[R] Apply quantile function to each dataframe in a List R
Zilefac Elvis
zilefacelvis at yahoo.com
Wed Aug 6 17:50:12 CEST 2014
Great! Thanks.
AT.
On Monday, August 4, 2014 8:59 PM, rhelpmaillist <rhelpmaillist at 163.com> wrote:
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 at 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,
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> -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,
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> ), 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,
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> ), 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,
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> ), 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,
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> ), 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,
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> ), Sim099 = c(-34.04, -39.06, -41.09, -38.55, -40.75), Sim100 = c(-37.59,
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> "Sim001", "Sim002", "Sim003", "Sim004", "Sim005", "Sim006",
> "Sim007", "Sim008", "Sim009", "Sim010", "Sim011", "Sim012",
> "Sim013", "Sim014", "Sim015", "Sim016", "Sim017", "Sim018",
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> "Sim025", "Sim026", "Sim027", "Sim028", "Sim029", "Sim030",
> "Sim031", "Sim032", "Sim033", "Sim034", "Sim035", "Sim036",
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> "Sim043", "Sim044", "Sim045", "Sim046", "Sim047", "Sim048",
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> "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,
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> -38, -49.28), Sim005 = c(-40.03, -42.55, -42.88, -38.11,
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> ), 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,
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> -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,
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> -50.84, -40.62), Sim026 = c(-41.91, -35.46, -37.68, -46.45,
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> ), 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,
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> ), 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,
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> ), 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,
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> ), 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,
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> ), 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,
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> "Sim008", "Sim009", "Sim010", "Sim011", "Sim012", "Sim013",
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> "Sim080", "Sim081", "Sim082", "Sim083", "Sim084", "Sim085",
> "Sim086", "Sim087", "Sim088", "Sim089", "Sim090", "Sim091",
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> structure(list(Year = 2001:2005, Site = structure(c(1L, 1L,
> 1L, 1L, 1L), .Label = "G104", class = "factor"), Sim001 = c(-38.9,
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> ), Sim006 = c(-38.92, -35.83, -36.06, -34.24, -35.54), Sim007 = c(-36.53,
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> -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,
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> ), 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,
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> ), 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"))
>
>
>______________________________________________
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>PLEASE do read the posting guide http://www.R-project.org/posting-guide.html
>and provide commented, minimal, self-contained, reproducible code.
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