Analisis de Regresion-modelo
88
Est 1 Est 2 Est 3 Est 4 Est5 1983 33.5 16.0 109.0 1983 48.0 59.2 42.7 1983 65.0 17.7 1983 54.9 1983 11.8 1983 18.0 1983 8.0 1983 34.1 1983 98.2 1983 59.8 1983 89.5 1983 90.2 1984 191.4 276.2 1984 328.8 484.9 1984 209.8 142.1 1984 78.4 76.6 1984 16.2 1984 24.5 1984 3.5 1984 24.3 1984 4.5 1984 88.2 1984 134.7 1984 53.1 1985 55.4 1985 42.7 1985 55.8 1985 100.1 1985 23.6 1985 10.5 1985 14.2 1985 5.0 1985 32.2 1985 52.0 1985 122.5 1985 72.8 1986 138.6 1986 207.6 1986 160.5 1986 47.6 1986 29.0 1986 0.0 1986 0.0 1986 0.0
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Transcript of Analisis de Regresion-modelo
Est 1 Est 2 Est 3 Est 4 Est51983 33.5 16.0 109.0
1983 48.0 59.2 42.7
1983 65.0 17.7
1983 54.9
1983 11.8
1983 18.0
1983 8.0
1983 34.1
1983 98.2
1983 59.8
1983 89.5
1983 90.2
1984 191.4 276.2
1984 328.8 484.9
1984 209.8 142.1
1984 78.4 76.6
1984 16.2
1984 24.5
1984 3.5
1984 24.3
1984 4.5
1984 88.2
1984 134.7
1984 53.1
1985 55.4
1985 42.7
1985 55.8
1985 100.1
1985 23.6
1985 10.5
1985 14.2
1985 5.0
1985 32.2
1985 52.0
1985 122.5
1985 72.8
1986 138.6
1986 207.6
1986 160.5
1986 47.6
1986 29.0
1986 0.0
1986 0.0
1986 0.0
1986 4.6
1986 69.6
1986 99.2
1986 28.1 98.9
1987 82.7 246.1
1987 0.0 46.0
1987 31.1 9.7
1987 25.5 9.4
1987 15.7 7.1
1987 4.2 11.0
1987 10.2 12.0
1987 1.1 16.9
1987 12.1 6.6
1987 93.5 72.0
1987 84.0 50.2
1987 69.3 70.1
1988 234.1 217.1
1988 68.2 118.7
1988 53.3 164.2
1988 29.9 74.4
1988 27.8 14.1
1988 0.0 0.0
1988 1.9 0.0
1988 0.0
1988 15.0
1988 0.0
1988 6.2
1988 181.3
1989 36.9 298.6
1989 84.6 265.1
1989 10.6 92.5
1989 25.6 89.9 78.8
1989 10.5 126.3 120.9
1989 6.0 115.6 7.0
1989 0.0 8.3 7.4
1989 23.0 2.6 38.3
1989 24.5 12.7 28.9
1989 87.2 3.9 106.2
1989 23.6 4.0 88.7
1989 55.4 18.0 44.0
1990 30.2 4.2 163.71990 20.0 34.4 41.21990 31.1 12.8 36.31990 115.0 0.0 15.41990 26.0 59.0 30.5
1990 27.6 65.7 85.81990 8.3 21.5 0.01990 74.0 0.0 20.21990 30.3 23.1 27.31990 73.5 85.8 86.81990 130.0 108.9 220.41990 17.7 49.0 136.61991 17.7 41.5 139.11991 31.2 21.4 266.61991 71.1 30.2 108.21991 60.5 26.5 67.61991 12.0 11.0 20.61991 7.1 0.0 47.01991 9.5 0.0 0.01991 0.0 0.0 0.01991 12.6 0.0 9.01991 40.6 0.0 47.61991 12.7 26.0 25.81991 26.5 15.6 11.41992 8.8 0.0 63.21992 9.6 21.5 95.41992 3.7 28.5 52.31992 3.7 0.0 12.81992 0.0 26.0 0.01992 14.0 64.5 3.61992 2.2 0.0 4.41992 34.7 28.4 72.01992 108.5 14.0 4.61992 44.2 69.5 27.81992 105.1 16.0 18.61992 46.6 14.0 40.91993 155.5 96.0 194.11993 84.2 56.5 114.21993 119.2 78.8 158.31993 103.7 43.5 66.41993 46.7 48.4 29.21993 5.0 20.8 10.41993 17.9 12.4 7.8 11.61993 60.7 10.0 66.4 27.21993 73.4 26.5 42.5 47.41993 98.3 29.5 85.9 37.21993 180.1 74.0 152.7 125.61993 157.0 74.5 119.2 211.61994 157.8 190.1 144.9 236.41994 186.2 104.8 121.8 119.9
1994 125.7 84.8 147.6 126.01994 103.7 32.8 72.8 46.51994 20.1 4.5 26.0 4.21994 5.6 2.5 10.0 0.01994 12.6 0.0 19.6 0.01994 9.5 5.8 2.3 0.01994 26.7 7.0 22.0 3.01994 124.7 29.1 75.1 15.61994 80.9 64.4 70.1 110.11994 119.4 38.1 121.8 64.61995 107.3 62.6 139.1 211.81995 141.7 75.5 115.6 101.01995 148.3 74.9 174.5 183.21995 71.5 21.3 70.6 13.21995 20.3 8.0 21.5 8.01995 17.8 7.3 11.3 0.01995 23.1 9.8 3.7 3.91995 11.2 7.0 6.9 4.81995 44.7 21.1 31.2 29.11995 103.5 60.7 77.1 54.51995 109.5 64.8 99.7 86.21995 115.7 64.3 115.9 107.61996 154.9 111.4 145.3 143.71996 123.4 96.8 121.7 203.71996 142.6 108.6 143.2 106.21996 107.8 42.2 76.5 52.41996 28.7 26.3 30.1 2.31996 14.2 2.8 7.6 0.01996 29.2 4.5 18.0 0.01996 50.8 7.3 36.2 19.61996 77.3 32.8 75.1 29.61996 110.6 39.1 91.8 25.81996 81.6 37.1 58.5 56.51996 93.7 53.7 101.7 95.01997 144.5 93.2 162.0 114.21997 163.9 106.7 169.1 184.51997 104.3 72.2 105.3 116.41997 65.7 32.8 63.4 53.11997 24.5 12.9 31.4 10.91997 11.3 9.5 6.3 0.01997 8.2 0.0 2.1 2.91997 64.2 51.1 80.0 41.91997 72.9 39.0 67.0 56.21997 76.7 48.3 63.7 36.01997 114.8 90.1 98.9 73.4
1997 142.0 68.2 117.7 69.31998 161.7 73.7 141.2 113.81998 149.0 76.6 151.4 74.51998 129.6 117.2 135.7 114.91998 41.7 42.5 40.6 13.41998 8.1 0.0 7.4 0.01998 32.4 3.0 11.9 12.31998 0.0 0.0 0.0 0.01998 14.4 9.9 12.5 0.01998 37.0 33.5 46.0 10.71998 93.1 33.5 127.7 23.71998 87.7 57.9 91.4 40.71998 180.7 91.8 153.9 55.71999 187.5 94.5 139.6 71.51999 211.3 102.7 225.6 90.61999 117.5 79.6 140.6 25.71999 80.0 37.9 82.4 18.71999 16.7 7.4 29.0 0.21999 26.7 0.0 11.5 0.01999 19.6 2.8 17.3 6.81999 2.9 0.0 9.2 0.01999 63.9 34.7 70.6 66.11999 72.3 43.0 95.9 6.11999 66.7 31.0 64.5 47.31999 104.6 71.5 78.6 36.92000 58.6 177.8 76.52000 123.2 173.2 131.42000 166.4 172.4 70.92000 45.4 45.9 0.22000 14.8 18.4 18.72000 0.0 25.8 0.02000 0.0 24.0 0.02000 47.6 15.3 29.9 1.22000 70.5 20.9 48.7 19.92000 103.4 68.9 76.2 41.02000 59.2 10.0 62.6 44.62000 110.8 31.4 87.2 67.92001 199.7 91.1 153.7 142.02001 132.0 201.0 115.7 69.02001 201.9 140.4 185.8 72.52001 62.1 31.6 34.6 0.02001 61.7 46.2 49.6 16.72001 15.8 1.1 5.3 0.22001 54.8 31.0 26.2 2.22001 39.3 21.8 27.3 25.0
2001 41.1 47.0 49.4 19.42001 115.1 77.4 98.7 28.72001 70.4 95.7 54.5 42.22001 102.3 86.8 117.0 55.72002 95.0 81.8 106.8 81.42002 185.4 238.5 102.6 252.52002 158.4 106.3 179.1 157.62002 80.2 50.7 62.2 40.72002 46.4 8.6 38.5 16.82002 22.7 11.6 30.9 0.02002 144.1 59.1 82.5 55.02002 48.4 20.0 27.8 3.92002 70.6 45.6 85.0 35.72002 123.6 94.4 163.9 61.02002 128.9 59.0 124.1 38.52002 148.6 125.2 111.9 106.82003 121.6 77.0 114.0 98.22003 111.7 118.8 121.9 141.32003 205.4 169.6 167.2 137.52003 87.0 37.1 75.6 47.22003 58.7 17.7 46.5 2.72003 7.7 0.5 4.5 0.02003 32.5 1.4 18.7 0.02003 50.0 35.5 68.2 14.52003 69.6 24.3 59.1 0.02003 50.1 27.8 60.8 40.52003 53.0 20.1 81.4 27.62003 169.9 97.1 177.9 151.02004 105.0 99.2 88.5 85.72004 190.7 203.7 124.9 199.42004 159.7 93.5 99.5 93.42004 57.3 30.3 44.0 49.52004 77.0 3.4 16.9 8.62004 54.4 26.9 41.1 10.32004 56.5 18.3 45.9 13.62004 55.5 26.0 69.6 12.42004 59.0 42.5 62.7 18.22004 153.9 59.6 133.4 32.12004 141.5 82.7 138.0 28.72004 148.2 114.8 146.6 174.32005 77.7 62.7 78.5 103.8 63.12005 115.7 79.1 97.9 80.2 136.62005 161.5 100.0 108.1 184.9 173.42005 40.5 25.9 26.8 24.4 105.72005 15.8 6.3 11.0 28.8
2005 7.1 0.0 1.6 0.02005 38.3 12.5 21.4 1.92005 22.7 1.2 12.4 20.42005 101.4 56.1 60.9 47.72005 135.3 96.9 127.0 42.9 98.62005 55.3 46.6 58.2 45.32005 128.2 180.7 122.5 127.9 227.12006 213.5 207.9 152.4 243.2 241.22006 164.4 119.0 137.8 148.4 171.12006 145.2 149.1 153.8 149.3 200.72006 74.4 46.7 71.1 54.8 94.32006 13.9 7.5 13.4 2.92006 38.3 22.7 27.9 13.4 6.82006 10.0 1.0 5.4 0.0 0.02006 33.6 16.5 35.4 32.4 67.32006 36.0 11.6 58.0 14.8 58.72006 121.3 103.5 105.3 42.5 131.12006 111.1 127.7 134.6 109.9 215.72006 145.4 165.0 126.7 99.3 211.22007 129.7 90.6 108.2 126.2 225.42007 123.8 71.8 100.5 96.5 249.32007 212.3 172.5 170.8 158.7 222.02007 70.6 41.0 65.6 39.7 99.02007 47.3 27.6 21.1 4.4 103.12007 6.1 0.0 1.1 0.0 0.52007 31.0 15.5 18.9 14.1 51.22007 19.9 3.6 9.3 10.0 32.32007 47.7 32.6 23.6 18.2 47.12007 88.4 58.0 66.1 32.1 111.82007 120.2 62.3 69.1 88.9 151.52007 96.0 107.4 84.7 136.7 210.02008 180.6 217.9 139.3 195.6 283.42008 177.1 101.0 121.8 155.0 239.52008 122.1 82.3 78.6 102.3 149.92008 61.1 46.1 50.4 10.2 110.12008 27.2 4.2 23.2 5.5 51.12008 25.4 1.8 23.6 7.1 40.52008 10.7 0.4 4.4 0.0 81.62008 27.5 14.7 20.9 2.1 36.62008 62.6 17.0 53.9 5.6 20.82008 119.3 66.3 127.1 23.6 138.52008 68.7 49.0 30.5 41.9 131.12008 121.1 59.5 58.9 113.0 107.32009 150.2 162.0 104.8 150.4 204.62009 187.3 104.9 109.0 181.5 251.2
