Zilefac Elvis
2014-Aug-05 01:17 UTC
[R] Apply quantile function to each dataframe in a List R
Hello, I would like to calculate for each numeric column in a dataframe, quantile(x,probs=o.95). My list object has 120 dataframes, each dataframe has 102 columns. Here is an example as well as a reproducible example: [[120]] ? Year Site Sim001 Sim002 Sim003 Sim004 Sim005 Sim006 Sim007 Sim008 Sim009 Sim010 Sim011 Sim012 Sim013 Sim014 Sim015 ... 1 2001 GGG9 -26.96 -27.30 -31.62 -31.56 -28.58 -33.82 -32.53 -30.56 -34.09 -31.94 -28.85 -30.76 -25.44 -31.83 -32.98 2 2002 GGG9 -32.57 -39.15 -32.87 -32.91 -32.50 -35.35 -31.82 -38.22 -37.76 -36.70 -38.07 -36.99 -35.78 -33.61 -34.47 3 2003 GGG9 -37.14 -33.33 -31.53 -32.37 -37.97 -35.00 -31.79 -36.03 -34.48 -43.28 -30.47 -33.91 -39.28 -33.28 -34.13 I have tried something like: output<-lapply(lst3,function(x) quantile(x,0.95,na.rm = TRUE)) but failed. Please help. AT. list(structure(list(Year = 2001:2005, Site = structure(c(1L, 1L, 1L, 1L, 1L), .Label = "G100", class = "factor"), Sim001 = c(-33.25, -37.52, -34.58, -36.56, -41.62), Sim002 = c(-29.39, -29.35, -36.49, -37.82, -31.6), Sim003 = c(-35.24, -35.2, -41.98, -32.87, -35.92 ), Sim004 = c(-33.41, -38.76, -34.92, -34.46, -38.54), Sim005 = c(-38.22, -40.83, -37.55, -39.85, -39.02), Sim006 = c(-39.5, -34.35, -35.35, -37.08, -31.21), Sim007 = c(-31.24, -32.77, -35.44, -41.1, -31.81 ), Sim008 = c(-31.34, -32.61, -41.48, -49.67, -37.88), Sim009 = c(-33.62, -41.62, -35.9, -35.3, -30.11), Sim010 = c(-39.99, -41.97, -36.96, -47.55, -30.46), Sim011 = c(-34.39, -39.31, -33.68, -33.83, -39.24 ), Sim012 = c(-33.38, -39.17, -41.91, -42.09, -37.97), Sim013 = c(-31.29, -36.91, -34.52, -39.92, -50.34), Sim014 = c(-26, -43.03, -39.93, -39.49, -40.47), Sim015 = c(-36.16, -40.72, -41.89, -38.75, -40.51 ), Sim016 = c(-34.6, -47.22, -43.12, -42.55, -31.65), Sim017 = c(-35.47, -50.25, -38.42, -39.82, -46.7), Sim018 = c(-40.57, -32.57, -35.16, -42.74, -36.55), Sim019 = c(-34.48, -39.42, -33.47, -40.78, -42.11 ), Sim020 = c(-37.23, -43.42, -37, -41.89, -33.36), Sim021 = c(-32.85, -37.18, -37.75, -38.22, -36.5), Sim022 = c(-42.2, -31.78, -38.01, -43.85, -40.05), Sim023 = c(-36.94, -40.03, -42.37, -33.45, -36.9 ), Sim024 = c(-40.03, -32.38, -45.69, -39.67, -36.97), Sim025 = c(-31.62, -45.37, -39.73, -39.7, -40.93), Sim026 = c(-32.57, -38.02, -40.12, -39.19, -41.55), Sim027 = c(-35.85, -31.56, -40.41, -47.34, -33.9 ), Sim028 = c(-34.7, -38.88, -46.31, -32.77, -36.01), Sim029 = c(-36.67, -51.07, -38.01, -39.3, -34.99), Sim030 = c(-30.54, -42.89, -35.83, -42.01, -38.85), Sim031 = c(-31.85, -40.38, -37.87, -38.88, -40.28 ), Sim032 = c(-33.56, -36.81, -37.11, -38.8, -34.17), Sim033 = c(-37.87, -38.4, -39.56, -39.82, -36.37), Sim034 = c(-37.13, -32.84, -42.93, -37.4, -44.44), Sim035 = c(-26.66, -41.08, -40.88, -39.22, -40.84 ), Sim036 = c(-34.51, -44.35, -39.38, -33.86, -33.55), Sim037 = c(-33.89, -33.5, -37.59, -53.07, -36.6), Sim038 = c(-35.14, -34.92, -36.96, -43.16, -44.19), Sim039 = c(-31.4, -33.95, -39.67, -39.75, -38.53 ), Sim040 = c(-33.18, -32.84, -36.04, -39.64, -40.71), Sim041 = c(-37.38, -32.74, -44.38, -45.02, -43.96), Sim042 = c(-28.09, -34.78, -42.21, -43.18, -40.85), Sim043 = c(-36.86, -35.93, -42.46, -41.11, -42.35 ), Sim044 = c(-35.3, -41.2, -36.65, -44.91, -49.74), Sim045 = c(-32.84, -37.83, -42.22, -41.14, -37.1), Sim046 = c(-32.85, -41.35, -37.01, -35.27, -41.13), Sim047 = c(-38.19, -49.26, -40.83, -35.04, -38.49 ), Sim048 = c(-37.98, -37.82, -40.33, -35.01, -36.94), Sim049 = c(-40.37, -34.5, -39.55, -45.6, -31.79), Sim050 = c(-40.67, -36.04, -47.68, -38.26, -46.9), Sim051 = c(-37.13, -31.42, -38.49, -36.58, -38.52 ), Sim052 = c(-43.54, -32.82, -37.32, -41.71, -37.87), Sim053 = c(-31.61, -37.32, -40.25, -37.24, -49.9), Sim054 = c(-38.85, -33.53, -46.48, -38.27, -34.13), Sim055 = c(-30.71, -40.04, -43.77, -33.78, -33.5 ), Sim056 = c(-30.3, -36.91, -38.49, -36.69, -31.43), Sim057 = c(-27.56, -37.13, -39.45, -45.52, -33.24), Sim058 = c(-33.47, -35.26, -33.83, -42.43, -45.4), Sim059 = c(-36.46, -35.64, -39.62, -37.95, -41.32 ), Sim060 = c(-39.12, -41.71, -36.28, -36.27, -36.94), Sim061 = c(-29.86, -45.73, -37.04, -43.84, -36.87), Sim062 = c(-29.46, -40.96, -39.43, -41.75, -38.83), Sim063 = c(-36.48, -41.18, -39.59, -41.01, -36.31 ), Sim064 = c(-32.49, -38.86, -33.16, -40.2, -32.65), Sim065 = c(-35.37, -39.73, -41.7, -44.36, -41.26), Sim066 = c(-36.78, -38.5, -38.72, -42.46, -39.25), Sim067 = c(-38.12, -37.92, -34.8, -35.18, -33.63 ), Sim068 = c(-31.75, -36.77, -32.5, -44.28, -36.65), Sim069 = c(-33.48, -46.06, -39.48, -42.89, -39.72), Sim070 = c(-33.53, -36.53, -36.28, -37.78, -39.22), Sim071 = c(-36.27, -42.68, -35.28, -38.86, -36.63 ), Sim072 = c(-34.63, -34.58, -41.13, -41.34, -43.57), Sim073 = c(-32.21, -31.49, -42.97, -38.86, -34.91), Sim074 = c(-30.95, -35.74, -39.91, -41.75, -35.61), Sim075 = c(-39.26, -37.01, -42.23, -49.56, -44.93 ), Sim076 = c(-37.78, -44.19, -36.35, -36.26, -31.09), Sim077 = c(-33.75, -37.06, -36.3, -41.04, -40.1), Sim078 = c(-41.82, -40.69, -41.61, -37.41, -34.37), Sim079 = c(-30.45, -35.66, -33.88, -39.71, -37.5 ), Sim080 = c(-43.67, -31.8, -38.37, -35.14, -35.67), Sim081 = c(-28.79, -37.91, -39.82, -39.59, -41.77), Sim082 = c(-35.58, -37, -37.97, -41.14, -47.98), Sim083 = c(-32.37, -34.27, -33.67, -38.93, -40.38 ), Sim084 = c(-33.81, -40.81, -36.3, -42.71, -38.43), Sim085 = c(-30.21, -34.81, -40.97, -36.55, -41.82), Sim086 = c(-32.24, -37.59, -40.06, -39.55, -40.69), Sim087 = c(-37.48, -38.07, -36.43, -36.04, -39.13 ), Sim088 = c(-34.27, -39.35, -37.89, -42.24, -37.19), Sim089 = c(-36.11, -46.55, -32.86, -50.21, -41.44), Sim090 = c(-30.37, -40.42, -49.72, -35.55, -40.1), Sim091 = c(-34.51, -35.69, -41, -35.08, -39.19 ), Sim092 = c(-37.19, -41.45, -42.98, -38.96, -33.84), Sim093 = c(-35.54, -43.21, -38.24, -43.51, -32.87), Sim094 = c(-35.79, -36.46, -38.3, -43, -46.64), Sim095 = c(-34.6, -38.21, -40.7, -41.43, -33.44 ), Sim096 = c(-29.59, -40.29, -37.99, -35.51, -34.79), Sim097 = c(-31.38, -40.3, -40.68, -35.82, -38.22), Sim098 = c(-34.85, -37.81, -38.07, -38.12, -32.17), Sim099 = c(-32.57, -39.43, -35.26, -41.84, -42.15 ), Sim100 = c(-34.39, -32.95, -37.06, -36.26, -30.58)), .Names = c("Year", "Site", "Sim001", "Sim002", "Sim003", "Sim004", "Sim005", "Sim006", "Sim007", "Sim008", "Sim009", "Sim010", "Sim011", "Sim012", "Sim013", "Sim014", "Sim015", "Sim016", "Sim017", "Sim018", "Sim019", "Sim020", "Sim021", "Sim022", "Sim023", "Sim024", "Sim025", "Sim026", "Sim027", "Sim028", "Sim029", "Sim030", "Sim031", "Sim032", "Sim033", "Sim034", "Sim035", "Sim036", "Sim037", "Sim038", "Sim039", "Sim040", "Sim041", "Sim042", "Sim043", "Sim044", "Sim045", "Sim046", "Sim047", "Sim048", "Sim049", "Sim050", "Sim051", "Sim052", "Sim053", "Sim054", "Sim055", "Sim056", "Sim057", "Sim058", "Sim059", "Sim060", "Sim061", "Sim062", "Sim063", "Sim064", "Sim065", "Sim066", "Sim067", "Sim068", "Sim069", "Sim070", "Sim071", "Sim072", "Sim073", "Sim074", "Sim075", "Sim076", "Sim077", "Sim078", "Sim079", "Sim080", "Sim081", "Sim082", "Sim083", "Sim084", "Sim085", "Sim086", "Sim087", "Sim088", "Sim089", "Sim090", "Sim091", "Sim092", "Sim093", "Sim094", "Sim095", "Sim096", "Sim097", "Sim098", "Sim099", "Sim100"), row.names = c(NA, -5L), class = "data.frame"), ? ? structure(list(Year = 2001:2005, Site = structure(c(1L, 1L, ? ? 1L, 1L, 1L), .Label = "G101", class = "factor"), Sim001 = c(-35.72, ? ? -40.46, -34.77, -36.67, -40.73), Sim002 = c(-31.3, -34.13, ? ? -39.98, -37.32, -30.51), Sim003 = c(-33.55, -38.12, -36.56, ? ? -33.5, -38.3), Sim004 = c(-30.05, -33.87, -39.94, -34.18, ? ? -38.63), Sim005 = c(-37.27, -34.94, -38.96, -42.79, -41.19 ? ? ), Sim006 = c(-35.63, -36.82, -38.13, -36.87, -34.98), Sim007 = c(-27.59, ? ? -32.98, -36.89, -40.25, -32.3), Sim008 = c(-29.54, -34.74, ? ? -41.02, -43.63, -40.14), Sim009 = c(-30.72, -44, -35.83, ? ? -38.21, -36.12), Sim010 = c(-39.46, -38.1, -39.13, -46, -30.59 ? ? ), Sim011 = c(-36.48, -38.52, -36.77, -38.19, -38.11), Sim012 = c(-36.71, ? ? -38.23, -40.25, -51.31, -42.63), Sim013 = c(-34.24, -40.3, ? ? -34.01, -39.42, -44.07), Sim014 = c(-33.1, -37.49, -36.55, ? ? -40.24, -38.44), Sim015 = c(-33.53, -37.84, -41.59, -43.04, ? ? -44.72), Sim016 = c(-35.15, -44.57, -44.93, -42.42, -35.56 ? ? ), Sim017 = c(-33.02, -48.07, -36.57, -35.63, -50.69), Sim018 = c(-42.67, ? ? -33.15, -33.92, -48.02, -39.98), Sim019 = c(-33.02, -39.16, ? ? -34.91, -42.18, -38.37), Sim020 = c(-34.67, -37.89, -38.49, ? ? -41.72, -35.06), Sim021 = c(-35.24, -35.49, -35.58, -38.7, ? ? -35.2), Sim022 = c(-41.75, -33, -41.26, -43.6, -39.82), Sim023 = c(-38.13, ? ? -39.35, -42.01, -40.49, -36.56), Sim024 = c(-32.5, -37.02, ? ? -43.16, -42.43, -40.16), Sim025 = c(-37.41, -37.95, -39.31, ? ? -39.6, -39.21), Sim026 = c(-38.24, -36.08, -42.63, -40.08, ? ? -40.83), Sim027 = c(-35.6, -35.03, -43.19, -42.29, -34.04 ? ? ), Sim028 = c(-35.86, -40.89, -48.83, -36.61, -33.78), Sim029 = c(-35.75, ? ? -52.6, -40.65, -39.12, -34.27), Sim030 = c(-33.19, -41.71, ? ? -38.1, -41.99, -36.21), Sim031 = c(-34.71, -31.96, -35.52, ? ? -42.43, -41.16), Sim032 = c(-34.41, -42.28, -34.63, -40.58, ? ? -34.14), Sim033 = c(-36.83, -35.83, -37.24, -41.1, -36.8), ? ? ? ? Sim034 = c(-39.72, -32.03, -45.69, -38.42, -42.68), Sim035 = c(-31.91, ? ? ? ? -35.69, -39.09, -38.06, -39.2), Sim036 = c(-33.61, -35.02, ? ? ? ? -36.76, -32.55, -38.27), Sim037 = c(-35.76, -30.48, -36.53, ? ? ? ? -49.4, -38.2), Sim038 = c(-35, -37.81, -40.07, -41.6, ? ? ? ? -42.33), Sim039 = c(-33.28, -38.22, -39.09, -37.44, -41.18 ? ? ? ? ), Sim040 = c(-32.33, -36.15, -34.09, -41.64, -46.83), ? ? ? ? Sim041 = c(-39.17, -31.42, -41.74, -44.58, -39.88), Sim042 = c(-32.27, ? ? ? ? -33.52, -37.12, -43.51, -43.07), Sim043 = c(-35.33, -36.37, ? ? ? ? -42.72, -45.01, -41.98), Sim044 = c(-32.73, -36.37, -32.04, ? ? ? ? -39.35, -48.59), Sim045 = c(-33.78, -33.79, -41.64, -38.53, ? ? ? ? -42.21), Sim046 = c(-29.21, -36.07, -36.12, -41.03, -38.14 ? ? ? ? ), Sim047 = c(-36.78, -50.09, -44.88, -34.3, -35.55), ? ? ? ? Sim048 = c(-33.83, -37.92, -41.95, -39.73, -37.8), Sim049 = c(-35.56, ? ? ? ? -35.14, -37.47, -45.06, -33.87), Sim050 = c(-38.84, -37.11, ? ? ? ? -44.97, -38.83, -38.13), Sim051 = c(-35, -34.96, -38.11, ? ? ? ? -34.21, -37.84), Sim052 = c(-45.4, -31.3, -39.58, -42.74, ? ? ? ? -38.96), Sim053 = c(-36.48, -35.9, -35.84, -38.88, -40.25 ? ? ? ? ), Sim054 = c(-36.2, -36.94, -43.45, -41.74, -32.93), ? ? ? ? Sim055 = c(-38.29, -48.66, -38.54, -38.47, -44.17), Sim056 = c(-30.97, ? ? ? ? -39.42, -34.94, -34.87, -36.19), Sim057 = c(-30.09, -37.7, ? ? ? ? -38.06, -40.45, -35.23), Sim058 = c(-35.06, -37.86, -34.46, ? ? ? ? -39.21, -43.58), Sim059 = c(-41.69, -36.31, -42.44, -36, ? ? ? ? -40.72), Sim060 = c(-35.29, -37.92, -39.94, -36.1, -36.01 ? ? ? ? ), Sim061 = c(-32.32, -46.74, -37.7, -40.31, -34.93), ? ? ? ? Sim062 = c(-30.24, -38.33, -39.18, -44.22, -35.74), Sim063 = c(-36.82, ? ? ? ? -37.58, -37.82, -37.38, -36.65), Sim064 = c(-36.99, -36.13, ? ? ? ? -33.74, -48.8, -33.04), Sim065 = c(-40.79, -40.89, -39.36, ? ? ? ? -41.78, -42.82), Sim066 = c(-35.63, -35.94, -41.35, -39.79, ? ? ? ? -34.41), Sim067 = c(-32.66, -36.93, -33.61, -36.58, -35.46 ? ? ? ? ), Sim068 = c(-31.08, -32.84, -31.69, -41.63, -37.7), ? ? ? ? Sim069 = c(-31.23, -50.18, -38.75, -39.19, -37.59), Sim070 = c(-34.93, ? ? ? ? -38.12, -34.11, -38.38, -38.24), Sim071 = c(-35.74, -42.9, ? ? ? ? -31.74, -34.78, -44.95), Sim072 = c(-33.39, -38.35, -34.4, ? ? ? ? -43.7, -37.92), Sim073 = c(-33.88, -33.28, -34.27, -41.27, ? ? ? ? -41.41), Sim074 = c(-28.67, -42.77, -34.62, -46.53, -34.9 ? ? ? ? ), Sim075 = c(-36.69, -38.74, -38.26, -43.82, -46.61), ? ? ? ? Sim076 = c(-37.98, -41.69, -37.9, -39.37, -35.59), Sim077 = c(-32.68, ? ? ? ? -36.56, -33.24, -37.02, -46.38), Sim078 = c(-44.5, -39.4, ? ? ? ? -37.77, -36.31, -36.6), Sim079 = c(-31.59, -40.09, -35.52, ? ? ? ? -38.87, -35.44), Sim080 = c(-39.49, -35.56, -35.18, -37.17, ? ? ? ? -40.51), Sim081 = c(-34.43, -31.35, -41.73, -38.51, -41.08 ? ? ? ? ), Sim082 = c(-35.31, -35.39, -40.4, -39.26, -43.16), ? ? ? ? Sim083 = c(-31.32, -36.31, -37.74, -38.15, -42.86), Sim084 = c(-35.2, ? ? ? ? -37.24, -37.75, -37.89, -34.88), Sim085 = c(-29.85, -34.98, ? ? ? ? -39.61, -42.36, -42.27), Sim086 = c(-33.35, -34.59, -36.62, ? ? ? ? -34.5, -37.19), Sim087 = c(-33.74, -35.5, -43.51, -39.54, ? ? ? ? -41.67), Sim088 = c(-33.61, -42.81, -42.08, -41.47, -47.35 ? ? ? ? ), Sim089 = c(-34.98, -40.7, -39.39, -46.97, -38.84), ? ? ? ? Sim090 = c(-31.32, -35.78, -44.32, -41.76, -36.65), Sim091 = c(-27.79, ? ? ? ? -35.75, -38.54, -39.24, -42.84), Sim092 = c(-36.96, -43.48, ? ? ? ? -39.4, -42.39, -30.09), Sim093 = c(-36.98, -38.15, -45, ? ? ? ? -49.77, -41.58), Sim094 = c(-35.32, -36.29, -45.47, -47.33, ? ? ? ? -45), Sim095 = c(-31.5, -40.29, -48.72, -43.27, -35.98 ? ? ? ? ), Sim096 = c(-28.22, -33.74, -43.51, -40.02, -36.04), ? ? ? ? Sim097 = c(-33.17, -36.45, -37.88, -37.84, -42.69), Sim098 = c(-32.03, ? ? ? ? -37.82, -37.01, -35.38, -32.66), Sim099 = c(-36.53, -40.44, ? ? ? ? -39.56, -40.32, -37.81), Sim100 = c(-36.95, -36.72, -40.74, ? ? ? ? -33.22, -34.43)), .Names = c("Year", "Site", "Sim001", ? ? "Sim002", "Sim003", "Sim004", "Sim005", "Sim006", "Sim007", ? ? "Sim008", "Sim009", "Sim010", "Sim011", "Sim012", "Sim013", ? ? "Sim014", "Sim015", "Sim016", "Sim017", "Sim018", "Sim019", ? ? "Sim020", "Sim021", "Sim022", "Sim023", "Sim024", "Sim025", ? ? "Sim026", "Sim027", "Sim028", "Sim029", "Sim030", "Sim031", ? ? "Sim032", "Sim033", "Sim034", "Sim035", "Sim036", "Sim037", ? ? "Sim038", "Sim039", "Sim040", "Sim041", "Sim042", "Sim043", ? ? "Sim044", "Sim045", "Sim046", "Sim047", "Sim048", "Sim049", ? ? "Sim050", "Sim051", "Sim052", "Sim053", "Sim054", "Sim055", ? ? "Sim056", "Sim057", "Sim058", "Sim059", "Sim060", "Sim061", ? ? "Sim062", "Sim063", "Sim064", "Sim065", "Sim066", "Sim067", ? ? "Sim068", "Sim069", "Sim070", "Sim071", "Sim072", "Sim073", ? ? "Sim074", "Sim075", "Sim076", "Sim077", "Sim078", "Sim079", ? ? "Sim080", "Sim081", "Sim082", "Sim083", "Sim084", "Sim085", ? ? "Sim086", "Sim087", "Sim088", "Sim089", "Sim090", "Sim091", ? ? "Sim092", "Sim093", "Sim094", "Sim095", "Sim096", "Sim097", ? ? "Sim098", "Sim099", "Sim100"), row.names = c(NA, -5L), class = "data.frame"), ? ? structure(list(Year = 2001:2005, Site = structure(c(1L, 1L, ? ? 1L, 1L, 1L), .Label = "G102", class = "factor"), Sim001 = c(-40.62, ? ? -37.27, -37.53, -43.76, -42.51), Sim002 = c(-33.33, -35.19, ? ? -42.13, -37.15, -46.41), Sim003 = c(-44.2, -39.86, -46.55, ? ? -37.25, -38.49), Sim004 = c(-31.5, -37.68, -40.08, -41.95, ? ? -40.33), Sim005 = c(-37.87, -41.85, -37.11, -38.35, -43.68 ? ? ), Sim006 = c(-41.31, -31.61, -39.66, -35.78, -38.77), Sim007 = c(-36.9, ? ? -35.99, -34.29, -37.65, -30.86), Sim008 = c(-35.2, -33.42, ? ? -39.12, -41.26, -35.69), Sim009 = c(-31.93, -43.89, -42.59, ? ? -38.03, -36.91), Sim010 = c(-38.69, -38.84, -34.32, -44.7, ? ? -29.88), Sim011 = c(-39.2, -34.19, -34.08, -40.39, -42.32 ? ? ), Sim012 = c(-34.25, -41.45, -43.21, -50.36, -43.02), Sim013 = c(-32.35, ? ? -39.33, -34.82, -39.06, -45.33), Sim014 = c(-32.33, -43.5, ? ? -42.81, -47.21, -44.55), Sim015 = c(-31.1, -39.91, -50.22, ? ? -41.63, -43.79), Sim016 = c(-32.52, -42.62, -48.88, -39.38, ? ? -34.97), Sim017 = c(-35.47, -52.51, -37.02, -44.71, -52.77 ? ? ), Sim018 = c(-39.97, -34.88, -36.02, -44.74, -33.23), Sim019 = c(-32.58, ? ? -32.32, -32.29, -43.36, -35.73), Sim020 = c(-32, -37.72, ? ? -40.59, -34.75, -31.45), Sim021 = c(-37.74, -37.62, -35.17, ? ? -36.5, -42.72), Sim022 = c(-42.19, -34.63, -38.28, -43.9, ? ? -41.87), Sim023 = c(-41.18, -42.32, -40.06, -40.63, -33.83 ? ? ), Sim024 = c(-40.14, -40.55, -43.76, -41.95, -50.76), Sim025 = c(-30.44, ? ? -40.62, -36.87, -45.74, -36.98), Sim026 = c(-38.55, -41.58, ? ? -49.46, -40.63, -51.32), Sim027 = c(-33.19, -38.66, -42.39, ? ? -41.83, -33.1), Sim028 = c(-35.83, -35.23, -50.56, -33.6, ? ? -34.93), Sim029 = c(-33.98, -37.57, -38.01, -40.92, -37.51 ? ? ), Sim030 = c(-38.81, -40.79, -41.1, -42.03, -45.8), Sim031 = c(-34.05, ? ? -38.83, -37.74, -43.99, -38.18), Sim032 = c(-34.87, -40.79, ? ? -38.09, -38.43, -42.38), Sim033 = c(-39.74, -38.4, -40.35, ? ? -45.41, -34.98), Sim034 = c(-36.85, -32.07, -42.36, -39.03, ? ? -38.68), Sim035 = c(-31.57, -40.68, -37.95, -40.75, -37.13 ? ? ), Sim036 = c(-34.82, -36.98, -44.33, -44.7, -35.61), Sim037 = c(-35.32, ? ? -37.59, -37.94, -44.46, -40.68), Sim038 = c(-35.71, -36.72, ? ? -45.25, -38.16, -45.11), Sim039 = c(-36.37, -34.24, -38.03, ? ? -35.55, -35.8), Sim040 = c(-43.41, -34.82, -33.63, -44, -48.42 ? ? ), Sim041 = c(-43.29, -31.97, -40.91, -46.15, -44.63), Sim042 = c(-34.25, ? ? -33.76, -42.41, -43.59, -42.92), Sim043 = c(-36.36, -33.15, ? ? -45.19, -36.73, -51.78), Sim044 = c(-37.85, -44.35, -36.37, ? ? -41.43, -53.1), Sim045 = c(-38.04, -36.34, -38.05, -43.83, ? ? -43.02), Sim046 = c(-28.7, -42.97, -34.55, -40.56, -40.94 ? ? ), Sim047 = c(-39.88, -46.68, -41.36, -43.09, -31), Sim048 = c(-37.09, ? ? -34.54, -37.11, -48.75, -36.7), Sim049 = c(-35.54, -34.34, ? ? -35.8, -43.58, -35.13), Sim050 = c(-39.59, -45.63, -44.75, ? ? -35.5, -37.07), Sim051 = c(-38.17, -31.99, -38.92, -38.13, ? ? -40.66), Sim052 = c(-44.17, -35.03, -45.3, -43.51, -36.45 ? ? ), Sim053 = c(-35.52, -38.32, -34.76, -36.59, -41.24), Sim054 = c(-39.43, ? ? -39.11, -47.01, -42.33, -35.26), Sim055 = c(-34.33, -43.12, ? ? -38.63, -43.82, -51.05), Sim056 = c(-34.94, -43.37, -37.49, ? ? -34.57, -32.98), Sim057 = c(-35.38, -32.65, -49.09, -44.89, ? ? -40.88), Sim058 = c(-39.09, -43.04, -31.79, -40.37, -41.23 ? ? ), Sim059 = c(-39.47, -40.79, -47.84, -36.72, -49.66), Sim060 = c(-36.48, ? ? -41.99, -38.48, -39.66, -36.1), Sim061 = c(-39.36, -40.56, ? ? -44.59, -37.83, -35.45), Sim062 = c(-29.6, -32.92, -39.52, ? ? -42.98, -45.97), Sim063 = c(-35.06, -44.32, -36.05, -37.41, ? ? -41.21), Sim064 = c(-33.32, -37.99, -37.85, -43.07, -43.29 ? ? ), Sim065 = c(-38.73, -39.87, -34.27, -42.26, -38.71), Sim066 = c(-35.29, ? ? -35.61, -38, -40.85, -40.6), Sim067 = c(-30.4, -35.99, -35.96, ? ? -40.05, -36.87), Sim068 = c(-33.62, -31.69, -34.9, -44.52, ? ? -42.11), Sim069 = c(-36.36, -41.2, -42.53, -41.74, -44.36 ? ? ), Sim070 = c(-38.29, -39.97, -43.54, -39.9, -40.2), Sim071 = c(-47.72, ? ? -35.3, -37.38, -38.67, -44.35), Sim072 = c(-32.77, -36.11, ? ? -48.05, -40.8, -37.5), Sim073 = c(-31.8, -39.98, -40.24, ? ? -40.68, -39.57), Sim074 = c(-33.81, -36.13, -37.15, -41.12, ? ? -37.21), Sim075 = c(-40.31, -34.72, -43.92, -44.15, -35.55 ? ? ), Sim076 = c(-37.94, -43.22, -39.26, -40.01, -33.97), Sim077 = c(-33.4, ? ? -37.88, -33.63, -34.79, -45.12), Sim078 = c(-38.07, -42.02, ? ? -40.8, -38.25, -37.12), Sim079 = c(-33.46, -37.29, -36.92, ? ? -41.32, -38.1), Sim080 = c(-46.57, -40.74, -41.11, -42.31, ? ? -34.04), Sim081 = c(-38.62, -35.2, -36.77, -38.14, -43.05 ? ? ), Sim082 = c(-35.79, -36.56, -46.18, -40.54, -42.1), Sim083 = c(-43.49, ? ? -33.1, -38, -44.12, -41.49), Sim084 = c(-35.27, -36.59, -38.25, ? ? -38.27, -43.32), Sim085 = c(-37.58, -38.02, -39.88, -42.14, ? ? -47.23), Sim086 = c(-35.12, -44.91, -34.98, -36.92, -37.08 ? ? ), Sim087 = c(-38.66, -38.45, -35.04, -41.71, -46.15), Sim088 = c(-33.65, ? ? -47.5, -40.09, -41.56, -43.83), Sim089 = c(-32.45, -45.71, ? ? -39.03, -44.84, -40.36), Sim090 = c(-33.14, -31.6, -38.07, ? ? -40.11, -42.19), Sim091 = c(-31.1, -35.64, -40.64, -38.19, ? ? -39.22), Sim092 = c(-36.96, -43.76, -46.34, -39.22, -38.1 ? ? ), Sim093 = c(-38.09, -42.55, -40.7, -44.82, -39.33), Sim094 = c(-31.96, ? ? -38.54, -39.77, -44.94, -45.04), Sim095 = c(-32.6, -47.83, ? ? -43.8, -45.24, -34.54), Sim096 = c(-36.22, -37.52, -35.93, ? ? -40.2, -40.46), Sim097 = c(-32.07, -42.11, -44.64, -35.17, ? ? -41.68), Sim098 = c(-31.02, -38.79, -48.49, -45.02, -38.24 ? ? ), Sim099 = c(-34.04, -39.06, -41.09, -38.55, -40.75), Sim100 = c(-37.59, ? ? -39.68, -39.13, -43.9, -34.38)), .Names = c("Year", "Site", ? ? "Sim001", "Sim002", "Sim003", "Sim004", "Sim005", "Sim006", ? ? "Sim007", "Sim008", "Sim009", "Sim010", "Sim011", "Sim012", ? ? "Sim013", "Sim014", "Sim015", "Sim016", "Sim017", "Sim018", ? ? "Sim019", "Sim020", "Sim021", "Sim022", "Sim023", "Sim024", ? ? "Sim025", "Sim026", "Sim027", "Sim028", "Sim029", "Sim030", ? ? "Sim031", "Sim032", "Sim033", "Sim034", "Sim035", "Sim036", ? ? "Sim037", "Sim038", "Sim039", "Sim040", "Sim041", "Sim042", ? ? "Sim043", "Sim044", "Sim045", "Sim046", "Sim047", "Sim048", ? ? "Sim049", "Sim050", "Sim051", "Sim052", "Sim053", "Sim054", ? ? "Sim055", "Sim056", "Sim057", "Sim058", "Sim059", "Sim060", ? ? "Sim061", "Sim062", "Sim063", "Sim064", "Sim065", "Sim066", ? ? "Sim067", "Sim068", "Sim069", "Sim070", "Sim071", "Sim072", ? ? "Sim073", "Sim074", "Sim075", "Sim076", "Sim077", "Sim078", ? ? "Sim079", "Sim080", "Sim081", "Sim082", "Sim083", "Sim084", ? ? "Sim085", "Sim086", "Sim087", "Sim088", "Sim089", "Sim090", ? ? "Sim091", "Sim092", "Sim093", "Sim094", "Sim095", "Sim096", ? ? "Sim097", "Sim098", "Sim099", "Sim100"), row.names = c(NA, ? ? -5L), class = "data.frame"), structure(list(Year = 2001:2005, ? ? ? ? Site = structure(c(1L, 1L, 1L, 1L, 1L), .Label = "G103", class = "factor"), ? ? ? ? Sim001 = c(-34.91, -42.24, -38.32, -39.49, -41.63), Sim002 = c(-35.11, ? ? ? ? -37.81, -41.05, -43.21, -50.25), Sim003 = c(-36.13, -40.39, ? ? ? ? -49.12, -41.86, -47.06), Sim004 = c(-33.37, -33.63, -47.03, ? ? ? ? -38, -49.28), Sim005 = c(-40.03, -42.55, -42.88, -38.11, ? ? ? ? -40.87), Sim006 = c(-46.76, -37.75, -38.98, -38.8, -40.65 ? ? ? ? ), Sim007 = c(-40.41, -45.3, -40.05, -49.72, -33.92), ? ? ? ? Sim008 = c(-31.46, -36.97, -41.32, -40.57, -40.16), Sim009 = c(-39.7, ? ? ? ? -41.49, -40.46, -44.86, -44.03), Sim010 = c(-37.03, -41.86, ? ? ? ? -36.02, -51.36, -39.13), Sim011 = c(-36.14, -38.88, -40.28, ? ? ? ? -45.71, -42.73), Sim012 = c(-37.49, -37.51, -46.96, -37.35, ? ? ? ? -40.04), Sim013 = c(-36.18, -44.23, -44.28, -40.35, -52.88 ? ? ? ? ), Sim014 = c(-37.27, -44.4, -39.46, -39.44, -44.47), ? ? ? ? Sim015 = c(-32.21, -40.48, -51.07, -33.53, -41.74), Sim016 = c(-37.68, ? ? ? ? -45.96, -50.48, -45.77, -36.38), Sim017 = c(-38.25, -50.61, ? ? ? ? -42.92, -42.78, -38.37), Sim018 = c(-41.61, -46.64, -42.91, ? ? ? ? -55.36, -35.43), Sim019 = c(-38.72, -45.85, -38.88, -42.35, ? ? ? ? -42.97), Sim020 = c(-32.26, -39.23, -39.6, -42.26, -34.94 ? ? ? ? ), Sim021 = c(-40.59, -34.78, -41.04, -43.97, -45.7), ? ? ? ? Sim022 = c(-39.48, -40.89, -40.85, -41.11, -42.33), Sim023 = c(-37.3, ? ? ? ? -34.49, -47.63, -45.14, -39.37), Sim024 = c(-38.78, -37.49, ? ? ? ? -44.5, -45.34, -47.99), Sim025 = c(-34.19, -42.08, -36.19, ? ? ? ? -50.84, -40.62), Sim026 = c(-41.91, -35.46, -37.68, -46.45, ? ? ? ? -52.34), Sim027 = c(-42.88, -33.61, -36.19, -40.09, -33.83 ? ? ? ? ), Sim028 = c(-40.86, -41.5, -47.46, -35.82, -35.96), ? ? ? ? Sim029 = c(-34.66, -38.41, -41.58, -45.07, -41.27), Sim030 = c(-44.26, ? ? ? ? -40.97, -36.97, -39.22, -43), Sim031 = c(-35.2, -37.12, ? ? ? ? -38.88, -42.92, -38.1), Sim032 = c(-38.09, -47.5, -35.93, ? ? ? ? -45.35, -39.17), Sim033 = c(-37.09, -40.74, -45.38, -40.93, ? ? ? ? -42.53), Sim034 = c(-35.89, -43.9, -43.09, -37.7, -40.32 ? ? ? ? ), Sim035 = c(-35.42, -40.64, -36.52, -39.38, -43.69), ? ? ? ? Sim036 = c(-41.5, -44.56, -37.54, -41.08, -36.99), Sim037 = c(-38.72, ? ? ? ? -42.6, -39.6, -46.68, -43.74), Sim038 = c(-37.23, -41.2, ? ? ? ? -40.94, -44.48, -39.99), Sim039 = c(-38.92, -34.03, -38.41, ? ? ? ? -44.57, -35.76), Sim040 = c(-37.22, -43.06, -32.85, -43.75, ? ? ? ? -39.27), Sim041 = c(-34.34, -38.87, -38.55, -48.6, -42.69 ? ? ? ? ), Sim042 = c(-35.63, -41.5, -42.8, -46.96, -46.9), Sim043 = c(-39.37, ? ? ? ? -37.65, -47.55, -43.64, -43.57), Sim044 = c(-31.85, -41.71, ? ? ? ? -39.78, -41.94, -50.5), Sim045 = c(-35.13, -37.94, -41.3, ? ? ? ? -42.85, -43.23), Sim046 = c(-37.41, -40.9, -38.73, -43.07, ? ? ? ? -41.67), Sim047 = c(-33.55, -45.2, -41.38, -38.33, -37.88 ? ? ? ? ), Sim048 = c(-35.3, -40.77, -42.6, -47.29, -36.95), ? ? ? ? Sim049 = c(-40.23, -38.81, -39.38, -51.63, -36.48), Sim050 = c(-37.63, ? ? ? ? -47.48, -44.29, -40.44, -38.51), Sim051 = c(-32.98, -38.85, ? ? ? ? -35.89, -35.81, -40.39), Sim052 = c(-40.74, -41.71, -49.75, ? ? ? ? -39.13, -37.5), Sim053 = c(-35.83, -45.92, -35.75, -44.91, ? ? ? ? -48.89), Sim054 = c(-46.45, -36.2, -41.18, -43.26, -34.57 ? ? ? ? ), Sim055 = c(-35.25, -41.67, -40.72, -43.52, -47.1), ? ? ? ? Sim056 = c(-38.54, -37.55, -42.31, -41.33, -34.96), Sim057 = c(-37.28, ? ? ? ? -40.86, -58.32, -44.67, -38.59), Sim058 = c(-37.72, -48.88, ? ? ? ? -39.47, -38.33, -46.02), Sim059 = c(-36.72, -38.11, -41.73, ? ? ? ? -44.15, -42.25), Sim060 = c(-40.57, -47.78, -40.79, -38.02, ? ? ? ? -40.6), Sim061 = c(-36.37, -43.07, -42.21, -44.35, -38.35 ? ? ? ? ), Sim062 = c(-32.27, -38.33, -40.9, -37.72, -38.12), ? ? ? ? Sim063 = c(-39.41, -42.64, -40.81, -41.87, -43.33), Sim064 = c(-41.71, ? ? ? ? -39.46, -41.42, -43.64, -42.69), Sim065 = c(-33.84, -38.52, ? ? ? ? -35.67, -43.9, -41.93), Sim066 = c(-36.41, -38.93, -41.07, ? ? ? ? -43.29, -35.73), Sim067 = c(-34.69, -45.12, -41.62, -38.78, ? ? ? ? -36.64), Sim068 = c(-36.26, -35.96, -38.58, -39.53, -40.16 ? ? ? ? ), Sim069 = c(-34.69, -47.3, -38.21, -43.42, -46.25), ? ? ? ? Sim070 = c(-35.01, -38.36, -47.65, -40.83, -41.36), Sim071 = c(-39.15, ? ? ? ? -41.21, -36.62, -46.28, -42.84), Sim072 = c(-44.71, -45.82, ? ? ? ? -40.26, -40.4, -41.46), Sim073 = c(-35.74, -33.98, -42.36, ? ? ? ? -41.69, -37.04), Sim074 = c(-37.99, -37.42, -49.56, -45.38, ? ? ? ? -41.59), Sim075 = c(-37.44, -44.24, -37.15, -44.85, -41.69 ? ? ? ? ), Sim076 = c(-40.93, -38.26, -41.7, -39.92, -36.81), ? ? ? ? Sim077 = c(-38.08, -38.67, -33.17, -36.44, -42.84), Sim078 = c(-46.26, ? ? ? ? -43.16, -37.74, -40.36, -36.77), Sim079 = c(-35.52, -41.16, ? ? ? ? -33.79, -44.9, -46.44), Sim080 = c(-39.88, -37.29, -41.45, ? ? ? ? -38.75, -38.25), Sim081 = c(-39.54, -32.9, -43.92, -38.87, ? ? ? ? -43.6), Sim082 = c(-32.96, -38.36, -39.64, -43.91, -37.25 ? ? ? ? ), Sim083 = c(-36.54, -42.41, -42.34, -43.73, -41.38), ? ? ? ? Sim084 = c(-41.51, -38.58, -35.42, -38.42, -34.48), Sim085 = c(-35.38, ? ? ? ? -38.46, -42.68, -44.68, -42.16), Sim086 = c(-35.7, -45.14, ? ? ? ? -39.84, -34.68, -41.49), Sim087 = c(-36.91, -41.04, -38.04, ? ? ? ? -49.18, -46.52), Sim088 = c(-31.25, -38.84, -36.13, -49.96, ? ? ? ? -43.36), Sim089 = c(-26.85, -40.06, -39.45, -48.14, -38.64 ? ? ? ? ), Sim090 = c(-31.54, -34.96, -45.27, -36.24, -41.06), ? ? ? ? Sim091 = c(-37.09, -37.95, -41.81, -43.44, -41.8), Sim092 = c(-34.37, ? ? ? ? -42.68, -39.87, -38.18, -32.36), Sim093 = c(-36.61, -38.72, ? ? ? ? -36.32, -42.26, -48.61), Sim094 = c(-39.41, -39.01, -41.36, ? ? ? ? -42.44, -47.68), Sim095 = c(-38.78, -42.32, -40.45, -49.57, ? ? ? ? -37.16), Sim096 = c(-34.61, -41.53, -40.55, -40.74, -33.42 ? ? ? ? ), Sim097 = c(-38.13, -40.1, -44.91, -35.95, -42.76), ? ? ? ? Sim098 = c(-36.75, -39.87, -41.55, -42.8, -34.67), Sim099 = c(-33.04, ? ? ? ? -41.33, -41.84, -39.15, -39.98), Sim100 = c(-41.84, -40.85, ? ? ? ? -47.33, -44.61, -38.4)), .Names = c("Year", "Site", "Sim001", ? ? "Sim002", "Sim003", "Sim004", "Sim005", "Sim006", "Sim007", ? ? "Sim008", "Sim009", "Sim010", "Sim011", "Sim012", "Sim013", ? ? "Sim014", "Sim015", "Sim016", "Sim017", "Sim018", "Sim019", ? ? "Sim020", "Sim021", "Sim022", "Sim023", "Sim024", "Sim025", ? ? "Sim026", "Sim027", "Sim028", "Sim029", "Sim030", "Sim031", ? ? "Sim032", "Sim033", "Sim034", "Sim035", "Sim036", "Sim037", ? ? "Sim038", "Sim039", "Sim040", "Sim041", "Sim042", "Sim043", ? ? "Sim044", "Sim045", "Sim046", "Sim047", "Sim048", "Sim049", ? ? "Sim050", "Sim051", "Sim052", "Sim053", "Sim054", "Sim055", ? ? "Sim056", "Sim057", "Sim058", "Sim059", "Sim060", "Sim061", ? ? "Sim062", "Sim063", "Sim064", "Sim065", "Sim066", "Sim067", ? ? "Sim068", "Sim069", "Sim070", "Sim071", "Sim072", "Sim073", ? ? "Sim074", "Sim075", "Sim076", "Sim077", "Sim078", "Sim079", ? ? "Sim080", "Sim081", "Sim082", "Sim083", "Sim084", "Sim085", ? ? "Sim086", "Sim087", "Sim088", "Sim089", "Sim090", "Sim091", ? ? "Sim092", "Sim093", "Sim094", "Sim095", "Sim096", "Sim097", ? ? "Sim098", "Sim099", "Sim100"), row.names = c(NA, -5L), class = "data.frame"), ? ? structure(list(Year = 2001:2005, Site = structure(c(1L, 1L, ? ? 1L, 1L, 1L), .Label = "G104", class = "factor"), Sim001 = c(-38.9, ? ? -34.54, -38.17, -42.04, -39.37), Sim002 = c(-33.01, -38.22, ? ? -37.76, -36.92, -51.14), Sim003 = c(-36.33, -33.4, -37.7, ? ? -43.03, -32.22), Sim004 = c(-32.53, -45.02, -45.45, -40.35, ? ? -43.27), Sim005 = c(-36.05, -38.23, -41.92, -37.98, -49.21 ? ? ), Sim006 = c(-38.92, -35.83, -36.06, -34.24, -35.54), Sim007 = c(-36.53, ? ? -33.69, -41.31, -45.93, -32.42), Sim008 = c(-34.01, -34.26, ? ? -42.05, -44.43, -39.2), Sim009 = c(-37.2, -42.21, -36.86, ? ? -36.7, -34.85), Sim010 = c(-44.79, -38.11, -36.54, -43.57, ? ? -32.3), Sim011 = c(-40.68, -41.05, -35.3, -41.74, -35.85), ? ? ? ? Sim012 = c(-38.93, -34.81, -41.23, -42.03, -41.15), Sim013 = c(-36.71, ? ? ? ? -39.32, -37.85, -41.29, -50.13), Sim014 = c(-33.22, -42.64, ? ? ? ? -34.95, -41.25, -41.54), Sim015 = c(-27.32, -39.84, -43.44, ? ? ? ? -43.31, -45.82), Sim016 = c(-36.31, -43.67, -44.39, -44.95, ? ? ? ? -37.77), Sim017 = c(-35.26, -50.88, -37.54, -45.98, -46.66 ? ? ? ? ), Sim018 = c(-43.28, -41.66, -38.46, -44.32, -35.62), ? ? ? ? Sim019 = c(-34.7, -41.41, -39.42, -40.32, -39.8), Sim020 = c(-37.55, ? ? ? ? -37.77, -38.25, -38.65, -33.74), Sim021 = c(-30.2, -35.93, ? ? ? ? -33.2, -37.85, -41.03), Sim022 = c(-40.31, -38.09, -39.18, ? ? ? ? -40.87, -51.5), Sim023 = c(-36.85, -40.68, -45.11, -39.73, ? ? ? ? -39.62), Sim024 = c(-41.48, -35.31, -44.76, -37.24, -46.36 ? ? ? ? ), Sim025 = c(-34.69, -41.95, -43.05, -41.93, -34.23), ? ? ? ? Sim026 = c(-34.24, -40.88, -39.36, -48.67, -45.18), Sim027 = c(-38.95, ? ? ? ? -38.1, -35, -45.55, -37.15), Sim028 = c(-34.04, -43.52, ? ? ? ? -47, -34.74, -39.38), Sim029 = c(-32.5, -40.65, -37.96, ? ? ? ? -38.2, -37.79), Sim030 = c(-34.43, -42.13, -42.07, -38.1, ? ? ? ? -42.18), Sim031 = c(-36.69, -41.35, -39.82, -42.21, -37.83 ? ? ? ? ), Sim032 = c(-37.01, -39.77, -35.61, -43.39, -42.19), ? ? ? ? Sim033 = c(-34.16, -35.87, -37.26, -42.02, -41.65), Sim034 = c(-35.6, ? ? ? ? -37.43, -36.06, -37.48, -35.07), Sim035 = c(-36.73, -37.46, ? ? ? ? -39.47, -39.99, -39.92), Sim036 = c(-33.23, -36.53, -41.41, ? ? ? ? -39.91, -41.29), Sim037 = c(-37.67, -34.37, -45.38, -46.11, ? ? ? ? -38.67), Sim038 = c(-36.29, -35.77, -42.69, -40.77, -42.59 ? ? ? ? ), Sim039 = c(-36.48, -32.16, -40.69, -36.52, -35.85), ? ? ? ? Sim040 = c(-36.96, -39.49, -32.89, -39, -44.6), Sim041 = c(-37.45, ? ? ? ? -38.17, -38.05, -39.96, -43.14), Sim042 = c(-33.89, -38.47, ? ? ? ? -39.28, -47.24, -40.35), Sim043 = c(-35.8, -39.1, -48.85, ? ? ? ? -39.82, -40.66), Sim044 = c(-34.71, -36.45, -36.38, -41.85, ? ? ? ? -48.04), Sim045 = c(-35.27, -40.57, -37.27, -42.86, -43.2 ? ? ? ? ), Sim046 = c(-39.56, -47.44, -42.44, -46.44, -39.22), ? ? ? ? Sim047 = c(-37.1, -41.25, -39.04, -42.13, -34.86), Sim048 = c(-37.64, ? ? ? ? -34.26, -37.1, -41.67, -36.88), Sim049 = c(-32.65, -32.27, ? ? ? ? -41.38, -46.08, -39.3), Sim050 = c(-34.56, -44.51, -40.37, ? ? ? ? -42.03, -35.15), Sim051 = c(-40.71, -41.49, -38.77, -39.39, ? ? ? ? -45.27), Sim052 = c(-44.87, -36.76, -37.49, -42.01, -40.1 ? ? ? ? ), Sim053 = c(-42.59, -41.12, -37.51, -40.59, -36.53), ? ? ? ? Sim054 = c(-45.76, -41.83, -47.43, -36.45, -37.5), Sim055 = c(-36.82, ? ? ? ? -36.79, -43.26, -42.57, -40.27), Sim056 = c(-32.67, -39.79, ? ? ? ? -43.04, -37.49, -39.3), Sim057 = c(-34.1, -35.39, -37.94, ? ? ? ? -50.67, -34.52), Sim058 = c(-34.29, -37.04, -35.8, -40.1, ? ? ? ? -39.7), Sim059 = c(-39.59, -32.86, -42.71, -38.94, -45.85 ? ? ? ? ), Sim060 = c(-44.08, -42.37, -44.43, -37.32, -39.26), ? ? ? ? Sim061 = c(-38.05, -39.61, -45.93, -40.56, -39.69), Sim062 = c(-31.21, ? ? ? ? -35.97, -38.78, -43.4, -37.32), Sim063 = c(-35.34, -40.71, ? ? ? ? -40.02, -36.25, -40.32), Sim064 = c(-44.73, -36.72, -36.19, ? ? ? ? -44.45, -48.59), Sim065 = c(-32.72, -45.4, -33.36, -42.75, ? ? ? ? -50.86), Sim066 = c(-33.12, -40.81, -41.6, -38.42, -35.93 ? ? ? ? ), Sim067 = c(-32.26, -38.45, -36, -39.26, -36.56), Sim068 = c(-36.53, ? ? ? ? -38.71, -39.94, -40.84, -36.22), Sim069 = c(-39.6, -47.15, ? ? ? ? -38.72, -46.39, -41.39), Sim070 = c(-37.83, -48.15, -37.94, ? ? ? ? -39.7, -39.23), Sim071 = c(-49.75, -42.82, -35.91, -35.08, ? ? ? ? -41.43), Sim072 = c(-40.16, -36.99, -40.09, -39.94, -42.35 ? ? ? ? ), Sim073 = c(-30.3, -41.3, -41.85, -38.41, -45.58), ? ? ? ? Sim074 = c(-34.4, -36.63, -42.29, -45.9, -47.07), Sim075 = c(-37.47, ? ? ? ? -43.69, -34.87, -42.15, -46.66), Sim076 = c(-40.79, -37.95, ? ? ? ? -42.26, -41.58, -36.4), Sim077 = c(-32.54, -38.49, -33.33, ? ? ? ? -39.02, -37.83), Sim078 = c(-38.54, -41.83, -37.91, -42.65, ? ? ? ? -37.18), Sim079 = c(-39.13, -38.63, -33.65, -36.41, -43.77 ? ? ? ? ), Sim080 = c(-42.03, -42.47, -43.68, -34.88, -34.89), ? ? ? ? Sim081 = c(-36.4, -34.11, -41.44, -38.61, -46.57), Sim082 = c(-35.68, ? ? ? ? -38.53, -38.77, -35.27, -39.6), Sim083 = c(-35.52, -41.8, ? ? ? ? -36.28, -40.92, -41.15), Sim084 = c(-36.67, -35.51, -36.83, ? ? ? ? -38.78, -38.03), Sim085 = c(-44.2, -34.53, -39.89, -39.93, ? ? ? ? -40.49), Sim086 = c(-33.88, -38.81, -34.62, -39.35, -42.93 ? ? ? ? ), Sim087 = c(-37.02, -35.38, -49.91, -42.51, -47.33), ? ? ? ? Sim088 = c(-33.51, -36.32, -37.01, -39.46, -41.32), Sim089 = c(-29.18, ? ? ? ? -42.67, -38.41, -45.18, -44.61), Sim090 = c(-29.05, -32.94, ? ? ? ? -46.38, -34.2, -41.94), Sim091 = c(-32.24, -37.59, -38.77, ? ? ? ? -40.72, -39.48), Sim092 = c(-42.79, -44.5, -41.99, -40.21, ? ? ? ? -36.8), Sim093 = c(-36.65, -41.11, -41.12, -44.01, -37.67 ? ? ? ? ), Sim094 = c(-34.95, -44.86, -42.27, -40.73, -56.48), ? ? ? ? Sim095 = c(-33.53, -38.83, -38.39, -40.82, -34.69), Sim096 = c(-42.41, ? ? ? ? -36.12, -37.16, -33.86, -43.24), Sim097 = c(-35.1, -38.71, ? ? ? ? -45.1, -39.18, -42.39), Sim098 = c(-32.08, -39.93, -39.66, ? ? ? ? -40.71, -31.58), Sim099 = c(-37.41, -42.6, -37.58, -39.89, ? ? ? ? -39.03), Sim100 = c(-38.75, -38.33, -42.42, -40.29, -35.67 ? ? ? ? )), .Names = c("Year", "Site", "Sim001", "Sim002", "Sim003", ? ? "Sim004", "Sim005", "Sim006", "Sim007", "Sim008", "Sim009", ? ? "Sim010", "Sim011", "Sim012", "Sim013", "Sim014", "Sim015", ? ? "Sim016", "Sim017", "Sim018", "Sim019", "Sim020", "Sim021", ? ? "Sim022", "Sim023", "Sim024", "Sim025", "Sim026", "Sim027", ? ? "Sim028", "Sim029", "Sim030", "Sim031", "Sim032", "Sim033", ? ? "Sim034", "Sim035", "Sim036", "Sim037", "Sim038", "Sim039", ? ? "Sim040", "Sim041", "Sim042", "Sim043", "Sim044", "Sim045", ? ? "Sim046", "Sim047", "Sim048", "Sim049", "Sim050", "Sim051", ? ? "Sim052", "Sim053", "Sim054", "Sim055", "Sim056", "Sim057", ? ? "Sim058", "Sim059", "Sim060", "Sim061", "Sim062", "Sim063", ? ? "Sim064", "Sim065", "Sim066", "Sim067", "Sim068", "Sim069", ? ? "Sim070", "Sim071", "Sim072", "Sim073", "Sim074", "Sim075", ? ? "Sim076", "Sim077", "Sim078", "Sim079", "Sim080", "Sim081", ? ? "Sim082", "Sim083", "Sim084", "Sim085", "Sim086", "Sim087", ? ? "Sim088", "Sim089", "Sim090", "Sim091", "Sim092", "Sim093", ? ? "Sim094", "Sim095", "Sim096", "Sim097", "Sim098", "Sim099", ? ? "Sim100"), row.names = c(NA, -5L), class = "data.frame"))
