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PRECIPITACION EFECTIVA GENERADA EN CUENCA INTEGRAL PERIODO: 1990 - 2014
AÑO 1990 1991 1992 1993 1994 1995 1996 1997 1998 1999 2000 2001 2002 2003 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 MAX. MED. MIN. D.EST
Ene.
Feb.
Mar.
Abr.
May.
Jun.
Jul.
Ago.
Set.
Oct.
Nov.
Dic.
Tot.
35.4
6.1
7.7
0.1
0
6.1
3.9
3.8
4.7
33.7
54.1
63.4
219.0
13.1
10.1
11
3.5
0.1
3.3
6.7
0.3
1.3
0
24.2
10.8
84.4
16.8
15
12.8
0.3
0
0.1
22.6
0.1
2.7
2.1
73.1
18.9
164.5
155.4
85.5
45.8
35.9
33.1
1
0
2.5
5.3
15.7
72.1
89.9
542.2
128.4
82.8
88.9
49
6.5
1.2
0.1
0.1
0.5
2.5
1.5
9.8
371.3
53.4
44
53.7
34.7
5.5
0
0
1
0.1
7.3
8
24.1
231.8
187.4
123.5
92.2
60.5
16
0.2
0.1
1.4
0
3.2
17.1
42.1
543.7
110.4
62.5
58.7
13.9
4
2.1
2.6
1.3
20
2.7
17.5
16.3
312.0
135.2
81.9
38.6
30.8
17.6
0.3
0
1.3
0.4
6.1
5.5
20.8
338.5
52.5
51.7
63.9
35.3
17.7
1.1
2.1
0.2
0
1.8
14.6
7.1
248.0
187.4
129.3
130.6
33.2
3
1.8
0.3
4.8
0.3
6.8
22.9
7.4
527.8
186.5
67.3
91.1
3.3
0
0.5
0.6
2.1
0.8
20.1
16.8
28.6
417.7
47.2
169.3
119.6
11.8
0.8
2.1
45.1
0
27.7
42.9
26.3
48.6
541.4
33.5
58.9
91.7
36.6
1.1
0.7
0.4
4.5
2
0.6
18.5
66.2
314.7
16.2
108.3
27.1
0.9
0.1
0
0.1
0
17.9
32.9
28.1
115.7
347.3
42
38.5
34.3
0.1
0.2
1
2.9
0.5
3.7
38.3
5.4
57.2
224.1
74
60
68.2
29.4
0
0.5
3.2
2.5
11.7
27.8
38.5
42.9
358.7
27.8
7.4
107.9
1.8
0
0.5
2.8
3.1
6.9
9
21.2
43
231.4
68.5
53.9
13.8
1.1
0.8
0.1
2.5
0
0
17.4
11.6
11.3
181.0
14.6
47.7
21.1
12.3
3.2
2.3
0.5
0.5
0.9
10.7
50.4
112.2
276.4
114.7
92.3
64.1
2
2
2.9
6.7
0
0
21
18.4
27.1
351.2
119.3
180.3
71.9
36.6
0.7
0.2
0.1
0.4
23.6
13.8
12.5
69.5
528.9
29.3
129.4
32.7
53.9
0
0
1
2.2
10.1
3
26.4
62.7
350.7
52.4
55.8
29.1
3.4
4.6
3.5
0.4
7.7
1
38
9.1
41.3
246.3
53.7
52.3
104.9
21.3
0.3
1.3
0
1.1
32.1
7.8
1.4
62.3
338.5
187.4
180.3
130.6
60.5
33.1
6.1
45.1
7.7
32.1
42.9
73.1
115.7
543.7
78.2
72.6
59.3
20.5
4.7
1.3
4.2
1.7
6.9
14.6
23.8
44.0
331.7
13.1
6.1
7.7
0.1
0.0
0.0
0.0
0.0
0.0
0.0
1.4
7.1
84.4
58.1
46.8
36.6
19.2
8.1
1.5
9.7
1.9
9.6
13.6
19.7
31.1
128.4
PRECIPITACION MEDIA AREAL EN CUENCA INTEGRAL QUICHUAS n=
73
AÑO 1990 1991 1992 1993 1994 1995 1996 1997 1998 1999 2000 2001 2002 2003 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 MAX. MED. MIN. D.EST
Ene.
Feb.
Mar.
Abr.
May.
Jun.
Jul.
Ago.
Set.
Oct.
Nov.
Dic.
Tot.
96.86
45.91
49.75
21.94
19.21
45.94
40.01
39.82
42.27
94.38
122.05
133.89
752.04
60.99
54.95
56.85
38.70
22.30
37.99
47.35
13.95
30.37
17.94
80.14
56.58
518.10
67.82
64.57
60.55
24.19
19.90
15.93
77.54
21.23
36.11
34.05
145.94
71.41
639.24
240.13
160.78
111.22
97.55
93.53
29.17
19.65
35.24
43.80
65.86
144.65
166.07
1207.65
210.21
157.68
164.83
115.46
46.87
30.24
16.27
15.92
25.64
35.46
31.49
54.44
904.52
121.24
108.74
121.55
95.85
44.56
18.64
16.79
9.50
22.40
48.97
50.59
79.92
738.76
274.97
204.73
168.79
130.29
66.31
23.51
22.53
7.95
19.57
37.91
68.27
106.15
1130.97
189.77
132.85
127.93
62.61
40.36
33.77
4.44
8.20
73.24
36.08
69.03
66.85
845.13
217.82
156.55
101.28
90.12
69.25
13.82
17.12
8.22
12.81
45.94
44.38
74.62
851.93
120.03
118.98
134.60
96.73
69.42
9.33
5.89
14.17
16.81
32.89
63.90
48.47
731.21
274.88
211.26
212.71
93.70
37.20
6.61
13.40
42.60
24.19
47.75
78.06
49.12
1091.49
274.00
138.73
167.50
38.27
20.11
12.44
26.66
5.84
10.64
73.41
67.77
86.86
922.22
113.02
255.31
200.28
58.54
28.08
5.63
110.29
18.96
85.47
107.32
83.35
114.88
1181.13
94.02
128.23
168.19
98.53
9.12
11.01
25.09
41.65
33.55
26.58
70.73
137.44
844.15
66.65
187.40
84.53
10.02
22.36
19.70
15.94
20.61
69.69
93.24
86.16
195.86
872.16
105.96
101.13
95.21
22.23
22.95
9.62
3.72
11.99
39.43
100.93
44.28
126.07
683.52
147.04
129.59
139.85
88.05
17.39
12.50
37.66
35.28
58.37
85.63
101.22
107.28
959.86
85.59
49.03
187.02
32.92
20.34
12.41
3.95
3.27
47.94
52.76
75.23
107.44
677.91
140.25
121.82
62.37
29.61
10.28
15.91
4.68
20.54
18.61
68.88
58.04
57.46
608.45
63.79
113.70
75.05
59.58
37.65
5.14
25.72
12.26
28.36
56.22
117.29
191.92
786.67
194.71
168.84
134.84
33.60
6.10
3.66
47.44
20.15
18.66
74.98
70.53
84.62
858.13
199.91
267.30
144.45
98.45
27.26
14.50
15.49
13.13
79.17
62.39
59.88
141.52
1123.45
87.84
211.32
92.88
121.85
19.14
20.91
9.65
5.51
55.04
37.26
83.51
133.09
877.98
119.87
124.32
87.54
38.58
42.05
38.90
25.46
49.72
29.12
100.46
52.83
105.12
813.97
121.62
119.79
183.51
75.35
24.50
8.50
19.65
29.67
92.02
49.99
31.10
132.54
888.24
274.97
267.30
212.71
130.29
93.53
45.94
110.29
49.72
92.02
107.32
145.94
195.86
1207.65
147.56
141.34
125.33
66.91
33.45
18.23
26.10
20.22
40.53
59.49
76.02
105.18
860.36
60.99
45.91
49.75
10.02
6.10
3.66
3.72
3.27
10.64
17.94
31.10
48.47
518.10
70.34
58.76
47.96
36.01
21.70
11.64
24.41
13.39
23.78
25.92
30.58
42.44
180.47
NUMEROS ALEATORIOS GENERADOS CON DISTRIBUCION NORMAL PERIODO: 1990 - 2014
AÑO 1990 1991 1992 1993 1994 1995 1996 1997 1998 1999 2000 2001 2002 2003 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 MAX. MED. MIN. D.EST
Ene.
