Evap Enero
13
ID NOMBRE X Y Z Precip 1 Macusani 344625 8444058 4345 729.80 2 Limbani 423805 8435155 3320 1229.70 3 Crucero 389382 8411749 4183 772.10 4 Cuyo Cuyo 440840 8398130 3910 831.00 5 Llalli 297155 8347834 3980 801.20 6 Ayaviri 326832 8355146 3928 662.00 7 Chuquibambilla 347638 8364998 3971 703.50 8 Pucará 354887 8336185 3900 626.50 9 Azángaro 371927 8350803 3863 582.10 10 Progreso 389801 8375699 3980 611.30 12 Mañazo 385223 8363526 3920 644.50 13 Arapa 379853 8326298 3830 698.10 14 Taraco 395808 8322686 3820 582.90 15 Ananea 442478 8377171 4660 625.30 16 Putina 406670 8350936 3878 681.30 17 Cojata 460905 8338831 4380 738.50 18 Tambopata 483153 8317703 1385 1521.50 19 Huancané 409061 8319247 3890 671.30 20 Pamapa Uta 320230 8287491 4400 795.00 21 Santa Lucía 327577 8263529 3970 682.20 22 Lampa 352948 8266710 3892 713.80 23 Mocallache 370413 8292182 3826 657.20 24 Huaraya Moho 448031 8298670 3890 874.20 25 Isla Soto 447586 8279422 3815 973.60 26 Isla Taquile 425965 8261863 3850 1216.00 27 Capachica 410793 8274432 3828 795.80 28 Uros 399758 8251197 3808 719.00 29 Puno 391618 8250023 3820 718.80
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Transcript of Evap Enero
ID NOMBRE X Y Z Precip Temp1 Macusani 344625 8444058 4345 729.80 5.202 Limbani 423805 8435155 3320 1229.70 10.103 Crucero 389382 8411749 4183 772.10 6.204 Cuyo Cuyo 440840 8398130 3910 831.00 9.105 Llalli 297155 8347834 3980 801.20 7.506 Ayaviri 326832 8355146 3928 662.00 7.907 Chuquibambilla 347638 8364998 3971 703.50 6.908 Pucará 354887 8336185 3900 626.50 7.909 Azángaro 371927 8350803 3863 582.10 8.70
10 Progreso 389801 8375699 3980 611.30 8.7012 Mañazo 385223 8363526 3920 644.50 8.9013 Arapa 379853 8326298 3830 698.10 9.1014 Taraco 395808 8322686 3820 582.90 7.8015 Ananea 442478 8377171 4660 625.30 4.1016 Putina 406670 8350936 3878 681.30 8.6017 Cojata 460905 8338831 4380 738.50 4.0018 Tambopata 483153 8317703 1385 1521.50 21.0019 Huancané 409061 8319247 3890 671.30 7.7020 Pamapa Uta 320230 8287491 4400 795.00 4.2021 Santa Lucía 327577 8263529 3970 682.20 6.7022 Lampa 352948 8266710 3892 713.80 8.0023 Mocallache 370413 8292182 3826 657.20 10.7024 Huaraya Moho 448031 8298670 3890 874.20 8.6025 Isla Soto 447586 8279422 3815 973.60 10.1026 Isla Taquile 425965 8261863 3850 1216.00 10.1027 Capachica 410793 8274432 3828 795.80 7.9028 Uros 399758 8251197 3808 719.00 9.7029 Puno 391618 8250023 3820 718.80 8.90
Tdeter Evp Tanque A EVTP ENERO8.09 45.718181818 36.574545454557.56 52.709090909 42.167272727278.23 69.225 55.389.68 67.925 54.348.45 135.99333333 108.79466666678.58 100.67 80.5367.81 135.7 108.568.43 126.1 100.889.03 40.1 32.089.65 140.75 112.69.54 114.99230769 91.993846153859.26 133.625 106.97.91 111.35 89.088.66 71.63 57.3049.01 79.822222222 63.857777777787.07 129.02 103.2168.20 46.78 37.4248.18 110.85238095 88.68190476197.38 112.582 90.06567.60 119.16 95.3288.49 116.15625 92.925
10.84 122.01 97.6089.08 115.09226978 92.07381582369
10.18 129.04285714 103.234285714310.37 156.55505263 125.2440421053
