deber datos faltantes - copia

9
Relleno de datos con información de la misma estación: Método de la razón normal Se puede aplicar cuando el año de base esté completo. INSTITUTO NACIONAL DE METEOROLOGÍA E HIDROLOGÍA DIRECCIÓN DE INFORMÁTICA SERIE DE DATOS METEOROLÓGICOS PRECIPITACIÓN MENSUAL (mm) NOMBRE: ZAMORA CÓDIGO: M207 LATITUD: 4 5 37 S 9550919.13 LONGITUD: 78 57 0W 727871.84 ELEVACIÓN: 970 msnm VALORES MENSUALES AÑOS ENE FEB MAR ABR MAY JUN JUL AGO SEP OCT NOV DIC 1980 80.7 136.3 192.1 202 239.5 181.7 167.9 142.1 195.3 69.2 162.2 143.3 1981 326.3 125.2 301.4 232.3 135.6 76.9 98.1 108 154.1 65.4 136.6 ESTACIÓN MALACATOS AÑOS ENE FEB MAR ABR MAY JUN JUL AGO SEP OCT NOV DIC 1980 65.3 22.9 26.1 153.4 84.1 13.0 0.0 0.0 54.5 74.9 100.4 55.2 1981 52.4 31.8 67.1 56.9 11.2 2.0 0.0 0.0 0.2 78.2 77.4 48.3 1982 37.7 132.6 115.7 25.2 22.0 18.6 35.4 0.0 0.2 39.3 6.1 28.0 1983 24.8 65.6 195.2 62.8 15.4 40.4 12.1 12.0 80.9 65.1 5.0 26.6 1984 75.0 13.6 47.7 51.3 0.0 19.7 0.0 16.8 39.0 50.3 141.2 91.7 1985 81.7 105.7 92.9 49.5 50.0 18.9 1.0 3.2 15.3 87.6 113.9 49.2 1986 115.2 92.5 250.9 74.7 23.7 60.4 4.0 2.3 38.3 23.1 20.1 61.7 1987 50.4 73.4 265.7 99.3 18.5 13.4 0.0 43.6 10.3 90.1 100.5 120.2 1988 34.6 70.6 139.6 48.0 44.8 25.5 5.0 29.7 23.3 14.2 1989 61.6 132.8 185.0 72.7 14.4 11.1 19.4 1.7 2.1 59.2 114.0 56.0 Para esta práctica se rellenó los datos faltantes de 3 estaciones que son Malacatos, Arg y San Lucas. Para ello se utilizó el metodo de la razón normal y el método de las proporcionalidades. Aquí se puede ver que el año base es 1980 ya que esta completo y el dato que se va a est es del año 1981 en el mes de octubre. Solo puede faltar un dato en la serie. Normalmente como año base se elegirá un año cercano al que se pretende rellenar. Primero completaremos las series con este método luego pasaremos con el otro. Los datos calculados con su respectivo año de base estan identificados con un color específico. _/ _ = 24_( =1)^ _ /( 24_( =1)^ _ ) _ =( 24_( =1)^ _ )/ ( 24_( =1)^ _ ) _10=(69,2×1759,9)/ 1912,3=63,7 mm

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Documento de hidrología que describe como obtener la precipitación de un dato faltante.

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Page 1: Deber Datos Faltantes - Copia

Relleno de datos con información de la misma estación:

Método de la razón normalSe puede aplicar cuando el año de base esté completo.INSTITUTO NACIONAL DE METEOROLOGÍA E HIDROLOGÍADIRECCIÓN DE INFORMÁTICASERIE DE DATOS METEOROLÓGICOS PRECIPITACIÓN MENSUAL (mm)NOMBRE: ZAMORACÓDIGO: M207LATITUD: 4 5 37 S 9550919.13LONGITUD: 78 57 0 W 727871.84ELEVACIÓN: 970 msnm

VALORES MENSUALESAÑOS ENE FEB MAR ABR MAY JUN JUL AGO SEP OCT NOV DIC TOTAL1980 80.7 136.3 192.1 202 239.5 181.7 167.9 142.1 195.3 69.2 162.2 143.3 1912.31981 326.3 125.2 301.4 232.3 135.6 76.9 98.1 108 154.1 65.4 136.6 1759.9