rhelpmaillist
2014-Aug-05 02:58 UTC
[R] Apply quantile function to each dataframe in a List R
Try this: lapply(a,function(x) apply(x[,-c(1,2)],2,quantile,probs=0.95)) # a is your example list At 2014-08-05 09:17:23, "Zilefac Elvis" <zilefacelvis@yahoo.com> wrote:>Hello, >I would like to calculate for each numeric column in a dataframe, quantile(x,probs=o.95). >My list object has 120 dataframes, each dataframe has 102 columns. >Here is an example as well as a reproducible example: > >[[120]] > Year Site Sim001 Sim002 Sim003 Sim004 Sim005 Sim006 Sim007 Sim008 Sim009 Sim010 Sim011 Sim012 Sim013 Sim014 Sim015 >... >1 2001 GGG9 -26.96 -27.30 -31.62 -31.56 -28.58 -33.82 -32.53 -30.56 -34.09 -31.94 -28.85 -30.76 -25.44 -31.83 -32.98 >2 2002 GGG9 -32.57 -39.15 -32.87 -32.91 -32.50 -35.35 -31.82 -38.22 -37.76 -36.70 -38.07 -36.99 -35.78 -33.61 -34.47 >3 2003 GGG9 -37.14 -33.33 -31.53 -32.37 -37.97 -35.00 -31.79 -36.03 -34.48 -43.28 -30.47 -33.91 -39.28 -33.28 -34.13 > > >I have tried something like: > >output<-lapply(lst3,function(x) quantile(x,0.95,na.rm = TRUE)) but failed. > >Please help. >AT. > > >list(structure(list(Year = 2001:2005, Site = structure(c(1L, >1L, 1L, 1L, 1L), .Label = "G100", class = "factor"), Sim001 = c(-33.25, >-37.52, -34.58, -36.56, -41.62), Sim002 = c(-29.39, -29.35, -36.49, >-37.82, -31.6), Sim003 = c(-35.24, -35.2, -41.98, -32.87, -35.92 >), Sim004 = c(-33.41, -38.76, -34.92, -34.46, -38.54), Sim005 = c(-38.22, >-40.83, -37.55, -39.85, -39.02), Sim006 = c(-39.5, -34.35, -35.35, >-37.08, -31.21), Sim007 = c(-31.24, -32.77, -35.44, -41.1, -31.81 >), Sim008 = c(-31.34, -32.61, -41.48, -49.67, -37.88), Sim009 = c(-33.62, >-41.62, -35.9, -35.3, -30.11), Sim010 = c(-39.99, -41.97, -36.96, >-47.55, -30.46), Sim011 = c(-34.39, -39.31, -33.68, -33.83, -39.24 >), Sim012 = c(-33.38, -39.17, -41.91, -42.09, -37.97), Sim013 = c(-31.29, >-36.91, -34.52, -39.92, -50.34), Sim014 = c(-26, -43.03, -39.93, >-39.49, -40.47), Sim015 = c(-36.16, -40.72, -41.89, -38.75, -40.51 >), Sim016 = c(-34.6, -47.22, -43.12, -42.55, -31.65), Sim017 = c(-35.47, >-50.25, -38.42, -39.82, -46.7), Sim018 = c(-40.57, -32.57, -35.16, >-42.74, -36.55), Sim019 = c(-34.48, -39.42, -33.47, -40.78, -42.11 >), Sim020 = c(-37.23, -43.42, -37, -41.89, -33.36), Sim021 = c(-32.85, >-37.18, -37.75, -38.22, -36.5), Sim022 = c(-42.2, -31.78, -38.01, >-43.85, -40.05), Sim023 = c(-36.94, -40.03, -42.37, -33.45, -36.9 >), Sim024 = c(-40.03, -32.38, -45.69, -39.67, -36.97), Sim025 = c(-31.62, >-45.37, -39.73, -39.7, -40.93), Sim026 = c(-32.57, -38.02, -40.12, >-39.19, -41.55), Sim027 = c(-35.85, -31.56, -40.41, -47.34, -33.9 >), Sim028 = c(-34.7, -38.88, -46.31, -32.77, -36.01), Sim029 = c(-36.67, >-51.07, -38.01, -39.3, -34.99), Sim030 = c(-30.54, -42.89, -35.83, >-42.01, -38.85), Sim031 = c(-31.85, -40.38, -37.87, -38.88, -40.28 >), Sim032 = c(-33.56, -36.81, -37.11, -38.8, -34.17), Sim033 = c(-37.87, >-38.4, -39.56, -39.82, -36.37), Sim034 = c(-37.13, -32.84, -42.93, >-37.4, -44.44), Sim035 = c(-26.66, -41.08, -40.88, -39.22, -40.84 >), Sim036 = c(-34.51, -44.35, -39.38, -33.86, -33.55), Sim037 = c(-33.89, >-33.5, -37.59, -53.07, -36.6), Sim038 = c(-35.14, -34.92, -36.96, >-43.16, -44.19), Sim039 = c(-31.4, -33.95, -39.67, -39.75, -38.53 >), Sim040 = c(-33.18, -32.84, -36.04, -39.64, -40.71), Sim041 = c(-37.38, >-32.74, -44.38, -45.02, -43.96), Sim042 = c(-28.09, -34.78, -42.21, >-43.18, -40.85), Sim043 = c(-36.86, -35.93, -42.46, -41.11, -42.35 >), Sim044 = c(-35.3, -41.2, -36.65, -44.91, -49.74), Sim045 = c(-32.84, >-37.83, -42.22, -41.14, -37.1), Sim046 = c(-32.85, -41.35, -37.01, >-35.27, -41.13), Sim047 = c(-38.19, -49.26, -40.83, -35.04, -38.49 >), Sim048 = c(-37.98, -37.82, -40.33, -35.01, -36.94), Sim049 = c(-40.37, >-34.5, -39.55, -45.6, -31.79), Sim050 = c(-40.67, -36.04, -47.68, >-38.26, -46.9), Sim051 = c(-37.13, -31.42, -38.49, -36.58, -38.52 >), Sim052 = c(-43.54, -32.82, -37.32, -41.71, -37.87), Sim053 = c(-31.61, >-37.32, -40.25, -37.24, -49.9), Sim054 = c(-38.85, -33.53, -46.48, >-38.27, -34.13), Sim055 = c(-30.71, -40.04, -43.77, -33.78, -33.5 >), Sim056 = c(-30.3, -36.91, -38.49, -36.69, -31.43), Sim057 = c(-27.56, >-37.13, -39.45, -45.52, -33.24), Sim058 = c(-33.47, -35.26, -33.83, >-42.43, -45.4), Sim059 = c(-36.46, -35.64, -39.62, -37.95, -41.32 >), Sim060 = c(-39.12, -41.71, -36.28, -36.27, -36.94), Sim061 = c(-29.86, >-45.73, -37.04, -43.84, -36.87), Sim062 = c(-29.46, -40.96, -39.43, >-41.75, -38.83), Sim063 = c(-36.48, -41.18, -39.59, -41.01, -36.31 >), Sim064 = c(-32.49, -38.86, -33.16, -40.2, -32.65), Sim065 = c(-35.37, >-39.73, -41.7, -44.36, -41.26), Sim066 = c(-36.78, -38.5, -38.72, >-42.46, -39.25), Sim067 = c(-38.12, -37.92, -34.8, -35.18, -33.63 >), Sim068 = c(-31.75, -36.77, -32.5, -44.28, -36.65), Sim069 = c(-33.48, >-46.06, -39.48, -42.89, -39.72), Sim070 = c(-33.53, -36.53, -36.28, >-37.78, -39.22), Sim071 = c(-36.27, -42.68, -35.28, -38.86, -36.63 >), Sim072 = c(-34.63, -34.58, -41.13, -41.34, -43.57), Sim073 = c(-32.21, >-31.49, -42.97, -38.86, -34.91), Sim074 = c(-30.95, -35.74, -39.91, >-41.75, -35.61), Sim075 = c(-39.26, -37.01, -42.23, -49.56, -44.93 >), Sim076 = c(-37.78, -44.19, -36.35, -36.26, -31.09), Sim077 = c(-33.75, >-37.06, -36.3, -41.04, -40.1), Sim078 = c(-41.82, -40.69, -41.61, >-37.41, -34.37), Sim079 = c(-30.45, -35.66, -33.88, -39.71, -37.5 >), Sim080 = c(-43.67, -31.8, -38.37, -35.14, -35.67), Sim081 = c(-28.79, >-37.91, -39.82, -39.59, -41.77), Sim082 = c(-35.58, -37, -37.97, >-41.14, -47.98), Sim083 = c(-32.37, -34.27, -33.67, -38.93, -40.38 >), Sim084 = c(-33.81, -40.81, -36.3, -42.71, -38.43), Sim085 = c(-30.21, >-34.81, -40.97, -36.55, -41.82), Sim086 = c(-32.24, -37.59, -40.06, >-39.55, -40.69), Sim087 = c(-37.48, -38.07, -36.43, -36.04, -39.13 >), Sim088 = c(-34.27, -39.35, -37.89, -42.24, -37.19), Sim089 = c(-36.11, >-46.55, -32.86, -50.21, -41.44), Sim090 = c(-30.37, -40.42, -49.72, >-35.55, -40.1), Sim091 = c(-34.51, -35.69, -41, -35.08, -39.19 >), Sim092 = c(-37.19, -41.45, -42.98, -38.96, -33.84), Sim093 = c(-35.54, >-43.21, -38.24, -43.51, -32.87), Sim094 = c(-35.79, -36.46, -38.3, >-43, -46.64), Sim095 = c(-34.6, -38.21, -40.7, -41.43, -33.44 >), Sim096 = c(-29.59, -40.29, -37.99, -35.51, -34.79), Sim097 = c(-31.38, >-40.3, -40.68, -35.82, -38.22), Sim098 = c(-34.85, -37.81, -38.07, >-38.12, -32.17), Sim099 = c(-32.57, -39.43, -35.26, -41.84, -42.15 >), Sim100 = c(-34.39, -32.95, -37.06, -36.26, -30.58)), .Names = c("Year", >"Site", "Sim001", "Sim002", "Sim003", "Sim004", "Sim005", "Sim006", >"Sim007", "Sim008", "Sim009", "Sim010", "Sim011", "Sim012", "Sim013", >"Sim014", "Sim015", "Sim016", "Sim017", "Sim018", "Sim019", "Sim020", >"Sim021", "Sim022", "Sim023", "Sim024", "Sim025", "Sim026", "Sim027", >"Sim028", "Sim029", "Sim030", "Sim031", "Sim032", "Sim033", "Sim034", >"Sim035", "Sim036", "Sim037", "Sim038", "Sim039", "Sim040", "Sim041", >"Sim042", "Sim043", "Sim044", "Sim045", "Sim046", "Sim047", "Sim048", >"Sim049", "Sim050", "Sim051", "Sim052", "Sim053", "Sim054", "Sim055", >"Sim056", "Sim057", "Sim058", "Sim059", "Sim060", "Sim061", "Sim062", >"Sim063", "Sim064", "Sim065", "Sim066", "Sim067", "Sim068", "Sim069", >"Sim070", "Sim071", "Sim072", "Sim073", "Sim074", "Sim075", "Sim076", >"Sim077", "Sim078", "Sim079", "Sim080", "Sim081", "Sim082", "Sim083", >"Sim084", "Sim085", "Sim086", "Sim087", "Sim088", "Sim089", "Sim090", >"Sim091", "Sim092", "Sim093", "Sim094", "Sim095", "Sim096", "Sim097", >"Sim098", "Sim099", "Sim100"), row.names = c(NA, -5L), class = "data.frame"), > structure(list(Year = 2001:2005, Site = structure(c(1L, 1L, > 1L, 1L, 1L), .Label = "G101", class = "factor"), Sim001 = c(-35.72, > -40.46, -34.77, -36.67, -40.73), Sim002 = c(-31.3, -34.13, > -39.98, -37.32, -30.51), Sim003 = c(-33.55, -38.12, -36.56, > -33.5, -38.3), Sim004 = c(-30.05, -33.87, -39.94, -34.18, > -38.63), Sim005 = c(-37.27, -34.94, -38.96, -42.79, -41.19 > ), Sim006 = c(-35.63, -36.82, -38.13, -36.87, -34.98), Sim007 = c(-27.59, > -32.98, -36.89, -40.25, -32.3), Sim008 = c(-29.54, -34.74, > -41.02, -43.63, -40.14), Sim009 = c(-30.72, -44, -35.83, > -38.21, -36.12), Sim010 = c(-39.46, -38.1, -39.13, -46, -30.59 > ), Sim011 = c(-36.48, -38.52, -36.77, -38.19, -38.11), Sim012 = c(-36.71, > -38.23, -40.25, -51.31, -42.63), Sim013 = c(-34.24, -40.3, > -34.01, -39.42, -44.07), Sim014 = c(-33.1, -37.49, -36.55, > -40.24, -38.44), Sim015 = c(-33.53, -37.84, -41.59, -43.04, > -44.72), Sim016 = c(-35.15, -44.57, -44.93, -42.42, -35.56 > ), Sim017 = c(-33.02, -48.07, -36.57, -35.63, -50.69), Sim018 = c(-42.67, > -33.15, -33.92, -48.02, -39.98), Sim019 = c(-33.02, -39.16, > -34.91, -42.18, -38.37), Sim020 = c(-34.67, -37.89, -38.49, > -41.72, -35.06), Sim021 = c(-35.24, -35.49, -35.58, -38.7, > -35.2), Sim022 = c(-41.75, -33, -41.26, -43.6, -39.82), Sim023 = c(-38.13, > -39.35, -42.01, -40.49, -36.56), Sim024 = c(-32.5, -37.02, > -43.16, -42.43, -40.16), Sim025 = c(-37.41, -37.95, -39.31, > -39.6, -39.21), Sim026 = c(-38.24, -36.08, -42.63, -40.08, > -40.83), Sim027 = c(-35.6, -35.03, -43.19, -42.29, -34.04 > ), Sim028 = c(-35.86, -40.89, -48.83, -36.61, -33.78), Sim029 = c(-35.75, > -52.6, -40.65, -39.12, -34.27), Sim030 = c(-33.19, -41.71, > -38.1, -41.99, -36.21), Sim031 = c(-34.71, -31.96, -35.52, > -42.43, -41.16), Sim032 = c(-34.41, -42.28, -34.63, -40.58, > -34.14), Sim033 = c(-36.83, -35.83, -37.24, -41.1, -36.8), > Sim034 = c(-39.72, -32.03, -45.69, -38.42, -42.68), Sim035 = c(-31.91, > -35.69, -39.09, -38.06, -39.2), Sim036 = c(-33.61, -35.02, > -36.76, -32.55, -38.27), Sim037 = c(-35.76, -30.48, -36.53, > -49.4, -38.2), Sim038 = c(-35, -37.81, -40.07, -41.6, > -42.33), Sim039 = c(-33.28, -38.22, -39.09, -37.44, -41.18 > ), Sim040 = c(-32.33, -36.15, -34.09, -41.64, -46.83), > Sim041 = c(-39.17, -31.42, -41.74, -44.58, -39.88), Sim042 = c(-32.27, > -33.52, -37.12, -43.51, -43.07), Sim043 = c(-35.33, -36.37, > -42.72, -45.01, -41.98), Sim044 = c(-32.73, -36.37, -32.04, > -39.35, -48.59), Sim045 = c(-33.78, -33.79, -41.64, -38.53, > -42.21), Sim046 = c(-29.21, -36.07, -36.12, -41.03, -38.14 > ), Sim047 = c(-36.78, -50.09, -44.88, -34.3, -35.55), > Sim048 = c(-33.83, -37.92, -41.95, -39.73, -37.8), Sim049 = c(-35.56, > -35.14, -37.47, -45.06, -33.87), Sim050 = c(-38.84, -37.11, > -44.97, -38.83, -38.13), Sim051 = c(-35, -34.96, -38.11, > -34.21, -37.84), Sim052 = c(-45.4, -31.3, -39.58, -42.74, > -38.96), Sim053 = c(-36.48, -35.9, -35.84, -38.88, -40.25 > ), Sim054 = c(-36.2, -36.94, -43.45, -41.74, -32.93), > Sim055 = c(-38.29, -48.66, -38.54, -38.47, -44.17), Sim056 = c(-30.97, > -39.42, -34.94, -34.87, -36.19), Sim057 = c(-30.09, -37.7, > -38.06, -40.45, -35.23), Sim058 = c(-35.06, -37.86, -34.46, > -39.21, -43.58), Sim059 = c(-41.69, -36.31, -42.44, -36, > -40.72), Sim060 = c(-35.29, -37.92, -39.94, -36.1, -36.01 > ), Sim061 = c(-32.32, -46.74, -37.7, -40.31, -34.93), > Sim062 = c(-30.24, -38.33, -39.18, -44.22, -35.74), Sim063 = c(-36.82, > -37.58, -37.82, -37.38, -36.65), Sim064 = c(-36.99, -36.13, > -33.74, -48.8, -33.04), Sim065 = c(-40.79, -40.89, -39.36, > -41.78, -42.82), Sim066 = c(-35.63, -35.94, -41.35, -39.79, > -34.41), Sim067 = c(-32.66, -36.93, -33.61, -36.58, -35.46 > ), Sim068 = c(-31.08, -32.84, -31.69, -41.63, -37.7), > Sim069 = c(-31.23, -50.18, -38.75, -39.19, -37.59), Sim070 = c(-34.93, > -38.12, -34.11, -38.38, -38.24), Sim071 = c(-35.74, -42.9, > -31.74, -34.78, -44.95), Sim072 = c(-33.39, -38.35, -34.4, > -43.7, -37.92), Sim073 = c(-33.88, -33.28, -34.27, -41.27, > -41.41), Sim074 = c(-28.67, -42.77, -34.62, -46.53, -34.9 > ), Sim075 = c(-36.69, -38.74, -38.26, -43.82, -46.61), > Sim076 = c(-37.98, -41.69, -37.9, -39.37, -35.59), Sim077 = c(-32.68, > -36.56, -33.24, -37.02, -46.38), Sim078 = c(-44.5, -39.4, > -37.77, -36.31, -36.6), Sim079 = c(-31.59, -40.09, -35.52, > -38.87, -35.44), Sim080 = c(-39.49, -35.56, -35.18, -37.17, > -40.51), Sim081 = c(-34.43, -31.35, -41.73, -38.51, -41.08 > ), Sim082 = c(-35.31, -35.39, -40.4, -39.26, -43.16), > Sim083 = c(-31.32, -36.31, -37.74, -38.15, -42.86), Sim084 = c(-35.2, > -37.24, -37.75, -37.89, -34.88), Sim085 = c(-29.85, -34.98, > -39.61, -42.36, -42.27), Sim086 = c(-33.35, -34.59, -36.62, > -34.5, -37.19), Sim087 = c(-33.74, -35.5, -43.51, -39.54, > -41.67), Sim088 = c(-33.61, -42.81, -42.08, -41.47, -47.35 > ), Sim089 = c(-34.98, -40.7, -39.39, -46.97, -38.84), > Sim090 = c(-31.32, -35.78, -44.32, -41.76, -36.65), Sim091 = c(-27.79, > -35.75, -38.54, -39.24, -42.84), Sim092 = c(-36.96, -43.48, > -39.4, -42.39, -30.09), Sim093 = c(-36.98, -38.15, -45, > -49.77, -41.58), Sim094 = c(-35.32, -36.29, -45.47, -47.33, > -45), Sim095 = c(-31.5, -40.29, -48.72, -43.27, -35.98 > ), Sim096 = c(-28.22, -33.74, -43.51, -40.02, -36.04), > Sim097 = c(-33.17, -36.45, -37.88, -37.84, -42.69), Sim098 = c(-32.03, > -37.82, -37.01, -35.38, -32.66), Sim099 = c(-36.53, -40.44, > -39.56, -40.32, -37.81), Sim100 = c(-36.95, -36.72, -40.74, > -33.22, -34.43)), .Names = c("Year", "Site", "Sim001", > "Sim002", "Sim003", "Sim004", "Sim005", "Sim006", "Sim007", > "Sim008", "Sim009", "Sim010", "Sim011", "Sim012", "Sim013", > "Sim014", "Sim015", "Sim016", "Sim017", "Sim018", "Sim019", > "Sim020", "Sim021", "Sim022", "Sim023", "Sim024", "Sim025", > "Sim026", "Sim027", "Sim028", "Sim029", "Sim030", "Sim031", > "Sim032", "Sim033", "Sim034", "Sim035", "Sim036", "Sim037", > "Sim038", "Sim039", "Sim040", "Sim041", "Sim042", "Sim043", > "Sim044", "Sim045", "Sim046", "Sim047", "Sim048", "Sim049", > "Sim050", "Sim051", "Sim052", "Sim053", "Sim054", "Sim055", > "Sim056", "Sim057", "Sim058", "Sim059", "Sim060", "Sim061", > "Sim062", "Sim063", "Sim064", "Sim065", "Sim066", "Sim067", > "Sim068", "Sim069", "Sim070", "Sim071", "Sim072", "Sim073", > "Sim074", "Sim075", "Sim076", "Sim077", "Sim078", "Sim079", > "Sim080", "Sim081", "Sim082", "Sim083", "Sim084", "Sim085", > "Sim086", "Sim087", "Sim088", "Sim089", "Sim090", "Sim091", > "Sim092", "Sim093", "Sim094", "Sim095", "Sim096", "Sim097", > "Sim098", "Sim099", "Sim100"), row.names = c(NA, -5L), class = "data.frame"), > structure(list(Year = 2001:2005, Site = structure(c(1L, 1L, > 1L, 1L, 1L), .Label = "G102", class = "factor"), Sim001 = c(-40.62, > -37.27, -37.53, -43.76, -42.51), Sim002 = c(-33.33, -35.19, > -42.13, -37.15, -46.41), Sim003 = c(-44.2, -39.86, -46.55, > -37.25, -38.49), Sim004 = c(-31.5, -37.68, -40.08, -41.95, > -40.33), Sim005 = c(-37.87, -41.85, -37.11, -38.35, -43.68 > ), Sim006 = c(-41.31, -31.61, -39.66, -35.78, -38.77), Sim007 = c(-36.9, > -35.99, -34.29, -37.65, -30.86), Sim008 = c(-35.2, -33.42, > -39.12, -41.26, -35.69), Sim009 = c(-31.93, -43.89, -42.59, > -38.03, -36.91), Sim010 = c(-38.69, -38.84, -34.32, -44.7, > -29.88), Sim011 = c(-39.2, -34.19, -34.08, -40.39, -42.32 > ), Sim012 = c(-34.25, -41.45, -43.21, -50.36, -43.02), Sim013 = c(-32.35, > -39.33, -34.82, -39.06, -45.33), Sim014 = c(-32.33, -43.5, > -42.81, -47.21, -44.55), Sim015 = c(-31.1, -39.91, -50.22, > -41.63, -43.79), Sim016 = c(-32.52, -42.62, -48.88, -39.38, > -34.97), Sim017 = c(-35.47, -52.51, -37.02, -44.71, -52.77 > ), Sim018 = c(-39.97, -34.88, -36.02, -44.74, -33.23), Sim019 = c(-32.58, > -32.32, -32.29, -43.36, -35.73), Sim020 = c(-32, -37.72, > -40.59, -34.75, -31.45), Sim021 = c(-37.74, -37.62, -35.17, > -36.5, -42.72), Sim022 = c(-42.19, -34.63, -38.28, -43.9, > -41.87), Sim023 = c(-41.18, -42.32, -40.06, -40.63, -33.83 > ), Sim024 = c(-40.14, -40.55, -43.76, -41.95, -50.76), Sim025 = c(-30.44, > -40.62, -36.87, -45.74, -36.98), Sim026 = c(-38.55, -41.58, > -49.46, -40.63, -51.32), Sim027 = c(-33.19, -38.66, -42.39, > -41.83, -33.1), Sim028 = c(-35.83, -35.23, -50.56, -33.6, > -34.93), Sim029 = c(-33.98, -37.57, -38.01, -40.92, -37.51 > ), Sim030 = c(-38.81, -40.79, -41.1, -42.03, -45.8), Sim031 = c(-34.05, > -38.83, -37.74, -43.99, -38.18), Sim032 = c(-34.87, -40.79, > -38.09, -38.43, -42.38), Sim033 = c(-39.74, -38.4, -40.35, > -45.41, -34.98), Sim034 = c(-36.85, -32.07, -42.36, -39.03, > -38.68), Sim035 = c(-31.57, -40.68, -37.95, -40.75, -37.13 > ), Sim036 = c(-34.82, -36.98, -44.33, -44.7, -35.61), Sim037 = c(-35.32, > -37.59, -37.94, -44.46, -40.68), Sim038 = c(-35.71, -36.72, > -45.25, -38.16, -45.11), Sim039 = c(-36.37, -34.24, -38.03, > -35.55, -35.8), Sim040 = c(-43.41, -34.82, -33.63, -44, -48.42 > ), Sim041 = c(-43.29, -31.97, -40.91, -46.15, -44.63), Sim042 = c(-34.25, > -33.76, -42.41, -43.59, -42.92), Sim043 = c(-36.36, -33.15, > -45.19, -36.73, -51.78), Sim044 = c(-37.85, -44.35, -36.37, > -41.43, -53.1), Sim045 = c(-38.04, -36.34, -38.05, -43.83, > -43.02), Sim046 = c(-28.7, -42.97, -34.55, -40.56, -40.94 > ), Sim047 = c(-39.88, -46.68, -41.36, -43.09, -31), Sim048 = c(-37.09, > -34.54, -37.11, -48.75, -36.7), Sim049 = c(-35.54, -34.34, > -35.8, -43.58, -35.13), Sim050 = c(-39.59, -45.63, -44.75, > -35.5, -37.07), Sim051 = c(-38.17, -31.99, -38.92, -38.13, > -40.66), Sim052 = c(-44.17, -35.03, -45.3, -43.51, -36.45 > ), Sim053 = c(-35.52, -38.32, -34.76, -36.59, -41.24), Sim054 = c(-39.43, > -39.11, -47.01, -42.33, -35.26), Sim055 = c(-34.33, -43.12, > -38.63, -43.82, -51.05), Sim056 = c(-34.94, -43.37, -37.49, > -34.57, -32.98), Sim057 = c(-35.38, -32.65, -49.09, -44.89, > -40.88), Sim058 = c(-39.09, -43.04, -31.79, -40.37, -41.23 > ), Sim059 = c(-39.47, -40.79, -47.84, -36.72, -49.66), Sim060 = c(-36.48, > -41.99, -38.48, -39.66, -36.1), Sim061 = c(-39.36, -40.56, > -44.59, -37.83, -35.45), Sim062 = c(-29.6, -32.92, -39.52, > -42.98, -45.97), Sim063 = c(-35.06, -44.32, -36.05, -37.41, > -41.21), Sim064 = c(-33.32, -37.99, -37.85, -43.07, -43.29 > ), Sim065 = c(-38.73, -39.87, -34.27, -42.26, -38.71), Sim066 = c(-35.29, > -35.61, -38, -40.85, -40.6), Sim067 = c(-30.4, -35.99, -35.96, > -40.05, -36.87), Sim068 = c(-33.62, -31.69, -34.9, -44.52, > -42.11), Sim069 = c(-36.36, -41.2, -42.53, -41.74, -44.36 > ), Sim070 = c(-38.29, -39.97, -43.54, -39.9, -40.2), Sim071 = c(-47.72, > -35.3, -37.38, -38.67, -44.35), Sim072 = c(-32.77, -36.11, > -48.05, -40.8, -37.5), Sim073 = c(-31.8, -39.98, -40.24, > -40.68, -39.57), Sim074 = c(-33.81, -36.13, -37.15, -41.12, > -37.21), Sim075 = c(-40.31, -34.72, -43.92, -44.15, -35.55 > ), Sim076 = c(-37.94, -43.22, -39.26, -40.01, -33.97), Sim077 = c(-33.4, > -37.88, -33.63, -34.79, -45.12), Sim078 = c(-38.07, -42.02, > -40.8, -38.25, -37.12), Sim079 = c(-33.46, -37.29, -36.92, > -41.32, -38.1), Sim080 = c(-46.57, -40.74, -41.11, -42.31, > -34.04), Sim081 = c(-38.62, -35.2, -36.77, -38.14, -43.05 > ), Sim082 = c(-35.79, -36.56, -46.18, -40.54, -42.1), Sim083 = c(-43.49, > -33.1, -38, -44.12, -41.49), Sim084 = c(-35.27, -36.59, -38.25, > -38.27, -43.32), Sim085 = c(-37.58, -38.02, -39.88, -42.14, > -47.23), Sim086 = c(-35.12, -44.91, -34.98, -36.92, -37.08 > ), Sim087 = c(-38.66, -38.45, -35.04, -41.71, -46.15), Sim088 = c(-33.65, > -47.5, -40.09, -41.56, -43.83), Sim089 = c(-32.45, -45.71, > -39.03, -44.84, -40.36), Sim090 = c(-33.14, -31.6, -38.07, > -40.11, -42.19), Sim091 = c(-31.1, -35.64, -40.64, -38.19, > -39.22), Sim092 = c(-36.96, -43.76, -46.34, -39.22, -38.1 > ), Sim093 = c(-38.09, -42.55, -40.7, -44.82, -39.33), Sim094 = c(-31.96, > -38.54, -39.77, -44.94, -45.04), Sim095 = c(-32.6, -47.83, > -43.8, -45.24, -34.54), Sim096 = c(-36.22, -37.52, -35.93, > -40.2, -40.46), Sim097 = c(-32.07, -42.11, -44.64, -35.17, > -41.68), Sim098 = c(-31.02, -38.79, -48.49, -45.02, -38.24 > ), Sim099 = c(-34.04, -39.06, -41.09, -38.55, -40.75), Sim100 = c(-37.59, > -39.68, -39.13, -43.9, -34.38)), .Names = c("Year", "Site", > "Sim001", "Sim002", "Sim003", "Sim004", "Sim005", "Sim006", > "Sim007", "Sim008", "Sim009", "Sim010", "Sim011", "Sim012", > "Sim013", "Sim014", "Sim015", "Sim016", "Sim017", "Sim018", > "Sim019", "Sim020", "Sim021", "Sim022", "Sim023", "Sim024", > "Sim025", "Sim026", "Sim027", "Sim028", "Sim029", "Sim030", > "Sim031", "Sim032", "Sim033", "Sim034", "Sim035", "Sim036", > "Sim037", "Sim038", "Sim039", "Sim040", "Sim041", "Sim042", > "Sim043", "Sim044", "Sim045", "Sim046", "Sim047", "Sim048", > "Sim049", "Sim050", "Sim051", "Sim052", "Sim053", "Sim054", > "Sim055", "Sim056", "Sim057", "Sim058", "Sim059", "Sim060", > "Sim061", "Sim062", "Sim063", "Sim064", "Sim065", "Sim066", > "Sim067", "Sim068", "Sim069", "Sim070", "Sim071", "Sim072", > "Sim073", "Sim074", "Sim075", "Sim076", "Sim077", "Sim078", > "Sim079", "Sim080", "Sim081", "Sim082", "Sim083", "Sim084", > "Sim085", "Sim086", "Sim087", "Sim088", "Sim089", "Sim090", > "Sim091", "Sim092", "Sim093", "Sim094", "Sim095", "Sim096", > "Sim097", "Sim098", "Sim099", "Sim100"), row.names = c(NA, > -5L), class = "data.frame"), structure(list(Year = 2001:2005, > Site = structure(c(1L, 1L, 1L, 1L, 1L), .Label = "G103", class = "factor"), > Sim001 = c(-34.91, -42.24, -38.32, -39.49, -41.63), Sim002 = c(-35.11, > -37.81, -41.05, -43.21, -50.25), Sim003 = c(-36.13, -40.39, > -49.12, -41.86, -47.06), Sim004 = c(-33.37, -33.63, -47.03, > -38, -49.28), Sim005 = c(-40.03, -42.55, -42.88, -38.11, > -40.87), Sim006 = c(-46.76, -37.75, -38.98, -38.8, -40.65 > ), Sim007 = c(-40.41, -45.3, -40.05, -49.72, -33.92), > Sim008 = c(-31.46, -36.97, -41.32, -40.57, -40.16), Sim009 = c(-39.7, > -41.49, -40.46, -44.86, -44.03), Sim010 = c(-37.03, -41.86, > -36.02, -51.36, -39.13), Sim011 = c(-36.14, -38.88, -40.28, > -45.71, -42.73), Sim012 = c(-37.49, -37.51, -46.96, -37.35, > -40.04), Sim013 = c(-36.18, -44.23, -44.28, -40.35, -52.88 > ), Sim014 = c(-37.27, -44.4, -39.46, -39.44, -44.47), > Sim015 = c(-32.21, -40.48, -51.07, -33.53, -41.74), Sim016 = c(-37.68, > -45.96, -50.48, -45.77, -36.38), Sim017 = c(-38.25, -50.61, > -42.92, -42.78, -38.37), Sim018 = c(-41.61, -46.64, -42.91, > -55.36, -35.43), Sim019 = c(-38.72, -45.85, -38.88, -42.35, > -42.97), Sim020 = c(-32.26, -39.23, -39.6, -42.26, -34.94 > ), Sim021 = c(-40.59, -34.78, -41.04, -43.97, -45.7), > Sim022 = c(-39.48, -40.89, -40.85, -41.11, -42.33), Sim023 = c(-37.3, > -34.49, -47.63, -45.14, -39.37), Sim024 = c(-38.78, -37.49, > -44.5, -45.34, -47.99), Sim025 = c(-34.19, -42.08, -36.19, > -50.84, -40.62), Sim026 = c(-41.91, -35.46, -37.68, -46.45, > -52.34), Sim027 = c(-42.88, -33.61, -36.19, -40.09, -33.83 > ), Sim028 = c(-40.86, -41.5, -47.46, -35.82, -35.96), > Sim029 = c(-34.66, -38.41, -41.58, -45.07, -41.27), Sim030 = c(-44.26, > -40.97, -36.97, -39.22, -43), Sim031 = c(-35.2, -37.12, > -38.88, -42.92, -38.1), Sim032 = c(-38.09, -47.5, -35.93, > -45.35, -39.17), Sim033 = c(-37.09, -40.74, -45.38, -40.93, > -42.53), Sim034 = c(-35.89, -43.9, -43.09, -37.7, -40.32 > ), Sim035 = c(-35.42, -40.64, -36.52, -39.38, -43.69), > Sim036 = c(-41.5, -44.56, -37.54, -41.08, -36.99), Sim037 = c(-38.72, > -42.6, -39.6, -46.68, -43.74), Sim038 = c(-37.23, -41.2, > -40.94, -44.48, -39.99), Sim039 = c(-38.92, -34.03, -38.41, > -44.57, -35.76), Sim040 = c(-37.22, -43.06, -32.85, -43.75, > -39.27), Sim041 = c(-34.34, -38.87, -38.55, -48.6, -42.69 > ), Sim042 = c(-35.63, -41.5, -42.8, -46.96, -46.9), Sim043 = c(-39.37, > -37.65, -47.55, -43.64, -43.57), Sim044 = c(-31.85, -41.71, > -39.78, -41.94, -50.5), Sim045 = c(-35.13, -37.94, -41.3, > -42.85, -43.23), Sim046 = c(-37.41, -40.9, -38.73, -43.07, > -41.67), Sim047 = c(-33.55, -45.2, -41.38, -38.33, -37.88 > ), Sim048 = c(-35.3, -40.77, -42.6, -47.29, -36.95), > Sim049 = c(-40.23, -38.81, -39.38, -51.63, -36.48), Sim050 = c(-37.63, > -47.48, -44.29, -40.44, -38.51), Sim051 = c(-32.98, -38.85, > -35.89, -35.81, -40.39), Sim052 = c(-40.74, -41.71, -49.75, > -39.13, -37.5), Sim053 = c(-35.83, -45.92, -35.75, -44.91, > -48.89), Sim054 = c(-46.45, -36.2, -41.18, -43.26, -34.57 > ), Sim055 = c(-35.25, -41.67, -40.72, -43.52, -47.1), > Sim056 = c(-38.54, -37.55, -42.31, -41.33, -34.96), Sim057 = c(-37.28, > -40.86, -58.32, -44.67, -38.59), Sim058 = c(-37.72, -48.88, > -39.47, -38.33, -46.02), Sim059 = c(-36.72, -38.11, -41.73, > -44.15, -42.25), Sim060 = c(-40.57, -47.78, -40.79, -38.02, > -40.6), Sim061 = c(-36.37, -43.07, -42.21, -44.35, -38.35 > ), Sim062 = c(-32.27, -38.33, -40.9, -37.72, -38.12), > Sim063 = c(-39.41, -42.64, -40.81, -41.87, -43.33), Sim064 = c(-41.71, > -39.46, -41.42, -43.64, -42.69), Sim065 = c(-33.84, -38.52, > -35.67, -43.9, -41.93), Sim066 = c(-36.41, -38.93, -41.07, > -43.29, -35.73), Sim067 = c(-34.69, -45.12, -41.62, -38.78, > -36.64), Sim068 = c(-36.26, -35.96, -38.58, -39.53, -40.16 > ), Sim069 = c(-34.69, -47.3, -38.21, -43.42, -46.25), > Sim070 = c(-35.01, -38.36, -47.65, -40.83, -41.36), Sim071 = c(-39.15, > -41.21, -36.62, -46.28, -42.84), Sim072 = c(-44.71, -45.82, > -40.26, -40.4, -41.46), Sim073 = c(-35.74, -33.98, -42.36, > -41.69, -37.04), Sim074 = c(-37.99, -37.42, -49.56, -45.38, > -41.59), Sim075 = c(-37.44, -44.24, -37.15, -44.85, -41.69 > ), Sim076 = c(-40.93, -38.26, -41.7, -39.92, -36.81), > Sim077 = c(-38.08, -38.67, -33.17, -36.44, -42.84), Sim078 = c(-46.26, > -43.16, -37.74, -40.36, -36.77), Sim079 = c(-35.52, -41.16, > -33.79, -44.9, -46.44), Sim080 = c(-39.88, -37.29, -41.45, > -38.75, -38.25), Sim081 = c(-39.54, -32.9, -43.92, -38.87, > -43.6), Sim082 = c(-32.96, -38.36, -39.64, -43.91, -37.25 > ), Sim083 = c(-36.54, -42.41, -42.34, -43.73, -41.38), > Sim084 = c(-41.51, -38.58, -35.42, -38.42, -34.48), Sim085 = c(-35.38, > -38.46, -42.68, -44.68, -42.16), Sim086 = c(-35.7, -45.14, > -39.84, -34.68, -41.49), Sim087 = c(-36.91, -41.04, -38.04, > -49.18, -46.52), Sim088 = c(-31.25, -38.84, -36.13, -49.96, > -43.36), Sim089 = c(-26.85, -40.06, -39.45, -48.14, -38.64 > ), Sim090 = c(-31.54, -34.96, -45.27, -36.24, -41.06), > Sim091 = c(-37.09, -37.95, -41.81, -43.44, -41.8), Sim092 = c(-34.37, > -42.68, -39.87, -38.18, -32.36), Sim093 = c(-36.61, -38.72, > -36.32, -42.26, -48.61), Sim094 = c(-39.41, -39.01, -41.36, > -42.44, -47.68), Sim095 = c(-38.78, -42.32, -40.45, -49.57, > -37.16), Sim096 = c(-34.61, -41.53, -40.55, -40.74, -33.42 > ), Sim097 = c(-38.13, -40.1, -44.91, -35.95, -42.76), > Sim098 = c(-36.75, -39.87, -41.55, -42.8, -34.67), Sim099 = c(-33.04, > -41.33, -41.84, -39.15, -39.98), Sim100 = c(-41.84, -40.85, > -47.33, -44.61, -38.4)), .Names = c("Year", "Site", "Sim001", > "Sim002", "Sim003", "Sim004", "Sim005", "Sim006", "Sim007", > "Sim008", "Sim009", "Sim010", "Sim011", "Sim012", "Sim013", > "Sim014", "Sim015", "Sim016", "Sim017", "Sim018", "Sim019", > "Sim020", "Sim021", "Sim022", "Sim023", "Sim024", "Sim025", > "Sim026", "Sim027", "Sim028", "Sim029", "Sim030", "Sim031", > "Sim032", "Sim033", "Sim034", "Sim035", "Sim036", "Sim037", > "Sim038", "Sim039", "Sim040", "Sim041", "Sim042", "Sim043", > "Sim044", "Sim045", "Sim046", "Sim047", "Sim048", "Sim049", > "Sim050", "Sim051", "Sim052", "Sim053", "Sim054", "Sim055", > "Sim056", "Sim057", "Sim058", "Sim059", "Sim060", "Sim061", > "Sim062", "Sim063", "Sim064", "Sim065", "Sim066", "Sim067", > "Sim068", "Sim069", "Sim070", "Sim071", "Sim072", "Sim073", > "Sim074", "Sim075", "Sim076", "Sim077", "Sim078", "Sim079", > "Sim080", "Sim081", "Sim082", "Sim083", "Sim084", "Sim085", > "Sim086", "Sim087", "Sim088", "Sim089", "Sim090", "Sim091", > "Sim092", "Sim093", "Sim094", "Sim095", "Sim096", "Sim097", > "Sim098", "Sim099", "Sim100"), row.names = c(NA, -5L), class = "data.frame"), > structure(list(Year = 2001:2005, Site = structure(c(1L, 1L, > 1L, 1L, 1L), .Label = "G104", class = "factor"), Sim001 = c(-38.9, > -34.54, -38.17, -42.04, -39.37), Sim002 = c(-33.01, -38.22, > -37.76, -36.92, -51.14), Sim003 = c(-36.33, -33.4, -37.7, > -43.03, -32.22), Sim004 = c(-32.53, -45.02, -45.45, -40.35, > -43.27), Sim005 = c(-36.05, -38.23, -41.92, -37.98, -49.21 > ), Sim006 = c(-38.92, -35.83, -36.06, -34.24, -35.54), Sim007 = c(-36.53, > -33.69, -41.31, -45.93, -32.42), Sim008 = c(-34.01, -34.26, > -42.05, -44.43, -39.2), Sim009 = c(-37.2, -42.21, -36.86, > -36.7, -34.85), Sim010 = c(-44.79, -38.11, -36.54, -43.57, > -32.3), Sim011 = c(-40.68, -41.05, -35.3, -41.74, -35.85), > Sim012 = c(-38.93, -34.81, -41.23, -42.03, -41.15), Sim013 = c(-36.71, > -39.32, -37.85, -41.29, -50.13), Sim014 = c(-33.22, -42.64, > -34.95, -41.25, -41.54), Sim015 = c(-27.32, -39.84, -43.44, > -43.31, -45.82), Sim016 = c(-36.31, -43.67, -44.39, -44.95, > -37.77), Sim017 = c(-35.26, -50.88, -37.54, -45.98, -46.66 > ), Sim018 = c(-43.28, -41.66, -38.46, -44.32, -35.62), > Sim019 = c(-34.7, -41.41, -39.42, -40.32, -39.8), Sim020 = c(-37.55, > -37.77, -38.25, -38.65, -33.74), Sim021 = c(-30.2, -35.93, > -33.2, -37.85, -41.03), Sim022 = c(-40.31, -38.09, -39.18, > -40.87, -51.5), Sim023 = c(-36.85, -40.68, -45.11, -39.73, > -39.62), Sim024 = c(-41.48, -35.31, -44.76, -37.24, -46.36 > ), Sim025 = c(-34.69, -41.95, -43.05, -41.93, -34.23), > Sim026 = c(-34.24, -40.88, -39.36, -48.67, -45.18), Sim027 = c(-38.95, > -38.1, -35, -45.55, -37.15), Sim028 = c(-34.04, -43.52, > -47, -34.74, -39.38), Sim029 = c(-32.5, -40.65, -37.96, > -38.2, -37.79), Sim030 = c(-34.43, -42.13, -42.07, -38.1, > -42.18), Sim031 = c(-36.69, -41.35, -39.82, -42.21, -37.83 > ), Sim032 = c(-37.01, -39.77, -35.61, -43.39, -42.19), > Sim033 = c(-34.16, -35.87, -37.26, -42.02, -41.65), Sim034 = c(-35.6, > -37.43, -36.06, -37.48, -35.07), Sim035 = c(-36.73, -37.46, > -39.47, -39.99, -39.92), Sim036 = c(-33.23, -36.53, -41.41, > -39.91, -41.29), Sim037 = c(-37.67, -34.37, -45.38, -46.11, > -38.67), Sim038 = c(-36.29, -35.77, -42.69, -40.77, -42.59 > ), Sim039 = c(-36.48, -32.16, -40.69, -36.52, -35.85), > Sim040 = c(-36.96, -39.49, -32.89, -39, -44.6), Sim041 = c(-37.45, > -38.17, -38.05, -39.96, -43.14), Sim042 = c(-33.89, -38.47, > -39.28, -47.24, -40.35), Sim043 = c(-35.8, -39.1, -48.85, > -39.82, -40.66), Sim044 = c(-34.71, -36.45, -36.38, -41.85, > -48.04), Sim045 = c(-35.27, -40.57, -37.27, -42.86, -43.2 > ), Sim046 = c(-39.56, -47.44, -42.44, -46.44, -39.22), > Sim047 = c(-37.1, -41.25, -39.04, -42.13, -34.86), Sim048 = c(-37.64, > -34.26, -37.1, -41.67, -36.88), Sim049 = c(-32.65, -32.27, > -41.38, -46.08, -39.3), Sim050 = c(-34.56, -44.51, -40.37, > -42.03, -35.15), Sim051 = c(-40.71, -41.49, -38.77, -39.39, > -45.27), Sim052 = c(-44.87, -36.76, -37.49, -42.01, -40.1 > ), Sim053 = c(-42.59, -41.12, -37.51, -40.59, -36.53), > Sim054 = c(-45.76, -41.83, -47.43, -36.45, -37.5), Sim055 = c(-36.82, > -36.79, -43.26, -42.57, -40.27), Sim056 = c(-32.67, -39.79, > -43.04, -37.49, -39.3), Sim057 = c(-34.1, -35.39, -37.94, > -50.67, -34.52), Sim058 = c(-34.29, -37.04, -35.8, -40.1, > -39.7), Sim059 = c(-39.59, -32.86, -42.71, -38.94, -45.85 > ), Sim060 = c(-44.08, -42.37, -44.43, -37.32, -39.26), > Sim061 = c(-38.05, -39.61, -45.93, -40.56, -39.69), Sim062 = c(-31.21, > -35.97, -38.78, -43.4, -37.32), Sim063 = c(-35.34, -40.71, > -40.02, -36.25, -40.32), Sim064 = c(-44.73, -36.72, -36.19, > -44.45, -48.59), Sim065 = c(-32.72, -45.4, -33.36, -42.75, > -50.86), Sim066 = c(-33.12, -40.81, -41.6, -38.42, -35.93 > ), Sim067 = c(-32.26, -38.45, -36, -39.26, -36.56), Sim068 = c(-36.53, > -38.71, -39.94, -40.84, -36.22), Sim069 = c(-39.6, -47.15, > -38.72, -46.39, -41.39), Sim070 = c(-37.83, -48.15, -37.94, > -39.7, -39.23), Sim071 = c(-49.75, -42.82, -35.91, -35.08, > -41.43), Sim072 = c(-40.16, -36.99, -40.09, -39.94, -42.35 > ), Sim073 = c(-30.3, -41.3, -41.85, -38.41, -45.58), > Sim074 = c(-34.4, -36.63, -42.29, -45.9, -47.07), Sim075 = c(-37.47, > -43.69, -34.87, -42.15, -46.66), Sim076 = c(-40.79, -37.95, > -42.26, -41.58, -36.4), Sim077 = c(-32.54, -38.49, -33.33, > -39.02, -37.83), Sim078 = c(-38.54, -41.83, -37.91, -42.65, > -37.18), Sim079 = c(-39.13, -38.63, -33.65, -36.41, -43.77 > ), Sim080 = c(-42.03, -42.47, -43.68, -34.88, -34.89), > Sim081 = c(-36.4, -34.11, -41.44, -38.61, -46.57), Sim082 = c(-35.68, > -38.53, -38.77, -35.27, -39.6), Sim083 = c(-35.52, -41.8, > -36.28, -40.92, -41.15), Sim084 = c(-36.67, -35.51, -36.83, > -38.78, -38.03), Sim085 = c(-44.2, -34.53, -39.89, -39.93, > -40.49), Sim086 = c(-33.88, -38.81, -34.62, -39.35, -42.93 > ), Sim087 = c(-37.02, -35.38, -49.91, -42.51, -47.33), > Sim088 = c(-33.51, -36.32, -37.01, -39.46, -41.32), Sim089 = c(-29.18, > -42.67, -38.41, -45.18, -44.61), Sim090 = c(-29.05, -32.94, > -46.38, -34.2, -41.94), Sim091 = c(-32.24, -37.59, -38.77, > -40.72, -39.48), Sim092 = c(-42.79, -44.5, -41.99, -40.21, > -36.8), Sim093 = c(-36.65, -41.11, -41.12, -44.01, -37.67 > ), Sim094 = c(-34.95, -44.86, -42.27, -40.73, -56.48), > Sim095 = c(-33.53, -38.83, -38.39, -40.82, -34.69), Sim096 = c(-42.41, > -36.12, -37.16, -33.86, -43.24), Sim097 = c(-35.1, -38.71, > -45.1, -39.18, -42.39), Sim098 = c(-32.08, -39.93, -39.66, > -40.71, -31.58), Sim099 = c(-37.41, -42.6, -37.58, -39.89, > -39.03), Sim100 = c(-38.75, -38.33, -42.42, -40.29, -35.67 > )), .Names = c("Year", "Site", "Sim001", "Sim002", "Sim003", > "Sim004", "Sim005", "Sim006", "Sim007", "Sim008", "Sim009", > "Sim010", "Sim011", "Sim012", "Sim013", "Sim014", "Sim015", > "Sim016", "Sim017", "Sim018", "Sim019", "Sim020", "Sim021", > "Sim022", "Sim023", "Sim024", "Sim025", "Sim026", "Sim027", > "Sim028", "Sim029", "Sim030", "Sim031", "Sim032", "Sim033", > "Sim034", "Sim035", "Sim036", "Sim037", "Sim038", "Sim039", > "Sim040", "Sim041", "Sim042", "Sim043", "Sim044", "Sim045", > "Sim046", "Sim047", "Sim048", "Sim049", "Sim050", "Sim051", > "Sim052", "Sim053", "Sim054", "Sim055", "Sim056", "Sim057", > "Sim058", "Sim059", "Sim060", "Sim061", "Sim062", "Sim063", > "Sim064", "Sim065", "Sim066", "Sim067", "Sim068", "Sim069", > "Sim070", "Sim071", "Sim072", "Sim073", "Sim074", "Sim075", > "Sim076", "Sim077", "Sim078", "Sim079", "Sim080", "Sim081", > "Sim082", "Sim083", "Sim084", "Sim085", "Sim086", "Sim087", > "Sim088", "Sim089", "Sim090", "Sim091", "Sim092", "Sim093", > "Sim094", "Sim095", "Sim096", "Sim097", "Sim098", "Sim099", > "Sim100"), row.names = c(NA, -5L), class = "data.frame")) > > >______________________________________________ >R-help@r-project.org mailing list >https://stat.ethz.ch/mailman/listinfo/r-help >PLEASE do read the posting guide http://www.R-project.org/posting-guide.html >and provide commented, minimal, self-contained, reproducible code.[[alternative HTML version deleted]]