2009 148.6 88.4 135.1 100.3 204.82009 93.8 73.9 79.2 58.0 262.72009 27.5 5.7 20.8 3.5 61.12009 11.9 6.4 1.7 2.0 41.92009 84.0 15.3 52.5 22.8 31.42009 23.7 8.8 23.2 11.1 13.32009 48.8 31.8 23.0 2.4 52.62009 96.5 17.8 55.6 46.5 131.02009 131.1 145.5 88.2 122.5 167.62009 190.1 101.9 145.2 126.1 297.72010 249.1 135.4 160.5 219.9 178.02010 190.4 88.9 135.8 182.0 193.62010 171.2 127.0 146.8 72.4 238.32010 68.7 24.3 51.4 44.2 108.82010 32.2 11.6 19.9 23.7 112.02010 9.1 2.2 10.6 0.0 21.82010 11.4 7.0 3.6 0.0 6.22010 19.9 10.6 7.2 26.6 14.52010 44.8 14.4 40.5 10.8 16.82010 125.4 111.8 121.8 39.7 80.52010 126.6 29.0 85.2 26.1 176.72010 206.1 183.4 150.2 127.9 229.0
ESTADISTICOSene Mediafeb Error tipico Est1, Est2)mar Medianaabr Modamay Desviacion estandarjun Varianza de la muestrajul Curtosisago Coeficiente de asimetriaset Rangooct Mínimonov Máximodic Sumaene Cuentafeb Nivel de confianza (95%)marabrmayjunjulagosetoctnovdicenefebmarabrmayjunjulagosetoctnovdicenefebmarabr
mayjunjulago
setoctnovdicenefebmarabrmayjunjulagosetoctnovdicenefebmarabrmayjunjulagosetoctnovdicenefebmarabrmayjunjulagosetoctnovdicenefebmarabrmay
junjulagosetoctnovdicenefebmarabrmayjunjulagosetoctnovdicenefebmarabrmayjunjulagosetoctnovdicenefebmarabrmayjunjulagosetoctnovdicenefeb
marabrmayjunjulagosetoctnovdicenefebmarabrmayjunjulagosetoctnovdicenefebmarabrmayjunjulagosetoctnovdicenefebmarabrmayjunjulagosetoctnov
dicenefebmarabrmayjunjulagosetoctnovdicenefebmarabrmayjunjulagosetoctnovdicenefebmarabrmayjunjulagosetoctnovdicenefebmarabrmayjunjulago
setoctnovdicenefebmarabrmayjunjulagosetoctnovdicenefebmarabrmayjunjulagosetoctnovdicenefebmarabrmayjunjulagosetoctnovdicenefebmarabrmay
junjulagosetoctnovdicenefebmarabrmayjunjulagosetoctnovdicenefebmarabrmayjunjulagosetoctnovdicenefebmarabrmayjunjulagosetoctnovdicenefeb
marabrmayjunjulagosetoctnovdicenefebmarabrmayjunjulagosetoctnovdic
PROMEDIO(B2:B337)=ERROR.TIPICO.XY(C2:C337,D2:D337)=MEDIANA(B2:B337)=MODA(B2:B337)=DESVEST(B2:B337)=VAR(B2:B337)=CURTOSIS(C2:C337,D2:D337)=COEFICIENTE.ASIMETRIA(C2:C337,D2:D337)=RANGO.PERCENTIL(C2:C337,C8,10)=MIN(C2:C337)=MAX(C3:C338)=SUMA(C4:C339)=CONTAR(C5:C340)=INTERVALO.CONFIANZA(0.5,J6,J14)
Est 1 Est 2 Est 3 Est 4 Est51983 33.5 16.0 109.0
1983 48.0 59.2 42.7
1983 65.0 17.7
1983 54.9
1983 11.8
1983 18.0
1983 8.0
1983 34.1
1983 98.2
1983 59.8
1983 89.5
1983 90.2
1984 191.4 276.2
1984 328.8 484.9
1984 209.8 142.1
1984 78.4 76.6
1984 16.2
1984 24.5
1984 3.5
1984 24.3
1984 4.5
1984 88.2
1984 134.7
1984 53.1
1985 55.4
1985 42.7
1985 55.8
1985 100.1
1985 23.6
1985 10.5
1985 14.2
1985 5.0
1985 32.2
1985 52.0
1985 122.5
1985 72.8
1986 138.6
1986 207.6
1986 160.5
1986 47.6
1986 29.0
1986 0.0
1986 0.0
1986 0.0
1986 4.6
1986 69.6
1986 99.2
1986 28.1 98.9
1987 82.7 246.1
1987 0.0 46.0
1987 31.1 9.7
1987 25.5 9.4
1987 15.7 7.1
1987 4.2 11.0
1987 10.2 12.0
1987 1.1 16.9
1987 12.1 6.6
1987 93.5 72.0
1987 84.0 50.2
1987 69.3 70.1
1988 234.1 217.1
1988 68.2 118.7
1988 53.3 164.2
1988 29.9 74.4
1988 27.8 14.1
1988 0.0 0.0
1988 1.9 0.0
1988 0.0
1988 15.0
1988 0.0
1988 6.2
1988 181.3
1989 36.9 298.6
1989 84.6 265.1
1989 10.6 92.5
1989 25.6 89.9 78.8
1989 10.5 126.3 120.9
1989 6.0 115.6 7.0
1989 0.0 8.3 7.4
1989 23.0 2.6 38.3
1989 24.5 12.7 28.9
1989 87.2 3.9 106.2
1989 23.6 4.0 88.7
1989 55.4 18.0 44.0
1990 30.2 4.2 163.71990 20.0 34.4 41.21990 31.1 12.8 36.31990 115.0 0.0 15.41990 26.0 59.0 30.5
1990 27.6 65.7 85.81990 8.3 21.5 0.01990 74.0 0.0 20.21990 30.3 23.1 27.31990 73.5 85.8 86.81990 130.0 108.9 220.41990 17.7 49.0 136.61991 17.7 41.5 139.11991 31.2 21.4 266.61991 71.1 30.2 108.21991 60.5 26.5 67.61991 12.0 11.0 20.61991 7.1 0.0 47.01991 9.5 0.0 0.01991 0.0 0.0 0.01991 12.6 0.0 9.01991 40.6 0.0 47.61991 12.7 26.0 25.81991 26.5 15.6 11.41992 8.8 0.0 63.21992 9.6 21.5 95.41992 3.7 28.5 52.31992 3.7 0.0 12.81992 0.0 26.0 0.01992 14.0 64.5 3.61992 2.2 0.0 4.41992 34.7 28.4 72.01992 108.5 14.0 4.61992 44.2 69.5 27.81992 105.1 16.0 18.61992 46.6 14.0 40.91993 155.5 96.0 194.11993 84.2 56.5 114.21993 119.2 78.8 158.31993 103.7 43.5 66.41993 46.7 48.4 29.21993 5.0 20.8 10.41993 17.9 12.4 7.8 11.61993 60.7 10.0 66.4 27.21993 73.4 26.5 42.5 47.41993 98.3 29.5 85.9 37.21993 180.1 74.0 152.7 125.61993 157.0 74.5 119.2 211.61994 157.8 190.1 144.9 236.41994 186.2 104.8 121.8 119.9
1994 125.7 84.8 147.6 126.01994 103.7 32.8 72.8 46.51994 20.1 4.5 26.0 4.21994 5.6 2.5 10.0 0.01994 12.6 0.0 19.6 0.01994 9.5 5.8 2.3 0.01994 26.7 7.0 22.0 3.01994 124.7 29.1 75.1 15.61994 80.9 64.4 70.1 110.11994 119.4 38.1 121.8 64.61995 107.3 62.6 139.1 211.81995 141.7 75.5 115.6 101.01995 148.3 74.9 174.5 183.21995 71.5 21.3 70.6 13.21995 20.3 8.0 21.5 8.01995 17.8 7.3 11.3 0.01995 23.1 9.8 3.7 3.91995 11.2 7.0 6.9 4.81995 44.7 21.1 31.2 29.11995 103.5 60.7 77.1 54.51995 109.5 64.8 99.7 86.21995 115.7 64.3 115.9 107.61996 154.9 111.4 145.3 143.71996 123.4 96.8 121.7 203.71996 142.6 108.6 143.2 106.21996 107.8 42.2 76.5 52.41996 28.7 26.3 30.1 2.31996 14.2 2.8 7.6 0.01996 29.2 4.5 18.0 0.01996 50.8 7.3 36.2 19.61996 77.3 32.8 75.1 29.61996 110.6 39.1 91.8 25.81996 81.6 37.1 58.5 56.51996 93.7 53.7 101.7 95.01997 144.5 93.2 162.0 114.21997 163.9 106.7 169.1 184.51997 104.3 72.2 105.3 116.41997 65.7 32.8 63.4 53.11997 24.5 12.9 31.4 10.91997 11.3 9.5 6.3 0.01997 8.2 0.0 2.1 2.91997 64.2 51.1 80.0 41.91997 72.9 39.0 67.0 56.21997 76.7 48.3 63.7 36.01997 114.8 90.1 98.9 73.4
1997 142.0 68.2 117.7 69.31998 161.7 73.7 141.2 113.81998 149.0 76.6 151.4 74.51998 129.6 117.2 135.7 114.91998 41.7 42.5 40.6 13.41998 8.1 0.0 7.4 0.01998 32.4 3.0 11.9 12.31998 0.0 0.0 0.0 0.01998 14.4 9.9 12.5 0.01998 37.0 33.5 46.0 10.71998 93.1 33.5 127.7 23.71998 87.7 57.9 91.4 40.71998 180.7 91.8 153.9 55.71999 187.5 94.5 139.6 71.51999 211.3 102.7 225.6 90.61999 117.5 79.6 140.6 25.71999 80.0 37.9 82.4 18.71999 16.7 7.4 29.0 0.21999 26.7 0.0 11.5 0.01999 19.6 2.8 17.3 6.81999 2.9 0.0 9.2 0.01999 63.9 34.7 70.6 66.11999 72.3 43.0 95.9 6.11999 66.7 31.0 64.5 47.31999 104.6 71.5 78.6 36.92000 #REF! 58.6 177.8 76.52000 #REF! 123.2 173.2 131.42000 #REF! 166.4 172.4 70.92000 #REF! 45.4 45.9 0.22000 #REF! 14.8 18.4 18.72000 #REF! 0.0 25.8 0.02000 #REF! 0.0 24.0 0.02000 47.6 15.3 29.9 1.22000 70.5 20.9 48.7 19.92000 103.4 68.9 76.2 41.02000 59.2 10.0 62.6 44.62000 110.8 31.4 87.2 67.92001 199.7 91.1 153.7 142.02001 132.0 201.0 115.7 69.02001 201.9 140.4 185.8 72.52001 62.1 31.6 34.6 0.02001 61.7 46.2 49.6 16.72001 15.8 1.1 5.3 0.22001 54.8 31.0 26.2 2.22001 39.3 21.8 27.3 25.0
