Re: [R] help with reshape

Ivan Calandra Tue, 08 Sep 2015 06:48:41 -0700

Dear Petr,

Thank you for your help. I might look into this issue later (with thelatest version of R), but for now, your solution with package reshape2works perfectly!


Bests,
Ivan

--
Ivan Calandra, PhD
University of Reims Champagne-Ardenne
GEGENAA - EA 3795
CREA - 2 esplanade Roland Garros
51100 Reims, France
+33(0)3 26 77 36 89
ivan.calan...@univ-reims.fr
https://www.researchgate.net/profile/Ivan_Calandra

Le 08/09/15 15:42, PIKAL Petr a écrit :

Hi


Well, I cannot help you any further. It can be platform or version issue. You 
are using Mac, I work with PC, your R version is 3.2.1 mine is 3.3.0 (devel). 
Wizards from R core are appropriate for answering this. You can transfer our 
conversation to R-sig-Mac, if people using Mac found similar issue as you.

If there is R-devel for Mac you can try to install it and test your code there. 
If you still get the same result you can check it on different computer, maybe 
with some other OS.

Sorry that I cannot give you any positive answer. I hope that melt/dcast code 
can give you desired result, though.

Cheers
Petr

-----Original Message-----
From: Ivan Calandra [mailto:ivan.calan...@univ-reims.fr]
Sent: Tuesday, September 08, 2015 3:25 PM
To: PIKAL Petr; R list
Subject: Re: [R] help with reshape

I do get only 2 lines:

mydata <- structure(list(ID = c(543, 544, 545, 546, 547, 548, 549, 550,
551, 552, 553, 554, 555, 556, 557, 558, 559, 560, 561, 562, 11574,
11575, 11576, 11577, 11578, 11579, 11580, 11581, 11582, 11583, 683,
684, 685, 686, 687, 688, 689, 690, 691, 692, 693, 694, 695, 696, 697,
698, 699, 700, 701, 702), Nom_ech = c("Step1 B2", "Step1 B2", "Step1
B2",
"Step1 B2", "Step1 B2", "Step1 B2", "Step1 B2", "Step1 B2", "Step1 B2",
"Step1 B2", "Step1 B2", "Step1 B2", "Step1 B2", "Step1 B2", "Step1 B2",
"Step1 B2", "Step1 B2", "Step1 B2", "Step1 B2", "Step1 B2", "R1 S1 F1
0-3", "R1 S1 F1 0-3", "R1 S1 F1 0-3", "R1 S1 F1 0-3", "R1 S1 F1 0-3",
"R1 S1 F1 0-3", "R1 S1 F1 0-3", "R1 S1 F1 0-3", "R1 S1 F1 0-3", "R1 S1
F1 0-3", "S1 F1 0-3 (1) *100", "S1 F1 0-3 (1) *100", "S1 F1 0-3 (1)
*100", "S1 F1 0-3 (1) *100", "S1 F1 0-3 (1) *100",
"S1 F1 0-3 (1) *100", "S1 F1 0-3 (1) *100", "S1 F1 0-3 (1) *100", "S1
F1
0-3 (1) *100", "S1 F1 0-3 (1) *100", "S1 F1 0-3 (1) *100", "S1 F1 0-3
(1) *100", "S1 F1 0-3 (1) *100", "S1 F1 0-3 (1) *100", "S1 F1 0-3 (1)
*100", "S1 F1 0-3 (1) *100", "S1 F1 0-3 (1) *100", "S1 F1 0-3 (1)
*100",
"S1 F1 0-3 (1) *100", "S1 F1 0-3 (1) *100"), Etape = c("S1", "S1",
"S1", "S1", "S1", "S1", "S1", "S1", "S1", "S1", "S1", "S1", "S1", "S1",
"S1", "S1", "S1", "S1", "S1", "S1", "S1", "S1", "S1", "S1", "S1", "S1",
"S1", "S1", "S1", "S1", "S1", "S1", "S1", "S1", "S1", "S1", "S1", "S1",
"S1", "S1", "S1", "S1", "S1", "S1", "S1", "S1", "S1", "S1", "S1",
"S1"), Ech = c("B2", "B2", "B2", "B2", "B2", "B2", "B2", "B2", "B2",
"B2", "B2", "B2", "B2", "B2", "B2", "B2", "B2", "B2", "B2", "B2", "F10-
3", "F10-3", "F10-3", "F10-3", "F10-3", "F10-3", "F10-3", "F10-3",
"F10-3", "F10-3", "F10-3", "F10-3", "F10-3", "F10-3", "F10-3", "F10-3",
"F10-3", "F10-3", "F10-3", "F10-3", "F10-3", "F10-3", "F10-3", "F10-3",
"F10-3", "F10-3", "F10-3", "F10-3", "F10-3", "F10-3"), repet = c(NA,
NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,
NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 1, 1, 1, 1, 1, 1, 1, 1, 1,
1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1), dilution = c(1, 1, 1, 1, 1, 1, 1, 1,
1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 100,
100, 100, 100, 100, 100, 100, 100, 100, 100, 100, 100, 100, 100, 100,
100, 100, 100, 100, 100), Rincage = c("non", "non", "non", "non",
"non", "non", "non", "non", "non", "non", "non", "non", "non", "non",
"non", "non", "non", "non", "non", "non", "oui", "oui", "oui", "oui",
"oui", "oui", "oui", "oui", "oui", "oui", "non", "non", "non", "non",
"non", "non", "non", "non", "non", "non", "non", "non", "non", "non",
"non", "non", "non", "non", "non", "non"), Elem = c("Al1670", "As1890",
"As1937", "Ca1840", "Ca3158", "Cd2288", "Co2286", "Co2378", "Cr2055",
"Cr2835", "Cu2247", "Cu3247", "Fe2382", "Fe2599", "K_7664", "Mg2795",
"Mg2852", "Mn2576", "Mn2605", "Ni2216", "Al1670", "As1890", "As1937",
"Ca1840", "Ca3158", "Cd2288", "Co2286", "Co2378", "Cr2055", "Cr2835",
"Al1670", "As1890", "As1937", "Ca1840", "Ca3158", "Cd2288", "Co2286",
"Co2378", "Cr2055", "Cr2835", "Cu2247", "Cu3247", "Fe2382", "Fe2599",
"K_7664", "Mg2795", "Mg2852", "Mn2576", "Mn2605", "Ni2216"), Moyenne =
c(NA, NA, 3.7455, 596.166666666667, 578.2, 0.1514, NA, 1.87225, NA,
0.3664, 1.859, 1.96766666666667, NA, NA, 9.29566666666667, 13.08,
12.69, 0.26875, 0.2877, 0.2395, 5732.33333333333, 3.9615,
3.48833333333333, 337.433333333333, 323.533333333333,
0.877166666666667, 0.292466666666667, NA, 1.79566666666667, NA,
106.326666666667, NA, 2.2755, 291.933333333333, 278.833333333333,
0.819, NA, 3.946, NA, NA, 1.47766666666667, 1.63266666666667, 40.44,
40.2533333333333, 128.9, 50.11, 49.02, 37.4733333333333, 37.775,
0.3764)), .Names = c("ID", "Nom_ech", "Etape", "Ech", "repet",
"dilution", "Rincage", "Elem", "Moyenne"), row.names = c(1L, 2L, 3L,
4L, 5L, 6L, 7L, 8L, 9L, 10L, 11L, 12L, 13L, 14L, 15L, 16L, 17L, 18L,
19L, 20L, 29L, 30L, 31L, 32L, 33L, 34L, 35L, 36L, 37L, 38L, 112L, 113L,
114L, 115L, 116L, 117L, 118L, 119L, 120L, 121L, 122L, 123L, 124L, 125L,
126L, 127L, 128L, 129L, 130L, 131L), class = c("tbl_df", "tbl",
"data.frame"))