Feb.
Mar.
Abr.
May.
Jun.
Jul.
Ago.
Set.
Oct.
Nov.
Dic.
-0.190
-0.419
-0.581
0.704
-1.077
0.206
-0.898
-0.077
-1.303
-0.335
0.451
2.974
-0.1
0.366
-0.998
-0.949
1.006
0.862
0.092
-0.541
2.364
1.470
-1.175
-0.688
0.464
-2.6
-0.637
0.599
1.319
0.047
-1.391
-1.006
0.061
-0.116
-0.708
1.105
2.094
-0.277
0.8
-0.322
1.013
0.735
-0.705
1.184
0.819
0.274
0.695
-0.661
0.345
0.424
-2.951
0.0
-0.458
0.702
0.455
-0.356
-0.687
-0.214
1.276
-1.374
-1.674
-0.115
0.296
-0.926
-1.6
0.295
-0.999
-0.333
0.279
-1.601
-1.142
0.016
0.506
0.632
1.514
-1.787
1.347
-0.2
-1.803
0.530
-1.324
-0.795
0.554
-0.531
-0.012
0.264
-0.256
-2.566
-1.713
1.447
0.2
-0.786
-0.689
0.652
-0.757
-1.295
-1.543
2.247
-0.605
0.422
-0.478
-1.210
2.347
0.3
-0.493
1.256
-1.179
-1.019
-1.437
-0.883
2.694
0.337
-0.796
0.571
-2.433
-0.499
0.3
-1.870
0.374
-1.517
-1.198
0.113
-0.541
-0.434
-0.062
1.111
0.446
-0.320
-0.247
-1.8
1.178
-0.466
-0.363
-0.092
0.129
-1.303
1.226
0.202
0.584
1.080
-0.691
0.688
-0.3
-0.702
1.456
1.793
0.134
0.526
-1.124
0.296
0.179
1.236
0.123
-1.467
-0.262
-0.9
-1.870
0.263
0.001
-0.376
-0.102
0.876
1.093
-0.031
-1.268
-0.088
0.879
-1.837
0.7
0.281
0.976
0.120
-1.097
0.830
-1.724
-0.067
1.425
0.424
0.451
0.401
-0.059
-0.8
-0.480
0.502
-0.021
-0.055
-0.150
-0.103
-0.512
0.664
-0.049
0.596
-0.699
1.160
2.0
-0.732
-1.785
0.760
-0.315
-0.658
-1.217
-1.485
-0.298
0.297
1.668
-2.015
-1.132
-1.3
0.641
1.111
-0.244
0.089
0.326
1.625
-0.338
-0.899
1.986
0.081
0.023
1.289
0.2
0.347
-0.989
0.089
2.219
0.054
-0.389
-1.909
0.097
0.736
-0.929
0.227
-0.957
-1.4
1.693
0.770
-1.879
2.647
1.121
-0.464
0.257
0.973
0.804
-0.502
-0.003
-0.105
0.0
0.581
0.706
2.032
0.957
-1.228
-1.252
0.536
1.705
1.419
0.036
-0.079
-1.098
-0.7
-1.008
-2.395
-1.708
0.273
0.540
-0.285
0.075
0.696
-0.577
-0.610
0.103
0.069
1.2
-1.690
-0.507
-1.119
-0.878
0.432
1.495
-0.409
-1.077
-0.357
-0.683
0.545
1.909
-0.1
1.659
-2.059
0.427
-0.243
-0.660
0.004
0.586
0.966
0.475
2.124
-0.589
0.059
-0.5
0.274
-1.221
-0.485
1.457
-0.257
0.073
-0.909
-0.614
0.718
0.931
1.089
0.514
-0.4
0.126
-0.506
-0.114
-1.187
-0.184
0.118
-1.383
-0.648
0.847
0.793
-0.961
-1.590
-1.1
1.693 -0.224 -1.870 1.000
1.456 -0.111 -2.395 1.086
2.032 -0.137 -1.879 1.031
2.647 0.030 -1.198 1.013
1.184 -0.162 -1.601 0.842
1.625 -0.337 -1.724 0.892
2.694 0.070 -1.909 1.076
2.364 0.211 -1.374 0.874
1.986 0.221 -1.674 0.951
2.124 0.175 -2.566 1.004
2.094 -0.325 -2.433 1.065
2.974 0.093 -2.951 1.369
NUMEROS ALEATORIOS ENTRE 0 Y 1 CON DISTRIBUCION UNIFORME AÑO 1990 1991 1992 1993 1994 1995 1996 1997 1998 1999 2000 2001 2002 2003 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 MAX. MED. MIN. D.EST
Ene.
Feb.
Mar.
Abr.
May.
Jun.
Jul.
Ago.
Set.
Oct.
Nov.
