Punto 10 Taller 2 Corte
33
Senación térmica 29 19.6 20.8 27 18.8 19.9 20.3 25 17.9 20.2 20.5 23 14.5 18.5 19.9 20.6 21 16.5 18.6 19.9 20.5 19 19.5 19.0 20.8 20.8 Y 17 18.2 19.2 20.6 20.9 15 17.4 18.5 20.5 20.9 13 16.5 19.0 19.9 20.8 11 19.5 19.2 20.8 9 18.2 18.5 20.6 7 17.4 18.5 20.5 5 14.5 20.2 3 16.5 19.9 1 1 2 3 4 X Z(s) Z (s+1) Z(s) - Z(s+1 Diferencia al cuadra 164.7 Rezago 1 h=1 14.5 18.5 -4.0 16 16.5 18.6 -2.1 4.41000000000001 263.7 271.0 19.5 19.0 0.5 0.25 186.1 248.1 18.2 19.2 -1.0 1 227.1 122.7 17.4 18.5 -1.1 1.21 16.5 19.0 -2.5 6.25 188.7 19.5 19.2 0.3 0.0900000000000004 18.2 18.5 -0.3 0.0900000000000004 17.4 18.5 -1.1 1.21 18.8 19.9 -1.1 1.21 17.9 20.2 -2.3 5.29 18.5 19.9 -1.4 1.96 Media 6 18.6 19.9 -1.3 1.68999999999999 19.0 20.8 -1.8 3.24 19.2 20.6 -1.4 1.96000000000001 18.5 20.5 -2.0 4 19.0 19.9 -0.9 0.809999999999997 19.2 20.8 -1.6 2.56 18.5 20.6 -2.1 4.41000000000001 18.5 20.5 -2.0 4 19.9 20.3 -0.4 0.160000000000002 20.2 20.5 -0.3 0.0900000000000004 19.9 20.6 -0.7 0.490000000000004 19.9 20.5 -0.6 0.360000000000002 20.8 20.8 0.0 0 20.6 20.9 -0.3 0.0899999999999983 20.5 20.9 -0.4 0.159999999999999 19.9 20.8 -0.9 0.810000000000004 20.3 20.6 -0.3 0.0900000000000004
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Transcript of Punto 10 Taller 2 Corte
Senación térmica
29 19.6 20.827 18.8 19.9 20.3 20.625 17.9 20.2 20.5 19.823 14.5 18.5 19.9 20.6 20.221 16.5 18.6 19.9 20.5 20.319 19.5 19.0 20.8 20.8 21.5
Y 17 18.2 19.2 20.6 20.9 19.815 17.4 18.5 20.5 20.9 19.913 16.5 19.0 19.9 20.8 21.911 19.5 19.2 20.8 20.99 18.2 18.5 20.6 21.57 17.4 18.5 20.5 20.75 14.5 20.23 16.5 19.91
1 2 3 4 5
XZ(s) Z (s+1) Z(s) - Z(s+1) Diferencia al cuadrado n
164.7 Rezago 1 h=1 14.5 18.5 -4.0 16 116.5 18.6 -2.1 4.41000000000001 2
263.7 271.0 19.5 19.0 0.5 0.25 3186.1 248.1 18.2 19.2 -1.0 1 4227.1 122.7 17.4 18.5 -1.1 1.21 5
16.5 19.0 -2.5 6.25 6188.7 19.5 19.2 0.3 0.0900000000000004 7
18.2 18.5 -0.3 0.0900000000000004 817.4 18.5 -1.1 1.21 918.8 19.9 -1.1 1.21 1017.9 20.2 -2.3 5.29 1118.5 19.9 -1.4 1.96 12
Media 6 18.6 19.9 -1.3 1.68999999999999 1319.0 20.8 -1.8 3.24 1419.2 20.6 -1.4 1.96000000000001 1518.5 20.5 -2.0 4 1619.0 19.9 -0.9 0.809999999999997 1719.2 20.8 -1.6 2.56 1818.5 20.6 -2.1 4.41000000000001 1918.5 20.5 -2.0 4 2019.9 20.3 -0.4 0.160000000000002 2120.2 20.5 -0.3 0.0900000000000004 2219.9 20.6 -0.7 0.490000000000004 2319.9 20.5 -0.6 0.360000000000002 2420.8 20.8 0.0 0 2520.6 20.9 -0.3 0.0899999999999983 2620.5 20.9 -0.4 0.159999999999999 2719.9 20.8 -0.9 0.810000000000004 2820.3 20.6 -0.3 0.0900000000000004 29