ESTACIÓN MALACATOSAÑOS ENE FEB MAR ABR MAY JUN JUL AGO SEP OCT NOV DIC1980 65.3 22.9 26.1 153.4 84.1 13.0 0.0 0.0 54.5 74.9 100.4 55.21981 52.4 31.8 67.1 56.9 11.2 2.0 0.0 0.0 0.2 78.2 77.4 48.31982 37.7 132.6 115.7 25.2 22.0 18.6 35.4 0.0 0.2 39.3 6.1 28.01983 24.8 65.6 195.2 62.8 15.4 40.4 12.1 12.0 80.9 65.1 5.0 26.61984 75.0 13.6 47.7 51.3 0.0 19.7 0.0 16.8 39.0 50.3 141.2 91.71985 81.7 105.7 92.9 49.5 50.0 18.9 1.0 3.2 15.3 87.6 113.9 49.21986 115.2 92.5 250.9 74.7 23.7 60.4 4.0 2.3 38.3 23.1 20.1 61.71987 50.4 73.4 265.7 99.3 18.5 13.4 0.0 43.6 10.3 90.1 100.5 120.21988 34.6 70.6 139.6 48.0 44.8 25.5 5.0 29.7 23.3 14.21989 61.6 132.8 185.0 72.7 14.4 11.1 19.4 1.7 2.1 59.2 114.0 56.0

Para esta práctica se rellenó los datos faltantes de 3 estaciones que son Malacatos, Argelia y San Lucas. Para ello se utilizó el metodo de la razón normal y el método de las proporcionalidades.

Aquí se puede ver que el año base es 1980 ya que esta completo y el dato que se va a estimar es del año 1981 en el mes de octubre. Solo puede faltar un dato en la serie.Normalmente como año base se elegirá un año cercano al que se pretende rellenar.

Primero completaremos las series con este método luego pasaremos con el otro. Los datos calculados con su respectivo año de base estan identificados con un color específico.

〖𝑒𝑠𝑡〗 _𝑗/ 〖𝑏𝑎𝑠𝑒〗_𝑗 =∑24_(𝑗=1)^𝑚▒𝑒𝑠𝑡_𝑗/(∑24_(𝑗=1)^𝑚▒〖 〗𝑏𝑎𝑠𝑒 _𝑗 )〖 〗𝑒𝑠𝑡 _𝑗=(〖𝑏𝑎𝑠〗𝑒 _𝑗×∑24_(𝑗=1)^𝑚▒𝑒𝑠𝑡_𝑗)/(∑24_(𝑗=1)^𝑚▒〖𝑏〗𝑎𝑠𝑒 _𝑗 )

〖 〗𝑒𝑠𝑡 _10=(69,2×1759,9)/1912,3=63,7 mm

Page 2: Deber Datos Faltantes - Copia

1990 40.7 192.6 79.3 143.2 61.9 70.1 58.2 70.6 2.6 117.5 50.6 17.01991 112.3 155.2 112.2 116.9 55.8 8.0 16.8 23.9 18.0 41.8 24.9 93.11992 64.5 55.8 49.6 119.3 1.2 13.3 0.2 26.4 48.3 75.8 10.2 47.61993 37.3 64.9 137.5 65.6 30.9 4.9 26.6 5.5 9.5 0.5 32.8 46.71994 56.6 39.0 284.9 87.1 17.0 5.0 0.8 45.7 59.8 38.6 5.6 43.61995 96.3 138.9 68.1 118.2 10.5 6.3 0.8 3.4 25.2 64.4 71.3 27.21996 59.2 81.6 178.2 35.9 46.1 4.6 1.4 2.8 6.0 70.7 31.8 103.41997 106.9 49.1 65.3 70.3 49.6 0.0 0.0 0.0 24.6 78.6 125.5 242.51998 168.7 53.3 152.0 70.4 58.0 14.3 2.1 0.0 3.6 126.6 2.4 194.41999 58.6 222.5 178.0 88.4 50.1 8.3 17.0 8.5 67.4 107.7 60.8 4.62000 70.9 28.9 111.3 60.3 72.4 0.0 0.0 18.0 34.7 77.6 33.4 148.82001 37.7 114.9 120.0 92.5 51.0 0.0 0.0 0.6 37.7 70.5 35.9 74.92002 46.2 11.8 136.6 117.1 86.9 0.0 9.6 2.6 8.4 17.0 35.4 15.12003 107.7 163.3 183.7 102.9 38.0 19.1 16.8 7.2 8.2 51.5 69.6 70.12004 138.7 96.7 179.6 70.4 12.6 10.2 0.0 0.0 130.7 80.7 18.0 49.02005 105.2 129.4 22.4 279.8 13.2 7.6 21.3 4.1 101.9 37.22006 103.2 33.1 233.8 72.6 94.3 0.6 12.1 0.0 51.9 27.4 26.4 15.82007 44.4 22.7 147.2 28.8 17.6 3.3 0.0 0.1 40.8 0.0 52.5 80.12008 64.5 187.7 187.0 68.2 28.5 6.4 0.0 0.0 20.1 134.6 18.9 98.52009 102.2 74.6 78.3 43.0 30.7 0.0 0.0 18.6 4.8 41.8 42.8 63.72010 10.4 81.2 118.5 8.4 2.6 0.0 0.0 3.5 0.0 8.6 62.5 38.82011 38.7 84.1 15.1 41.8 16.2 0.0 0.0 0.0 17.7 68.4 0.0 0.02012 68.1 4.1 40.0 98.6 27.0 7.1 0.0 0.0 18.8 72.1 119.6 41.62013 49.7 136.4 108.6 79.2 10.6 0.0 0.0 0.0 0.0 141.1