Dic.
Tot.
-1.549
0.157
0.763
1.003
-0.615
0.388
0.325
1.714
-0.640
0.217
0.433
0.675
0.606
0.446
-0.703
-0.256
0.125
1.680
0.368
-0.536
-0.305
-0.399
1.162
0.739
0.488
-2.338
1.040
-1.565
-0.344
0.552
0.799
1.588
0.314
0.678
-0.028
-1.314
0.617
1.087
-0.385
1.947
-0.856
-0.477
2.783
-0.482
1.166
0.103
-0.175
0.827
0.909
0.664
0.652
1.663
-0.609
-0.788
2.292
0.282
-0.302
0.108
0.426
0.137
0.265
0.224
-0.915
-0.392
1.799
-1.843
-0.414
1.129
-1.339
0.293
1.216
0.077
-1.221
-1.141
-0.314
-0.328
0.680
0.999
-0.285
1.070
0.383
-0.681
-0.607
-0.363
0.111
0.147
0.564
-0.637
2.209
-1.342
0.897
0.087
-0.505
1.332
-0.186
-0.737
-0.437
0.485
-0.182
0.732
1.070
1.138
-1.035
-0.398
0.504
1.567
-0.387
-0.159
-1.114
0.029
1.004
-0.067
-0.904
-1.726
1.984
-0.491
1.037
0.696
-0.030
-2.146
-0.361
-0.839
-1.320
0.168
-0.010
0.227
0.594
-0.545
-0.234
-0.221
-0.176
0.057
0.225
0.153
0.535
-0.593
-0.688
-0.611
0.357
0.172
-0.104
0.722
1.555
-1.050
1.577
1.207
0.324
0.257
0.925
0.089
0.363
1.199
-0.729
0.272
-0.286
-0.170
-0.028
1.892
-1.286
0.113
-0.137
0.640
0.333
0.633
-0.175
0.034
1.520
-0.620
1.655
-0.805
0.824
-0.712
-0.645
0.395
-1.175
-1.056
-1.476
1.622
-0.870
0.306
0.518
1.717
0.076
-0.545
1.023
0.040
-0.425
1.144
1.070
0.752
1.301
0.639
0.833
0.546
0.143
-0.298
-0.940
-0.215
-1.006
1.006
-0.295
-0.094
-0.289
0.200
0.604
1.123
0.860
0.241
2.189
0.716
0.906
-1.766
0.747
1.399
-0.325
0.966
0.320
-1.117
-0.589
1.192
1.609
-0.244
-0.564
-1.078
-0.540
-1.679
-1.282
0.512
-1.549
-0.490
-0.584
0.802
0.669
0.039
-0.308
-0.086
-0.798
0.515
-0.208
-0.142
1.406
-0.581
0.044
1.836
-1.680
-1.434
-1.261
1.369
-1.914
-0.710
-0.268
0.509
-0.410
1.762
0.009
-0.243
-0.386
-0.654
0.073
-1.600
-0.661
1.229
-1.544
0.334
-0.092
-0.464
1.268
-1.481
0.668
0.255
-2.097
-0.144
-1.373
0.847
0.763
0.549
-0.405
0.847
1.227
-1.167
-0.369
-1.836
-0.440
-0.637
0.740
-0.279
-1.230
0.313
1.068
1.189
1.163
-1.303
-0.634
-0.981
-0.323
1.317
1.337
2.377
-1.136
-1.753
0.837
0.357
1.461
-1.706
-2.698
0.533
0.738
-0.761
0.545
0.240
-1.701
1.094
-2.765
-0.542
0.366
0.074
0.846
0.567
2.131
0.561
1.415
-1.762
-0.859
-0.474
-1.009
2.1894 -0.1762 -2.7652 1.1793
1.8923 0.0620 -1.9142 0.9973
2.2922 0.0658 -2.1458 1.0421
2.7825 0.0637 -1.7655 0.9273
1.6804 0.0054 -1.7059 0.8710
1.5878 0.0113 -2.6983 1.0592
2.1305 0.3046 -1.1671 0.8206
1.7142 -0.1039 -1.5494 0.8260
1.6218 0.1119 -1.8357 0.8390
1.8364 -0.0121 -1.7617 0.9481
2.2091 0.2324 -2.0972 1.0730
2.3770 0.1250 -1.7013 0.9411
1.799 0.690 -2.338 1.200
DESCARGAS MEDIAS MENSUALES GENERADAS (mm) - CUENCA INTEGRAL PERIODO: 1990 - 2014 Coeficientes de Regresión Múltiple:
b1 S
b2 R^2
0.443 0.979
b3
0.479
Qt = b1 + b2*Qt-1 + b3*PEt + Z*S*(1 - R^2)^0.5
Modelo Matemático:
AÑO PROM 1990 1991 1992 1993 1994 1995 1996 1997 1998 1999 2000 2001 2002 2003 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 MAX. MED. MIN. D.EST
2.497 5.305
Ene.
Feb.
Mar.
Abr.
May.
Jun.
Jul.
Ago.
Set.
Oct.
Nov.
Dic.
Tot.