20.5 19.8 0.7 0.489999999999999 3020.6 20.2 0.4 0.160000000000002 3120.5 20.3 0.2 0.0399999999999997 3220.8 21.5 -0.7 0.489999999999999 3320.9 19.8 1.1 1.21 3420.9 19.9 1.0 1 3520.8 21.9 -1.1 1.21 3620.6 19.9 0.7 0.490000000000004 3719.8 21.0 -1.2 1.44 3820.2 20.4 -0.2 0.0399999999999997 3920.3 21.6 -1.3 1.69 4021.5 19.8 1.7 2.89 4119.8 19.9 -0.1 0.00999999999999957 4219.9 22.1 -2.2 4.84000000000001 4321.9 20.9 1.0 1 4420.9 21.6 -0.7 0.490000000000004 4521.5 21.7 -0.2 0.0399999999999997 4620.7 20.9 -0.2 0.0399999999999997 4719.6 19.8 -0.2 0.0399999999999997 4819.9 20.1 -0.2 0.0400000000000011 4921.0 20.1 0.9 0.809999999999997 5020.4 20.9 -0.5 0.25 5121.6 20.9 0.7 0.490000000000004 5219.8 20.8 -1.0 1 5319.9 20.8 -0.9 0.810000000000004 5422.1 20.3 1.8 3.24 5520.9 21.5 -0.6 0.360000000000002 5621.6 19.9 1.7 2.89000000000001 5721.7 22.1 -0.4 0.160000000000002 5820.9 20.9 0.0 0 5919.8 21.5 -1.7 2.89 6020.1 19.8 0.3 0.0900000000000004 6120.1 20.2 -0.1 0.00999999999999957 6220.9 21.9 -1.0 1 6320.9 19.8 1.1 1.21 6420.8 19.5 1.3 1.69 65
Rezago 4 h =4 Z(s) Z (s+4) Z(s) - Z(s+4) Diferencia al cuadrado n14.5 20.2 -5.7 32.49 116.5 20.3 -3.8 14.44 219.5 21.5 -2.0 4 318.2 19.8 -1.6 2.56 417.4 19.9 -2.5 6.25 516.5 21.9 -5.4 29.16 619.5 20.9 -1.4 1.96 718.2 21.5 -3.3 10.89 817.4 20.7 -3.3 10.89 919.6 19.6 0.0 0 1018.8 19.9 -1.1 1.21 11
17.9 21.0 -3.1 9.61000000000001 1218.5 20.4 -1.9 3.60999999999999 1318.6 21.6 -3.0 9 1419.0 19.8 -0.8 0.640000000000001 1519.2 19.9 -0.7 0.489999999999999 1618.5 22.1 -3.6 12.96 1719.0 20.9 -1.9 3.60999999999999 1819.2 21.6 -2.4 5.76000000000001 1918.5 21.7 -3.2 10.24 2018.5 20.9 -2.4 5.75999999999999 2119.9 20.1 -0.2 0.0400000000000011 2220.2 20.1 0.1 0.00999999999999957 2319.9 20.9 -1.0 1 2419.9 20.9 -1.0 1 2520.8 20.8 0.0 0 2620.6 20.8 -0.2 0.0399999999999997 2720.5 20.3 0.2 0.0399999999999997 2819.9 21.5 -1.6 2.56 2920.8 19.9 0.9 0.810000000000004 3020.6 22.1 -1.5 2.25 3120.5 20.9 -0.4 0.159999999999999 3220.8 21.5 -0.7 0.489999999999999 3320.3 19.8 0.5 0.25 3420.5 20.2 0.3 0.0900000000000004 3520.6 21.9 -1.3 1.68999999999999 3620.5 19.8 0.7 0.489999999999999 3720.8 19.5 1.3 1.69 3820.6 19.9 0.7 0.490000000000004 3919.8 20.9 -1.1 1.21 4020.2 22.1 -1.9 3.61000000000001 4120.3 19.4 0.9 0.810000000000004 4221.5 21.2 0.3 0.0900000000000004 4319.8 19.9 -0.1 0.00999999999999957 4419.9 21.1 -1.2 1.44000000000001 4521.9 20.2 1.7 2.89 46
198.69
ALFA h ALFA1.61081 1 1.610813.07323 2 3.07323
3.40215686 3 3.402156864.31935 4 4.31935
7.078 5 7.0786.94043 6 6.940439.36273 7 9.36273
16.555 8 16.555
Existencia de autocorrelacion espacial, comportamiento general y anàlisis de isotropia
1. Grafique el variograma muestral horizontal 19.6 19.8 21.5 2. Grafique el variograma muestral vertical 19.9 20.1 19.8 19.9 3. Grafique el variograma muestral con un àngulo de 45 grados21.0 20.1 20.2 20.9 4. Grafique el variograma muestral sin tener en cuenta la dirección sino únicamente la distancia20.4 20.9 21.9 22.1 4. Grafique si es posible una variograma con dirección diferente a las anteriores21.6 20.9 19.8 19.4 5. Tienen un comportamiento similar?19.8 20.8 19.5 21.219.9 20.8 19.922.1 20.3 21.1 