ESTACIÓN ARGELIAAÑOS ENE FEB MAR ABR MAY JUN JUL AGO SEP OCT NOV DIC1980 49.8 36.0 20.0 87.0 98.4 62.6 38.7 57.0 94.3 44.5 87.3 54.91981 68.9 43.0 123.6 67.5 38.8 43.5 46.0 38.0 32.7 61.4 69.7 33.41982 110.6 169.2 114.5 79.3 38.8 109.6 123.1 109.3 57.3 70.7 11.8 56.81983 106.2 60.8 213.6 51.1 33.0 32.3 97.5 30.9 72.6 77.8 47.1 40.01984 72.4 117.4 50.9 123.4 56.2 58.8 103.5 126.2 32.7 38.5 68.4 170.71985 199.5 156.1 121.6 30.5 66.2 169.8 0.0 0.0 47.2 79.4 43.0 44.01986 80.0 119.5 137.3 57.3 40.9 61.7 59.5 54.2 45.9 73.2 40.0 100.81987 111.0 116.6 195.0 105.8 62.4 53.9 115.1 24.5 47.7 42.1 111.9 81.51988 116.9 167.9 112.7 10.4 52.2 59.1 76.3 41.8 33.4 22.8 43.0 53.11989 50.4 82.4 132.1 11.8 28.7 60.4 122.4 31.4 43.2 87.7 126.1 107.81990 78.8 202.7 67.9 87.4 56.3 101.5 70.3 95.4 42.0 86.5 62.8 17.21991 105.4 163.8 84.9 130.5 40.7 81.9 63.3 112.4 14.4 19.7 56.0 59.71992 72.0 120.6 138.5 149.5 31.3 93.0 30.9 57.5 52.6 72.4 52.5 60.91993 49.5 50.4 182.5 8.9 73.7 62.9 47.4 43.9 28.5 39.8 17.6 44.81994 43.3 45.3 172.1 94.4 20.9 9.4 40.4 29.6 35.9 40.2 20.8 41.71995 108.5 144.3 151.2 179.6 49.7 54.7 24.6 26.9 22.4 78.0 61.0 86.91996 66.5 86.0 104.2 60.7 18.1 18.6 30.9 22.5 7.2 127.5 60.9 118.11997 112.8 49.4 143.4 146.9 78.3 11.3 27.5 21.9 43.8 122.9 37.2 131.41998 139.7 133.7 220.2 78.9 68.7 27.7 52.2 13.3 37.2 94.1 12.3 138.31999 49.7 210.0 173.2 101.2 57.4 84.0 75.5 30.5 46.6 96.1 73.7 54.32000 54.2 150.5 19.9 43.1 63.0 48.9 101.3 79.9 109.52001 46.7 128.4 89.2 121.2 41.0 14.8 33.1 25.4 57.2 58.1 56.3 90.02002 64.1 87.3 115.4 112.8 64.7 10.8 94.6 48.2 40.9 84.8 126.6 71.72003 116.4 143.9 84.9 111.1 55.2 26.8 65.6 46.6 45.0 73.8 70.6 65.22004 159.2 161.6 205.3 47.6 63.0 44.3 34.7 34.1 64.2 130.1 14.8 20.72005 131.7 161.3 142.8 49.0 77.1 83.0 43.8 33.2 27.1 85.4 107.8 115.0

