802 -14.961 3.65597 2.87298 59.78999 144.1069 91.22395 117.540971.40899 44.42596 36.84299 36.35999 41.27699 85.49397 77.211 75.22798 188.345

118.113 79.33 77.847 93.66397 108.581 128.598 109.915 125.832 190.0489140.717 120.134 124.051 127.968 134.485 170.402 214.619 211.336 248.9529197.721 167.738 177.855 174.972 188.089 214.806 212.623 259.64 260.0569

374.8079 256.8249 218.342 218.059 225.176 232.293 271.31 242.727 303.544257.229 261.146 265.063 268.98 272.897 276.814 324.731 297.048 461.4649356.833 308.95 312.067 319.484 319.901 328.818 361.235 403.7519 408.0689

386.8369 369.454 359.071 362.988 370.005 394.522 410.339 474.356 487.973

0 2 4 6 8 10 120

10

20

30

40

50

60

70

80

f(x) = − 1.40059711282392 x + 71.5406861957969R² = 0.284751734754905

Chart Title


379.861

193.50 1137.40 2146.70 3

18.30 49.70 50.00 6

18.60 74.30 85.80 9

45.80 1069.30 1192.50 1287.10 13

162.80 14103.20 15

33.80 164.40 173.80 18 t p t p t p t

44.40 19 1.0 193.5 21.0 9.3 41.0 1.3 61.02.00 20 2.0 137.4 22.0 37.2 42.0 15.4 62.09.30 21 3.0 146.7 23.0 88.4 43.0 8.9 63.0

37.20 22 4.0 18.3 24.0 122.3 44.0 5.3 64.088.40 23 5.0 9.7 25.0 108.9 45.0 25.8 65.0

122.30 24 6.0 0.0 26.0 102.7 46.0 28.9 66.0108.90 25 7.0 18.6 27.0 85.5 47.0 40.1 67.0102.70 26 8.0 4.3 28.0 32.3 48.0 89.5 68.0

85.50 27 9.0 5.8 29.0 2.4 49.0 125.8 69.032.30 28 10.0 45.8 30.0 5.9 50.0 72.4 70.0

2.40 29 11.0 69.3 31.0 0.0 51.0 67.7 71.05.90 30 12.0 92.5 32.0 22.1 52.0 28.7 72.00.00 31 13.0 87.1 33.0 3.0 53.0 0.0 73.0

22.10 32 14.0 162.8 34.0 23.8 54.0 0.0 74.03.00 33 15.0 103.2 35.0 22.3 55.0 1.0 75.0

23.80 34 16.0 33.8 36.0 115.1 56.0 3.7 76.022.30 35 17.0 4.4 37.0 143.0 57.0 2.7 77.0

115.10 36 18.0 3.8 38.0 102.7 58.0 12.6 78.0143.00 37 19.0 44.4 39.0 91.0 59.0 46.6 79.0102.70 38 20.0 2.0 40.0 13.2 60.0 56.1 80.0

91.00 39


1.30 4115.40 42 Ordenando en las presipitaciones medidas mensualmente en funcion de tiempo:

8.90 435.30 44

25.80 45

0 20 40 60 80 100 120 1400.00

50.00

100.00

150.00

200.00

250.00

300.00

f(x) = − 0.0401391592051639 x + 53.1192364557983R² = 0.000636207287503798

Chart Title


28.90 4640.10 4789.50 48

125.80 4972.40 5067.70 5128.70 52

0.00 530.00 541.00 553.70 56 R^2= 0.00062.70 57 R= 0.0244949

12.60 58 N=12046.60 59 Tc= 0.2661626 < Tt= 1.6656.10 60

162.80 6179.40 62

119.20 6332.80 64

0.00 6530.00 66

0.00 6712.70 68

4.00 6938.70 7067.20 71

111.40 7289.40 7363.90 74

129.40 7539.80 76

7.40 77

0.0078

1.30 790.00 80


30.60 8267.20 8379.20 84 Calculamos la dispersión para cada serie annual:

138.70 85154.70 86 t Promedio var Sp

58.60 87 1 741.90 4387.032 66.234675438.10 88 2 698.70 2859.312 53.472536485.80 89 3 524.00 2066.22 45.455688473.60 90 4 565.10 2209.57 47.00606089


0 20 40 60 80 100 120 1400.00

50.00

100.00

150.00

200.00

250.00

300.00

f(x) = − 0.0401391592051639 x + 53.1192364557983R² = 0.000636207287503798

Chart Title


0.20 91 5 417.30 1587.478 39.843172983.20 92 6 658.20 2862.835 53.505467328.00 93 7 511.20 1856.103 43.08251032

43.90 94 8 610.80 3399.065 58.3015045657.90 95 9 501.10 2164.291 46.52193596

128.10 96 10 1374 7961.655 89.2281085692.20 9785.70 98 Con estos datos calculamos la tendencia para la desviacion estandar:63.50 9913.20 100

0.00 1010.00 1022.10 1030.00 104

18.20 1055.80 106

113.60 107106.80 108263.90 109112.50 110174.80 111

3.60 1125.60 1131.10 1141.40 1159.80 116 R^2= 0.081.60 117 R= 0.282843

60.50 118 N=1025.00 119 Tc= 0.83405766 < Tt= 1.86


0 2 4 6 8 10 120

10

20

30

40

50

60

70

80

90

100

f(x) = 1.36004495540583 x + 46.7849188429553R² = 0.0800439502190409

Chart Title


P t p t p162.8 81.0 3.0 101.0 0.079.4 82.0 30.6 102.0 0.0

119.2 83.0 67.2 103.0 2.132.8 84.0 79.2 104.0 0.00.0 85.0 138.7 105.0 18.2

30.0 86.0 154.7 106.0 5.80.0 87.0 58.6 107.0 113.6

12.7 88.0 8.1 108.0 106.84.0 89.0 5.8 109.0 263.9

38.7 90.0 3.6 110.0 112.567.2 91.0 0.2 111.0 174.8

111.4 92.0 3.2 112.0 3.689.4 93.0 8.0 113.0 5.663.9 94.0 43.9 114.0 1.1

129.4 95.0 57.9 115.0 1.439.8 96.0 128.1 116.0 9.87.4 97.0 92.2 117.0 1.60.0 98.0 85.7 118.0 60.51.3 99.0 63.5 119.0 25.00.0 100.0 13.2 120.0 194.8


0 20 40 60 80 100 120 1400.00

50.00

100.00

150.00

200.00

250.00

300.00

f(x) = − 0.0401391592051639 x + 53.1192364557983R² = 0.000636207287503798

Chart Title



0 20 40 60 80 100 120 1400.00

50.00

100.00

150.00

200.00

250.00

300.00

f(x) = − 0.0401391592051639 x + 53.1192364557983R² = 0.000636207287503798

Chart Title




0 2 4 6 8 10 120

10

20

30

40

50

60

70

80

90

100

f(x) = 1.36004495540583 x + 46.7849188429553R² = 0.0800439502190409

Chart Title


0 20 40 60 80 100 120 1400.00

50.00

100.00

150.00

200.00

250.00

300.00

f(x) = − 0.0401391592051639 x + 53.1192364557983R² = 0.000636207287503798

Chart Title


0 20 40 60 80 100 120 1400.00

50.00

100.00

150.00

200.00

250.00

300.00

f(x) = − 0.0401391592051639 x + 53.1192364557983R² = 0.000636207287503798

Chart Title


0 2 4 6 8 10 120

10

20

30

40

50

60

70

80

90

100

f(x) = 1.36004495540583 x + 46.7849188429553R² = 0.0800439502190409

Chart Title


159.40 194.70 2

102.20 37.20 48.40 50.00 6

16.90 711.60 8

8.60 973.30 1061.80 1165.50 12

126.00 13118.10 14

78.30 1550.10 16

5.80 174.90 18 t p t p t p t

62.80 19 1.0 159.4 21.0 2.5 41.0 1.5 61.01.80 20 2.0 94.7 22.0 63.6 42.0 30.6 62.02.50 21 3.0 102.2 23.0 53.0 43.0 21.5 63.0