63.3
72.8
71.2
41.5
23.4
16.5
14.5
11.1
13.1
18.4
20.0
21.4
387.2
28.8
17.9
13.6
9.1
5.7
8.1
7.3
7.5
7.1
21.5
38.3
52.1
217.0
32.1
20.8
16.3
12.1
8.6
8.0
8.8
8.4
8.0
5.1
15.8
15.0
159.0
16.7
17.5
17.4
10.4
6.0
4.4
15.3
9.3
7.3
7.6
42.5
30.2
184.7
90.0
84.1
62.3
46.7
40.0
21.3
12.1
9.6
8.8
14.2
43.6
62.6
495.4
91.4
83.2
82.3
62.1
32.6
17.4
11.2
6.5
4.3
5.5
5.9
9.1
411.4
32.3
37.1
44.4
39.0
21.2
11.0
7.4
6.6
6.0
9.8
9.3
19.2
243.3
99.4
106.1
92.6
71.9
42.4
21.0
11.8
8.6
6.1
4.8
11.5
28.9
505.1
67.6
61.8
58.5
34.5
18.7
10.6
10.2
7.2
15.6
10.3
14.5
18.5
328.0
75.1
76.0
53.7
40.3
27.7
14.2
10.9
8.2
5.7
8.4
7.0
15.2
342.2
32.9
42.1
50.6
40.9
29.2
15.5
10.1
7.0
6.5
6.6
12.2
11.1
264.6
98.1
107.5
112.4
68.1
34.2
17.5
11.3
10.0
7.5
9.9
17.3
14.2
508.2
97.6
79.1
82.5
40.8
21.0
11.2
8.0
7.2
7.0
15.3
16.2
23.2
408.9
33.9
98.8
103.6
53.7
26.6
16.0
32.0
16.7
22.2
32.8
30.3
37.8
504.4
35.5
47.2
67.4
49.1
25.4
12.8
8.3
9.4
8.0
6.7
14.6
40.6
324.9
27.9
67.1
45.2
22.9
12.6
8.0
5.7
5.5
13.5
24.7
26.4
70.5
329.9
53.3
43.2
38.6
19.4
10.7
6.8
5.7
5.1
6.7
25.1
14.7
35.5
264.8
54.2
56.1
59.8
43.2
21.9
13.7
9.8
7.4
12.9
21.6
30.5
37.6
368.5
32.7
19.8
63.0
33.0
17.1
10.0
6.8
7.1
9.5
10.3
17.4
30.1
256.8
49.9
51.0
30.3
18.5
11.9
7.5
7.2
6.4
6.0
13.1
13.8
14.0
229.6
16.1
33.0
28.8
21.9
12.8
8.3
6.8
7.1
7.2
10.8
31.4
69.3
253.4
87.4
83.6
68.9
34.2
19.0
12.1
11.1
8.0
5.6
14.6
17.8
23.4
385.6
68.7
118.9
88.8
58.7
29.2
16.7
9.6
6.1
16.2
15.8
15.9
44.3
488.8
37.4
79.5
53.7
51.9
25.0
13.6
9.4
8.5
11.5
10.6
19.4
41.2
361.7
46.0
48.7
37.6
21.9
14.2
10.5
6.7
8.7
7.4
24.7
18.6
30.9
275.9
42.0
45.8
72.9
44.1
22.0
13.0
7.2
5.7
21.1
16.2
9.6
35.4
334.9
99.4
118.9
112.4
71.9
42.4
21.3
32.0
16.7
22.2
32.8
43.6
70.5
508.2
53.9
61.0
57.8
37.9
21.4
12.4
10.0
7.9
9.5
13.8
19.8
32.4
337.9
16.1
17.5
13.6
9.1
5.7
4.4
5.7
5.1
4.3
4.8
5.9
9.1
159.0
27.2
29.7
26.7
17.8
10.0
4.4
5.1
2.2
4.8
7.4
10.6
17.4
105.3
DESCARGAS MEDIAS MENSUALES GENERADAS (m3/s) - CUENCA INTEGRAL Area
3139
Km2
AÑO DIAS
Ene. 30
Feb. 28
Mar. 31
Abr. 30
May. 31
Jun. 30
Jul. 31
Ago. 31
Set. 30
Oct. 31
Nov. 30
Dic. 31
Prom. (m3/s)
1990 1991 1992 1993 1994 1995 1996 1997 1998 1999 2000 2001 2002 2003 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 MAX. MED. MIN. D.EST
34.88
23.17
16.00
11.06
6.70
9.82
8.52
8.76
8.55
25.21
46.37
61.07
21.676
38.92
27.00
19.05
14.71
10.07
9.63
10.33
9.80
9.63
6.00
19.17
17.62
15.994
20.24
22.77
20.41
12.59
7.07
5.38
17.98
10.84
8.89
8.91
51.46
35.35
18.491
109.05
109.15
72.97
56.60
46.84
25.81
14.24
11.26
10.64
16.61
52.85
73.39
49.950
110.68
107.93
96.43
75.26
38.22
21.02
13.14
7.57
5.22
6.46
7.13
10.65
41.642
39.15
48.17
52.05
47.24
24.82
13.32
8.65
7.78
7.23
11.49
11.26
22.50
24.472
120.35
137.65
108.57
87.08
49.74
25.41
13.87
10.09
7.41
5.59
13.91
33.83
51.124
81.82
80.23
68.57
41.77
21.91
12.84
11.91
8.39
18.86
12.10
17.59
21.73
33.143
90.94
98.56
62.97
48.77
32.42
17.22
12.73
9.60
6.91
9.83
8.45
17.78
34.681
39.87
54.67
59.31
49.53
34.20
18.81
11.78
8.20
7.81
7.69
14.71
13.00
26.633
118.78
139.52
131.74
82.50
40.10
21.21
13.29
11.69
9.09
11.62
20.98
16.70
51.434
118.20
102.62
96.75
49.35
24.56
13.51
9.32
8.40
8.48
17.96
19.62
27.16
41.327
41.10
128.23
121.38
65.08
31.18
19.33
37.52
19.52
26.85
38.44
36.69
44.29
50.800
42.99
61.23
79.01
59.40
29.76
15.45
9.71
11.04
9.63
7.80
17.70
47.62
32.612
33.77
87.08
52.97
27.74
14.74
9.68
6.67
6.48
16.33
28.93
31.92
82.61
33.243
64.52
56.01
45.28
23.51
12.53
8.21
6.73
5.92
8.16
29.43
17.75
41.63
26.640
65.60
72.78
70.11
52.26
25.62
16.56
11.52
8.62
15.61
25.30
36.96
44.01
37.078
39.62
25.66
73.85
39.94
20.10
12.15
7.99
8.29
11.51
12.08
21.06
35.23
25.623
60.46
66.21
35.47
22.36
13.97
9.05
8.44
7.54
7.23
15.34
16.77
16.37
23.268
19.53
42.86
33.75
26.50
14.98
10.05
8.00
8.29
8.66
12.68
37.99
81.21
25.374
105.80
108.43
80.76
41.41
22.29
14.64
13.03
9.33
6.76
17.06
21.60
27.46
39.048
83.23
154.30
104.02
71.05
34.17
20.17
11.26
7.17
19.66
18.49
19.25
51.91
49.557
45.33
103.13
62.93
62.87
29.29
16.43
11.06
9.93
13.87
12.47
23.50
48.25
36.589
55.76
63.17
44.10
26.54
16.66
12.75
7.80
10.15
8.92
28.92
22.56
36.24
27.797
50.88
59.39
85.48
53.40
25.82
15.71
8.41
6.69
25.49
18.95
11.62
41.45
33.608
120.35
154.30
131.74
87.08
49.74
25.81
37.52
19.52
26.85
38.44
52.85
82.61
51.43
65.259
79.197
67.756
45.941
25.110
14.966
11.756
9.254
11.496
16.213
23.954
37.962
34.072
19.526
22.769
15.997
11.060
6.698
5.381
6.669
5.922
5.219
5.585
7.128
10.649
15.994
32.970
38.598
31.246
21.525
11.670
5.307
6.021
2.632
5.816
8.724
12.857
20.435
10.699
AÑO 1990 1991 1992 1993 1994 1995 1996 1997 1998 1999 2000 2001 2002 2003 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 MAX. MED. MIN. D.EST
Ene.