test2<-reshape(mydata, timevar="Elem",
idvar=c("Etape","Ech","repet","dilution","Rincage"), direction="wide",
drop=c("ID","Nom_ech"))


dput(test2)
structure(list(Etape = c("S1", "S1"), Ech = c("B2", "F10-3"), repet =
c(NA, 1), dilution = c(1, 100), Rincage = c("non", "non"),
Moyenne.Al1670 = c(NA, 106.326666666667), Moyenne.As1890 = c(NA_real_,
NA_real_), Moyenne.As1937 = c(3.7455, 2.2755), Moyenne.Ca1840 =
c(596.166666666667, 291.933333333333), Moyenne.Ca3158 = c(578.2,
278.833333333333), Moyenne.Cd2288 = c(0.1514, 0.819), Moyenne.Co2286 =
c(NA_real_, NA_real_), Moyenne.Co2378 = c(1.87225, 3.946),
Moyenne.Cr2055 = c(NA_real_, NA_real_), Moyenne.Cr2835 = c(0.3664, NA),
Moyenne.Cu2247 = c(1.859, 1.47766666666667), Moyenne.Cu3247 =
c(1.96766666666667, 1.63266666666667), Moyenne.Fe2382 = c(NA, 40.44),
Moyenne.Fe2599 = c(NA, 40.2533333333333), Moyenne.K_7664 =
c(9.29566666666667, 128.9), Moyenne.Mg2795 = c(13.08, 50.11),
Moyenne.Mg2852 = c(12.69, 49.02), Moyenne.Mn2576 = c(0.26875,
37.4733333333333), Moyenne.Mn2605 = c(0.2877, 37.775), Moyenne.Ni2216 =
c(0.2395, 0.3764)), .Names = c("Etape", "Ech", "repet", "dilution",
"Rincage", "Moyenne.Al1670", "Moyenne.As1890", "Moyenne.As1937",
"Moyenne.Ca1840", "Moyenne.Ca3158", "Moyenne.Cd2288", "Moyenne.Co2286",
"Moyenne.Co2378", "Moyenne.Cr2055", "Moyenne.Cr2835", "Moyenne.Cu2247",
"Moyenne.Cu3247", "Moyenne.Fe2382", "Moyenne.Fe2599", "Moyenne.K_7664",
"Moyenne.Mg2795", "Moyenne.Mg2852", "Moyenne.Mn2576", "Moyenne.Mn2605",
"Moyenne.Ni2216"), row.names = c(1L, 112L), class = c("tbl_df", "tbl",
"data.frame"), reshapeWide = structure(list(v.names = NULL, timevar =
"Elem", idvar = c("Etape", "Ech", "repet", "dilution", "Rincage"),
times = c("Al1670", "As1890", "As1937", "Ca1840", "Ca3158", "Cd2288",
"Co2286", "Co2378", "Cr2055", "Cr2835", "Cu2247", "Cu3247", "Fe2382",
"Fe2599", "K_7664", "Mg2795", "Mg2852", "Mn2576", "Mn2605", "Ni2216"),
varying = structure(c("Moyenne.Al1670", "Moyenne.As1890",
"Moyenne.As1937", "Moyenne.Ca1840", "Moyenne.Ca3158", "Moyenne.Cd2288",
"Moyenne.Co2286", "Moyenne.Co2378", "Moyenne.Cr2055", "Moyenne.Cr2835",
"Moyenne.Cu2247", "Moyenne.Cu3247", "Moyenne.Fe2382", "Moyenne.Fe2599",
"Moyenne.K_7664", "Moyenne.Mg2795", "Moyenne.Mg2852", "Moyenne.Mn2576",
"Moyenne.Mn2605", "Moyenne.Ni2216"), .Dim = c(1L, 20L))), .Names =
c("v.names", "timevar", "idvar", "times",
"varying")))