8.05 139.70982152 111.76785721919.74 140.47330496 112.37864396669.01 148.01818182 118.4145454545
MODELAMIENTO DE MAPA DE CALOR PARA TEMPERATURAS MEDIA ANUAL DE LA ZONA NORTE - REGION PUNO
ID NOMBRE X Y Z logZ Precip Temp1 Macusani 344625 8444058 4345 3.63798978 729.80 5.202 Limbani 423805 8435155 3320 3.52113808 1229.70 10.103 Crucero 389382 8411749 4183 3.62148786 772.10 6.204 Cuyo Cuyo 440840 8398130 3910 3.59217676 831.00 9.105 Llalli 297155 8347834 3980 3.59988307 801.20 7.506 Ayaviri 326832 8355146 3928 3.59417148 662.00 7.907 Chuquibambilla 347638 8364998 3971 3.59889989 703.50 6.908 Pucará 354887 8336185 3900 3.59106461 626.50 7.909 Azángaro 371927 8350803 3863 3.58692471 582.10 8.70
10 Progreso 389801 8375699 3980 3.59988307 611.30 8.7011 Muñani 396911 8367234 3948 3.59637714 618.70 8.6012 Mañazo 385223 8363526 3920 3.59328607 644.50 8.9013 Arapa 379853 8326298 3830 3.58319877 698.10 9.1014 Taraco 395808 8322686 3820 3.58206336 582.90 7.8015 Ananea 442478 8377171 4660 3.66838592 625.30 4.1016 Putina 406670 8350936 3878 3.5886078 681.30 8.6017 Cojata 460905 8338831 4380 3.64147411 738.50 4.0018 Tambopata 483153 8317703 1385 3.14144977 1521.50 21.0019 Huancané 409061 8319247 3890 3.5899496 671.30 7.7020 Pamapa Uta 320230 8287491 4400 3.64345268 795.00 4.2021 Santa Lucía 327577 8263529 3970 3.59879051 682.20 6.7022 Lampa 352948 8266710 3892 3.59017283 713.80 8.0023 Mocallache 370413 8292182 3826 3.58274497 657.20 10.7024 Huaraya Moho 448031 8298670 3890 3.5899496 874.20 8.6025 Isla Soto 447586 8279422 3815 3.58149454 973.60 10.1026 Isla Taquile 425965 8261863 3850 3.58546073 1216.00 10.1027 Capachica 410793 8274432 3828 3.58297193 795.80 7.9028 Uros 399758 8251197 3808 3.58069694 719.00 9.7029 Puno 391618 8250023 3820 3.58206336 718.80 8.90
Zdet 3800 r = -0.0053Est 1 2 3 4 5Z_Est 2Tmens
(1)
Tdet
TDetT_Det=T_mensual+( (Z_Det-ГZ_estación ))
PruebaInterpolación
Isoterma (2)
Zdet = Altitud determinadar = GradienteEst = EstacionesZ_Est = Altitud(X, Y)Tmens= Temperatura media mensualTdet= Temeperatura determinada
T_(x,y)=T_Det+( (Z_^█(DEM@(x,y))-ГZ_Det ))
MODELAMIENTO DE MAPA DE CALOR PARA TEMPERATURAS MEDIA ANUAL DE LA ZONA NORTE - REGION PUNO
hrEne LogHR75.5384615 1.8781681497.3636364 1.9883967977.1666667 1.88742974
84 1.9242792964.9428571 1.81253139
65 1.8129133666.8857143 1.8253333770.5294118 1.84837026
70.125 1.8458728768.7083333 1.8370094165.8043478 1.8182545963.6666667 1.8039121165.2583457 1.8146360674.3529412 1.8712981585.5555556 1.9322482262.4468085 1.79551025
87.4 1.9415114386.8723404 1.93888152
68.826087 1.8377530870.8571429 1.85038364
71.2 1.8524799966.1458333 1.82050249
82.625 1.9171114770.4509804 1.8478870485.4285714 1.9316031480.5833333 1.9062452365.6765422 1.81741028
76.375 1.8829512262.4468085 1.79551025
6 7 8 9 10 11 12 13
(Fries et al., 2009)
1000 1500 2000 2500 3000 3500 4000 4500 50000
20
40
60
80
100
120
f(x) = − 0.0041317924553241 x + 89.5095924666256R² = 0.0582221602242341
Chart Title
(Fries et al., 2009)
14 15 16 17 18 19 20 21
22 23 24 25 26