2001 41.1 47.0 49.4 19.42001 115.1 77.4 98.7 28.72001 70.4 95.7 54.5 42.22001 102.3 86.8 117.0 55.72002 95.0 81.8 106.8 81.42002 185.4 238.5 102.6 252.52002 158.4 106.3 179.1 157.62002 80.2 50.7 62.2 40.72002 46.4 8.6 38.5 16.82002 22.7 11.6 30.9 0.02002 144.1 59.1 82.5 55.02002 48.4 20.0 27.8 3.92002 70.6 45.6 85.0 35.72002 123.6 94.4 163.9 61.02002 128.9 59.0 124.1 38.52002 148.6 125.2 111.9 106.82003 121.6 77.0 114.0 98.22003 111.7 118.8 121.9 141.32003 205.4 169.6 167.2 137.52003 87.0 37.1 75.6 47.22003 58.7 17.7 46.5 2.72003 7.7 0.5 4.5 0.02003 32.5 1.4 18.7 0.02003 50.0 35.5 68.2 14.52003 69.6 24.3 59.1 0.02003 50.1 27.8 60.8 40.52003 53.0 20.1 81.4 27.62003 169.9 97.1 177.9 151.02004 105.0 99.2 88.5 85.72004 190.7 203.7 124.9 199.42004 159.7 93.5 99.5 93.42004 57.3 30.3 44.0 49.52004 77.0 3.4 16.9 8.62004 54.4 26.9 41.1 10.32004 56.5 18.3 45.9 13.62004 55.5 26.0 69.6 12.42004 59.0 42.5 62.7 18.22004 153.9 59.6 133.4 32.12004 141.5 82.7 138.0 28.72004 148.2 114.8 146.6 174.32005 77.7 62.7 78.5 103.8 63.12005 115.7 79.1 97.9 80.2 136.62005 161.5 100.0 108.1 184.9 173.42005 40.5 25.9 26.8 24.4 105.72005 15.8 6.3 11.0 28.8
2005 7.1 0.0 1.6 0.02005 38.3 12.5 21.4 1.92005 22.7 1.2 12.4 20.42005 101.4 56.1 60.9 47.72005 135.3 96.9 127.0 42.9 98.62005 55.3 46.6 58.2 45.32005 128.2 180.7 122.5 127.9 227.12006 213.5 207.9 152.4 243.2 241.22006 164.4 119.0 137.8 148.4 171.12006 145.2 149.1 153.8 149.3 200.72006 74.4 46.7 71.1 54.8 94.32006 13.9 7.5 13.4 2.92006 38.3 22.7 27.9 13.4 6.82006 10.0 1.0 5.4 0.0 0.02006 33.6 16.5 35.4 32.4 67.32006 36.0 11.6 58.0 14.8 58.72006 121.3 103.5 105.3 42.5 131.12006 111.1 127.7 134.6 109.9 215.72006 145.4 165.0 126.7 99.3 211.22007 129.7 90.6 108.2 126.2 225.42007 123.8 71.8 100.5 96.5 249.32007 212.3 172.5 170.8 158.7 222.02007 70.6 41.0 65.6 39.7 99.02007 47.3 27.6 21.1 4.4 103.12007 6.1 0.0 1.1 0.0 0.52007 31.0 15.5 18.9 14.1 51.22007 19.9 3.6 9.3 10.0 32.32007 47.7 32.6 23.6 18.2 47.12007 88.4 58.0 66.1 32.1 111.82007 120.2 62.3 69.1 88.9 151.52007 96.0 107.4 84.7 136.7 210.02008 180.6 217.9 139.3 195.6 283.42008 177.1 101.0 121.8 155.0 239.52008 122.1 82.3 78.6 102.3 149.92008 61.1 46.1 50.4 10.2 110.12008 27.2 4.2 23.2 5.5 51.12008 25.4 1.8 23.6 7.1 40.52008 10.7 0.4 4.4 0.0 81.62008 27.5 14.7 20.9 2.1 36.62008 62.6 17.0 53.9 5.6 20.82008 119.3 66.3 127.1 23.6 138.52008 68.7 49.0 30.5 41.9 131.12008 121.1 59.5 58.9 113.0 107.32009 150.2 162.0 104.8 150.4 204.62009 187.3 104.9 109.0 181.5 251.2
2009 148.6 88.4 135.1 100.3 204.82009 93.8 73.9 79.2 58.0 262.72009 27.5 5.7 20.8 3.5 61.12009 11.9 6.4 1.7 2.0 41.92009 84.0 15.3 52.5 22.8 31.42009 23.7 8.8 23.2 11.1 13.32009 48.8 31.8 23.0 2.4 52.62009 96.5 17.8 55.6 46.5 131.02009 131.1 145.5 88.2 122.5 167.62009 190.1 101.9 145.2 126.1 297.72010 249.1 135.4 160.5 219.9 178.02010 190.4 88.9 135.8 182.0 193.62010 171.2 127.0 146.8 72.4 238.32010 68.7 24.3 51.4 44.2 108.82010 32.2 11.6 19.9 23.7 112.02010 9.1 2.2 10.6 0.0 21.82010 11.4 7.0 3.6 0.0 6.22010 19.9 10.6 7.2 26.6 14.52010 44.8 14.4 40.5 10.8 16.82010 125.4 111.8 121.8 39.7 80.52010 126.6 29.0 85.2 26.1 176.72010 206.1 183.4 150.2 127.9 229.0
ESTADISTICOSene Mediafeb Error tipico Est1, Est2)mar Medianaabr Modamay Desviacion estandarjun Varianza de la muestrajul Curtosisago Coeficiente de asimetriaset Rangooct Mínimonov Máximodic Sumaene Cuentafeb Nivel de confianza (95%)marabrmayjunjulagosetoctnovdicenefebmarabrmayjunjulagosetoctnovdicenefebmarabr
mayjunjulago
setoctnovdicenefebmarabrmayjunjulagosetoctnovdicenefebmarabrmayjunjulagosetoctnovdicenefebmarabrmayjunjulagosetoctnovdicenefebmarabrmay
junjulagosetoctnovdicenefebmarabrmayjunjulagosetoctnovdicenefebmarabrmayjunjulagosetoctnovdicenefebmarabrmayjunjulagosetoctnovdicenefeb
marabrmayjunjulagosetoctnovdicenefebmarabrmayjunjulagosetoctnovdicenefebmarabrmayjunjulagosetoctnovdicenefebmarabrmayjunjulagosetoctnov
dicenefebmarabrmayjunjulagosetoctnovdicenefebmarabrmayjunjulagosetoctnovdicenefebmarabrmayjunjulagosetoctnovdicenefebmarabrmayjunjulago
setoctnovdicenefebmarabrmayjunjulagosetoctnovdicenefebmarabrmayjunjulagosetoctnovdicenefebmarabrmayjunjulagosetoctnovdicenefebmarabrmay
junjulagosetoctnovdicenefebmarabrmayjunjulagosetoctnovdicenefebmarabrmayjunjulagosetoctnovdicenefebmarabrmayjunjulagosetoctnovdicenefeb
marabrmayjunjulagosetoctnovdicenefebmarabrmayjunjulagosetoctnovdic
PROMEDIO(B2:B337)=ERROR.TIPICO.XY(C2:C337,D2:D337)=MEDIANA(B2:B337)=MODA(B2:B337)=DESVEST(B2:B337)=VAR(B2:B337)=CURTOSIS(C2:C337,D2:D337)=COEFICIENTE.ASIMETRIA(C2:C337,D2:D337)=RANGO.PERCENTIL(C2:C337,C8,10)=MIN(C2:C337)=MAX(C3:C338)=SUMA(C4:C339)=CONTAR(C5:C340)=INTERVALO.CONFIANZA(0.5,J6,J14)
AÑO MES
Estación Acobamba AcostamboCodigo 112067 112051Categoria MAP CORegion Huancavelica HuancavelicaProvincia Acobamba TayacajaDistrito Acobamba AcostamboLatitud 12° 50' 37.2" 12º21'45.5"Longitud 74° 33' 41.6" 75º03'30.5"Altitud 3417 3650
2000 ENERO 145.8 139.82000 FEBRERO 198.7 146.32000 MARZO 147.2 107.92000 ABRIL 10.8 39.62000 MAYO 20.9 53.32000 JUNIO 26.6 8.72000 JULIO 32.6 21.52000 AGOSTO 4.9 20.12000 SEPTIEMBRE 7.9 22.92000 OCTUBRE 55.5 102.72000 NOVIEMBRE 27.6 13.92000 DICIEMBRE 133.1 88.92001 ENERO 216.7 189.52001 FEBRERO 49.6 143.22001 MARZO 110.5 109.62001 ABRIL 34.2 23.62001 MAYO 54.4 18.72001 JUNIO 4.9 16.92001 JULIO 38.3 49.02001 AGOSTO 17.7 17.32001 SEPTIEMBRE 38.6 34.02001 OCTUBRE 40.0 80.42001 NOVIEMBRE 73.7 91.12001 DICIEMBRE 114.0 81.22002 ENERO 71.5 51.72002 FEBRERO 240.2 196.52002 MARZO 116.6 122.92002 ABRIL 50.4 32.72002 MAYO 35.2 18.42002 JUNIO 1.4 2.52002 JULIO 23.2 50.02002 AGOSTO 22.8 28.82002 SEPTIEMBRE 55.4 41.82002 OCTUBRE 68.1 73.52002 NOVIEMBRE 95.3 64.12002 DICIEMBRE 113.7 113.1
2003 ENERO 64.9 69.52003 FEBRERO 130.7 119.22003 MARZO 107.8 130.72003 ABRIL 80.7 63.52003 MAYO 8.2 10.92003 JUNIO 0.9 0.02003 JULIO 0.0 0.02003 AGOSTO 54.9 45.52003 SEPTIEMBRE 28.4 49.32003 OCTUBRE 11.6 17.82003 NOVIEMBRE 32.7 86.82003 DICIEMBRE 132.4 87.32004 ENERO 95.1 60.22004 FEBRERO 126.8 71.72004 MARZO 34.9 97.02004 ABRIL 24.3 33.32004 MAYO 20.7 17.72004 JUNIO 20.3 48.02004 JULIO 15.0 11.82004 AGOSTO 7.5 17.02004 SEPTIEMBRE 23.4 40.72004 OCTUBRE 38.1 70.62004 NOVIEMBRE 43.5 119.32004 DICIEMBRE 151.5 116.62005 ENERO 71.5 68.52005 FEBRERO 51.0 100.82005 MARZO 83.3 85.72005 ABRIL 19.8 39.22005 MAYO 12.2 19.42005 JUNIO 2.4 0.02005 JULIO 11.7 6.02005 AGOSTO 6.7 2.52005 SEPTIEMBRE 11.8 24.52005 OCTUBRE 116.8 93.22005 NOVIEMBRE 38.1 56.02005 DICIEMBRE 141.3 87.72006 ENERO 141.5 147.02006 FEBRERO 91.0 111.72006 MARZO 121.1 104.52006 ABRIL 55.0 49.72006 MAYO 3.2 6.52006 JUNIO 2.8 12.32006 JULIO 0.0 0.02006 AGOSTO 40.4 27.92006 SEPTIEMBRE 7.9 27.4