Feb.
Mar.
Abr.
May.
Jun.
Jul.
Ago.
Set.
Oct.
Nov.
Dic.
Tot.
35.4
6.1
7.7
0.1
0
6.1
3.9
3.8
4.7
33.7
54.1
63.4
219.0
13.1
10.1
11
3.5
0.1
3.3
6.7
0.3
1.3
0
24.2
10.8
84.4
16.8
15
12.8
0.3
0
0.1
22.6
0.1
2.7
2.1
73.1
18.9
164.5
155.4
85.5
45.8
35.9
33.1
1
0
2.5
5.3
15.7
72.1
89.9
542.2
128.4
82.8
88.9
49
6.5
1.2
0.1
0.1
0.5
2.5
1.5
9.8
371.3
53.4
44
53.7
34.7
5.5
0
0
1
0.1
7.3
8
24.1
231.8
187.4
123.5
92.2
60.5
16
0.2
0.1
1.4
0
3.2
17.1
42.1
543.7
110.4
62.5
58.7
13.9
4
2.1
2.6
1.3
20
2.7
17.5
16.3
312.0
135.2
81.9
38.6
30.8
17.6
0.3
0
1.3
0.4
6.1
5.5
20.8
338.5
52.5
51.7
63.9
35.3
17.7
1.1
2.1
0.2
0
1.8
14.6
7.1
248.0
187.4
129.3
130.6
33.2
3
1.8
0.3
4.8
0.3
6.8
22.9
7.4
527.8
186.5
67.3
91.1
3.3
0
0.5
0.6
2.1
0.8
20.1
16.8
28.6
417.7
47.2
169.3
119.6
11.8
0.8
2.1
45.1
0
27.7
42.9
26.3
48.6
541.4
33.5
58.9
91.7
36.6
1.1
0.7
0.4
4.5
2
0.6
18.5
66.2
314.7
16.2
108.3
27.1
0.9
0.1
0
0.1
0
17.9
32.9
28.1
115.7
347.3
42
38.5
34.3
0.1
0.2
1
2.9
0.5
3.7
38.3
5.4
57.2
224.1
74
60
68.2
29.4
0
0.5
3.2
2.5
11.7
27.8
38.5
42.9
358.7
27.8
7.4
107.9
1.8
0
0.5
2.8
3.1
6.9
9
21.2
43
231.4
68.5
53.9
13.8
1.1
0.8
0.1
2.5
0
0
17.4
11.6
11.3
181.0
14.6
47.7
21.1
12.3
3.2
2.3
0.5
0.5
0.9
10.7
50.4
112.2
276.4
114.7
92.3
64.1
2
2
2.9
6.7
0
0
21
18.4
27.1
351.2
119.3
180.3
71.9
36.6
0.7
0.2
0.1
0.4
23.6
13.8
12.5
69.5
528.9
29.3
129.4
32.7
53.9
0
0
1
2.2
10.1
3
26.4
62.7
350.7
52.4
55.8
29.1
3.4
4.6
3.5
0.4
7.7
1
38
9.1
41.3
246.3
53.7
52.3
104.9
21.3
0.3
1.3
0
1.1
32.1
7.8
1.4
62.3
338.5
187.4
180.3
130.6
60.5
33.1
6.1
45.1
7.7
32.1
42.9
73.1
115.7
543.7
78.2
72.6
59.3
20.5
4.7
1.3
4.2
1.7
6.9
14.6
23.8
44.0
331.7
13.1
6.1
7.7
0.1
0.0
0.0
0.0
0.0
0.0
0.0
1.4
7.1
84.4
58.1
46.8
36.6
19.2
8.1
1.5
9.7
1.9
9.6
13.6
19.7
31.1
128.4
PRECIPITACION MEDIA AREAL EN CUENCA INTEGRAL QUICHUAS n=
73
AÑO 1990 1991 1992 1993 1994 1995 1996 1997 1998 1999 2000 2001 2002 2003 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 MAX. MED. MIN. D.EST
Ene.
Feb.
Mar.
Abr.
May.
Jun.
Jul.
Ago.
Set.
Oct.
Nov.
Dic.
Tot.
96.86
45.91
49.75
21.94
19.21
45.94
40.01
39.82
42.27
94.38
122.05
133.89
752.04
60.99
54.95
56.85
38.70
22.30
37.99
47.35
13.95
30.37
17.94
80.14
56.58
518.10
67.82
64.57
60.55
24.19
19.90
15.93
77.54
21.23
36.11
34.05
145.94
71.41
639.24
240.13
160.78
111.22
97.55
93.53
29.17
19.65
35.24
43.80
65.86
144.65
166.07
1207.65
210.21
157.68
164.83
115.46
46.87
30.24
16.27
15.92
25.64
35.46
31.49
54.44
904.52
121.24
108.74
121.55
95.85
44.56
18.64
16.79
9.50
22.40
48.97
50.59
79.92
738.76
274.97
204.73
168.79
130.29
66.31
23.51
22.53
7.95
19.57
37.91
68.27
106.15
1130.97
189.77
132.85
127.93
62.61
40.36
33.77
4.44
8.20
73.24
36.08
69.03
66.85
845.13
217.82
156.55
101.28
90.12
69.25
13.82
17.12
8.22
12.81
45.94
44.38
74.62
851.93
120.03
118.98
134.60
96.73
69.42
9.33
5.89
14.17
16.81
32.89
63.90
48.47
731.21
274.88
211.26
212.71
93.70
37.20
6.61
13.40
42.60
24.19
47.75
78.06
49.12
1091.49
274.00
138.73
167.50
38.27
20.11
12.44
26.66
5.84
10.64
73.41
67.77
86.86
922.22
113.02
255.31
200.28
58.54
28.08
5.63
110.29
18.96
85.47
107.32
83.35
114.88
1181.13
94.02
128.23
168.19
98.53
9.12
11.01
25.09
41.65
33.55
26.58
70.73
137.44
844.15
66.65
187.40
84.53
10.02
22.36
19.70
15.94
20.61
69.69
93.24
86.16
195.86
872.16
105.96
101.13
95.21
22.23
22.95
9.62
3.72
11.99
39.43
100.93
44.28
126.07
683.52
147.04
129.59
139.85
88.05
17.39
12.50
37.66
35.28
58.37
85.63
101.22
107.28
959.86
85.59
49.03
187.02
32.92
20.34
12.41
3.95
3.27
47.94
52.76
75.23
107.44
677.91
140.25
121.82
62.37
29.61
10.28
15.91
4.68
20.54
18.61
68.88
58.04
57.46
608.45
63.79
113.70
75.05
59.58
37.65
5.14
25.72
12.26
28.36
56.22
117.29
191.92
786.67
194.71
168.84
134.84
33.60
6.10
3.66
47.44
20.15
18.66
74.98
70.53
84.62
858.13
199.91
267.30
144.45
98.45
27.26
14.50
15.49
13.13
79.17
62.39
59.88
141.52
1123.45
87.84
211.32
92.88
121.85
19.14
20.91
9.65
5.51
55.04
37.26
83.51
133.09
877.98
119.87
124.32
87.54
38.58
42.05
38.90
25.46
49.72
29.12
100.46
52.83
105.12
813.97
121.62
119.79
183.51
75.35
24.50
8.50
19.65
29.67
92.02
49.99
31.10
132.54
888.24
274.97
267.30
212.71
130.29
93.53
45.94
110.29
49.72
92.02
107.32
145.94
195.86
1207.65
147.56
141.34
125.33
66.91
33.45
18.23
26.10
20.22
40.53
59.49
76.02
105.18
860.36
60.99
45.91
49.75
10.02
6.10
3.66
3.72
3.27
10.64
17.94
31.10
48.47
518.10
70.34
58.76
47.96
36.01
21.70
11.64
24.41
13.39
23.78
25.92
30.58
42.44
180.47
NUMEROS ALEATORIOS GENERADOS CON DISTRIBUCION NORMAL PERIODO: 1990 - 2014
AÑO 1990 1991 1992 1993 1994 1995 1996 1997 1998 1999 2000 2001 2002 2003 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 MAX. MED. MIN. D.EST
Ene.