Page 3: Deber Datos Faltantes - Copia

2006 113.1 153.5 197.0 59.6 70.1 64.0 39.2 61.9 30.9 61.0 22.6 66.52007 83.5 125.3 94.1 97.0 57.6 47.7 50.4 15.7 39.4 47.1 103.6 64.52008 85.4 105.4 317.2 93.4 23.4 50.3 62.7 29.2 45.6 91.5 48.0 198.12009 213.8 77.6 285.5 123.3 54.1 53.8 81.5 69.3 37.0 29.6 42.8 104.62010 59.8 88.0 93.4 52.8 64.7 10.1 33.6 19.9 22.3 36.8 129.0 121.32011 98.3 126.9 153.2 97.8 30.7 46.5 38.6 34.4 37.1 57.9 13.0 27.02012 68.1 109.2 101.2 69.9 46.2 20.7 50.2 35.2 42.0 59.9 73.6 123.92013 40.4 101.9 136.2 88.5 51.2 75.2 49.5 35.7 31.4 116.7 85.8 39.22014 124.3 299.1 132.2 83.7 120.2 58.9 59.8 50.2 81.7 27.8 48.1 116.7

ESTACIÓN SAN LUCASAÑOS ENE FEB MAR ABR MAY JUN JUL AGO SEP OCT NOV DIC1980 41.4 49.7 25.5 174.6 128.5 145.2 106.0 39.2 86.8 88.5 121.1 74.11981 77.5 55.6 113.7 64.7 67.0 115.6 80.4 99.7 39.5 100.0 115.8 46.61982 64.5 83.7 94.4 109.2 117.4 146.4 132.7 67.2 56.5 82.3 40.6 29.11983 99.3 46.4 166.3 47.1 54.0 62.3 145.0 51.8 112.6 66.3 24.1 15.51984 49.7 141.7 67.2 48.7 50.1 52.8 68.7 161.7 89.8 42.6 112.6 111.81985 90.9 164.1 123.0 74.7 180.1 122.7 76.9 85.8 180.3 119.5 133.2 102.81986 81.0 106.5 215.9 81.6 87.3 118.8 144.2 79.4 84.4 163.6 44.1 84.91987 115.0 76.9 148.3 106.7 71.9 82.1 94.9 39.4 57.3 63.5 155.0 84.51988 91.8 835.6 201.6 160.9 126.0 108.5 43.1 20.0 34.9 112.21989 41.7 112.9 52.0 62.9 59.3 70.6 27.4 68.7 209.3 85.61990 45.7 213.1 124.2 105.3 120.4 174.6 121.6 129.0 28.5 91.3 142.1 61.01991 65.7 110.1 120.0 151.8 92.2 128.4 159.4 61.9 27.3 61.9 32.0 52.61992 69.6 84.8 66.8 188.9 41.2 134.3 44.8 73.6 101.7 35.51993 25.8 60.1 134.2 136.4 76.0 159.9 104.9 91.9 75.7 51.3 42.3 21.31994 64.3 167.6 116.2 47.7 44.7 45.8 53.4 26.1 32.5 68.31995 111.8 143.5 138.0 189.0 55.8 75.8 57.3 39.4 91.4 127.4 93.9 45.01996 108.2 83.9 126.3 99.2 22.2 32.0 65.1 30.2 3.9 43.2 56.9 95.71997 64.6 81.1 88.0 31.1 89.7 9.1 35.6 60.6 23.6 39.3 113.4 125.21998 128.5 44.6 168.2 155.2 86.1 23.9 32.4 58.8 51.1 151.31999 26.4 217.2 167.8 137.8 51.7 39.2 87.5 24.4 53.9 134.8 83.9 44.72000 86.1 49.0 48.5 117.9 132.2 94.9 90.5 37.2 81.3 64.3 103.92001 84.3 60.0 80.7 30.6 47.7 26.0 58.9 21.2 72.5 32.5 122.4 46.02002 61.2 74.2 103.7 52.6 116.2 58.2 50.1 51.0 11.6 27.5 66.8 52.02003 60.7 56.4 30.4 93.1 52.4 50.9 41.7 58.4 70.4 145.22004 149.6 90.7 126.8 67.0 117.82005 81.8 25.5 45.1 123.3 146.92006 114.5 95.5 227.5 134.2 250.1 191.6 274.9 122.2 27.0 99.5 151.2 43.12007 89.3 247.1 84.0 88.1 216.4 326.0 54.6 27.7 267.1 229.8 258.02008 93.7 167.2 256.4 142.5 58.3 63.1 40.4 29.8 21.5 139.4 228.72009 113.4 102.2 117.0 69.6 212.0 156.6 103.3 71.3 114.4 32.5 84.8 81.32010 33.4 75.3 77.3 220.4 81.6 133.7 25.6 17.8 19.0 29.0 71.7 127.42011 189.5 209.6 149.5 104.4 144.0 96.4 144.1 73.0 113.9 0.0 0.0 0.02012 39.3 86.4 146.2 134.6 132.6 10.7 144.3 103.0 54.9 78.4 173.9 239.6