2006 OCTUBRE 56.4 78.82006 NOVIEMBRE 104.5 111.72006 DICIEMBRE 74.8 96.02007 ENERO 108.2 85.52007 FEBRERO 68.0 68.72007 MARZO 152.5 133.22007 ABRIL 88.6 38.22007 MAYO 40.9 25.52007 JUNIO 0.0 0.02007 JULIO 7.0 20.02007 AGOSTO 2.0 7.52007 SEPTIEMBRE 47.1 34.32007 OCTUBRE 74.0 67.52007 NOVIEMBRE 27.2 85.92007 DICIEMBRE 109.7 87.42008 ENERO 179.1 131.82008 FEBRERO 100.6 120.52008 MARZO 50.9 62.32008 ABRIL 9.2 35.92008 MAYO 51.3 16.62008 JUNIO 8.7 18.12008 JULIO 4.7 4.02008 AGOSTO 8.0 5.02008 SEPTIEMBRE 11.6 53.12008 OCTUBRE 64.4 101.22008 NOVIEMBRE 28.9 32.32008 DICIEMBRE 77.8 85.52009 ENERO 120.4 105.32009 FEBRERO 164.3 144.62009 MARZO 68.3 96.32009 ABRIL 30.4 40.32009 MAYO 20.1 35.52009 JUNIO 3.4 0.02009 JULIO 3.7 19.82009 AGOSTO 18.4 20.42009 SEPTIEMBRE 19.8 26.92009 OCTUBRE 30.0 66.22009 NOVIEMBRE 118.7 119.52009 DICIEMBRE 115.4 161.62010 ENERO 202.1 209.12010 FEBRERO 81.5 101.02010 MARZO 104.2 116.82010 ABRIL 55.4 16.62010 MAYO 10.0 11.52010 JUNIO 0.0 11.3
2010 JULIO 0.0 0.02010 AGOSTO 13.3 29.82010 SEPTIEMBRE 24.2 9.62010 OCTUBRE 60.3 76.22010 NOVIEMBRE 34.3 43.32010 DICIEMBRE 148.4 125.9
Colcabamba C. Pasco Huancalpi Huancapi112163 110037 112142 113022
CO CO CO COHuancavelica Pasco Huancavelica Ayacucho
Tayacaja Pasco Huancavelica Victor FajardoColcabamba Chaupimarca Vilca Huancapi12°24'53.0" 10º41'37.1" 12º34'48.8" 13º44'56.7''74°41'00.5" 76º15'36.6" 75º14'30.4" 74º04'05.1'
3055 4382 3970 3148189.1 282.7 165.9153.2 309.1 237.4132.5 153.3 135.1
42.8 50.4 18.443.6 7.4 37.6
5.5 19.4 5.411.4 70.0 8.129.0 41.0 31.325.1 19.1 8.0
118.2 137.8 77.148.2 49.6 13.9
144.1 187.0 146.498.1 178.9 277.6 239.9
116.2 142.9 132.0 126.663.4 160.0 174.3 140.723.6 52.7 42.3 58.342.0 62.0 21.2 34.4
0.0 5.7 17.9 10.113.0 32.4 15.4 14.1
0.0 13.3 9.3 13.90.0 34.5 49.2
60.3 97.8 72.1 30.636.3 88.9 61.8 74.441.4 163.6 76.6 42.724.4 37.0 108.8 98.4
112.0 172.5 246.2 149.082.0 150.1 222.3 126.3
3.4 72.8 66.7 57.10.0 44.3 28.6 11.90.0 10.9 4.8 5.2
31.0 41.7 111.8 52.312.9 12.7 20.0 19.714.5 52.0 83.4 63.922.2 136.2 106.5 26.533.0 102.3 98.3 54.573.0 131.8 107.2 136.2
50.6 124.2 85.4 171.678.0 125.6 105.7 155.8
118.2 174.7 158.6 163.232.9 114.0 92.3 62.4
5.0 39.2 8.9 18.50.0 26.2 5.8 0.00.0 5.0 7.2 7.0
18.0 20.2 37.7 30.27.0 50.7 31.4 21.3
24.8 26.3 41.098.4 69.2 37.3
90.1 141.9 143.0 100.9111.0 69.6 65.5 73.2213.5 163.9 188.3 138.5176.4 69.1 82.6 165.8
33.4 62.0 5.5 26.721.4 36.4 20.9 0.021.7 30.6 16.3 31.219.0 24.0 19.2 1.724.5 29.6 24.8 16.453.4 112.6 67.4 29.2
133.3 88.7 100.7 42.077.2 130.8 72.1 41.9
181.2 151.5 202.9 158.473.5 93.6 105.4 49.5
183.2 138.4 86.6 69.9123.0 159.2 88.8 110.1
55.1 53.3 21.9 49.18.7 12.2 24.5 9.40.0 6.8 2.0 0.0
13.9 7.8 4.5 5.07.1 20.3 14.6 21.9
14.4 32.2 43.8 58.3115.1 79.7 96.5 50.6
31.0 85.9 33.1 27.8113.8 85.3 116.9 116.5210.3 97.2 120.8 229.0105.1 109.4 120.8 140.0158.2 150.4 137.3 135.4
68.2 97.0 95.6 69.07.8 13.3 11.9 0.0
17.9 37.9 13.4 17.43.7 5.6 0.2 0.0
19.0 15.1 45.0 33.937.7 62.7 60.4 11.0
72.3 169.0 76.3 34.2103.4 134.2 95.2 78.0166.0 126.4 107.3 130.3138.5 92.8 78.8 88.7105.8 76.4 36.6 143.9186.9 183.9 187.6 184.1
53.2 80.5 37.9 85.116.0 63.9 15.7 7.8
0.0 0.0 0.1 0.614.8 17.1 2.2 0.0
4.1 5.4 3.2 14.015.7 30.4 49.8 33.476.2 88.0 50.1 30.848.6 101.1 61.8 40.4
126.7 97.4 99.5 187.2230.7 135.8 136.8 230.0150.3 94.1 124.1 148.1
87.7 50.2 64.5 94.532.2 63.7 28.2 15.426.0 11.6 8.9 2.610.8 26.8 16.5 5.0
0.4 6.2 5.5 0.014.0 13.2 22.8 3.827.7 58.4 14.7 0.6
110.4 103.3 57.4 33.583.4 68.8 59.9 31.193.0 83.0 55.6 156.8
182.7 119.4 61.6 128.9154.8 105.6 95.7 176.0127.8 188.2 81.5 152.5
77.6 54.2 62.6 53.838.3 34.7 36.8 10.820.1 30.3 2.9 0.017.9 23.0 28.5 25.130.4 56.8 6.1 3.429.5 21.4 29.8 11.761.3 68.8 50.9 57.4
145.4 135.4 119.1 109.2139.6 213.0 189.2 128.8223.0 178.0 197.1 254.2135.9 123.3 174.7 199.1188.6 126.4 140.6 138.8
36.5 59.9 41.0 66.56.1 17.0 5.9 8.07.6 2.0 3.9 0.0
0.3 7.0 0.0 0.026.8 0.0 19.1 0.632.9 23.7 23.2 19.095.4 94.1 88.3 41.442.4 73.1 65.3 26.0
185.0 120.0 78.8 176.2
Huancavelica Huanta Huasahuasi Santa Ana Huayao112061 112068 111030 112083 112056
CO CO CO MAP CPHuancavelica Ayacucho Junín Junín JunínHuancavelica Huanta Tarma Huancayo ChupacaHuancavelica Huanta Huasahuasi El Tambo Huachac12º46'17.6" 12°55'38.7'' 11º16'10.3" 12º00'15.1'' 12º02'18.1"75º00'44.8" 74°16'05.8'' 75º37'55.2" 75º13'15'.3' 75º19'22.2"
3715 2565 2734 3295 3308161.5 125.1 109.6 103.6 106.9157.1 152.7 127.9 138.2 141.7120.5 94.5 142.1 89.3 111.6
54.6 28.8 41.3 39.6 16.117.7 32.5 14.0 15.0 16.3
6.9 4.3 8.2 1.8 3.835.1 19.2 10.8 7.3 10.027.1 10.0 15.9 21.4 36.425.8 5.7 46.8 5.5 17.697.2 56.5 16.0 60.1 68.847.1 31.8 46.6 43.0 31.786.9 80.6 64.3 82.2 114.8
164.5 155.5 107.0 108.9 166.0128.0 83.4 107.4 117.5 92.3249.8 113.2 93.2 178.6 161.0
42.3 15.6 41.0 31.5 26.135.9 40.4 27.6 9.9 15.8
0.0 3.1 14.7 0.8 1.536.8 38.7 21.4 8.4 18.634.9 20.8 9.6 4.1 5.972.9 4.7 16.1 40.2 62.759.9 52.0 51.4 78.3 104.9
127.8 69.8 42.3 71.3 57.784.0 86.4 77.3 120.7 115.8
115.8 51.2 19.9 67.2 95.6238.4 115.0 92.7 112.3 149.2314.9 115.8 98.0 127.4 115.8
79.2 43.8 54.3 36.5 28.418.2 22.6 25.2 12.1 12.3
5.8 1.6 0.9 1.5 4.491.1 24.9 34.9 24.3 31.090.3 9.6 6.3 21.9 11.7
119.1 24.3 35.3 62.2 66.2109.0 25.9 104.5 84.8 71.7197.1 76.8 87.1 149.1 93.9135.6 80.4 56.6 124.2 133.3
193.9 64.7 49.4 95.5 127.7456.8 138.9 98.7 126.6 111.6332.4 166.5 114.1 166.9 133.6117.5 67.0 40.7 64.3 99.6
8.9 13.3 19.2 30.9 26.00.0 1.5 1.6 0.0 2.67.4 0.0 7.4 0.5 1.5
75.2 18.5 23.4 21.0 22.335.3 26.6 13.4 23.3 25.643.3 14.0 24.7 25.7 37.724.8 15.6 29.0 83.8 65.7
194.0 107.9 85.0 166.4 116.340.7 62.6 46.7 71.3 52.1
164.4 95.9 80.1 136.4 159.6164.3 56.8 68.3 78.3 51.1
30.2 5.1 14.5 29.5 35.94.2 9.1 15.1 13.3 16.6
35.3 8.7 23.7 11.0 9.049.5 18.9 17.0 9.9 15.040.2 11.9 36.2 11.7 7.355.0 22.0 29.8 35.4 44.638.8 21.3 96.7 37.7 49.545.6 36.2 27.6 95.9 95.9
211.4 100.7 137.4 126.4 81.4124.7 44.6 57.1 50.8 52.1121.2 100.3 67.7 120.8 73.4165.1 122.7 81.0 87.5 74.3
74.5 13.6 28.4 26.8 25.611.7 9.0 9.4 5.2 14.0
3.8 0.0 0.0 12.0 0.62.1 5.9 20.6 3.5 6.32.3 0.0 9.6 0.4 5.8
51.5 5.1 31.9 12.8 19.359.2 32.1 53.3 132.8 116.741.1 36.5 31.8 60.0 61.190.5 88.3 87.4 134.7 71.5
143.6 97.3 92.1 178.3 158.3111.2 71.6 79.6 91.0 73.4138.6 71.7 106.8 91.7 80.9132.9 31.7 58.1 28.5 19.4
0.0 37.0 4.3 1.4 2.323.6 7.8 23.6 6.4 5.0
0.0 0.0 0.0 5.1 31.933.8 5.4 23.8 12.1 7.924.0 13.1 22.6 41.4 52.3
79.2 37.0 80.3 57.6 50.775.0 58.1 77.8 73.2 51.286.9 71.1 76.3 143.3 86.695.5 100.5 88.6 104.0 97.466.6 46.3 61.2 75.5 36.3
222.4 114.3 119.6 150.7 145.143.8 22.1 38.2 37.2 55.621.0 4.8 21.0 13.7 13.0
0.0 0.0 1.3 0.0 0.04.2 4.8 22.0 6.5 2.63.6 3.6 10.3 13.6 2.2
46.1 6.7 8.5 20.8 15.974.2 42.5 74.6 56.9 64.455.2 48.3 37.4 60.3 50.678.5 25.0 109.2 74.5 80.3
160.5 79.3 90.9 116.0 105.1166.0 94.9 88.1 94.5 62.3101.3 25.4 70.1 46.3 50.7
7.4 4.2 47.9 24.7 24.53.9 13.6 17.3 11.0 3.87.0 6.2 16.6 11.1 11.8
11.2 0.0 3.8 0.0 6.418.3 0.0 21.9 6.2 18.923.6 5.5 15.7 6.2 40.173.0 20.5 74.5 117.4 70.129.6 25.3 46.9 48.9 32.396.6 37.6 61.8 97.5 67.9
270.3 91.9 105.6 94.7 92.5355.6 120.5 79.1 102.8 89.7157.0 71.9 114.1 120.9 131.0