sessionInfo()
R version 3.2.1 (2015-06-18)
Platform: x86_64-apple-darwin10.8.0 (64-bit) Running under: OS X 10.6.8
(Snow Leopard)
locale:
[1] fr_FR.UTF-8/fr_FR.UTF-8/fr_FR.UTF-8/C/fr_FR.UTF-8/fr_FR.UTF-8
attached base packages:
[1] stats     graphics  grDevices utils     datasets  methods   base


I do not have the latest version installed, because there is no 3.2.2
for Snow Leopard... Could this be the reason?

Ivan

--
Ivan Calandra, PhD
University of Reims Champagne-Ardenne
GEGENAA - EA 3795
CREA - 2 esplanade Roland Garros
51100 Reims, France
+33(0)3 26 77 36 89
ivan.calan...@univ-reims.fr
https://www.researchgate.net/profile/Ivan_Calandra

Le 08/09/15 15:12, PIKAL Petr a écrit :

Hi

based on your data I got 3 lines with similar results as I got from

melt/dcast only the rows are not in the same order.

version

                 _
platform       i386-w64-mingw32
arch           i386
os             mingw32
system         i386, mingw32
status         Under development (unstable)
major          3
minor          3.0
year           2015
month          06
day            15
svn rev        68521
language       R
version.string R Under development (unstable) (2015-06-15 r68521)
nickname       Unsuffered Consequences

sessionInfo()

R Under development (unstable) (2015-06-15 r68521)
Platform: i386-w64-mingw32/i386 (32-bit) Running under: Windows XP
(build 2600) Service Pack 3

locale:
[1] LC_COLLATE=Czech_Czech Republic.1250  LC_CTYPE=Czech_Czech

Republic.1250    LC_MONETARY=Czech_Czech Republic.1250

[4] LC_NUMERIC=C                          LC_TIME=Czech_Czech

Republic.1250

attached base packages:
[1] stats     datasets  utils     grDevices graphics  methods   base

other attached packages:
[1] reshape2_1.4.1  lattice_0.20-31 fun_0.1

loaded via a namespace (and not attached):
   [1] Rcpp_0.11.6      digest_0.6.8     MASS_7.3-40      grid_3.3.0

plyr_1.8.3       nlme_3.1-120     gtable_0.1.2     magrittr_1.5

   [9] scales_0.2.5     ggplot2_1.0.1    stringi_0.4-1    proto_0.3-10

tools_3.3.0      stringr_1.0.0    munsell_0.4.2    colorspace_1.2-6

test2<-reshape(mydata, timevar="Elem",
idvar=c("Etape","Ech","repet","dilution","Rincage"),
direction="wide", drop=c("ID","Nom_ech"))

dput(test2)

structure(list(Etape = c("S1", "S1", "S1"), Ech = c("B2", "F10-3",
"F10-\n 3"), repet = c(NA, 1, 1), dilution = c(1, 100, 100),
      Rincage = c("non", "non", "non"), Moyenne.Al1670 = c(NA,
      106.326666666667, NA), Moyenne.As1890 = c(NA_real_, NA_real_,
      NA_real_), Moyenne.As1937 = c(3.7455, 2.2755, NA),

Moyenne.Ca1840 = c(596.166666666667,

      291.933333333333, NA), Moyenne.Ca3158 = c(578.2,

278.833333333333,

      NA), Moyenne.Cd2288 = c(0.1514, 0.819, NA), Moyenne.Co2286 =

c(NA_real_,

      NA_real_, NA_real_), Moyenne.Co2378 = c(1.87225, 3.946, NA
      ), Moyenne.Cr2055 = c(NA_real_, NA_real_, NA_real_),