Método de las proporcionalidades

〖 〗𝑒𝑠𝑡 _𝑗=(〖 〗𝑃 ̅𝑚 _𝑗×∑_(𝑗=1)^𝑚▒𝑒𝑠𝑡_𝑗)/(𝑃 ̅𝑦) 〖 〗𝑒𝑠𝑡 _5=(184,87×1387,7)/1925,2=133,3 mm〖𝑒𝑠𝑡〗 _𝑗/ ̅〖𝑃 𝑚〗 _𝑗 =∑24_(𝑗=1)^𝑚▒𝑒𝑠𝑡_𝑗/(𝑃 ̅𝑦)

Page 4: Deber Datos Faltantes - Copia

ESTACIÓN ZAMORAAÑOS ENE FEB MAR ABR MAY JUN JUL AGO SEP OCT NOV DIC TOTAL1980 80.7 136.3 192.1 202 239.5 181.7 167.9 142.1 195.3 69.2 162.2 143.3 1912.31981 326.3 125.2 301.4 232.3 135.6 76.9 98.1 108 154.1 63.7 65.4 136.6 1823.61982 271.6 166 233.27 125.5 81.2 135.4 143 150.9 133.8 187.2 55.2 187.2 1870.31983 103.5 79.1 234.1 118.2 98.7 193.9 150.4 169.4 213.5 135.3 89.5 57.2 1642.81984 213.4 193.6 129.1 198 203.8 148.7 96.5 168.8 160 114 194.5 287 2107.41985 188.7 211.2 268.3 110.2 194.8 137.3 104.1 153.3 172.3 168.8 51.7 145.5 1906.21986 196.2 206.3 275.5 124.5 175.6 174.6 162.7 72.31987 196.7 69.4 306.1 202 199.6 172.9 225.5 160.7 213.4 89.3 193.5 154.7 2183.81988 199.18 161.9 189.3 186.2 203.8 180 245.2 211.7 141.5 77.8 139.3 74.3 2010.21989 123.7 79.6 70.7 181.4 147.1 305.9 145.8 100.5 108.6 257.5 183.2 188 18921990 242.9 171.8 284.3 213.9 242 264.9 110.7 188.2 134.5 215.9 90.9 48.5 2208.51991 212.5 212.0 226.8 165.2 242.1 256.5 74 226.3 137.8 88.4 98.6 157.2 2097.41992 169.6 255.5 225.7 177.9 155.3 177.2 134.8 185.4 97.2 181 74.6 293.8 21281993 126.7 197.7 173.8 162.2 111 154.3 109.5 116.7 201.51994 160.3 86.5 237.5 209.9 144 102.3 161.3 169.6 171.6 141.2 67.6 149.1 1800.91995 138.7 97.8 282.5 160.8 138.5 197 119.4 108.7 120 183.8 206.5 118.3 18721996 158.6 241 109.1 117.9 162.5 132.7 298.71997 148.6 137.6 101.2 181.7 235.5 134.1 131.9 124.7 143.9 133 177.5 162.4 1812.11998 145.4 195 229.2 106.1 299.8 108.5 131.6 64.4 190.5 166.6 154.4 193.6 1985.11999 96.8 254.8 191.8 272.1 163.7 193.1 135.3 80.9 106.1 153.2 61.8 156.2 1865.82000 43.6 103.2 129.8 126.7 294.2 112.1 103.8 194.9 122.3 151 165.1 85.2 1631.92001 241.5 80.2 184.1 127.01 128.9 101.8 110.9 159.1 181.6 86.6 143.5 217.7 1762.92002 158 229.1 124.7 196.1 131.5 222.4 106.1 100.6 122 116.42003 236.3 249.3 128.8 276.7 192.7 86.8 118.3 104.8 120.3 219.2 138.7 11.209 1883.12004 300.9 164.6 179.4 182.5 199.8 195 58 170.4 142.3 203.3 79.6 11.3 1887.12005 269.2 135.6 278.7 227.3 149.5 224.4 152.5 71.6 164.35 150.7 306.3 213.7 2343.82006 105.05 207.7 230.6 184.1 201 141 99 75.3 82.9 147.7 128.7 82.6 1685.72007 125.8 102.2 200.4 168 199.2 181.7 123.7 116.6 189.9 91 213.2 181.1 1892.82008 161.5 155.1