63.60 22 4.0 7.2 24.0 135.5 44.0 10.3 64.053.00 23 5.0 8.4 25.0 96.9 45.0 5.9 65.0

135.50 24 6.0 0.0 26.0 73.4 46.0 35.8 66.096.90 25 7.0 16.9 27.0 109.5 47.0 38.9 67.073.40 26 8.0 11.6 28.0 28.6 48.0 77.9 68.0

109.50 27 9.0 8.6 29.0 4.3 49.0 48.4 69.028.60 28 10.0 73.3 30.0 8.4 50.0 97.0 70.0

4.30 29 11.0 61.8 31.0 1.2 51.0 62.2 71.08.40 30 12.0 65.5 32.0 18.0 52.0 21.3 72.01.20 31 13.0 126.0 33.0 1.0 53.0 10.0 73.0

18.00 32 14.0 118.1 34.0 16.8 54.0 0.0 74.01.00 33 15.0 78.3 35.0 47.2 55.0 1.6 75.0

16.80 34 16.0 50.1 36.0 94.6 56.0 1.9 76.047.20 35 17.0 5.8 37.0 123.5 57.0 11.7 77.094.60 36 18.0 4.9 38.0 87.6 58.0 10.9 78.0

123.50 37 19.0 62.8 39.0 75.3 59.0 50.5 79.087.60 38 20.0 1.8 40.0 15.2 60.0 82.6 80.075.30 39


1.50 4130.60 42 Ordenando en las presipitaciones medidas mensualmente en funcion de tiempo:21.50 4310.30 44

5.90 45

0 20 40 60 80 100 120 1400.00

50.00

100.00

150.00

200.00

250.00

f(x) = − 0.0594141502585048 x + 48.9886982579594R² = 0.00206274984002952

Chart Title


35.80 4638.90 4777.90 4848.40 4997.00 5062.20 5121.30 5210.00 53

0.00 541.60 551.90 56 R^2= 0.0021

11.70 57 R= 0.0458257610.90 58 N=12050.50 59 Tc= 0.4983186 < Tt= 1.6682.60 60

111.80 6192.80 6268.90 6333.50 64

0.00 651.90 660.00 674.00 689.60 69

50.10 7058.30 7188.20 7251.40 7384.50 7478.20 7546.80 76

4.60 77


1.90 790.10 80


54.00 8263.70 8374.80 84 Calculamos la dispersión para cada serie annual:93.30 8579.30 86 t Promedio var Sp79.20 87 1 609.60 2541.137 50.40968909

6.70 88 2 702.40 2415.987 49.152693737.10 89 3 499.90 1694.1 41.159441082.80 90 4 524.00 1486.437 38.55433994


0 20 40 60 80 100 120 1400.00

50.00

100.00

150.00

200.00

250.00

f(x) = − 0.0594141502585048 x + 48.9886982579594R² = 0.00206274984002952

Chart Title


0.60 91 5 398.10 1145.635 33.847234643.10 92 6 519.10 1665.912 40.815585573.90 93 7 460.00 1186.168 34.44079218

35.50 94 8 522.10 2041.66 45.1847311992.20 95 9 578.90 3496.22 59.12884251

118.40 96 10 1374 3869.942 62.20885935167.00 97110.70 98 Con estos datos calculamos la tendencia para la desviacion estandar:

67.10 9910.90 100

6.30 1010.10 1022.70 1031.60 1048.90 1054.60 106

128.40 10770.60 108

194.00 109127.40 110104.10 111

12.70 1122.70 1130.00 1142.50 1157.70 116 R^2= 0.12985.50 117 R= 0.360278

42.00 118 N=1023.90 119 Tc= 1.09237764 < Tt= 1.86


0 2 4 6 8 10 120

10

20

30

40

50

60

70

f(x) = 1.1562407996797 x + 39.1308965287857R² = 0.129818884022837

Chart Title


P t p t p111.8 81.0 0.0 101.0 6.392.8 82.0 54.0 102.0 0.168.9 83.0 63.7 103.0 2.733.5 84.0 74.8 104.0 1.60.0 85.0 93.3 105.0 8.91.9 86.0 79.3 106.0 4.60.0 87.0 79.2 107.0 128.44.0 88.0 6.7 108.0 70.69.6 89.0 7.1 109.0 194.0

50.1 90.0 2.8 110.0 127.458.3 91.0 0.6 111.0 104.188.2 92.0 3.1 112.0 12.751.4 93.0 3.9 113.0 2.784.5 94.0 35.5 114.0 0.078.2 95.0 92.2 115.0 2.546.8 96.0 118.4 116.0 7.74.6 97.0 167.0 117.0 5.50.0 98.0 110.7 118.0 42.01.9 99.0 67.1 119.0 23.90.1 100.0 10.9 120.0 110.7


0 20 40 60 80 100 120 1400.00

50.00

100.00

150.00

200.00

250.00

f(x) = − 0.0594141502585048 x + 48.9886982579594R² = 0.00206274984002952

Chart Title




0 20 40 60 80 100 120 1400.00

50.00

100.00

150.00

200.00

250.00

f(x) = − 0.0594141502585048 x + 48.9886982579594R² = 0.00206274984002952

Chart Title




0 2 4 6 8 10 120

10

20

30

40

50

60

70

f(x) = 1.1562407996797 x + 39.1308965287857R² = 0.129818884022837

Chart Title


0 20 40 60 80 100 120 1400.00

50.00

100.00

150.00

200.00

250.00

f(x) = − 0.0594141502585048 x + 48.9886982579594R² = 0.00206274984002952

Chart Title


0 20 40 60 80 100 120 1400.00

50.00

100.00

150.00

200.00

250.00

f(x) = − 0.0594141502585048 x + 48.9886982579594R² = 0.00206274984002952

Chart Title


0 2 4 6 8 10 120

10

20

30

40

50

60

70

f(x) = 1.1562407996797 x + 39.1308965287857R² = 0.129818884022837

Chart Title


296.0 1283.0 2

171.0 336.0 412.0 5

23.0 614.0 76.0 8

10.0 972.0 1087.0 11

70.0 12159.0 13264.0 14209.0 1580.0 16

17.0 17

3.0 18 t p t p t p t13.0 19 1.0 296.0 21.0 39.0 41.0 17.0 61.01.0 20 2.0 283.0 22.0 112.0 42.0 1.0 62.0

39.0 21 3.0 171.0 23.0 68.0 43.0 14.0 63.0112.0 22 4.0 36.0 24.0 148.0 44.0 14.0 64.068.0 23 5.0 12.0 25.0 210.0 45.0 56.0 65.0

148.0 24 6.0 23.0 26.0 117.0 46.0 56.0 66.0210.0 25 7.0 14.0 27.0 138.0 47.0 54.0 67.0117.0 26 8.0 6.0 28.0 67.0 48.0 248.0 68.0138.0 27 9.0 10.0 29.0 13.0 49.0 137.0 69.067.0 28 10.0 72.0 30.0 1.0 50.0 183.0 70.013.0 29 11.0 87.0 31.0 0.0 51.0 151.0 71.01.0 30 12.0 70.0 32.0 22.0 52.0 0.0 72.00.0 31 13.0 159.0 33.0 25.0 53.0 0.0 73.0

22.0 32 14.0 264.0 34.0 33.0 54.0 0.0 74.025.0 33 15.0 209.0 35.0 50.0 55.0 1.0 75.033.0 34 16.0 80.0 36.0 194.0 56.0 6.0 76.050.0 35 17.0 17.0 37.0 211.0 57.0 4.0 77.0