Anàlisis de estacionariedad. (Anàlisis y posible correcciòn de tendencia)20.9 21.5 20.221.6 19.9 1. Encuentre la matriz de correlación de la variable y sus coordenadas geogràficas. Analice21.7 22.1 2. Realice gráficos de dispersión de la variable contra cada una de las coordenadas geográficas. Analice20.9 20.9 3. Realice gráficos de dispersión de la media de cada columna con respecto a su coordenada horizontal21.6 4. Realice gráficos de dispersión de la media de cada fila con respecto a su coordenada vertical
5. Realice gráficos de dispersión de la varianza de cada columna con respecto a su coordenada horizontal6. Realice gráficos de dispersión de la varianza de cada fila con respecto a su coordenada vertical
6 7 8 9 7. Realice un gráfico de medias móvilesX
rezago 2 h=2 Z(s) Z (s+2) Z(s) - Z(s+2)14.5 19.9 -5.4
Alfa (1) 0.01613 16.5 19.9 -3.4Alfa (2) 3.073231 19.5 20.8 -1.3
18.2 20.6 -2.417.4 20.5 -3.116.5 19.9 -3.419.5 20.8 -1.318.2 20.6 -2.417.4 20.5 -3.114.5 20.2 -5.716.5 19.9 -3.419.6 20.8 -1.218.8 20.3 -1.517.9 20.5 -2.618.5 20.6 -2.118.6 20.5 -1.919.0 20.8 -1.819.2 20.9 -1.718.5 20.9 -2.419.0 20.8 -1.819.9 20.6 -0.720.2 19.8 0.419.9 20.2 -0.319.9 20.3 -0.420.8 21.5 -0.720.6 19.8 0.820.5 19.9 0.619.9 21.9 -2.0
20.8 20.9 -0.120.6 21.5 -0.920.5 20.7 -0.220.8 19.6 1.220.3 19.9 0.420.5 21.0 -0.520.6 20.4 0.220.5 21.6 -1.120.8 19.8 1.020.9 19.9 1.020.9 22.1 -1.220.8 20.9 -0.120.6 20.1 0.519.8 20.1 -0.320.2 20.9 -0.720.3 20.9 -0.621.5 20.8 0.719.8 20.8 -1.019.9 20.3 -0.421.9 21.5 0.420.9 19.9 1.021.5 22.1 -0.620.7 20.9 -0.219.6 21.5 -1.919.9 19.8 0.121.0 20.2 0.820.4 21.9 -1.521.6 19.8 1.819.8 19.5 0.320.1 19.9 0.220.1 20.9 -0.820.9 22.1 -1.220.9 19.4 1.520.8 21.2 -0.420.8 19.9 0.920.3 21.1 -0.821.5 20.2 1.3
Alfa (4) z(s) Z (s+5) Z(s)- Z(s+5) Dif al 2 n4.31935 14.5 20.4 -5.9 34.81 1
16.5 21.6 -5.1 26.01 219.5 19.8 -0.3 0.09 318.2 19.9 -1.7 2.89 417.4 22.1 -4.7 22.09 516.5 20.9 -4.4 19.36 619.5 21.6 -2.1 4.41 7
Alfa 5 18.2 21.7 -3.5 12.25 87.0783 17.4 20.9 -3.5 12.25 9
14.5 21.6 -7.1 50.41 1019.6 19.8 -0.2 0.04 11
18.8 20.1 -1.3 1.69 1217.9 20.1 -2.2 4.84 1318.5 20.9 -2.4 5.76 1418.6 20.9 -2.3 5.29 1519.0 20.8 -1.8 3.24 1619.2 20.8 -1.6 2.56 1718.5 20.3 -1.8 3.24 1819.0 21.5 -2.5 6.25 1919.2 19.9 -0.7 0.49 2018.5 22.1 -3.6 12.96 2118.5 20.9 -2.4 5.76 2219.9 19.8 0.1 0.01 2320.2 20.2 0.0 0 2419.9 21.9 -2.0 4 2519.9 19.8 0.1 0.01 2620.8 19.5 1.3 1.69 2720.3 19.9 0.4 0.16 2820.5 20.9 -0.4 0.16 2920.6 22.1 -1.5 2.25 3020.5 19.4 1.1 1.21 3120.8 21.2 -0.4 0.16 3220.9 19.9 1.0 1 3320.9 21.1 -0.2 0.04 3420.8 20.2 0.6 0.36 35
247.74
0 1 2 3 4 5 6 7 8 90
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Existencia de autocorrelacion espacial, comportamiento general y anàlisis de isotropiaListoxx Filax 1
4. Grafique el variograma muestral sin tener en cuenta la dirección sino únicamente la distancia x 24. Grafique si es posible una variograma con dirección diferente a las anteriores x 3