ID NOMBRE X Y Z Precip Temp1 Macusani 344625 8444058 4345 729.80 5.202 Limbani 423805 8435155 3320 1229.70 10.103 Crucero 389382 8411749 4183 772.10 6.204 Cuyo Cuyo 440840 8398130 3910 831.00 9.105 Llalli 297155 8347834 3980 801.20 7.506 Ayaviri 326832 8355146 3928 662.00 7.907 Chuquibambilla 347638 8364998 3971 703.50 6.908 Pucará 354887 8336185 3900 626.50 7.909 Azángaro 371927 8350803 3863 582.10 8.70
10 Progreso 389801 8375699 3980 611.30 8.7011 Muñani 396911 8367234 3948 618.70 8.6012 Mañazo 385223 8363526 3920 644.50 8.9013 Arapa 379853 8326298 3830 698.10 9.1014 Taraco 395808 8322686 3820 582.90 7.8015 Ananea 442478 8377171 4660 625.30 4.1016 Putina 406670 8350936 3878 681.30 8.6017 Cojata 460905 8338831 4380 738.50 4.0018 Tambopata 483153 8317703 1385 1521.50 21.0019 Huancané 409061 8319247 3890 671.30 7.7020 Pamapa Uta 320230 8287491 4400 795.00 4.2021 Santa Lucía 327577 8263529 3970 682.20 6.7022 Lampa 352948 8266710 3892 713.80 8.0023 Mocallache 370413 8292182 3826 657.20 10.7024 Huaraya Moho 448031 8298670 3890 874.20 8.6025 Isla Soto 447586 8279422 3815 973.60 10.1026 Isla Taquile 425965 8261863 3850 1216.00 10.1027 Capachica 410793 8274432 3828 795.80 7.9028 Uros 399758 8251197 3808 719.00 9.7029 Puno 391618 8250023 3820 718.80 8.90
Tdeter hrEne precip_mensual-ene hrEne8.09 75.5384615 134.146154 75.53846157.56 97.3636364 221.682927 97.36363648.23 77.1666667 150.027273 77.16666679.68 84 140.445138 848.45 64.9428571 173.785714 64.94285718.58 65 144.313953 657.81 66.8857143 148.290411 66.88571438.43 70.5294118 155.464583 70.52941189.03 70.125 115.89 70.1259.65 68.7083333 131.791304 68.70833339.38 65.8043478 133.380435 65.80434789.54 63.6666667 141.39661 63.66666679.26 65.2583457 138.235417 65.25834577.91 74.3529412 132.954167 74.35294128.66 85.5555556 122.044681 85.55555569.01 62.4468085 150.311765 62.44680857.07 87.4 146.88 87.48.20 86.8723404 240.680851 86.87234048.18 68.826087 140.977083 68.8260877.38 70.8571429 176.714 70.85714297.60 71.2 158.841667 71.28.49 66.1458333 155.320833 66.1458333
10.84 82.625 147 82.6259.08 70.4509804 202.360784 70.4509804
10.18 85.4285714 218.2 85.428571410.37 80.5833333 264.105556 80.5833333
8.05 65.6765422 167.005848 65.67654229.74 76.375 158.120455 76.3759.01 62.4468085 162.034043 62.4468085
400.00 600.00 800.00 1000.00 1200.00 1400.00 1600.000
20
40
60
80
100
120
f(x) = 0.0247101107403441 x + 54.3732999265411R² = 0.330964809354045
hr/Precipitacion Total Anual
100 120 140 160 180 200 220 240 260 2800
20
40
60
80
100
120
R² = 0.175412619243001
hr/precipitacion total mensual enero
400.00 600.00 800.00 1000.00 1200.00 1400.00 1600.000
20
40
60
80
100
120
f(x) = 0.0247101107403441 x + 54.3732999265411R² = 0.330964809354045
hr/Precipitacion Total Anual
100 120 140 160 180 200 220 240 260 2800
20
40
60
80
100
120
R² = 0.175412619243001
hr/precipitacion total mensual enero
1000 1500 2000 2500 3000 3500 4000 4500 50000
20
40
60
80
100
120
f(x) = − 0.0041317924553241 x + 89.5095924666256R² = 0.0582221602242341
hrEne / ALTURA
1000 1500 2000 2500 3000 3500 4000 4500 50000
20
40
60
80
100
120
f(x) = − 0.0041317924553241 x + 89.5095924666256R² = 0.0582221602242341
hrEne / ALTURA