194.0 36 18.0 3.0 38.0 240.0 58.0 99.0 78.0211.0 37 19.0 13.0 39.0 67.0 59.0 61.0 79.0240.0 38 20.0 1.0 40.0 41.0 60.0 148.0 80.067.0 39

41.0 40 Tendencia de la Media Tm17.0 411.0 42 Ordenando en las presipitaciones medidas mensualmente en funcion de tiempo:

14.0 4314.0 4456.0 45

0 20 40 60 80 100 120 1400.0

50.0

100.0

150.0

200.0

250.0

300.0

350.0

f(x) = − 0.241968192235572 x + 91.1057422969188R² = 0.0111924114117168

Chart Title


56.0 4654.0 47

248.0 48137.0 49183.0 50151.0 51

0.0 520.0 530.0 541.0 556.0 56 R^2= 0.01124.0 57 R= 0.10583005

99.0 58 N=12061.0 59 Tc= 1.156101 < Tt= 1.66

148.0 60194.0 61161.0 62152.0 6391.0 640.0 658.0 660.0 67

0.0 680.0 69

52.0 70106.0 71127.0 72138.0 73157.0 74207.0 7527.0 760.0 77

0.0 78 Tendencia de la Media Tm5.0 790.0 80

0.0 81 Tendencia de la Desviacion Estandar35.0 82

117.0 83161.0 84 Calculamos la dispersión para cada serie annual:192.0 85131.0 86 t Promedio var Sp72.0 87 1 1,080.00 10881.82 104.315953628.0 88 2 1,113.00 7535.295 86.806079594.0 89 3 870.00 5522.818 74.315665791.0 90 4 1,019.00 8466.811 92.01527377


0 20 40 60 80 100 120 1400.0

50.0

100.0

150.0

200.0

250.0

300.0

350.0

f(x) = − 0.241968192235572 x + 91.1057422969188R² = 0.0111924114117168

Chart Title


0.0 91 5 790.00 5320.879 72.944354052.0 92 6 891.00 5356.205 73.1860953

22.0 93 7 847.00 6213.356 78.8248441861.0 94 8 807.00 5578.023 74.6861615583.0 95 9 966.00 6749.182 82.15340418

211.0 96 10 1374 6416.333 80.10201829164.0 97162.0 98 Con estos datos calculamos la tendencia para la desviacion estandar:79.0 9931.0 1004.0 1010.0 1021.0 1038.0 104

16.0 10599.0 106

220.0 107182.0 108218.0 109150.0 110103.0 11124.0 11233.0 1130.0 1140.0 1150.0 116 R^2= 0.2771.0 117 R= 0.526308

37.0 118 N=1052.0 119 Tc= 1.75071612 < Tt= 1.86


0 2 4 6 8 10 120

20

40

60

80

100

120

f(x) = − 1.74528008911131 x + 91.5340255232162R² = 0.276969764253524

Chart Title


P t p t p194.0 81.0 0.0 101.0 4.0161.0 82.0 35.0 102.0 0.0152.0 83.0 117.0 103.0 1.091.0 84.0 161.0 104.0 8.00.0 85.0 192.0 105.0 16.08.0 86.0 131.0 106.0 99.00.0 87.0 72.0 107.0 220.00.0 88.0 28.0 108.0 182.00.0 89.0 4.0 109.0 218.0

52.0 90.0 1.0 110.0 150.0106.0 91.0 0.0 111.0 103.0127.0 92.0 2.0 112.0 24.0138.0 93.0 22.0 113.0 33.0157.0 94.0 61.0 114.0 0.0207.0 95.0 83.0 115.0 0.027.0 96.0 211.0 116.0 0.00.0 97.0 164.0 117.0 1.00.0 98.0 162.0 118.0 37.05.0 99.0 79.0 119.0 52.00.0 100.0 31.0 120.0 175.0