Moyenne.Cr2835 = c(0.3664,

      NA, NA), Moyenne.Cu2247 = c(1.859, 1.47766666666667, NA),
      Moyenne.Cu3247 = c(1.96766666666667, 1.63266666666667, NA
      ), Moyenne.Fe2382 = c(NA, 40.44, NA), Moyenne.Fe2599 = c(NA,
      40.2533333333333, NA), Moyenne.K_7664 = c(9.29566666666667,
      NA, 128.9), Moyenne.Mg2795 = c(13.08, 50.11, NA), Moyenne.Mg2852

= c(12.69,

      49.02, NA), Moyenne.Mn2576 = c(0.26875, 37.4733333333333,
      NA), Moyenne.Mn2605 = c(0.2877, 37.775, NA), Moyenne.Ni2216 =

c(0.2395,

      0.3764, NA)), .Names = c("Etape", "Ech", "repet", "dilution",
"Rincage", "Moyenne.Al1670", "Moyenne.As1890", "Moyenne.As1937",
"Moyenne.Ca1840", "Moyenne.Ca3158", "Moyenne.Cd2288",
"Moyenne.Co2286", "Moyenne.Co2378", "Moyenne.Cr2055",
"Moyenne.Cr2835", "Moyenne.Cu2247", "Moyenne.Cu3247",
"Moyenne.Fe2382", "Moyenne.Fe2599", "Moyenne.K_7664",
"Moyenne.Mg2795", "Moyenne.Mg2852", "Moyenne.Mn2576",
"Moyenne.Mn2605", "Moyenne.Ni2216"), row.names = c(1L, 112L, 126L),

class = c("tbl_df", "tbl", "data.frame"), reshapeWide =
structure(list(v.names = NULL,

      timevar = "Elem", idvar = c("Etape", "Ech", "repet", "dilution",
      "Rincage"), times = c("Al1670", "As1890", "As1937", "Ca1840",
      "Ca3158", "Cd2288", "Co2286", "Co2378", "Cr2055", "Cr2835",
      "Cu2247", "Cu3247", "Fe2382", "Fe2599", "K_7664", "Mg2795",
      "Mg2852", "Mn2576", "Mn2605", "Ni2216"), varying =

structure(c("Moyenne.Al1670",

      "Moyenne.As1890", "Moyenne.As1937", "Moyenne.Ca1840",

"Moyenne.Ca3158",

      "Moyenne.Cd2288", "Moyenne.Co2286", "Moyenne.Co2378",

"Moyenne.Cr2055",

      "Moyenne.Cr2835", "Moyenne.Cu2247", "Moyenne.Cu3247",

"Moyenne.Fe2382",

      "Moyenne.Fe2599", "Moyenne.K_7664", "Moyenne.Mg2795",

"Moyenne.Mg2852",

      "Moyenne.Mn2576", "Moyenne.Mn2605", "Moyenne.Ni2216"), .Dim =

c(1L,

      20L))), .Names = c("v.names", "timevar", "idvar", "times",
"varying")))
dput(test)
structure(list(Etape = c("S1", "S1", "S1", "S1"), Ech = c("B2",
"F10-\n 3", "F10-3", "F10-3"), repet = c(NA, 1, 1, NA), dilution =
c(1, 100, 100, 1), Rincage = c("non", "non", "non", "oui"), Al1670 =
c(NA, NA, 106.326666666667, 5732.33333333333), As1890 = c(NA, NA, NA,
3.9615), As1937 = c(3.7455, NA, 2.2755, 3.48833333333333), Ca1840 =
c(596.166666666667, NA, 291.933333333333, 337.433333333333), Ca3158 =
c(578.2, NA, 278.833333333333, 323.533333333333), Cd2288 = c(0.1514,
NA, 0.819, 0.877166666666667), Co2286 = c(NA, NA, NA,