83.7 48.6 114.4 84.2 62.921.5 28.8 20.5 38.4 16.4
2.1 1.1 1.6 1.8 9.728.2 10.3 35.4 7.6 7.4
8.8 4.7 20.4 22.6 32.165.5 11.2 8.7 41.9 26.469.1 17.2 30.0 48.4 40.1
154.1 33.7 70.6 129.1 114.6202.2 50.6 51.7 133.2 111.7289.7 163.4 85.9 142.9 173.8119.4 61.1 136.5 151.0 86.3162.0 92.3 86.8 84.1 108.3
56.1 36.9 39.3 26.9 40.27.6 0.0 4.0 0.7 1.13.9 0.0 13.4 3.1 6.4
0.0 0.0 3.0 19.4 4.810.1 4.0 6.0 6.9 1.014.4 7.0 36.8 7.0 5.673.9 41.2 73.5 68.7 48.866.0 29.4 31.8 49.8 25.4
167.5 137.9 92.6 122.4 96.9
Ingenio Jauja Junín La Oroya Quinua111097 111005 111583 111046 113021
CO CO CO CO COJunín Junín Junín Junín Ayacucho
Concepción Jauja Junín Yauli HuamangaSta. R. Ocopa Jauja Junín La Oroya Quinua11º52'46.4" 11º47'01.8" 11°08'35.2" 11º34'32.6" 13º03'19.6''75º16'34.4" 75º28'28.2" 75°59'19.7" 75º57'03.4" 74º08'29.5''
3450 3322 4130 3915 3268211.5 152.5 143.2 146.1168.8 148.2 136.2 205.2116.5 147.4 101.0 126.5
31.6 32.4 39.1 18.911.8 10.5 43.2 41.6
0.0 3.9 6.6 11.48.7 4.4 15.6 43.88.4 12.5 27.3 5.8
25.4 16.8 30.3 16.959.4 52.6 58.7 64.155.7 40.8 27.3 14.5
119.8 99.9 101.9 111.2158.0 125.2 119.4 218.4119.2 77.3 63.5 114.0213.5 169.4 127.7 155.8
38.7 34.0 48.2 30.415.0 18.9 57.2 48.2
0.0 7.8 16.8 5.37.2 6.6 43.5 43.50.0 1.7 11.3 21.1
16.0 18.4 42.7 33.751.8 70.3 70.3 63.072.3 93.7 88.9 102.786.3 76.8 93.3 106.929.6 53.4 31.9 91.673.8 136.3 114.0 173.271.3 131.5 138.8 110.736.3 79.1 46.7 33.9
1.2 8.1 25.2 32.71.0 2.0 0.0 1.4
10.1 18.2 37.8 46.90.0 3.6 28.1 15.8
26.1 66.0 68.1 73.298.3 51.6 76.8 51.687.8 88.8 77.7 112.8
111.6 101.8 119.3 170.4
124.8 122.5 43.8 65.476.4 82.7 93.3 191.7
175.2 130.7 94.4 202.478.1 54.1 74.8 86.7
9.0 4.9 27.7 26.60.0 1.5 0.0 2.60.0 0.7 1.8 0.3
16.0 6.0 23.3 30.516.6 14.5 43.7 39.9
8.9 39.1 30.9 1.659.7 63.3 24.2 23.7
130.0 117.2 74.8 113.2100.4 50.3 27.9 73.9155.5 136.1 93.7 96.6147.0 108.5 74.7 92.6
24.8 38.3 17.7 8.63.8 14.7 30.0 16.16.4 6.1 30.5 15.6
12.0 4.7 16.0 21.60.0 5.1 6.4 8.7
27.0 36.1 48.3 34.866.9 50.4 67.5 47.683.8 89.5 66.7 64.8
143.3 78.5 100.8 173.682.7 68.4 63.1 67.975.6 122.2 59.2 121.1
105.7 89.8 97.3 109.523.2 27.5 24.6 48.2
5.7 18.9 28.5 17.50.0 0.0 0.0 0.60.0 0.7 10.8 6.4
15.7 14.9 17.1 8.4 0.612.5 15.4 17.5 36.1 20.785.9 99.2 82.1 71.4 52.362.6 42.9 50.6 51.8 52.9
121.7 110.1 77.2 81.1 146.8135.3 105.3 92.4 111.0 115.2
85.1 98.1 72.6 86.2 125.8127.7 114.6 99.9 151.4 152.2
39.4 43.2 28.3 49.3 55.50.0 8.0 13.7 7.3 1.22.3 19.9 20.5 32.0 2.41.5 4.0 2.5 0.1 0.01.4 3.9 12.9 20.2 14.3
21.2 17.0 30.3 14.8 7.0
56.7 48.1 103.3 105.5 48.8105.6 50.2 81.1 97.4 93.5
90.3 89.9 97.9 87.8 82.687.5 81.1 114.2 77.0 136.391.7 76.2 96.5 63.7 89.7
136.3 169.4 97.3 104.0 198.049.1 50.1 64.5 69.9 66.312.9 17.4 20.5 27.9 15.3
0.0 0.0 0.0 0.3 0.07.6 4.6 12.6 6.9 13.40.0 1.4 6.8 0.0 1.3
18.2 12.5 43.0 12.6 30.953.3 66.3 71.8 86.5 72.457.7 63.3 55.8 54.4 78.5
100.6 76.2 73.5 79.0 117.1118.6 112.7 99.3 82.0 106.7
86.4 100.5 104.8 98.9 158.065.0 63.3 35.9 43.6 95.726.1 11.3 14.2 19.5 29.9
6.9 13.3 16.3 20.5 24.511.8 6.4 8.2 12.4 10.0
8.1 0.6 9.6 1.5 7.12.8 4.2 7.5 13.0 1.4
38.9 28.0 35.2 25.9 27.182.4 64.2 86.2 57.8 59.436.8 31.4 44.2 43.4 41.696.9 72.8 66.9 88.7 75.3
113.9 95.7 116.1 105.6 150.799.0 76.0 72.1 65.6 174.9
104.3 115.1 122.6 80.3 59.584.1 89.4 60.5 89.7 55.916.6 47.2 37.2 39.8 26.7
4.9 3.8 37.4 5.9 0.40.0 2.6 49.6 19.9 6.19.3 15.4 55.8 20.1 8.7
32.3 8.6 26.8 20.7 36.770.3 55.3 141.2 70.7 50.695.9 122.8 149.4 112.7 113.7
172.9 142.2 308.0 126.2 109.9155.6 130.5 321.0 119.2 138.7134.0 96.1 240.1 148.9 120.2
84.0 59.0 162.4 76.9 119.655.6 52.7 83.8 29.6 23.5
2.2 6.2 67.2 7.8 8.622.1 2.2 1.0 9.1 0.0
0.0 0.5 16.2 8.5 6.60.0 0.6 0.0 3.7 15.08.7 27.9 86.0 48.9 17.3
61.9 72.3 92.8 28.8 91.257.2 51.8 136.2 53.7 33.9
130.0 107.8 232.4 110.1 132.9
Laive Lircay Oxapampa Pampas Paucarbamba112059 112065 110028 112012 112066
CO CO CO CO COJunín Huancavelica C. de Pasco Huancavelica Huancavelica
Chupaca Angaraes Oxapampa Tayacaja ChurcampaYanacancha Lircay Oxapampa Ahuaycha Paucarbamba12°15'08.1" 12º58'53.5" 10º35'38.3" 12º24'07.3" 12º33'20.4"75°21'37.8" 74º43'04.8" 75º23'01.7" 74º53'03.3" 74º32'09.4"
3990 3357 1814 3280 3000178.3 175.4 272.6 123.2 199.2173.7 204.2 270.9 96.5 255.5128.4 84.6 280.0 70.7 231.8
26.2 14.3 170.5 31.3 57.838.1 34.5 14.5 44.9 46.3
1.9 22.1 79.5 9.5 23.132.0 61.9 43.5 14.6 16.844.8 39.6 57.0 8.2 14.725.0 6.7 87.5 16.0 18.2
148.6 127.0 102.0 30.5 66.442.2 20.5 66.0 25.9 68.6
118.9 128.7 195.5 64.1 129.5280.9 220.1 355.0 91.1 311.0116.0 119.7 259.5 38.9 265.0179.1 132.6 221.5 47.3 261.6
56.0 43.7 115.5 5.2 65.433.7 49.9 30.5 33.1 97.3
5.6 6.4 18.0 0.0 16.729.3 25.9 56.5 75.4 41.021.0 20.1 36.0 12.9 39.764.4 54.4 108.0 5.9 88.481.5 44.8 183.0 52.7 112.775.7 72.6 127.5 54.1 117.2
137.6 116.9 121.5 79.7 143.7118.7 116.4 220.5 37.8 139.4211.4 230.8 278.5 81.3 321.2185.0 165.8 228.0 71.5 241.3
65.0 68.0 106.5 36.4 176.714.7 44.6 75.5 22.6 46.812.0 6.5 38.5 1.5 11.529.5 41.7 121.5 46.8 114.022.1 16.4 68.0 21.1 80.151.4 51.5 96.0 47.3 87.6
111.6 120.5 148.0 32.9 91.1126.6 90.5 255.5 57.9 126.1167.9 169.2 273.0 66.4 155.9
146.7 139.4 239.5 53.1 128.9145.2 196.9 215.0 97.5 314.4151.9 180.8 350.0 133.8 262.1104.8 61.5 132.0 37.7 70.7
15.9 53.0 77.5 16.2 33.60.0 0.4 27.0 0.0 0.07.5 4.2 13.0 0.0 9.2
36.2 37.4 93.5 26.0 71.643.0 21.1 56.0 30.2 107.828.9 27.2 45.5 10.8 39.545.5 60.8 70.5 34.0 19.0
232.9 116.7 277.5 71.5 207.761.5 92.4 167.0 54.8 154.4
183.7 159.2 222.5 108.7 316.796.0 100.9 228.0 91.3 235.613.8 34.7 72.5 21.1 73.332.3 16.9 93.0 17.1 54.919.5 37.3 69.5 31.1 71.3
4.9 10.9 79.5 20.1 88.418.1 16.4 100.5 7.6 54.829.9 32.5 60.0 37.5 72.869.3 29.9 154.0 27.3 138.059.6 46.7 149.5 56.9 108.8
174.0 112.8 224.0 117.8 248.2140.3 71.8 135.5 55.7 98.9101.2 91.1 129.0 43.8 102.4
82.8 143.8 202.0 105.3 169.544.2 35.7 62.5 23.7 52.0
6.9 25.0 15.0 1.7 9.40.0 1.4 12.0 0.0 0.0
13.9 15.6 49.5 11.8 32.422.2 5.1 32.0 6.7 17.4
4.6 34.3 75.0 27.3 42.394.4 71.3 184.5 60.7 180.734.2 27.4 59.0 29.4 56.6
113.1 113.4 154.0 105.6 205.00.0 123.8 300.5 187.0 226.2
81.1 109.1 242.0 85.1 188.3147.8 120.9 253.5 91.4 218.3
61.7 43.7 97.5 25.1 109.20.0 1.2 24.0 6.7 3.9
11.5 8.4 56.5 11.6 49.51.4 1.9 22.5 0.0 1.3
32.6 44.9 62.0 18.0 59.127.8 16.7 31.5 11.8 80.3
52.9 49.5 171.0 47.7 122.949.5 77.4 194.0 77.9 142.290.3 122.4 307.0 98.2 176.371.4 124.1 403.4 59.1 163.4
0.0 71.6 184.0 60.4 120.2147.4 173.1 307.5 109.2 254.1
67.9 63.4 104.5 42.0 99.825.5 36.6 58.0 34.3 21.1
0.0 0.0 16.0 0.0 12.44.6 26.9 38.0 23.2 34.10.0 1.8 56.0 1.4 18.2
28.8 36.8 60.0 15.9 44.151.2 41.8 129.5 53.1 120.255.1 53.0 138.7 37.9 80.054.2 113.3 209.5 84.3 135.9
170.6 192.2 259.0 113.0 345.1121.2 121.0 280.0 101.1 306.8
73.3 48.0 164.0 39.7 166.16.6 27.5 124.0 13.0 56.7
11.3 23.4 36.0 14.1 33.04.7 9.7 48.5 14.7 9.13.3 4.1 31.0 0.0 2.36.2 2.4 41.3 9.0 9.6
14.8 25.3 55.5 26.6 38.481.8 46.1 143.5 65.8 102.235.5 24.0 92.0 26.4 91.481.0 85.2 137.0 57.2 173.9