0 20 40 60 80 100 120 1400.0

50.0

100.0

150.0

200.0

250.0

300.0

350.0

f(x) = − 0.241968192235572 x + 91.1057422969188R² = 0.0111924114117168

Chart Title




0 20 40 60 80 100 120 1400.0

50.0

100.0

150.0

200.0

250.0

300.0

350.0

f(x) = − 0.241968192235572 x + 91.1057422969188R² = 0.0111924114117168

Chart Title




0 2 4 6 8 10 120

20

40

60

80

100

120

f(x) = − 1.74528008911131 x + 91.5340255232162R² = 0.276969764253524

Chart Title


0 20 40 60 80 100 120 1400.0

50.0

100.0

150.0

200.0

250.0

300.0

350.0

f(x) = − 0.241968192235572 x + 91.1057422969188R² = 0.0111924114117168

Chart Title


0 20 40 60 80 100 120 1400.0

50.0

100.0

150.0

200.0

250.0

300.0

350.0

f(x) = − 0.241968192235572 x + 91.1057422969188R² = 0.0111924114117168

Chart Title


0 2 4 6 8 10 120

20

40

60

80

100

120

f(x) = − 1.74528008911131 x + 91.5340255232162R² = 0.276969764253524

Chart Title


0 20 40 60 80 100 120 1400.0

50.0

100.0

150.0

200.0

250.0

300.0

350.0

f(x) = − 0.241968192235572 x + 91.1057422969188R² = 0.0111924114117168

Chart Title


0 20 40 60 80 100 120 1400.0

50.0

100.0

150.0

200.0

250.0

300.0

350.0

f(x) = − 0.241968192235572 x + 91.1057422969188R² = 0.0111924114117168

Chart Title


236.0 1143.9 2

147.6 328.3 415.2 5

40.4 618.6 721.8 8

18.0 991.4 1069.0 11

80.4 1279.4 13

184.0 1494.5 1520.9 16

5.0 17

0.0 18 t p t p t p t25.4 19 1.0 236.0 21.0 15.2 41.0 2.0 61.00.0 20 2.0 143.9 22.0 28.2 42.0 31.7 62.0

15.2 21 3.0 147.6 23.0 48.7 43.0 18.9 63.028.2 22 4.0 28.3 24.0 92.6 44.0 10.8 64.048.7 23 5.0 15.2 25.0 156.0 45.0 9.7 65.092.6 24 6.0 40.4 26.0 153.3 46.0 26.0 66.0

156.0 25 7.0 18.6 27.0 178.4 47.0 60.0 67.0153.3 26 8.0 21.8 28.0 70.4 48.0 59.9 68.0178.4 27 9.0 18.0 29.0 2.0 49.0 68.6 69.070.4 28 10.0 91.4 30.0 6.0 50.0 130.0 70.02.0 29 11.0 69.0 31.0 0.0 51.0 88.3 71.06.0 30 12.0 80.4 32.0 16.8 52.0 29.5 72.00.0 31 13.0 79.4 33.0 9.7 53.0 3.7 73.0

16.8 32 14.0 184.0 34.0 7.0 54.0 0.0 74.09.7 33 15.0 94.5 35.0 18.5 55.0 5.0 75.07.0 34 16.0 20.9 36.0 150.6 56.0 11.4 76.0

18.5 35 17.0 5.0 37.0 119.0 57.0 24.0 77.0150.6 36 18.0 0.0 38.0 101.7 58.0 43.5 78.0119.0 37 19.0 25.4 39.0 69.3 59.0 86.8 79.0101.7 38 20.0 0.0 40.0 18.7 60.0 182.9 80.069.3 39


31.7 42 Ordenando en las presipitaciones medidas mensualmente en funcion de tiempo:18.9 4310.8 449.7 45

0 20 40 60 80 100 120 1400.0

50.0

100.0

150.0

200.0

250.0

f(x) = − 0.22945818063199 x + 67.8888679493647R² = 0.0199253257816677

Chart Title


26.0 4660.0 4759.9 4868.6 49

130.0 5088.3 5129.5 523.7 530.0 545.0 55

11.4 56 R^2= 0.019924.0 57 R= 0.1410673643.5 58 N=12086.8 59 Tc= 1.5478624 < Tt= 1.66