0.292466666666667),

      Co2378 = c(1.87225, NA, 3.946, NA), Cr2055 = c(NA, NA, NA,
      1.79566666666667), Cr2835 = c(0.3664, NA, NA, NA), Cu2247 =

c(1.859,

      NA, 1.47766666666667, NA), Cu3247 = c(1.96766666666667, NA,
      1.63266666666667, NA), Fe2382 = c(NA, NA, 40.44, NA), Fe2599 =

c(NA,

      NA, 40.2533333333333, NA), K_7664 = c(9.29566666666667, 128.9,
      NA, NA), Mg2795 = c(13.08, NA, 50.11, NA), Mg2852 = c(12.69,
      NA, 49.02, NA), Mn2576 = c(0.26875, NA, 37.4733333333333,
      NA), Mn2605 = c(0.2877, NA, 37.775, NA), Ni2216 = c(0.2395,
      NA, 0.3764, NA)), .Names = c("Etape", "Ech", "repet",

"dilution",

"Rincage", "Al1670", "As1890", "As1937", "Ca1840", "Ca3158",

"Cd2288",

"Co2286", "Co2378", "Cr2055", "Cr2835", "Cu2247", "Cu3247", "Fe2382",
"Fe2599", "K_7664", "Mg2795", "Mg2852", "Mn2576", "Mn2605",

"Ni2216"),

row.names = c(NA, -4L), class = "data.frame") Cheers Petr

-----Original Message-----
From: Ivan Calandra [mailto:ivan.calan...@univ-reims.fr]
Sent: Tuesday, September 08, 2015 2:56 PM
To: PIKAL Petr; R list
Subject: Re: [R] help with reshape

Thanks Petr,
It looks good, but I have to check in more details.

Can anyone help me with my original solution using reshape()? I'd
like to understand what I did wrong.
reshape(mydata, timevar="Elem",
idvar=c("Etape","Ech","repet","dilution","Rincage"),
direction="wide",
drop=c("ID","Nom_ech"))

Thank you in advance
Ivan

--
Ivan Calandra, PhD
University of Reims Champagne-Ardenne GEGENAA - EA 3795 CREA - 2
esplanade Roland Garros 51100 Reims, France
+33(0)3 26 77 36 89
ivan.calan...@univ-reims.fr
https://www.researchgate.net/profile/Ivan_Calandra

Le 08/09/15 14:45, PIKAL Petr a écrit :

Hi

I looked into docs to reshape2 and played around a bit and by some
magical feature

test <- dcast(mm, Etape+Ech+repet+dilution+Rincage~Elem)

probably works as you expect.

I cannot comment your solution as I use reshape only sparsely.

Cheers
Petr

-----Original Message-----
From: R-help [mailto:r-help-boun...@r-project.org] On Behalf Of
Ivan Calandra
Sent: Tuesday, September 08, 2015 2:18 PM
To: R list
Subject: Re: [R] help with reshape

Thank you Petr,

It kinda works, but not completely. The problem is that it

produces

column for each value ("Moyenne"), and not each element of "Elem".
That means I have only one value per column, instead of up to 3.
For example, I have 3 columns for Al1670 instead of just one, and
each column contains maximum one value (the others being NA).

Not sure I am being clear...

By the way, I don't understand why my solution did not work; what
is wrong there?

Thank you again!
Ivan

--
Ivan Calandra, PhD
University of Reims Champagne-Ardenne GEGENAA - EA 3795 CREA - 2
esplanade Roland Garros 51100 Reims, France
+33(0)3 26 77 36 89
ivan.calan...@univ-reims.fr
https://www.researchgate.net/profile/Ivan_Calandra

Le 08/09/15 14:04, PIKAL Petr a écrit :

Hi

I am not sure if I got it

library(reshape2)
mm<-melt(mydata, measure.vars="Moyenne") test <- dcast(mm,
Etape+Ech+repet+dilution+Rincage~Elem+value)

gives me 3 rows but names need some tweaking afterwards.

nn<-paste("Moyenne", unlist(lapply(strsplit(names(test)[-(1:5)],

"_"),

"[", 1)), sep=".") names(test)[-(1:5)]<-nn

Cheers
Petr

-----Original Message-----
From: R-help [mailto:r-help-boun...@r-project.org] On Behalf Of
Ivan Calandra
Sent: Tuesday, September 08, 2015 12:33 PM
To: R list
Subject: [R] help with reshape

Dear users,

I'm having troubles with reshaping a data.frame from long to

wide

format.
I copy the output of dput() at the end of the mail because it is
quite long.