Ahora determinamos todos los valores faltantes:

ESTACIÓN MALACATOSAÑOS ENE FEB MAR ABR MAY JUN JUL AGO SEP OCT NOV DIC

1980 65.3 22.9 26.1 153.4 84.1 13 0 0 54.5 74.9 100.4 55.21981 52.4 31.8 67.1 56.9 11.2 2 0 0 0.2 78.2 77.4 48.31982 37.7 132.6 115.7 25.2 22 18.6 35.4 0 0.2165 39.3 6.1 281983 24.8 65.6 195.2 62.8 15.4 40.4 12.1 12 80.9 65.1 5 26.61984 75 13.6 47.7 51.305 0 19.7 0 16.8 39 50.3 141.2 91.71985 81.7 105.7 92.9 49.5 50 18.9 1 3.2 15.3 87.6 113.9 49.21986 115.2 92.5 250.9 74.7 23.7 60.4 4 2.3 38.3 23.1 20.1 61.71987 50.4 73.4 265.7 99.3 18.5 13.4 0 43.6 10.3 90.1 100.5 120.21988 34.6 59.7 70.6 139.6 48 44.8 25.5 5 29.7 23.3 14.2 44.51989 61.6 132.8 185 72.7 14.4 11.1 19.4 1.7 2.0928 59.2 114 561990 40.7 192.6 79.3 143.2 61.9 70.1 58.2 70.6 2.6 117.5 50.6 17

Page 5: Deber Datos Faltantes - Copia

1991 112.3 155.2 112.2 116.9 55.8 8 16.8 23.9 18 41.8 24.9 93.11992 64.548 55.8 49.6 119.3 1.2 13.3 0.2 26.4 48.3 75.8 10.2 47.61993 37.3 64.9 137.5 65.6 30.934 4.9 26.6 5.5 9.5 0.5 32.8 46.71994 56.6 39 284.9 87.1 17 5.0217 0.8 45.7 59.8 38.6 5.6 43.61995 96.3 138.9 68.1 118.2 10.5 6.3 0.8 3.4 25.2 64.4 71.3 27.21996 59.2 81.6 178.2 35.9 46.1 4.6 1.4 2.8 6 70.7 31.8 103.41997 106.9 49.1 65.3 70.3 49.6 0 0 0 24.6 78.6 125.5 242.51998 168.7 53.3 152 70.4 58 14.3 2.1 0 3.6 126.6 2.4 194.441999 58.6 222.5 178 88.4 50.1 8.3 17 8.5 67.4 107.7 60.8 4.62000 70.9 28.9 111.26 60.3 72.4 0 0 18 34.7 77.6 33.4 148.82001 37.7 114.9 120 92.5 51 0 0 0.6 37.7 70.5 35.9 74.92002 46.2 11.8 136.6 117.1 86.9 0 9.6 2.6 8.4 17 35.4 15.12003 107.7 163.3 183.67 102.9 38 19.1 16.8 7.2 8.2 51.5 69.6 70.12004 138.7 96.7 179.6 70.4 12.6 10.2 0 0 130.7 80.7 18 492005 105.2 129.4 22.4 279.8 13.2 7.6 21.3 4.1 31.1 72.1 101.9 37.22006 103.2 33.108 233.8 72.6 94.3 0.6 12.1 0 51.9 27.4 26.4 15.82007 44.4 22.7 147.2 28.8 17.6 3.3 0 0.1 40.8 0 52.5 80.12008 64.5 187.7 187 68.2 28.5 6.4 0 0 20.1 134.6 18.9 98.52009 102.2 74.6 78.3 43 30.7 0 0 18.6 4.8 41.8 42.8 63.72010 10.4 81.2 118.5 8.4 2.6 0 0 3.5 0 8.6 62.5 38.82011 38.7 84.1 15.1 41.8 16.2 0 0 0 17.7 68.4 0 02012 68.1 4.1 40 98.6 27 7.1 0 0 18.8 72.1 119.6 41.62013 49.7 136.4 108.6 79.2 10.6 0 0 0 0 141.1 43.0 53.8