Feb.
Mar.
Abr.
May.
Jun.
Jul.
Ago.
Set.
Oct.
Nov.
Dic.
-0.190
-0.419
-0.581
0.704
-1.077
0.206
-0.898
-0.077
-1.303
-0.335
0.451
2.974
-0.1
0.366
-0.998
-0.949
1.006
0.862
0.092
-0.541
2.364
1.470
-1.175
-0.688
0.464
-2.6
-0.637
0.599
1.319
0.047
-1.391
-1.006
0.061
-0.116
-0.708
1.105
2.094
-0.277
0.8
-0.322
1.013
0.735
-0.705
1.184
0.819
0.274
0.695
-0.661
0.345
0.424
-2.951
0.0
-0.458
0.702
0.455
-0.356
-0.687
-0.214
1.276
-1.374
-1.674
-0.115
0.296
-0.926
-1.6
0.295
-0.999
-0.333
0.279
-1.601
-1.142
0.016
0.506
0.632
1.514
-1.787
1.347
-0.2
-1.803
0.530
-1.324
-0.795
0.554
-0.531
-0.012
0.264
-0.256
-2.566
-1.713
1.447
0.2
-0.786
-0.689
0.652
-0.757
-1.295
-1.543
2.247
-0.605
0.422
-0.478
-1.210
2.347
0.3
-0.493
1.256
-1.179
-1.019
-1.437
-0.883
2.694
0.337
-0.796
0.571
-2.433
-0.499
0.3
-1.870
0.374
-1.517
-1.198
0.113
-0.541
-0.434
-0.062
1.111
0.446
-0.320
-0.247
-1.8
1.178
-0.466
-0.363
-0.092
0.129
-1.303
1.226
0.202
0.584
1.080
-0.691
0.688
-0.3
-0.702
1.456
1.793
0.134
0.526
-1.124
0.296
0.179
1.236
0.123
-1.467
-0.262
-0.9
-1.870
0.263
0.001
-0.376
-0.102
0.876
1.093
-0.031
-1.268
-0.088
0.879
-1.837
0.7
0.281
0.976
0.120
-1.097
0.830
-1.724
-0.067
1.425
0.424
0.451
0.401
-0.059
-0.8
-0.480
0.502
-0.021
-0.055
-0.150
-0.103
-0.512
0.664
-0.049
0.596
-0.699
1.160
2.0
-0.732
-1.785
0.760
-0.315
-0.658
-1.217
-1.485
-0.298
0.297
1.668
-2.015
-1.132
-1.3
0.641
1.111
-0.244
0.089
0.326
1.625
-0.338
-0.899
1.986
0.081
0.023
1.289
0.2
0.347
-0.989
0.089
2.219
0.054
-0.389
-1.909
0.097
0.736
-0.929
0.227
-0.957
-1.4
1.693
0.770
-1.879
2.647
1.121
-0.464
0.257
0.973
0.804
-0.502
-0.003
-0.105
0.0
0.581
0.706
2.032
0.957
-1.228
-1.252
0.536
1.705
1.419
0.036
-0.079
-1.098
-0.7
-1.008
-2.395
-1.708
0.273
0.540
-0.285
0.075
0.696
-0.577
-0.610
0.103
0.069
1.2
-1.690
-0.507
-1.119
-0.878
0.432
1.495
-0.409
-1.077
-0.357
-0.683
0.545
1.909
-0.1
1.659
-2.059
0.427
-0.243
-0.660
0.004
0.586
0.966
0.475
2.124
-0.589
0.059
-0.5
0.274
-1.221
-0.485
1.457
-0.257
0.073
-0.909
-0.614
0.718
0.931
1.089
0.514
-0.4
0.126
-0.506
-0.114
-1.187
-0.184
0.118
-1.383
-0.648
0.847
0.793
-0.961
-1.590
-1.1
1.693 -0.224 -1.870 1.000
1.456 -0.111 -2.395 1.086
2.032 -0.137 -1.879 1.031
2.647 0.030 -1.198 1.013
1.184 -0.162 -1.601 0.842
1.625 -0.337 -1.724 0.892
2.694 0.070 -1.909 1.076
2.364 0.211 -1.374 0.874
1.986 0.221 -1.674 0.951
2.124 0.175 -2.566 1.004
2.094 -0.325 -2.433 1.065
2.974 0.093 -2.951 1.369
NUMEROS ALEATORIOS ENTRE 0 Y 1 CON DISTRIBUCION UNIFORME AÑO 1990 1991 1992 1993 1994 1995 1996 1997 1998 1999 2000 2001 2002 2003 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 MAX. MED. MIN. D.EST
Ene.
Feb.
Mar.
Abr.
May.
Jun.
Jul.
Ago.
Set.
Oct.
Nov.
Dic.
Tot.