Each row of the column "Elem" should be transposed to a new

column.

All variables "Etape", "Ech", "repet", "dilution", "Rincage"

define

the samples. Meaning that for each unique combination of these
variables, I want a single row, and as many columns as elements
in

"Elem".

So I tried:
reshape(mydata, timevar="Elem",
idvar=c("Etape","Ech","repet","dilution","Rincage"),
direction="wide",
drop=c("ID","Nom_ech"))

The problem is that some columns are not used at all for

defining

samples. In this case, the row "S1, F10-3, NA, 1, oui" is
missing, but I don't understand why.

Can you help me with that? I have no idea what I am doing

wrong...

Thanks in advance,
Ivan



mydata <- structure(list(ID = c(543, 544, 545, 546, 547, 548,
549, 550, 551, 552, 553, 554, 555, 556, 557, 558, 559, 560, 561,
562, 11574, 11575, 11576, 11577, 11578, 11579, 11580, 11581,
11582,

11583,

683, 684, 685, 686, 687, 688, 689, 690, 691, 692, 693, 694, 695,

696,

697, 698, 699, 700, 701, 702), Nom_ech = c("Step1 B2", "Step1
B2",
"Step1 B2", "Step1 B2", "Step1 B2", "Step1 B2", "Step1 B2",
"Step1 B2",
"Step1 B2", "Step1 B2", "Step1 B2", "Step1 B2", "Step1 B2",
"Step1 B2",
"Step1 B2", "Step1 B2", "Step1 B2", "Step1 B2", "Step1 B2",
"Step1 B2",
"R1 S1 F1 0-3", "R1 S1 F1 0-3", "R1 S1 F1 0-3", "R1 S1 F1 0-3",
"R1 S1 F1 0-3", "R1 S1 F1 0-3", "R1 S1 F1 0-3", "R1 S1 F1 0-3",
"R1 S1 F1 0-3", "R1 S1 F1 0-3", "S1 F1 0-3 (1) *100", "S1 F1 0-3
(1) *100",
"S1 F1 0-3 (1) *100", "S1 F1 0-3 (1) *100", "S1 F1 0-3 (1)

*100",

"S1 F1 0-3 (1) *100", "S1 F1 0-3 (1) *100", "S1 F1 0-3 (1)

*100",

"S1 F1 0-3 (1) *100", "S1 F1 0-3 (1) *100", "S1 F1 0-3 (1)

*100",

"S1 F1 0-3 (1) *100", "S1 F1 0-3 (1) *100", "S1 F1 0-3 (1)

*100",

"S1 F1 0-3 (1) *100", "S1 F1 0-3 (1) *100", "S1 F1 0-3 (1)

*100",

"S1 F1 0-3 (1) *100", "S1 F1 0-3 (1) *100", "S1 F1 0-3 (1) *100"
), Etape = c("S1", "S1", "S1", "S1", "S1", "S1", "S1", "S1",
"S1", "S1", "S1", "S1", "S1", "S1", "S1", "S1", "S1", "S1",