ESTACIÓN ARGELIAAÑOS ENE FEB MAR ABR MAY JUN JUL AGO SEP OCT NOV DIC

1980 49.8 36 20 87 98.4 62.6 38.7 57 94.3 44.5 87.3 54.91981 68.9 43 123.6 67.5 38.8 43.5 46 38 32.7 61.4 69.7 33.41982 110.6 169.2 114.5 79.3 38.8 109.6 123.1 109.3 57.3 70.7 11.8 56.81983 106.2 60.8 213.6 51.1 33 32.3 97.5 30.9 72.6 77.8 47.1 401984 72.4 117.4 50.9 123.4 56.2 58.8 103.45 126.2 32.7 38.5 68.4 170.71985 199.5 156.1 121.6 30.5 66.2 169.8 0 0 47.2 79.4 43 441986 80 119.5 137.3 57.3 40.9 61.7 59.5 54.2 45.9 73.2 40 100.81987 111 116.6 195 105.8 62.4 53.9 115.1 24.5 47.714 42.1 111.9 81.51988 116.9 167.9 112.7 10.396 52.2 59.1 76.3 41.8 33.4 22.8 43 53.11989 50.4 82.4 132.1 11.8 28.7 60.4 122.4 31.4 43.2 87.7 126.1 107.81990 78.8 202.7 67.9 87.4 56.3 101.5 70.3 95.4 42 86.5 62.8 17.21991 105.4 163.8 84.9 130.5 40.7 81.9 63.3 112.4 14.4 19.7 56 59.71992 72 120.6 138.5 149.5 31.3 93 30.9 57.5 52.6 72.4 52.5 60.91993 49.5 50.4 182.5 8.9 73.7 62.9 47.4 43.9 28.5 39.8 17.6 44.81994 43.3 45.3 172.1 94.4 20.9 9.4 40.376 29.6 35.9 40.2 20.8 41.71995 108.5 144.3 151.2 179.6 49.7 54.7 24.6 26.9 22.4 78 61 86.91996 66.5 86 104.2 60.7 18.1 18.6 30.9 22.5 7.2 127.5 60.9 118.11997 112.8 49.4 143.4 146.9 78.3 11.3 27.5 21.9 43.8 122.9 37.2 131.41998 139.7 133.7 220.2 78.9 68.7 27.7 52.2 13.3 37.2 94.1 12.3 138.31999 49.7 210 173.2 101.2 57.4 84 75.5 30.5 46.6 96.1 73.7 54.32000 54.2 90.4 104.8 62.6 150.5 19.9 43.1 63 48.9 101.3 79.9 109.52001 46.7 128.4 89.2 121.2 41 14.8 33.1 25.4 57.2 58.1 56.3 902002 64.1 87.3 115.4 112.8 64.7 10.8 94.6 48.2 40.9 84.8 126.6 71.72003 116.4 143.9 84.9 111.1 55.2 26.8 65.6 46.6 45 73.8 70.6 65.22004 159.2 161.6 205.3 47.6 63 44.3 34.7 34.1 64.2 130.1 14.8 20.72005 131.7 161.3 142.8 48.99 77.1 83 43.8 33.2 27.1 85.4 107.8 1152006 113.1 153.5 197 59.6 70.1 64 39.2 61.9 30.9 61 22.6 66.5

Page 6: Deber Datos Faltantes - Copia

2007 83.5 125.3 94.1 97 57.6 47.7 50.4 15.7 39.4 47.1 103.6 64.52008 85.4 105.4 317.2 93.4 23.4 50.3 62.7 29.2 45.6 91.5 48 198.12009 213.8 77.6 285.5 123.3 54.1 53.8 81.5 69.3 37 29.6 42.8 104.62010 59.8 88 93.4 52.8 64.7 10.1 33.6 19.9 22.3 36.8 129 121.32011 98.3 126.9 153.2 97.8 30.7 46.5 38.6 34.4 37.1 57.9 13 272012 68.1 109.2 101.2 69.9 46.2 20.7 50.2 35.2 42 59.9 73.6 123.92013 40.4 101.9 136.2 88.5 51.2 75.2 49.5 35.7 31.4 116.7 85.8 39.22014 124.3 299.1 132.2 83.7 120.2 58.9 59.8 50.2 81.7 27.8 48.1 116.7