456
Anàlisis de estacionariedad. (Anàlisis y posible correcciòn de tendencia) 1.0014988767 7Listo 8
1. Encuentre la matriz de correlación de la variable y sus coordenadas geogràficas. Analice 92. Realice gráficos de dispersión de la variable contra cada una de las coordenadas geográficas. Analice x 103. Realice gráficos de dispersión de la media de cada columna con respecto a su coordenada horizontal x 114. Realice gráficos de dispersión de la media de cada fila con respecto a su coordenada vertical x 125. Realice gráficos de dispersión de la varianza de cada columna con respecto a su coordenada horizontal x 136. Realice gráficos de dispersión de la varianza de cada fila con respecto a su coordenada vertical 14
Diferencia al cuadrado n Rezago 3 h= 329.16 111.56 2
1.69 35.76000000000001 4 Alfa (3) 3.40215686274519.61000000000001 5
11.56 61.69 7
5.76000000000001 89.61000000000001 9
32.49 1011.56 11
1.44 122.25 13
6.76000000000001 144.41000000000001 153.60999999999999 16
3.24 172.89 18
5.75999999999999 193.24 20
0.490000000000004 210.159999999999999 22
0.0900000000000004 230.160000000000002 240.489999999999999 250.640000000000001 260.360000000000002 27
4 28
0.00999999999999957 290.809999999999997 30
0.0399999999999997 311.44 32
0.160000000000002 330.25 34
0.0400000000000011 351.21 36
1 371 38
1.44000000000001 390.00999999999999957 40
0.25 410.0900000000000004 42
0.489999999999999 430.359999999999997 440.489999999999999 45
1 460.160000000000002 470.159999999999999 48
1 490.360000000000002 50
0.0399999999999997 513.60999999999999 52
0.00999999999999957 530.640000000000001 54
2.25 553.24 56
0.0900000000000004 570.0400000000000011 58
0.639999999999996 591.44000000000001 60
2.25 610.159999999999999 620.810000000000004 630.640000000000001 64
1.69 65199.76
Rezago 6 z(s) Z (s+6) Z(s)- Z(s+6)14.5 20.9 -6.416.5 20.9 -4.419.5 20.8 -1.318.2 20.8 -2.6
ALFa 6 17.4 20.3 -2.96.940435 16.5 21.5 -5.0
19.5 19.9 -0.418.2 22.1 -3.917.4 20.9 -3.519.6 21.5 -1.9
18.8 19.8 -1.017.9 20.2 -2.318.5 21.9 -3.418.6 19.8 -1.219.0 19.5 -0.519.9 19.9 0.020.2 20.9 -0.719.9 22.1 -2.219.9 19.4 0.520.8 21.2 -0.420.6 19.9 0.720.5 21.1 -0.619.9 20.2 -0.3
z(s) Z (s+7) Z(s)- Z(s+7)ALFa 7 14.5 21.9 -7.49.362727 16.5 19.8 -3.3
19.5 19.5 0.018.8 19.9 -1.117.9 20.9 -3.018.5 22.1 -3.618.6 19.4 -0.819.0 21.2 -2.219.2 19.9 -0.718.5 21.1 -2.619.0 20.2 -1.2
ALFA 8 z(s) Z (s+8) Z(s)- Z(s+8)16.555 14.5 22.1 -7.6
16.5 19.4 -2.919.5 21.2 -1.718.2 19.9 -1.717.4 21.1 -3.716.5 20.2 -3.7
Sumatoria de filas