110.5 133.6 262.5 88.7 211.7108.8 174.7 282.0 106.0 196.5112.0 71.2 206.5 60.7 208.2
72.0 55.1 212.5 40.6 135.89.2 24.2 40.5 8.4 28.40.5 2.1 33.5 2.4 12.94.4 26.6 38.0 24.4 57.4
23.4 8.9 29.5 26.2 77.913.6 33.4 47.0 36.5 48.320.0 45.3 122.0 32.4 103.390.6 131.6 266.5 60.5 192.4
150.9 170.3 255.0 97.0 268.2236.1 168.5 178.5 131.6 275.3128.6 115.7 262.0 105.2 183.8103.2 118.4 205.0 75.7 298.1
21.7 40.6 94.0 41.2 85.90.0 19.1 30.5 5.5 42.10.0 9.8 19.0 4.8 0.0
0.0 0.0 25.5 1.0 7.30.0 1.2 2.0 13.8 34.46.8 12.1 45.5 11.0 44.0
40.5 30.9 109.0 50.2 205.621.9 30.4 156.5 7.9 126.4
100.9 131.4 304.5 105.3 203.4
Pilchaca Pozuzo Pto. Ocopa Pichanaki Satipo Ricran112060 110027 111039 110008 111038 111095
CO CO CO CO CO COHuancavelica Pasco Junín Junín Junín JunínHuancavelica Oxapampa Satipo Chanchamayo Satipo Jauja
Pilchaca Pozuzo Río Tambo Pichanaki Río Negro Ricrán12º23'57.8" 10º52'12.1" 11º08'43.4" 10º56'58.5" 11º13'28.9" 11°32'25.5"75º05'02.9" 75º32'43.0" 74º18'25.8" 74º51'57.3" 74º36'31.7" 75°31'38.0"
3615 798 348 547 607 3580145.4 666.3 205.4 388.0 244.2 147.6173.0 338.6 162.5 209.3 212.3 138.0131.0 470.0 107.5 314.1 278.1 148.8
36.2 216.0 81.8 116.6 101.1 60.834.1 132.0 37.1 66.1 108.9 14.821.4 161.4 53.8 38.5 49.3 12.017.0 99.3 39.4 40.4 40.5 4.824.2 154.5 31.4 82.3 111.4 20.311.8 125.0 49.5 91.2 89.0 33.3
127.6 176.5 135.7 74.8 100.2 47.411.8 298.3 54.8 84.5 206.4 29.359.8 109.3 66.9 157.1 160.3 126.9
150.4 302.4 200.4 466.0 252.0 143.8102.6 289.4 123.7 274.9 253.3 80.9
88.6 302.6 136.2 265.8 305.5 103.823.0 209.9 81.8 115.9 121.2 72.919.0 272.4 27.1 11.8 50.6 19.3
5.6 173.4 7.5 11.7 14.7 13.459.2 153.3 17.1 37.2 90.8 9.7
6.0 108.0 32.9 24.9 74.0 21.535.4 87.2 35.4 66.7 158.0 33.253.7 87.4 59.0 35.8 179.2 86.269.9 233.5 90.9 131.9 120.9 88.489.2 142.2 145.8 230.7 325.0 96.493.4 187.2 104.5 184.4 160.1 24.8
201.5 396.8 243.9 381.2 295.9 181.1124.4 304.6 177.4 204.8 191.0 131.9
20.6 217.5 23.3 53.4 82.4 86.926.0 174.0 63.4 34.3 105.4 11.8
5.2 109.1 25.2 9.8 5.1 9.975.8 69.2 52.1 89.2 156.1 28.415.0 63.6 31.2 16.0 116.7 10.680.2 155.2 74.7 102.6 135.4 31.782.0 132.5 72.9 173.0 224.2 101.846.9 142.2 78.2 288.3 159.4 102.7
104.2 143.0 175.2 480.0 283.0 90.3
100.2 177.4 161.1 303.1 298.0 79.0150.2 126.9 87.8 155.5 133.5 69.1128.9 122.1 186.2 250.3 327.1 143.6
64.8 91.3 40.9 160.7 70.4 51.639.6 97.5 42.7 115.0 82.4 29.4
0.0 79.7 6.7 25.8 176.8 2.30.0 48.3 8.6 51.1 94.1 1.3
47.4 99.8 68.6 119.7 91.0 8.637.0 48.2 72.2 26.3 150.6 9.536.0 81.6 76.5 88.3 93.3 45.952.0 71.8 120.3 198.6 169.9 43.978.6 103.7 142.9 288.2 195.2 128.728.8 74.4 149.9 128.0 286.3 49.8
132.2 81.3 164.0 260.1 308.5 102.558.1 111.9 98.6 172.7 140.5 88.622.1 80.9 31.1 57.6 87.6 54.930.4 66.6 31.6 82.7 96.8 15.027.2 54.7 61.0 40.0 39.5 16.410.4 58.6 53.2 91.7 140.5 17.611.6 96.4 60.2 48.8 139.4 23.056.6 64.7 26.4 14.3 68.8 35.761.2 144.5 171.1 164.8 176.2 70.988.4 103.8 94.7 229.8 321.0 71.6
101.0 173.5 114.8 236.9 139.2 135.678.6 37.0 142.2 215.7 117.5 63.5
100.9 64.0 71.6 176.3 185.0 81.687.0 311.1 100.4 198.2 248.7 146.017.6 105.1 43.0 69.2 182.4 34.616.2 34.1 5.1 14.0 22.4 6.2
1.6 49.3 3.0 34.0 22.4 0.06.6 79.4 30.4 30.2 71.0 3.29.6 59.0 18.3 63.6 81.5 3.0
19.8 78.4 86.6 74.4 61.2 9.572.6 216.1 86.6 193.3 218.7 52.563.2 87.3 72.9 100.2 197.5 50.0
115.8 272.9 266.2 235.1 279.6 132.6162.8 245.6 188.0 163.8 236.9 134.0112.8 141.1 185.2 165.2 180.5 77.7
97.7 158.5 94.3 146.9 84.8 117.242.4 173.8 26.1 60.7 85.9 84.5
4.0 98.2 17.0 48.1 41.9 2.613.8 187.9 6.3 10.8 117.4 17.1
0.0 41.8 4.5 52.7 27.0 13.318.8 113.5 48.1 26.2 77.1 13.853.6 129.8 75.9 52.2 101.0 28.4
88.5 177.1 45.3 198.3 354.8 83.20.0 285.9 0.0 213.5 208.7 92.50.0 551.4 0.0 450.5 263.1 142.8
81.0 343.5 120.0 315.4 193.7 71.766.7 320.6 86.0 131.8 131.3 74.9
128.0 379.0 166.9 235.8 210.4 107.811.4 262.3 50.0 141.5 69.5 43.232.8 169.4 37.9 76.8 89.9 18.9
0.0 0.5 10.8 0.0 67.5 0.013.9 99.2 19.7 15.8 72.4 12.0
8.4 49.9 30.4 39.8 97.1 8.230.6 71.7 43.7 42.3 73.1 12.650.0 242.2 65.8 123.9 175.6 111.690.6 333.5 122.6 131.1 99.0 72.390.0 283.8 180.2 332.4 299.7 128.8
138.6 332.5 282.0 216.8 304.7 109.6107.4 428.8 269.7 361.9 349.6 111.8
67.4 238.8 78.0 145.9 162.5 101.934.4 309.7 78.5 117.1 246.1 61.418.6 72.2 9.2 8.9 88.2 15.510.4 181.1 15.0 9.5 33.1 17.6
0.0 74.2 11.1 21.0 76.1 1.810.0 128.0 15.5 19.3 55.3 13.025.8 84.0 21.3 36.3 81.9 47.1
121.6 373.7 84.7 95.2 191.0 216.351.5 196.5 42.7 103.1 100.7 38.355.4 163.7 226.3 141.2 162.8 120.086.9 337.2 163.1 249.5 264.7 132.9
153.6 430.0 192.5 266.0 251.5 104.377.8 424.8 143.9 100.5 175.5 120.737.0 233.8 75.5 133.5 84.3 115.833.0 199.7 85.5 51.3 127.1 25.4
0.0 39.4 15.0 44.0 58.9 7.114.8 45.3 52.1 111.0 32.2 18.829.2 68.5 6.7 27.5 25.6 11.535.6 169.1 101.1 122.8 97.1 39.376.4 125.3 40.2 79.2 186.7 48.795.0 295.4 113.8 140.7 200.2 93.7
187.0 353.2 317.8 476.9 266.2 126.4173.0 331.8 190.7 414.1 419.2 117.0145.2 441.2 221.3 256.9 282.6 108.1
95.6 360.9 89.4 94.1 176.2 132.76.8 465.6 13.9 124.1 80.3 59.57.2 79.5 39.7 67.1 49.9 18.81.6 21.6 1.9 30.2 112.4 7.7
0.0 83.1 32.8 0.7 50.1 1.724.6 27.7 44.1 59.2 52.3 3.6
6.6 145.4 28.9 9.8 31.3 41.163.5 127.3 82.2 38.5 129.8 64.217.8 279.5 87.5 168.9 158.0 62.2
112.4 338.2 234.4 251.3 301.5 154.1
S. J. JarpaS. P. de CachiTarma RunatulloSalcabamba Comas112028 110127 111029 110119 110120 111031
CO CO CO CO CO COJunín Ayacucho Junín Junín Huancavelica Junín
Chupaca Huamanga Tarma Concepción Tayacaja ConcepciónS. J. de Jarpa S. de Pischa Tarma Comas Salcabamba Comas12º07'28.2" 13º05'01.7" 11º23'48.0" 11º37'05.9" 12º12'14.3" 11º44'52.8"75º25'54.4" 74º23'30.5" 75º41'29.0" 75º00'44.0" 74º46'45.9" 75º07'48.4"
3726 3186 3000 3498 2900 3590141.3 128.7 72.0 58.6 177.8179.5 167.8 95.4 123.2 173.2133.4 91.3 93.3 166.4 172.4
27.3 21.8 28.6 45.4 45.938.3 19.2 7.5 14.8 18.4
4.0 11.0 6.3 0.0 25.823.9 44.2 3.0 0.0 24.035.1 6.3 7.4 47.6 15.3 29.925.7 7.5 20.2 70.5 20.9 48.7
122.1 63.6 7.2 103.4 68.9 76.240.8 18.7 24.7 59.2 10.0 62.6
128.2 79.9 51.8 110.8 31.4 87.2197.3 184.0 68.0 199.7 91.1 153.7123.7 96.2 57.9 132.0 201.0 115.7241.9 115.0 39.2 201.9 140.4 185.8
49.2 24.2 22.5 62.1 31.6 34.633.3 39.1 28.4 61.7 46.2 49.6
3.5 4.0 4.8 15.8 1.1 5.335.7 22.9 6.3 54.8 31.0 26.2
8.8 12.7 10.5 39.3 21.8 27.342.4 10.0 4.5 41.1 47.0 49.496.6 31.9 36.6 115.1 77.4 98.780.6 66.1 22.9 70.4 95.7 54.589.6 132.2 61.2 102.3 86.8 117.0
119.3 106.8 7.8 95.0 81.8 106.8157.9 174.5 75.3 185.4 238.5 102.6105.1 143.8 69.0 158.4 106.3 179.1
51.6 26.0 36.0 80.2 50.7 62.214.8 33.0 6.1 46.4 8.6 38.5
2.8 2.2 0.0 22.7 11.6 30.935.7 38.6 19.0 144.1 59.1 82.516.0 11.4 4.9 48.4 20.0 27.878.8 34.5 15.4 70.6 45.6 85.0
100.0 57.3 46.2 123.6 94.4 163.9110.1 53.3 63.6 128.9 59.0 124.1
99.4 82.3 25.8 148.6 125.2 111.9
102.0 102.2 28.3 121.6 77.0 114.0142.8 206.1 44.2 111.7 118.8 121.9123.6 113.4 78.5 205.4 169.6 167.2105.5 82.4 27.4 87.0 37.1 75.6
15.4 14.1 15.6 58.7 17.7 46.50.0 3.9 1.8 7.7 0.5 4.55.1 0.0 1.8 32.5 1.4 18.7