182.9 60182.9 6184.6 62

103.2 6351.4 640.0 658.0 664.0 67

8.0 686.0 69

72.3 7078.8 7166.8 72

131.7 73135.8 74163.2 7535.7 763.8 77

0.0 78 Tendencia de la Media Tm9.0 791.4 80

0.0 81 Tendencia de la Desviacion Estandar37.0 8272.3 8351.3 84 Calculamos la dispersión para cada serie annual:

131.7 85135.8 86 t Promedio var Sp163.2 87 1 910.60 4770.726 69.0704413135.7 88 2 593.90 2979.744 54.587029343.8 89 3 768.70 5351.443 73.153556250.0 90 4 527.70 1444.663 38.00872461


0 20 40 60 80 100 120 1400.0

50.0

100.0

150.0

200.0

250.0

f(x) = − 0.22945818063199 x + 67.8888679493647R² = 0.0199253257816677

Chart Title


9.0 91 5 673.70 3279.454 57.266513461.4 92 6 666.00 3001.611 54.786960630.0 93 7 641.20 3523.561 59.35958934

37.0 94 8 641.20 3523.561 59.3595893472.3 95 9 466.70 1710.472 41.3578519151.3 96 10 1374 3671.287 60.59114417

117.0 9783.2 98 Con estos datos calculamos la tendencia para la desviacion estandar:62.6 9934.1 1005.0 1010.0 1023.3 1032.0 1046.0 1054.0 106

76.5 10773.0 108

199.0 10978.4 11079.2 1110.0 112

12.7 1130.0 1141.6 1157.0 116 R^2= 0.098.0 117 R= 0.3

51.2 118 N=1022.8 119 Tc= 0.88949918 < Tt= 1.86


P t p t p182.9 81.0 0.0 101.0 5.084.6 82.0 37.0 102.0 0.0

103.2 83.0 72.3 103.0 3.351.4 84.0 51.3 104.0 2.00.0 85.0 131.7 105.0 6.08.0 86.0 135.8 106.0 4.04.0 87.0 163.2 107.0 76.58.0 88.0 35.7 108.0 73.06.0 89.0 3.8 109.0 199.0

72.3 90.0 0.0 110.0 78.478.8 91.0 9.0 111.0 79.266.8 92.0 1.4 112.0 0.0

131.7 93.0 0.0 113.0 12.7135.8 94.0 37.0 114.0 0.0163.2 95.0 72.3 115.0 1.635.7 96.0 51.3 116.0 7.03.8 97.0 117.0 117.0 8.00.0 98.0 83.2 118.0 51.29.0 99.0 62.6 119.0 22.81.4 100.0 34.1 120.0 131.2


0 20 40 60 80 100 120 1400.0

50.0

100.0

150.0

200.0

250.0

f(x) = − 0.22945818063199 x + 67.8888679493647R² = 0.0199253257816677

Chart Title




0 20 40 60 80 100 120 1400.0

50.0

100.0

150.0

200.0

250.0

f(x) = − 0.22945818063199 x + 67.8888679493647R² = 0.0199253257816677

Chart Title




0 2 4 6 8 10 120

10

20

30

40

50

60

70

80

f(x) = − 1.06857399700758 x + 62.6312970193171R² = 0.0900429913244516

Chart Title


0 20 40 60 80 100 120 1400.0

50.0

100.0

150.0

200.0

250.0

f(x) = − 0.22945818063199 x + 67.8888679493647R² = 0.0199253257816677

Chart Title


0 20 40 60 80 100 120 1400.0

50.0

100.0

150.0

200.0

250.0

f(x) = − 0.22945818063199 x + 67.8888679493647R² = 0.0199253257816677

Chart Title


0 2 4 6 8 10 120

10

20

30

40

50

60

70

80

f(x) = − 1.06857399700758 x + 62.6312970193171R² = 0.0900429913244516

Chart Title


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Análisis de Consistencia-final