Z(s) Z (s+3) Z(s) - Z(s+3) Diferencia n14.5 20.6 -6.1 37.21 116.5 20.5 -4.0 16 219.5 20.8 -1.3 1.69 318.2 20.9 -2.7 7.29 417.4 20.9 -3.5 12.25 516.5 20.8 -4.3 18.49 618.8 20.6 -1.8 3.24 717.9 19.8 -1.9 3.61 818.5 20.2 -1.7 2.89 918.6 20.3 -1.7 2.89 1019.0 21.5 -2.5 6.25 1119.2 19.8 -0.6 0.36 1218.5 19.9 -1.4 1.96 1319.0 21.9 -2.9 8.41 1419.2 20.9 -1.7 2.89 1518.5 21.5 -3.0 9 1618.5 20.7 -2.2 4.84 1719.9 19.9 0.0 0 1820.2 21.0 -0.8 0.64 1919.9 20.4 -0.5 0.25 2019.9 21.6 -1.7 2.89 2120.8 19.8 1.0 1 2220.6 19.9 0.7 0.49 2320.5 22.1 -1.6 2.56 2419.9 20.9 -1.0 1 2520.8 21.6 -0.8 0.64 2620.6 21.7 -1.1 1.21 2720.5 20.9 -0.4 0.16 28
20.2 21.6 -1.4 1.96 2920.8 19.8 1.0 1 3020.3 20.1 0.2 0.04 3120.5 20.1 0.4 0.16 3220.6 20.9 -0.3 0.09 3320.5 20.9 -0.4 0.16 3420.8 20.8 0.0 0 3520.9 20.8 0.1 0.01 3620.9 20.3 0.6 0.36 3720.8 21.5 -0.7 0.49 3820.6 19.8 0.8 0.64 3919.8 20.2 -0.4 0.16 4020.2 21.9 -1.7 2.89 4120.3 19.8 0.5 0.25 4221.5 19.5 2.0 4 4319.9 19.9 0.0 0 4421.0 20.9 0.1 0.01 4520.4 22.1 -1.7 2.89 4621.6 19.4 2.2 4.84 4719.8 21.2 -1.4 1.96 4819.9 19.9 0.0 0 4922.1 21.1 1.0 1 5020.9 20.2 0.7 0.49 51
173.51
Dif al 2 n40.96 119.36 2
1.69 36.76000000000001 48.41000000000001 5
25 60.159999999999999 7
15.21 812.25 9
3.60999999999999 10
1 115.29 12
11.56 131.44 140.25 15
0 160.489999999999999 17
4.84000000000001 180.25 19
0.159999999999999 200.490000000000004 210.360000000000002 22
0.0900000000000004 23159.63
Dif al 2 n54.76 110.89 2
0 31.21 4
9 512.96 6
0.639999999999996 74.84 8
0.489999999999999 96.76000000000001 10
1.44 11102.99
Dif al 2 n57.76 1
8.40999999999999 22.89 32.89 4
13.69 513.69 699.33
Z(s) Z (s+1) Z(s) - Z(s+1) Diferencia al nRezago 1 h= 14.5 18.5 -4.0 16 1
16.5 18.6 -2.1 4.41 219.5 19.0 0.5 0.25 318.2 19.2 -1.0 1 417.4 18.5 -1.1 1.21 516.5 19.0 -2.5 6.25 619.5 19.2 0.3 0.09 718.2 18.5 -0.3 0.09 817.4 18.5 -1.1 1.21 918.8 19.9 -1.1 1.21 1017.9 20.2 -2.3 5.29 1118.5 19.9 -1.4 1.96 1218.6 19.9 -1.3 1.69 1319.0 20.8 -1.8 3.24 1419.2 20.6 -1.4 1.96 1518.5 20.5 -2.0 4 1619.0 19.9 -0.9 0.81 1719.2 20.8 -1.6 2.56 1818.5 20.6 -2.1 4.41 1918.5 20.5 -2.0 4 2019.9 20.3 -0.4 0.16 2120.2 20.5 -0.3 0.09 2219.9 20.6 -0.7 0.49 2319.9 20.5 -0.6 0.36 2420.8 20.8 0.0 0 2520.6 20.9 -0.3 0.09 2620.5 20.9 -0.4 0.16 2719.9 20.8 -0.9 0.81 2820.3 20.6 -0.3 0.09 2920.5 19.8 0.7 0.49 3020.6 20.2 0.4 0.16 3120.5 20.3 0.2 0.04 3220.8 21.5 -0.7 0.49 3320.9 19.8 1.1 1.21 3420.9 19.9 1.0 1 3520.8 21.9 -1.1 1.21 3620.6 19.9 0.7 0.49 3719.8 21.0 -1.2 1.44 3820.2 20.4 -0.2 0.04 3920.3 21.6 -1.3 1.69 4021.5 19.8 1.7 2.89 4119.8 19.9 -0.1 0.01 4219.9 22.1 -2.2 4.84 4321.9 20.9 1.0 1 4420.9 21.6 -0.7 0.49 4521.5 21.7 -0.2 0.04 4620.7 20.9 -0.2 0.04 4719.6 19.8 -0.2 0.04 4819.9 20.1 -0.2 0.04 4921.0 20.1 0.9 0.81 5020.4 20.9 -0.5 0.25 5121.6 20.9 0.7 0.49 5219.8 20.8 -1.0 1 53
19.9 20.8 -0.9 0.81 5422.1 20.3 1.8 3.24 5520.9 21.5 -0.6 0.36 5621.6 19.9 1.7 2.89 5721.7 22.1 -0.4 0.16 5820.9 20.9 0.0 0 5919.8 21.5 -1.7 2.89 6020.1 19.8 0.3 0.09 6120.1 20.2 -0.1 0.01 6220.9 21.9 -1.0 1 6320.9 19.8 1.1 1.21 6420.8 19.5 1.3 1.69 6519.8 19.9 -0.1 0.01 6620.2 20.9 -0.7 0.49 6721.9 22.1 -0.2 0.04 6819.8 19.4 0.4 0.16 6919.5 21.2 -1.7 2.89 70