19.3 34.1 7.2 50.0 35.5 68.233.9 22.0 16.5 69.6 24.3 59.143.5 11.7 12.9 50.1 27.8 60.865.2 33.5 13.2 53.0 20.1 81.4
149.0 101.5 58.6 169.9 97.1 177.972.7 45.9 34.9 105.0 99.2 88.5
151.6 137.8 54.5 190.7 203.7 124.993.6 110.7 37.0 159.7 93.5 99.550.4 23.6 13.4 57.3 30.3 44.019.6 10.7 3.9 77.0 3.4 16.917.2 18.6 19.4 54.4 26.9 41.110.3 9.3 15.8 56.5 18.3 45.919.7 9.6 17.7 55.5 26.0 69.657.5 30.0 13.9 59.0 42.5 62.749.5 25.7 47.2 153.9 59.6 133.459.3 47.1 38.8 141.5 82.7 138.0
156.1 181.6 77.8 148.2 114.8 146.679.6 67.0 30.0 77.7 62.7 78.5
100.9 106.1 22.0 115.7 79.1 97.987.5 98.3 56.0 161.5 100.0 108.156.4 12.3 10.0 40.5 25.9 26.812.4 4.7 8.4 15.8 6.3 11.0
2.2 0.0 0.0 7.1 0.0 1.65.9 7.7 8.1 38.3 12.5 21.46.4 9.6 1.4 22.7 1.2 12.4
38.7 19.2 5.4 101.4 56.1 60.989.1 58.3 38.3 135.3 96.9 127.033.5 28.6 26.8 55.3 46.6 58.292.5 114.5 67.1 128.2 180.7 122.5
162.8 135.7 76.7 213.5 207.9 152.495.7 114.1 64.1 164.4 119.0 137.8
213.8 86.7 51.3 145.2 149.1 153.835.0 95.5 41.5 74.4 46.7 71.1
1.2 2.5 6.7 13.9 7.5 13.41.4 5.7 20.8 38.3 22.7 27.92.0 0.0 2.1 10.0 1.0 5.4
11.8 24.3 5.9 33.6 16.5 35.434.5 17.2 13.1 36.0 11.6 58.0
60.6 48.5 53.9 121.3 103.5 105.375.6 60.8 55.7 111.1 127.7 134.6
115.5 110.0 78.3 145.4 165.0 126.769.7 104.7 36.9 129.7 90.6 108.296.7 79.6 47.3 123.8 71.8 100.5
197.1 166.9 93.7 212.3 172.5 170.874.5 47.3 23.3 70.6 41.0 65.620.7 7.5 19.2 47.3 27.6 21.1
0.0 0.0 0.0 6.1 0.0 1.11.0 8.8 14.0 31.0 15.5 18.9
10.7 0.0 2.0 19.9 3.6 9.323.9 13.3 1.2 47.7 32.6 23.656.1 49.1 68.7 88.4 58.0 66.164.2 35.2 24.5 120.2 62.3 69.193.1 127.5 53.1 96.0 107.4 84.7
168.6 125.4 52.9 180.6 217.9 139.3117.6 105.8 66.1 177.1 101.0 121.8
66.0 54.0 25.0 122.1 82.3 78.620.0 10.9 30.8 61.1 46.1 50.413.0 23.1 13.3 27.2 4.2 23.210.4 4.8 6.8 25.4 1.8 23.6
1.0 0.0 0.3 10.7 0.4 4.413.0 1.2 3.1 27.5 14.7 20.966.9 13.4 12.0 62.6 17.0 53.985.4 29.0 36.5 119.3 66.3 127.157.2 19.4 14.3 68.7 49.0 30.588.6 100.8 64.9 121.1 59.5 58.9
133.9 199.8 75.0 150.2 162.0 104.8131.3 164.6 81.2 187.3 104.9 109.0155.1 60.7 70.8 148.6 88.4 135.1
49.1 53.1 69.6 93.8 73.9 79.241.4 11.5 11.2 27.5 5.7 20.8
1.5 0.0 0.3 11.9 6.4 1.713.6 20.6 12.8 84.0 15.3 52.529.3 3.5 14.2 23.7 8.8 23.245.6 11.9 10.7 48.8 31.8 23.048.3 40.4 23.1 96.5 17.8 55.6
118.0 111.0 76.0 131.1 145.5 88.2163.8 130.0 62.9 190.1 101.9 145.2173.4 224.2 60.3 249.1 135.4 160.5135.3 99.9 82.8 190.4 88.9 135.8122.7 65.2 75.7 171.2 127.0 146.8
59.3 36.4 30.2 68.7 24.3 51.47.0 8.5 3.6 32.2 11.6 19.95.9 0.5 3.3 9.1 2.2 10.6
0.4 3.2 1.1 11.4 7.0 3.64.2 11.8 2.8 19.9 10.6 7.2
19.9 20.9 23.2 44.8 14.4 40.554.7 33.2 64.2 125.4 111.8 121.873.1 43.8 27.0 126.6 29.0 85.2
160.8 152.4 73.7 206.1 183.4 150.2
VilcashuamanVilla Rica ViquesWayllapampaYanahuancaSurasaca113100 110031 112037 112069 110007
CO CO CO CO CO PLUAyacucho Pasco Junín Ayacucho Pasco
Vilcashuamán Villa Rica Huancayo Huamanga D.A. CarriónVilcashuaman Villa Rica Viques Pacaycasa Yanahuanca13°40'08.1" 10°47'10.4" 12º09'21.6" 13°04'35.3' 10º29'22.4"73°57'08.3" 75°14'53.0" 75º13'42.3" 74º12'59'.5' 76º30'46.5"
3532 1200 3218 2484 3161 440076.5 85.5 98.1 135.5 168.2
131.4 99.0 188.9 84.6 152.170.9 89.3 179.9 167.8 132.1
0.2 18.3 13.1 43.4 81.718.7 13.0 21.6 15.5 45.0
0.0 2.8 14.6 9.2 8.60.0 5.8 26.0 11.6 10.41.2 35.1 6.2 0.0 22.7
19.9 36.1 5.9 11.4 31.341.0 68.4 30.6 42.9 69.944.6 34.2 10.0 60.6 51.267.9 84.3 106.5 78.2 139.8
142.0 163.7 285.1 127.7 234.869.0 103.8 160.6 65.3 132.372.5 143.1 116.0 169.9 188.9
0.0 29.3 23.2 79.8 43.516.7 23.0 34.4 27.4 38.7
0.2 0.0 4.0 20.6 23.12.2 23.6 39.3 30.1 9.1
25.0 8.8 18.4 22.1 0.019.4 53.5 21.9 15.1 49.928.7 116.9 49.3 60.0 45.642.2 47.0 65.8 97.9 97.055.7 104.6 35.4 145.4 82.181.4 121.4 84.1 43.3 76.2
252.5 127.9 126.2 72.5 102.9157.6 81.3 193.6 104.3 191.3
40.7 19.6 32.3 65.2 80.216.8 0.0 17.5 26.3 28.4
0.0 1.1 2.2 0.5 24.555.0 20.8 34.8 70.9 2.1
3.9 0.0 22.1 18.3 0.835.7 41.6 30.2 60.2 19.261.0 72.4 18.5 107.8 152.538.5 98.2 32.2 100.2 100.0
106.8 51.2 91.5 114.4 126.7
98.2 75.4 35.4 104.8 127.0141.3 166.3 178.1 110.4 135.6137.5 129.3 124.1 139.6 169.7
47.2 43.0 81.4 99.3 85.22.7 14.2 5.5 70.6 36.60.0 0.0 1.9 8.0 0.00.0 0.0 0.0 0.0 4.8
14.5 7.4 17.0 17.9 17.30.0 30.4 19.5 24.9 21.3
40.5 26.0 0.0 58.2 29.527.6 79.9 13.7 128.1 29.2
151.0 90.8 64.9 153.1 180.185.7 22.0 105.6 29.9 61.1
199.4 135.3 83.7 84.9 119.193.4 67.1 68.6 86.5 96.649.5 40.5 9.7 29.4 42.8
8.6 25.8 9.2 39.0 8.510.3 23.5 6.2 35.9 34.513.6 11.1 20.6 20.8 0.012.4 14.2 8.9 16.1 3.718.2 29.6 26.7 48.0 71.332.1 33.0 41.6 121.6 113.028.7 52.3 47.3 89.7 104.8
174.3 89.7 136.7 148.4 117.3103.8 63.1 54.1 64.3 50.0 86.3
80.2 136.6 74.2 61.7 123.9 69.0184.9 173.4 61.8 47.1 123.9 113.6
24.4 105.7 21.2 18.9 43.3 66.328.8 11.9 28.3 32.7 21.6
0.0 0.0 0.0 0.0 0.01.9 0.0 3.1 21.8 0.0
20.4 17.5 5.4 12.1 19.747.7 32.4 5.5 34.0 17.442.9 98.6 108.0 50.7 89.7 75.745.3 51.1 27.3 92.0 29.8
127.9 227.1 80.6 93.8 93.9 105.2243.2 241.2 131.7 117.0 114.3 64.4148.4 171.1 81.0 97.0 98.2 103.3149.3 200.7 87.8 124.8 148.6 196.1
54.8 94.3 34.8 36.5 60.3 88.72.9 0.0 7.4 12.2 4.8
13.4 6.8 4.4 4.4 22.3 5.70.0 0.0 0.0 3.0 0.5 0.0
32.4 67.3 27.7 15.0 12.3 11.514.8 58.7 21.6 19.6 51.2 26.4
42.5 131.1 51.8 41.5 98.3 77.5109.9 215.7 39.9 92.1 98.9 117.8
99.3 211.2 110.3 76.9 138.0 110.9126.2 225.4 84.1 61.3 102.1 115.9
96.5 249.3 42.1 73.8 55.6 83.0158.7 222.0 108.1 121.9 196.5 220.9
39.7 99.0 25.1 39.6 74.9 74.24.4 103.1 0.0 25.9 40.8 47.90.0 0.5 0.0 9.7 0.7 4.5
14.1 51.2 9.2 4.9 54.9 0.010.0 32.3 0.0 6.9 11.9 0.018.2 47.1 23.4 14.6 9.4 11.032.1 111.8 31.2 46.0 112.5 142.188.9 151.5 37.2 42.9 93.7 61.2
136.7 210.0 35.0 74.2 82.2 69.0195.6 283.4 123.8 87.6 104.8 166.1155.0 239.5 109.2 80.2 122.0 115.6102.3 149.9 69.1 49.1 81.1 65.7
10.2 110.1 0.0 16.4 34.9 26.95.5 51.1 2.1 24.2 30.4 6.97.1 40.5 9.6 2.9 13.7 6.00.0 81.6 0.0 0.3 0.0 11.52.1 36.6 0.0 3.7 11.4 4.35.6 20.8 38.0 11.2 39.4 25.7
23.6 138.5 78.4 14.5 78.4 106.641.9 131.1 52.8 26.9 71.8 39.2
113.0 107.3 104.8 71.6 53.0 93.6150.4 204.6 87.8 104.3 150.3 179.5181.5 251.2 57.5 141.8 165.2 145.3100.3 204.8 114.7 39.8 201.6 275.7
58.0 262.7 39.9 49.3 120.0 88.73.5 61.1 22.1 15.7 60.0 47.12.0 41.9 0.0 0.4 2.3 0.0
22.8 31.4 5.8 3.9 31.6 24.311.1 13.3 21.4 8.2 27.7 25.6
2.4 52.6 9.9 15.3 16.8 34.446.5 131.0 59.0 41.6 36.0 110.1
122.5 167.6 83.1 76.7 116.7 119.6126.1 297.7 171.8 134.7 110.3 259.4219.9 178.0 149.0 128.2 108.3 133.2182.0 193.6 89.5 103.3 101.4 122.9
72.4 238.3 103.5 60.5 123.6 193.044.2 108.8 38.0 17.8 50.1 68.623.7 112.0 0.0 8.6 5.4 5.1
0.0 21.8 22.1 0.0 5.8 0.0
0.0 6.2 0.0 0.0 0.0 0.026.6 14.5 6.8 11.1 27.7 0.010.8 16.8 15.4 14.6 12.1 66.539.7 80.5 28.8 46.0 74.1 53.626.1 176.7 59.2 29.1 110.2 104.8
127.9 229.0 188.6 97.3 148.7 227.5
Vilca Yantac Yauricocha YauliS. B. CarhuacayanMarcapomacocha111070
CO CO PLU PLU PLU CO
3864 4600 4675 4141 4150 4479232.2 240.1 191.7 192.1 261.6 242.4160.2 189.4 194.9 177.5 171.6 242.1173.0 188.1 227.6 150.2 167.3 185.9