ESTACIÓN SAN LUCASAÑOS ENE FEB MAR ABR MAY JUN JUL AGO SEP OCT NOV DIC

1980 41.4 49.7 25.5 174.6 128.5 145.2 106 39.2 86.8 88.5 121.1 74.11981 77.5 55.6 113.7 64.7 67 115.63 80.4 99.7 39.5 100 115.8 46.61982 64.5 83.7 94.4 109.2 117.4 146.4 132.7 67.2 56.5 82.3 40.6 29.11983 99.3 46.4 166.3 47.1 54 62.3 145 51.8 112.6 66.258 24.1 15.51984 49.7 141.7 67.2 48.74 50.1 52.8 68.7 161.7 89.8 42.6 112.6 111.81985 90.9 164.1 123 74.7 180.1 122.7 76.9 85.8 180.3 119.5 133.2 102.81986 81 106.5 215.9 81.6 87.3 118.8 144.2 79.4 84.4 163.6 44.1 84.91987 115 76.9 148.3 106.7 71.9 82.1 94.9 39.4 57.3 63.5 155 84.51988 91.8 835.6 194.5 201.6 160.9 126 151.3 108.5 43.1 20 34.9 112.21989 41.7 112.9 52 77.7 62.9 59.3 70.6 27.4 68.7 59.9 209.3 85.61990 45.7 213.1 124.2 105.3 120.4 174.6 121.6 129 28.5 91.3 142.1 611991 65.7 110.1 120 151.8 92.2 128.4 159.4 61.9 27.3 61.9 32 52.61992 69.6 84.8 66.8 188.9 41.2 134.3 44.8 73.6 101.7 63.7 35.5 66.61993 25.8 60.1 134.2 136.44 76 159.9 104.9 91.9 75.7 51.3 42.3 21.31994 48.2 64.3 167.6 116.2 47.7 44.7 58.1 45.8 53.4 26.1 32.5 68.31995 111.8 143.5 138 189 55.8 75.8 57.3 39.4 91.4 127.4 93.9 451996 108.2 83.879 126.3 99.2 22.2 32 65.1 30.2 3.9 43.2 56.9 95.71997 64.6 81.1 88 31.1 89.7 9.1 35.592 60.6 23.6 39.3 113.4 125.21998 128.5 44.6 168.2 155.2 86.1 23.9 32.4 58.8 51.1 151.3 73.6 71.21999 26.4 217.2 167.8 137.8 51.7 39.225 87.5 24.4 53.9 134.8 83.9 44.72000 86.1 49 48.5 40.594 117.9 132.2 94.9 90.5 37.2 81.3 64.3 103.92001 84.3 60 80.7 30.6 47.7 26 58.9 21.2 72.5 32.5 122.4 462002 61.2 74.2 103.7 52.6 116.2 58.2 50.1 51 11.6 27.5 66.8 522003 60.7 56.4 30.4 93.1 52.4 50.9 41.7 58.4 70.4 145.2 53.9 52.22004 39.9 60.7 61.9 54.3 46.8 149.6 90.7 126.8 67 117.8 45.1 43.72005 81.8 190.3 194.1 170.3 146.8 150.6 25.5 105.4 45.1 123.3 141.5 146.92006 114.5 95.5 227.5 134.2 250.1 191.61 274.9 122.2 27 99.5 151.2 43.12007 170.15 89.3 247.1 84 88.1 216.4 326 54.6 27.7 267.1 229.8 2582008 93.7 167.2 256.4 142.5 58.3 63.1 40.4 29.8 21.5 139.4 83.627 228.72009 113.4 102.2 117 69.6 212 156.6 103.3 71.3 114.4 32.5 84.8 81.32010 33.4 75.3 77.3 220.4 81.6 133.7 25.6 17.8 19 29 71.7 127.42011 189.5 209.6 149.5 104.4 144 96.4 144.1 73 113.9 0 0 02012 39.3 86.4 146.24 134.6 132.6 10.7 144.3 103 54.9 78.4 173.9 239.6

Relleno de datos con la información de otras estaciones: aún nos queda la estación Zamora incompleta. Para completarlo se empleó el método de la distancia inversa al cuadrado y el método de regresión para rellenar estos datos.