102.03Alfa 1 1.45757143
Rezago 2 Z(s) Z (s+2) Z(s) - Z(s+2) Diferencia al nh=2 14.5 19.9 -5.4 29.16 1
16.5 19.9 -3.4 11.56 219.5 20.8 -1.3 1.69 318.2 20.6 -2.4 5.76 417.4 20.5 -3.1 9.61 516.5 19.9 -3.4 11.56 619.5 20.8 -1.3 1.69 718.2 20.6 -2.4 5.76 817.4 20.5 -3.1 9.61 919.6 20.8 -1.2 1.44 1018.8 20.3 -1.5 2.25 1117.9 20.5 -2.6 6.76 1218.5 20.6 -2.1 4.41 1318.6 20.5 -1.9 3.61 1419.0 20.8 -1.8 3.24 1519.2 20.9 -1.7 2.89 1618.5 20.9 -2.4 5.76 1719.0 20.8 -1.8 3.24 1814.5 20.2 -5.7 32.49 1916.5 19.9 -3.4 11.56 2019.9 20.6 -0.7 0.49 2120.2 19.8 0.4 0.16 2219.9 20.2 -0.3 0.09 2319.9 20.3 -0.4 0.16 2420.8 21.5 -0.7 0.49 2520.6 19.8 0.8 0.64 2620.5 19.9 0.6 0.36 2719.9 21.9 -2.0 4 2820.8 20.9 -0.1 0.01 2920.6 21.5 -0.9 0.81 3020.5 20.7 -0.2 0.04 3120.8 19.6 1.2 1.44 3220.3 19.9 0.4 0.16 3320.5 21.0 -0.5 0.25 3420.6 20.4 0.2 0.04 3520.5 21.6 -1.1 1.21 3620.8 19.8 1.0 1 3720.9 19.9 1.0 1 3820.9 22.1 -1.2 1.44 3920.8 20.9 -0.1 0.01 4020.6 20.1 0.5 0.25 4119.8 20.1 -0.3 0.09 4220.2 20.9 -0.7 0.49 4320.3 20.9 -0.6 0.36 4421.5 20.8 0.7 0.49 4519.8 20.8 -1.0 1 4619.9 20.3 -0.4 0.16 4721.9 21.5 0.4 0.16 4820.9 19.9 1.0 1 4921.5 22.1 -0.6 0.36 5020.7 20.9 -0.2 0.04 5119.6 21.5 -1.9 3.61 5219.9 19.8 0.1 0.01 53
21.0 20.2 0.8 0.64 5420.4 21.9 -1.5 2.25 5521.6 19.8 1.8 3.24 5619.8 19.5 0.3 0.09 5720.1 19.9 0.2 0.04 5820.1 20.9 -0.8 0.64 5920.9 22.1 -1.2 1.44 6020.9 19.4 1.5 2.25 6120.8 21.2 -0.4 0.16 6220.8 19.9 0.9 0.81 6320.3 21.1 -0.8 0.64 6421.5 20.2 1.3 1.69 65
199.76ALFA 2 3.07323077
Rezago 3 Z(s) Z (s+3) Z(s) - Z(s+3) Diferencia al nh=3 14.5 20.6 -6.1 37.21 1
16.5 20.5 -4.0 16 219.5 20.8 -1.3 1.69 318.2 20.9 -2.7 7.29 417.4 20.9 -3.5 12.25 516.5 20.8 -4.3 18.49 618.8 20.6 -1.8 3.24 717.9 19.8 -1.9 3.61 818.5 20.2 -1.7 2.89 918.6 20.3 -1.7 2.89 1019.0 21.5 -2.5 6.25 1119.2 19.8 -0.6 0.36 1218.5 19.9 -1.4 1.96 1319.0 21.9 -2.9 8.41 1419.2 20.9 -1.7 2.89 1518.5 21.5 -3.0 9 1618.5 20.7 -2.2 4.84 1719.9 19.9 0.0 0 1820.2 21.0 -0.8 0.64 1919.9 20.4 -0.5 0.25 2019.9 21.6 -1.7 2.89 2120.8 19.8 1.0 1 2220.6 19.9 0.7 0.49 2320.5 22.1 -1.6 2.56 2419.9 20.9 -1.0 1 2520.8 21.6 -0.8 0.64 2620.6 21.7 -1.1 1.21 2720.5 20.9 -0.4 0.16 2820.2 21.6 -1.4 1.96 2920.8 19.8 1.0 1 3020.3 20.1 0.2 0.04 3120.5 20.1 0.4 0.16 3220.6 20.9 -0.3 0.09 3320.5 20.9 -0.4 0.16 3420.8 20.8 0.0 0 3520.9 20.8 0.1 0.01 3620.9 20.3 0.6 0.36 3720.8 21.5 -0.7 0.49 3820.6 19.8 0.8 0.64 3919.8 20.2 -0.4 0.16 4020.2 21.9 -1.7 2.89 4120.3 19.8 0.5 0.25 4221.5 19.5 2.0 4 4319.9 19.9 0.0 0 4421.0 20.9 0.1 0.01 4520.4 22.1 -1.7 2.89 4621.6 19.4 2.2 4.84 4719.8 21.2 -1.4 1.96 4819.9 19.9 0.0 0 4922.1 21.1 1.0 1 5020.9 20.2 0.7 0.49 51
173.51ALFA 3 3.40215686
Rezago 4 Z(s) Z (s+4) Z(s) - Z(s+4) Diferencia al nh=4 14.5 20.2 -5.7 32.49 1