"S1",

"S1", "S1", "S1", "S1", "S1", "S1", "S1", "S1", "S1", "S1",

"S1",

"S1", "S1", "S1", "S1", "S1", "S1", "S1", "S1", "S1", "S1",

"S1",

"S1", "S1", "S1", "S1", "S1", "S1", "S1", "S1", "S1"), Ech =
c("B2", "B2", "B2", "B2", "B2", "B2", "B2", "B2", "B2", "B2",
"B2", "B2", "B2", "B2", "B2", "B2", "B2", "B2", "B2", "B2",
"F10-3", "F10-3", "F10-3", "F10-3", "F10-3", "F10-3", "F10-3",
"F10-3", "F10-3", "F10-3", "F10-3", "F10-3", "F10-3", "F10-3",
"F10-3", "F10-3", "F10-3", "F10-3", "F10-3", "F10-3", "F10-3",
"F10-3", "F10-3", "F10-3", "F10-

3", "F10-3", "F10-3", "F10-3", "F10-3", "F10-3"

), repet = c(NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,
NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,

NA,

1,

1,

1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1), dilution

c(1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,

1,

1, 1, 1, 1, 1, 1, 1, 1, 100, 100, 100, 100, 100, 100, 100, 100,
100, 100, 100, 100, 100, 100, 100, 100, 100, 100, 100, 100),
Rincage = c("non", "non", "non", "non", "non", "non", "non",

"non",

"non", "non", "non", "non", "non", "non", "non", "non", "non",
"non",

"non",

"non", "oui", "oui", "oui", "oui", "oui", "oui", "oui", "oui",

"oui",

"oui", "non", "non", "non", "non", "non", "non", "non", "non",

"non",

"non", "non", "non", "non", "non", "non", "non", "non", "non",

"non",

"non"), Elem = c("Al1670", "As1890", "As1937", "Ca1840",
"Ca3158", "Cd2288", "Co2286", "Co2378", "Cr2055", "Cr2835",
"Cu2247",

"Cu3247",

"Fe2382", "Fe2599", "K_7664", "Mg2795", "Mg2852", "Mn2576",

"Mn2605",

"Ni2216", "Al1670", "As1890", "As1937", "Ca1840", "Ca3158",

"Cd2288",

"Co2286", "Co2378", "Cr2055", "Cr2835", "Al1670", "As1890",

"As1937",

"Ca1840", "Ca3158", "Cd2288", "Co2286", "Co2378", "Cr2055",

"Cr2835",

"Cu2247", "Cu3247", "Fe2382", "Fe2599", "K_7664", "Mg2795",

"Mg2852",

"Mn2576", "Mn2605", "Ni2216"), Moyenne = c(NA, NA, 3.7455,
596.166666666667, 578.2, 0.1514, NA, 1.87225, NA, 0.3664, 1.859,
1.96766666666667, NA, NA, 9.29566666666667, 13.08, 12.69,
0.26875, 0.2877, 0.2395, 5732.33333333333, 3.9615,
3.48833333333333, 337.433333333333, 323.533333333333,
0.877166666666667, 0.292466666666667, NA, 1.79566666666667, NA,
106.326666666667, NA, 2.2755, 291.933333333333,

278.833333333333,

0.819, NA, 3.946, NA,

NA,

1.47766666666667, 1.63266666666667, 40.44, 40.2533333333333,

128.9,

50.11, 49.02, 37.4733333333333, 37.775, 0.3764)), .Names =
c("ID", "Nom_ech", "Etape", "Ech", "repet", "dilution",
"Rincage", "Elem", "Moyenne"), row.names = c(1L, 2L, 3L, 4L, 5L,
6L, 7L, 8L, 9L, 10L, 11L, 12L, 13L, 14L, 15L, 16L, 17L, 18L,

19L,

20L, 29L, 30L, 31L,

32L,

33L, 34L, 35L, 36L, 37L, 38L, 112L, 113L, 114L, 115L, 116L,

117L,

118L, 119L, 120L, 121L, 122L, 123L, 124L, 125L, 126L, 127L,

128L,

129L, 130L, 131L ), class = c("tbl_df", "tbl", "data.frame"))


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