-1.549
0.157
0.763
1.003
-0.615
0.388
0.325
1.714
-0.640
0.217
0.433
0.675
0.606
0.446
-0.703
-0.256
0.125
1.680
0.368
-0.536
-0.305
-0.399
1.162
0.739
0.488
-2.338
1.040
-1.565
-0.344
0.552
0.799
1.588
0.314
0.678
-0.028
-1.314
0.617
1.087
-0.385
1.947
-0.856
-0.477
2.783
-0.482
1.166
0.103
-0.175
0.827
0.909
0.664
0.652
1.663
-0.609
-0.788
2.292
0.282
-0.302
0.108
0.426
0.137
0.265
0.224
-0.915
-0.392
1.799
-1.843
-0.414
1.129
-1.339
0.293
1.216
0.077
-1.221
-1.141
-0.314
-0.328
0.680
0.999
-0.285
1.070
0.383
-0.681
-0.607
-0.363
0.111
0.147
0.564
-0.637
2.209
-1.342
0.897
0.087
-0.505
1.332
-0.186
-0.737
-0.437
0.485
-0.182
0.732
1.070
1.138
-1.035
-0.398
0.504
1.567
-0.387
-0.159
-1.114
0.029
1.004
-0.067
-0.904
-1.726
1.984
-0.491
1.037
0.696
-0.030
-2.146
-0.361
-0.839
-1.320
0.168
-0.010
0.227
0.594
-0.545
-0.234
-0.221
-0.176
0.057
0.225
0.153
0.535
-0.593
-0.688
-0.611
0.357
0.172
-0.104
0.722
1.555
-1.050
1.577
1.207
0.324
0.257
0.925
0.089
0.363
1.199
-0.729
0.272
-0.286
-0.170
-0.028
1.892
-1.286
0.113
-0.137
0.640
0.333
0.633
-0.175
0.034
1.520
-0.620
1.655
-0.805
0.824
-0.712
-0.645
0.395
-1.175
-1.056
-1.476
1.622
-0.870
0.306
0.518
1.717
0.076
-0.545
1.023
0.040
-0.425
1.144
1.070
0.752
1.301
0.639
0.833
0.546
0.143
-0.298
-0.940
-0.215
-1.006
1.006
-0.295
-0.094
-0.289
0.200
0.604
1.123
0.860
0.241
2.189
0.716
0.906
-1.766
0.747
1.399
-0.325
0.966
0.320
-1.117
-0.589
1.192
1.609
-0.244
-0.564
-1.078
-0.540
-1.679
-1.282
0.512
-1.549
-0.490
-0.584
0.802
0.669
0.039
-0.308
-0.086
-0.798
0.515
-0.208
-0.142
1.406
-0.581
0.044
1.836
-1.680
-1.434
-1.261
1.369
-1.914
-0.710
-0.268
0.509
-0.410
1.762
0.009
-0.243
-0.386
-0.654
0.073
-1.600
-0.661
1.229
-1.544
0.334
-0.092
-0.464
1.268
-1.481
0.668
0.255
-2.097
-0.144
-1.373
0.847
0.763
0.549
-0.405
0.847
1.227
-1.167
-0.369
-1.836
-0.440
-0.637
0.740
-0.279
-1.230
0.313
1.068
1.189
1.163
-1.303
-0.634
-0.981
-0.323
1.317
1.337
2.377
-1.136
-1.753
0.837
0.357
1.461
-1.706
-2.698
0.533
0.738
-0.761
0.545
0.240
-1.701
1.094
-2.765
-0.542
0.366
0.074
0.846
0.567
2.131
0.561
1.415
-1.762
-0.859
-0.474
-1.009
2.1894 -0.1762 -2.7652 1.1793
1.8923 0.0620 -1.9142 0.9973
2.2922 0.0658 -2.1458 1.0421
2.7825 0.0637 -1.7655 0.9273
1.6804 0.0054 -1.7059 0.8710
1.5878 0.0113 -2.6983 1.0592
2.1305 0.3046 -1.1671 0.8206
1.7142 -0.1039 -1.5494 0.8260
1.6218 0.1119 -1.8357 0.8390
1.8364 -0.0121 -1.7617 0.9481
2.2091 0.2324 -2.0972 1.0730
2.3770 0.1250 -1.7013 0.9411
1.799 0.690 -2.338 1.200
DESCARGAS MEDIAS MENSUALES GENERADAS (mm) - CUENCA INTEGRAL PERIODO: 1990 - 2014 Coeficientes de Regresión Múltiple:
b1 S
b2 R^2
0.443 0.979
b3
0.479
Qt = b1 + b2*Qt-1 + b3*PEt + Z*S*(1 - R^2)^0.5
Modelo Matemático:
AÑO PROM 1990 1991 1992 1993 1994 1995 1996 1997 1998 1999 2000 2001 2002 2003 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 MAX. MED. MIN. D.EST
2.497 5.305
Ene.
Feb.
Mar.
Abr.
May.
Jun.
Jul.
Ago.
Set.
Oct.
Nov.
Dic.
Tot.