16.5 20.3 -3.8 14.44 219.5 21.5 -2.0 4 318.2 19.8 -1.6 2.56 417.4 19.9 -2.5 6.25 516.5 21.9 -5.4 29.16 619.5 20.9 -1.4 1.96 718.2 21.5 -3.3 10.89 817.4 20.7 -3.3 10.89 919.6 19.6 0.0 0 1018.8 19.9 -1.1 1.21 1117.9 21.0 -3.1 9.61 1218.5 20.4 -1.9 3.61 1318.6 21.6 -3.0 9 1419.0 19.8 -0.8 0.64 1519.2 19.9 -0.7 0.49 1618.5 22.1 -3.6 12.96 1719.0 20.9 -1.9 3.61 1819.2 21.6 -2.4 5.76 1918.5 21.7 -3.2 10.24 2018.5 20.9 -2.4 5.76 2119.9 20.1 -0.2 0.04 2220.2 20.1 0.1 0.01 2319.9 20.9 -1.0 1 2419.9 20.9 -1.0 1 2520.8 20.8 0.0 0 2620.6 20.8 -0.2 0.04 2720.5 20.3 0.2 0.04 2819.9 21.5 -1.6 2.56 2920.8 19.9 0.9 0.81 3020.6 22.1 -1.5 2.25 3120.5 20.9 -0.4 0.16 3220.8 21.5 -0.7 0.49 3320.3 19.8 0.5 0.25 3420.5 20.2 0.3 0.09 3520.6 21.9 -1.3 1.69 3620.5 19.8 0.7 0.49 3720.8 19.5 1.3 1.69 3820.6 19.9 0.7 0.49 3919.8 20.9 -1.1 1.21 4020.2 22.1 -1.9 3.61 4120.3 19.4 0.9 0.81 4221.5 21.2 0.3 0.09 4319.8 19.9 -0.1 0.01 4419.9 21.1 -1.2 1.44 4521.9 20.2 1.7 2.89 46
198.69ALFA 4 4.31934783
Rezago 5 z(s) Z (s+5) Z(s)- Z(s+5) Dif al 2 n14.5 20.4 -5.9 34.81 116.5 21.6 -5.1 26.01 219.5 19.8 -0.3 0.09 318.2 19.9 -1.7 2.89 417.4 22.1 -4.7 22.09 516.5 20.9 -4.4 19.36 619.5 21.6 -2.1 4.41 718.2 21.7 -3.5 12.25 817.4 20.9 -3.5 12.25 914.5 21.6 -7.1 50.41 1019.6 19.8 -0.2 0.04 1118.8 20.1 -1.3 1.69 1217.9 20.1 -2.2 4.84 1318.5 20.9 -2.4 5.76 1418.6 20.9 -2.3 5.29 1519.0 20.8 -1.8 3.24 1619.2 20.8 -1.6 2.56 1718.5 20.3 -1.8 3.24 1819.0 21.5 -2.5 6.25 1919.2 19.9 -0.7 0.49 2018.5 22.1 -3.6 12.96 2118.5 20.9 -2.4 5.76 2219.9 19.8 0.1 0.01 2320.2 20.2 0.0 0 2419.9 21.9 -2.0 4 2519.9 19.8 0.1 0.01 2620.8 19.5 1.3 1.69 2720.3 19.9 0.4 0.16 2820.5 20.9 -0.4 0.16 2920.6 22.1 -1.5 2.25 3020.5 19.4 1.1 1.21 3120.8 21.2 -0.4 0.16 3220.9 19.9 1.0 1 3320.9 21.1 -0.2 0.04 3420.8 20.2 0.6 0.36 35
247.74ALFA 5 7.07828571
0 1 2 3 4 5 6 7 8 90
2
4
6
8
10
12
14
16
18Variograma HORIZONTAL
Column AS
h
Incr
emen
to V
aria
nza
0 1 2 3 4 5 6 7 8 90
2
4
6
8
10
12
14
16
18Variograma HORIZONTAL
Column AS
h
Incr
emen
to V
aria
nza
Rezago 6 z(s) Z (s+6) Z(s)- Z(s+6) Dif al 2 nh=6 14.5 20.9 -6.4 40.96 1
16.5 20.9 -4.4 19.36 219.5 20.8 -1.3 1.69 318.2 20.8 -2.6 6.76 417.4 20.3 -2.9 8.41 516.5 21.5 -5.0 25 619.5 19.9 -0.4 0.16 718.2 22.1 -3.9 15.21 817.4 20.9 -3.5 12.25 919.6 21.5 -1.9 3.61 1018.8 19.8 -1.0 1 1117.9 20.2 -2.3 5.29 1218.5 21.9 -3.4 11.56 1318.6 19.8 -1.2 1.44 1419.0 19.5 -0.5 0.25 1519.9 19.9 0.0 0 1620.2 20.9 -0.7 0.49 1719.9 22.1 -2.2 4.84 1819.9 19.4 0.5 0.25 1920.8 21.2 -0.4 0.16 2020.6 19.9 0.7 0.49 2120.5 21.1 -0.6 0.36 2219.9 20.2 -0.3 0.09 23
159.63ALFA 6 6.94043478
0 1 2 3 4 5 6 7 8 90
2
4
6
8
10
12
14
16
18Variograma HORIZONTAL
Column AS
h
Incr
emen
to V
aria
nza
0 1 2 3 4 5 6 7 8 90
2
4
6
8
10
12
14
16
18Variograma HORIZONTAL
Column AS
h
Incr
emen
to V
aria
nza
Rezago 7 z(s) Z (s+7) Z(s)- Z(s+7) Dif al 2 nh=7 14.5 21.9 -7.4 54.76 1
16.5 19.8 -3.3 10.89 219.5 19.5 0.0 0 318.8 19.9 -1.1 1.21 417.9 20.9 -3.0 9 518.5 22.1 -3.6 12.96 618.6 19.4 -0.8 0.64 719.0 21.2 -2.2 4.84 819.2 19.9 -0.7 0.49 918.5 21.1 -2.6 6.76 1019.0 20.2 -1.2 1.44 11