55.3 51.3 63.1 68.8 71.5 66.04.4 40.9 53.8 32.0 60.3 71.40.0 1.4 2.7 7.3 2.0 4.2
11.6 15.4 19.2 19.4 25.0 14.018.7 59.6 29.1 38.1 26.643.4 57.7 23.9 36.7 17.751.8 130.4 131.7 130.9 146.069.4 96.6 65.4 57.7 73.5
103.8 170.9 188.2 160.2 133.7166.1 196.4 208.1 159.8 207.1118.0 257.1 123.0 125.7 121.9227.8 244.2 242.7 148.1 212.7 396.1
44.8 46.5 0.0 65.9 61.6 78.818.3 23.3 30.0 30.3 39.2 0.0
7.3 5.9 4.1 11.1 8.1 15.010.6 22.2 21.4 27.6 13.4 39.2
8.2 25.3 10.2 20.5 5.8 23.746.0 60.3 47.1 35.5 97.0 161.687.1 78.3 71.4 83.3 88.996.2 109.6 109.7 86.9 94.0 127.1
0.0 58.6 46.5 109.5 127.0 89.892.0 99.7 82.7 59.9 76.8 112.2
146.9 73.0 211.7 148.0 254.1 87.2127.8 183.3 240.5 264.0 192.5 184.0
87.8 81.7 73.5 89.0 131.4 79.214.4 37.7 36.9 44.2 27.0 20.813.4 13.7 6.1 13.3 29.5 10.523.5 34.7 32.8 88.5 17.5 32.314.2 24.1 16.8 27.9 14.2 31.250.0 65.2 57.4 95.4 56.4 91.673.0 100.4 98.3 74.2 0.0 97.8
0.0 123.7 148.0 87.6 157.2 140.80.0 84.0 134.0 104.9 154.8 95.6
0.0 98.6 183.2 60.7 118.7 88.90.0 166.1 193.9 97.2 114.9 160.80.0 185.8 197.3 145.7 187.2 155.90.0 105.6 111.8 80.6 90.9 82.00.0 43.1 30.6 41.4 52.1 31.20.0 9.9 0.0 6.8 15.4 2.10.0 11.0 8.6 13.5 0.0 7.80.0 32.1 12.2 44.6 16.8 34.20.0 22.4 0.0 48.6 49.4 61.1
65.9 35.5 139.2 48.9 52.7 51.237.3 74.1 65.9 51.5 49.3 82.5
134.5 213.9 163.8 94.9 143.8 176.040.2 32.0 34.9 38.3 52.7 30.4
220.9 143.2 172.7 53.0 138.4 128.469.8 95.7 150.0 45.2 78.8 91.934.8 25.3 76.1 17.1 28.8 47.221.0 15.5 6.7 10.1 69.8 25.013.9 0.0 10.2 33.0 19.7 25.7
1.2 8.8 7.2 22.6 11.7 28.819.5 29.8 14.7 30.6 66.6 31.795.7 79.8 90.7 32.8 47.1 48.476.0 112.2 114.4 62.4 133.2 125.764.1 75.9 77.3 49.5 76.5 130.0
128.9 135.2 184.0 87.9 168.9 141.458.5 75.9 86.1 71.1 90.8 103.1
116.7 80.5 154.3 79.7 102.1 130.7132.5 114.0 143.3 93.9 138.7 124.4
80.2 43.9 114.8 44.5 67.0 38.90.0 14.7 5.9 18.6 42.5 15.70.0 6.1 0.0 0.0 0.6 2.40.0 2.0 0.0 7.0 0.0 5.10.0 20.7 13.3 10.7 23.9 13.0
38.5 24.0 26.3 33.5 17.0 23.937.9 33.1 35.4 48.8 101.3 44.417.8 33.4 29.0 31.2 56.9 33.3
162.2 120.9 139.8 50.9 104.6 129.7136.3 182.4 229.7 90.9 193.5 164.5148.6 102.6 121.0 81.8 108.6 92.7166.5 224.6 247.6 81.6 168.3 180.3
84.1 86.4 90.0 57.5 86.1 76.72.8 1.4 3.6 11.3 13.3 16.2
17.4 20.1 4.7 22.1 22.7 20.50.0 7.9 1.1 1.7 4.0 8.8
30.7 47.1 49.0 31.6 25.7 38.037.0 46.5 39.3 29.6 60.4 54.4
81.4 89.0 102.1 59.7 121.1 71.3104.3 97.8 121.6 68.2 100.5 128.3
89.9 198.0 133.0 86.3 249.6 198.5140.5 125.2 247.6 113.7 125.7 132.6106.6 86.9 138.2 74.4 150.6 116.9205.7 116.5 225.0 120.3 262.1 230.2106.4 64.8 102.1 53.6 97.7 76.0
29.0 33.4 31.1 31.6 43.9 39.07.0 3.8 5.1 1.8 0.0 0.02.5 5.7 0.0 12.1 0.0 4.11.7 12.8 0.0 11.0 3.8 18.5
18.2 50.6 30.1 34.4 20.8 63.577.8 100.8 84.7 62.9 122.8 102.369.4 47.5 50.8 37.6 59.3 76.0
110.5 69.2 125.8 50.9 134.1 105.6201.9 155.7 162.7 109.3 135.3 190.5151.9 150.8 236.6 75.5 90.8 125.6
76.6 119.7 60.0 113.0 123.8 116.167.5 56.6 47.2 53.2 45.1 37.0
5.4 5.7 10.3 14.8 2.4 6.90.9 10.8 2.7 12.1 5.9 7.42.0 10.4 0.0 1.4 1.0 4.77.9 13.4 18.0 9.1 7.8 16.4
20.3 22.5 44.9 12.3 37.5 26.156.0 77.7 89.9 91.2 142.7 119.250.4 52.6 43.0 72.1 38.2 42.2
157.7 72.5 131.7 93.0 105.7 110.4158.0 129.4 155.7 189.8 164.0 161.3174.6 175.2 240.0 163.4 146.0 196.5181.5 145.9 111.9 131.2 252.1 137.8116.0 99.7 115.1 123.3 77.3 91.2
20.1 48.0 6.3 17.8 56.5 64.210.2 4.9 0.0 4.6 3.3 6.6
7.5 13.6 2.4 20.8 8.9 11.27.5 33.7 66.8 31.6 22.3 29.1
10.8 56.2 27.3 19.3 26.7 0.0149.5 98.0 103.4 70.3 106.5 133.9152.7 149.8 182.4 89.9 146.3 187.2278.5 204.9 267.9 182.5 90.2 201.5167.7 153.0 335.5 239.0 178.1 183.8139.0 114.9 141.0 187.9 162.3 148.4104.3 163.9 208.1 153.6 143.7 181.3
41.2 132.1 85.1 46.3 44.1 76.110.5 4.7 4.8 19.5 14.9 15.7
0.0 11.8 0.0 12.3 4.7 7.6
0.0 4.0 0.0 7.2 3.2 0.90.0 15.5 0.0 23.6 9.0 9.6
19.0 30.3 27.6 46.4 19.2 33.735.1 54.3 61.5 88.7 80.4 77.565.2 131.1 50.1 125.0 96.0 56.1
156.3 129.3 124.7 190.2 157.1 195.0
Tanta Milloc CasapalcaS. Ramon Shullcas
PLU PLU
4323 4398 4214 4214 4214201.1 283.4 107.1 197.7310.2 229.0 84.2 177.8255.0 202.1 120.9 154.5103.8 47.9 31.7 62.8
46.5 53.4 14.9 10.30.0 0.0 0.0 4.1
11.9 15.2 12.5 3.915.8 54.5 18.0 39.159.0 16.3 14.6 23.0
104.9 50.6 104.8 64.689.3 53.4 57.9 18.0
197.8 333.7 200.6 103.0237.3 339.3 201.1 249.4173.8 203.9 62.5 107.8310.5 378.7 174.2 127.7
23.9 57.9 43.5 36.515.8 17.1 22.5 33.3
0.1 3.2 2.0 2.92.5 19.4 15.7 11.80.1 2.0 3.2 4.2
47.5 107.8 24.4 35.356.7 32.5 54.3 51.5
191.7 119.5 96.9 67.356.7 88.3 77.4 107.7
150.9 82.6 60.5 114.9178.9 151.8 79.0 160.2283.6 169.2 156.5 202.3124.0 86.8 58.0 35.9
26.2 31.3 27.1 16.40.1 11.5 6.0 6.14.1 24.9 4.7 33.60.1 21.8 0.0 14.1
52.4 59.7 12.9 55.995.0 0.0 35.7 76.4
147.9 127.9 85.1 81.0133.3 122.2 131.1 155.8
197.1 132.2 145.4 175.5202.4 138.2 146.7 181.9220.1 168.0 138.4 169.1104.8 63.3 76.9 77.1
32.1 5.4 7.1 27.50.0 0.0 0.0 1.06.6 13.8 11.5 1.40.1 2.0 6.3 53.76.7 4.6 24.0 53.3
61.5 61.7 66.8 45.059.6 28.9 16.5 73.5
228.1 142.4 111.5 165.558.3 10.4 33.5 46.0
280.4 132.5 117.0 165.4101.2 89.0 79.6 102.9
80.6 49.4 30.6 26.113.3 16.1 12.8 22.9
5.1 18.5 22.6 14.02.0 8.9 5.2 17.9
13.0 10.1 7.0 20.076.7 53.2 17.9 50.9
117.1 100.3 100.2 93.197.4 103.0 79.5 104.1
208.1 177.9 102.1 168.3131.1 100.6 107.9 88.0136.5 57.1 98.5 115.6215.3 102.1 112.6 109.5138.5 21.6 27.0 183.4 8.7
6.2 6.1 8.5 30.2 14.40.0 0.0 0.0 69.8 0.10.0 0.0 0.0 167.3 0.90.0 3.0 0.0 88.6 8.59.6 18.1 17.7 44.5 25.4
25.6 19.6 28.3 168.1 121.435.9 46.6 23.4 62.5
160.7 147.4 58.6 86.8204.5 165.3 106.1 386.8 225.6181.9 120.8 91.7 240.5 110.9249.3 173.0 147.9 202.0 120.8169.4 86.7 79.5 465.7 40.6
6.4 8.9 4.9 40.1 2.96.3 0.0 10.5 11.50.0 0.0 0.0 0.0
12.6 12.3 19.2 25.958.0 26.9 29.3 36.7
69.6 75.6 32.4 93.1133.8 101.5 59.5 108.8193.1 144.1 114.8 103.6254.1 128.0 125.7 405.0 94.6181.3 114.1 104.9 177.7 112.9289.0 217.2 165.8 256.8 124.1142.4 94.1 68.1 113.3 56.3
0.0 37.0 34.0 105.5 26.60.0 0.0 2.3 21.0 0.10.1 0.0 0.2 60.0 25.76.4 0.0 7.1 79.8 15.2
14.8 37.6 4.5 154.1 37.6118.7 78.1 74.8 138.0 92.1
66.6 59.1 46.8 103.4 94.0108.2 77.3 65.0 174.0 92.7219.5 192.6 162.4 414.4 214.4
0.0 205.3 118.9 262.3 131.9124.7 113.1 55.8 252.7 54.5
70.1 62.4 27.5 166.1 40.00.0 0.0 6.9 50.1 15.60.0 0.0 1.5 35.9 8.20.0 0.0 1.8 71.6 0.05.7 15.5 3.4 83.5 8.13.0 11.5 4.2 159.4 34.1
46.4 56.6 64.6 304.3 117.062.6 48.1 31.5 102.5 68.9
131.7 100.5 117.8 117.3218.2 164.2 155.2 225.5 96.9290.4 195.6 145.5 259.4 169.6286.6 157.7 124.1 244.8 137.8114.4 118.0 88.4 414.1 45.7
33.3 0.0 33.4 42.6 26.40.0 0.0 0.0 14.2 23.00.0 3.5 9.5 119.5 9.1
19.0 20.4 5.8 20.3 34.713.8 36.7 27.0 77.5 48.0
145.3 120.5 80.5 117.8 62.7167.6 207.2 155.5 100.5 99.6193.9 156.7 150.7 232.2 168.5194.3 154.4 169.8 222.3 232.9169.1 165.0 92.4 275.8 198.1234.2 194.5 130.8 282.1 110.1
47.0 72.1 58.6 217.1 30.80.0 3.0 6.1 78.3 10.50.0 4.6 7.3 30.6 0.5
0.0 4.2 1.0 9.9 5.50.0 1.7 0.0 11.4 5.8
29.8 38.9 11.6 97.8 12.244.7 62.6 44.1 91.0 70.495.4 85.8 49.0 196.8 39.3
260.4 196.3 108.0 452.8 234.4