63.3
72.8
71.2
41.5
23.4
16.5
14.5
11.1
13.1
18.4
20.0
21.4
387.2
28.8
17.9
13.6
9.1
5.7
8.1
7.3
7.5
7.1
21.5
38.3
52.1
217.0
32.1
20.8
16.3
12.1
8.6
8.0
8.8
8.4
8.0
5.1
15.8
15.0
159.0
16.7
17.5
17.4
10.4
6.0
4.4
15.3
9.3
7.3
7.6
42.5
30.2
184.7
90.0
84.1
62.3
46.7
40.0
21.3
12.1
9.6
8.8
14.2
43.6
62.6
495.4
91.4
83.2
82.3
62.1
32.6
17.4
11.2
6.5
4.3
5.5
5.9
9.1
411.4
32.3
37.1
44.4
39.0
21.2
11.0
7.4
6.6
6.0
9.8
9.3
19.2
243.3
99.4
106.1
92.6
71.9
42.4
21.0
11.8
8.6
6.1
4.8
11.5
28.9
505.1
67.6
61.8
58.5
34.5
18.7
10.6
10.2
7.2
15.6
10.3
14.5
18.5
328.0
75.1
76.0
53.7
40.3
27.7
14.2
10.9
8.2
5.7
8.4
7.0
15.2
342.2
32.9
42.1
50.6
40.9
29.2
15.5
10.1
7.0
6.5
6.6
12.2
11.1
264.6
98.1
107.5
112.4
68.1
34.2
17.5
11.3
10.0
7.5
9.9
17.3
14.2
508.2
97.6
79.1
82.5
40.8
21.0
11.2
8.0
7.2
7.0
15.3
16.2
23.2
408.9
33.9
98.8
103.6
53.7
26.6
16.0
32.0
16.7
22.2
32.8
30.3
37.8
504.4
35.5
47.2
67.4
49.1
25.4
12.8
8.3
9.4
8.0
6.7
14.6
40.6
324.9
27.9
67.1
45.2
22.9
12.6
8.0
5.7
5.5
13.5
24.7
26.4
70.5
329.9
53.3
43.2
38.6
19.4
10.7
6.8
5.7
5.1
6.7
25.1
14.7
35.5
264.8
54.2
56.1
59.8
43.2
21.9
13.7
9.8
7.4
12.9
21.6
30.5
37.6
368.5
32.7
19.8
63.0
33.0
17.1
10.0
6.8
7.1
9.5
10.3
17.4
30.1
256.8
49.9
51.0
30.3
18.5
11.9
7.5
7.2
6.4
6.0
13.1
13.8
14.0
229.6
16.1
33.0
28.8
21.9
12.8
8.3
6.8
7.1
7.2
10.8
31.4
69.3
253.4
87.4
83.6
68.9
34.2
19.0
12.1
11.1
8.0
5.6
14.6
17.8
23.4
385.6
68.7
118.9
88.8
58.7
29.2
16.7
9.6
6.1
16.2
15.8
15.9
44.3
488.8
37.4
79.5
53.7
51.9
25.0
13.6
9.4
8.5
11.5
10.6
19.4
41.2
361.7
46.0
48.7
37.6
21.9
14.2
10.5
6.7
8.7
7.4
24.7
18.6
30.9
275.9
42.0
45.8
72.9
44.1
22.0
13.0
7.2
5.7
21.1
16.2
9.6
35.4
334.9
99.4
118.9
112.4
71.9
42.4
21.3
32.0
16.7
22.2
32.8
43.6
70.5
508.2
53.9
61.0
57.8
37.9
21.4
12.4
10.0
7.9
9.5
13.8
19.8
32.4
337.9
16.1
17.5
13.6
9.1
5.7
4.4
5.7
5.1
4.3
4.8
5.9
9.1
159.0
27.2
29.7
26.7
17.8
10.0
4.4
5.1
2.2
4.8
7.4
10.6
17.4
105.3
DESCARGAS MEDIAS MENSUALES GENERADAS (m3/s) - CUENCA INTEGRAL Area
3139
Km2
AÑO DIAS
Ene. 30
Feb. 28
Mar. 31
Abr. 30
May. 31
Jun. 30
Jul. 31
Ago. 31
Set. 30
Oct. 31
Nov. 30
Dic. 31
Prom. (m3/s)
1990 1991 1992 1993 1994 1995 1996 1997 1998 1999 2000 2001 2002 2003 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 MAX. MED. MIN. D.EST
34.88
23.17
16.00
11.06
6.70
9.82
8.52
8.76
8.55
25.21
46.37
61.07
21.676
38.92
27.00
19.05
14.71
10.07
9.63
10.33
9.80
9.63
6.00
19.17
17.62
15.994
20.24
22.77
20.41
12.59
7.07
5.38
17.98
10.84
8.89
8.91
51.46
35.35
18.491
109.05
109.15
72.97
56.60
46.84
25.81
14.24
11.26
10.64
16.61
52.85
73.39
49.950
110.68
107.93
96.43
75.26
38.22
21.02
13.14
7.57
5.22
6.46
7.13
10.65
41.642
39.15
48.17
52.05
47.24
24.82
13.32
8.65
7.78
7.23
11.49
11.26
22.50
24.472
120.35
137.65
108.57
87.08
49.74
25.41
13.87
10.09
7.41
5.59
13.91
33.83
51.124
81.82
80.23
68.57
41.77
21.91
12.84
11.91
8.39
18.86
12.10
17.59
21.73
33.143
90.94
98.56
62.97
48.77
32.42
17.22
12.73
9.60
6.91
9.83
8.45
17.78
34.681
39.87
54.67
59.31
49.53
34.20
18.81
11.78
8.20
7.81
7.69
14.71
13.00
26.633
118.78
139.52
131.74
82.50
40.10
21.21
13.29
11.69
9.09
11.62
20.98
16.70
51.434
118.20
102.62
96.75
49.35
24.56
13.51
9.32
8.40
8.48
17.96
19.62
27.16
41.327
41.10
128.23
121.38
65.08
31.18
19.33
37.52
19.52
26.85
38.44
36.69
44.29
50.800
42.99
61.23
79.01
59.40
29.76
15.45
9.71
11.04
9.63
7.80
17.70
47.62
32.612
33.77
87.08
52.97
27.74
14.74
9.68
6.67
6.48
16.33
28.93
31.92
82.61
33.243
64.52
56.01
45.28
23.51
12.53
8.21
6.73
5.92
8.16
29.43
17.75
41.63
26.640
65.60
72.78
70.11
52.26
25.62
16.56
11.52
8.62
15.61
25.30
36.96
44.01
37.078
39.62
25.66
73.85
39.94
20.10
12.15
7.99
8.29
11.51
12.08
21.06
35.23
25.623
60.46
66.21
35.47
22.36
13.97
9.05
8.44
7.54
7.23
15.34
16.77
16.37
23.268
19.53
42.86
33.75
26.50
14.98
10.05
8.00
8.29
8.66
12.68
37.99
81.21
25.374
105.80
108.43
80.76
41.41
22.29
14.64
13.03
9.33
6.76
17.06
21.60
27.46
39.048
83.23
154.30
104.02
71.05
34.17
20.17
11.26
7.17
19.66
18.49
19.25
51.91
49.557
45.33
103.13
62.93
62.87
29.29
16.43
11.06
9.93
13.87
12.47
23.50
48.25
36.589
55.76
63.17
44.10
26.54
16.66
12.75
7.80
10.15
8.92
28.92
22.56
36.24
27.797
50.88
59.39
85.48
53.40
25.82
15.71
8.41
6.69
25.49
18.95
11.62
41.45
33.608
120.35
154.30
131.74
87.08
49.74
25.81
37.52
19.52
26.85
38.44
52.85
82.61
51.43
65.259
79.197
67.756
45.941
25.110
14.966
11.756
9.254
11.496
16.213
23.954
37.962
34.072
19.526
22.769
15.997
11.060
6.698
5.381
6.669
5.922
5.219
5.585
7.128
10.649
15.994
32.970
38.598
31.246
21.525
11.670
5.307
6.021
2.632
5.816
8.724
12.857
20.435
10.699
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