102.99ALFA 7 9.36272727
h ALFA1 1.457571432 3.073230773 3.402156864 4.319347835 7.078285716 6.940434787 9.362727278 16.555
0 1 2 3 4 5 6 7 8 90
2
4
6
8
10
12
14
16
18Variograma HORIZONTAL
Column AS
h
Incr
emen
to V
aria
nza
0 1 2 3 4 5 6 7 8 90
2
4
6
8
10
12
14
16
18Variograma HORIZONTAL
Column AS
h
Incr
emen
to V
aria
nza
Rezago 8 z(s) Z (s+8) Z(s)- Z(s+8) Dif al 2 nh= 8 14.5 22.1 -7.6 57.76 1
16.5 19.4 -2.9 8.41 219.5 21.2 -1.7 2.89 318.2 19.9 -1.7 2.89 417.4 21.1 -3.7 13.69 516.5 20.2 -3.7 13.69 6
99.33ALFA 8 16.555
x y z1 23 14.51 21 16.51 19 19.51 17 18.21 15 17.41 13 16.51 11 19.51 9 18.21 7 17.41 5 14.51 3 16.52 29 19.62 27 18.82 25 17.92 23 18.52 21 18.62 19 19.02 17 19.22 15 18.52 13 19.02 11 19.22 9 18.52 7 18.53 27 19.93 25 20.23 23 19.93 21 19.93 19 20.83 17 20.63 15 20.53 13 19.93 11 20.83 9 20.63 7 20.53 5 20.23 3 19.94 29 20.84 27 20.34 25 20.54 23 20.64 21 20.54 19 20.84 17 20.94 15 20.94 13 20.85 27 20.65 25 19.85 23 20.25 21 20.35 19 21.55 17 19.85 15 19.95 13 21.9
0 1 2 3 4 5 6 7 8 9 100
5
10
15
20
25X-Z
X-Z
X
Z
0 5 10 15 20 25 30 350
5
10
15
20
25Z-Y
Z-Y
X
Z
5 11 20.95 9 21.55 7 20.76 29 19.66 27 19.96 25 21.06 23 20.46 21 21.66 19 19.86 17 19.96 15 22.16 13 20.96 11 21.66 9 21.76 7 20.96 5 21.67 29 19.87 27 20.17 25 20.17 23 20.97 21 20.97 19 20.87 17 20.87 15 20.37 13 21.57 11 19.97 9 22.17 7 20.98 29 21.58 27 19.88 25 20.28 23 21.98 21 19.88 19 19.59 27 19.99 25 20.99 23 22.19 21 19.49 19 21.29 17 19.99 15 21.19 13 20.2
0 1 2 3 4 5 6 7 8 9 100
5
10
15
20
25X-Z
X-Z
X
Z
0 5 10 15 20 25 30 350
5
10
15
20
25Z-Y
Z-Y
X
Z
X Media columna x1 17.15454545455 12 18.775 23 20.28461538462 34 20.67777777778 45 20.64545454545 56 20.84615384615 67 20.675 78 20.45 89 20.5875 9
Y Medias de Fila Fila29 101.3 127 159.3 225 160.6 323 179 421 177.5 519 182.9 617 159.3 715 160.7 813 160.7 911 121.9 10
9 122.6 117 118.9 125 56.3 133 36.4 14
0 1 2 3 4 5 6 7 8 9 100
5
10
15
20
25Media de Columnas Vs X
Column B
X
Med
ias
de c
olum
nas
0 5 10 15 20 25 30 350.0
20.040.060.080.0
100.0120.0140.0160.0180.0200.0
Media de filas vs Y
Column B
Y
Med
ias F
ilas
x Desviacion columna1 1.6149092 0.43229043 0.3482844 0.19876155 0.701126 0.8167627 0.6495198 0.9142399 0.83132
y desviacion fila29272523211917151311
9753
0 1 2 3 4 5 6 7 8 9 100
5
10
15
20
25Media de Columnas Vs X
Column B
X
Med
ias
de c
olum
nas
0 5 10 15 20 25 30 350.0
20.040.060.080.0
100.0120.0140.0160.0180.0200.0
Media de filas vs Y
Column B
Y
Med
ias F
ilas
Varianza columna2.607931078281
0.186874989932160.121301744656
0.039506133882250.4915692544
0.6671001646440.4218749313610.835832949121
0.6910929424
0 1 2 3 4 5 6 7 8 9 100
0.5
1
1.5
2
2.5
3
Varianza columnas
XV
aria
nza
colu
mna
s
0 1 2 3 4 5 6 7 8 9 100
0.5
1
1.5
2
2.5
3
Varianza columnas
X
Var
ianz
a co
lum
nas
