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Rainer M. Krug

2007-Mar-05 09:04 UTC

[R] Identifying last record in individual growth data over different time intervalls

Hi

I have a plist t which contains size measurements of individual plants, 
identified by the field "plate". It contains, among other, a field 
"year" indicating the year in which the individual was measured and
the
"height". The number of measurements range from 1 to 4 measurements in
different years.
My problem is that I would need the LAST measurement. I only came up 
with the solution below which is probably way to complicated, but I 
can't think of another solution.

Does anybody has an idea how to do this more effectively?

Finally I would like to have a data.frame t2 which only contains the 
entries of the last measurements.

Thanks in advance,

Rainer



 > unlist(
	sapply(
		split(t, t$plate),
		function(i)
		{
			i[i$year==max(i$year),]$id
		}
		)
	)

      15      20      33      43      44      47      64     D72    S200 
    S201
2006001 2006003 2006005 2006007 2006008 2006009 2006014 2006015 2006016 
2006017
    S202    S203    S204    S205    S206    S207    S208    S209    S210 
    S211
2004095 2006019 2006020 2006021 2006022 2006023 2006024 2006025 2006026 
2006027
    S212    S213    S214    S215    S216    S217    S218    S219    S220 
    S222
2006028 2006029 2006030 2006031 2006032 2006033 2006034 2006035 2006036 
2006037
    S223    S224    S225    S226    S227    S228    S229    S230    S231 
    S232
2006038 2006039 2006040 2006041 2006042 2006043 2006044 2006045 2006046 
2006047
 >
 > t
              id plate year height
2004007 2004007    15 2004   0.40
2005024 2005024    15 2005   0.43
2006001 2006001    15 2006   0.44
2004012 2004012    20 2004   0.90
2005026 2005026    20 2005   0.94
2006003 2006003    20 2006   0.98
2004025 2004025    33 2004   0.15
2005027 2005027    33 2005   0.15
2006005 2006005    33 2006   0.16
2004035 2004035    43 2004   0.26
2005038 2005038    43 2005   0.30
2006007 2006007    43 2006   0.38
2004036 2004036    44 2004   0.32
2005030 2005030    44 2005   0.39
2006008 2006008    44 2006   0.46
2004039 2004039    47 2004   0.50
2005025 2005025    47 2005   0.55
2006009 2006009    47 2006   0.63
2004055 2004055    64 2004   0.45
2005029 2005029    64 2005   0.58
2006014 2006014    64 2006   0.67
2006015 2006015   D72 2006   0.30
2004093 2004093  S200 2004   0.68
2005040 2005040  S200 2005   0.74
2006016 2006016  S200 2006   0.84
2004094 2004094  S201 2004   0.46
2005041 2005041  S201 2005   0.49
2006017 2006017  S201 2006   0.53
2004095 2004095  S202 2004   0.17
2004096 2004096  S203 2004   0.23
2005032 2005032  S203 2005   0.23
2006019 2006019  S203 2006   0.23
2004097 2004097  S204 2004   0.25
2005031 2005031  S204 2005   0.29
2006020 2006020  S204 2006   0.41
2004098 2004098  S205 2004   0.22
2005039 2005039  S205 2005   0.26
2006021 2006021  S205 2006   0.37
2004099 2004099  S206 2004   0.19
2005035 2005035  S206 2005   0.25
2006022 2006022  S206 2006   0.37
2004100 2004100  S207 2004   0.29
2005003 2005003  S207 2005   0.36
2006023 2006023  S207 2006   0.41
2004101 2004101  S208 2004   0.17
2005005 2005005  S208 2005   0.20
2006024 2006024  S208 2006   0.16
2004102 2004102  S209 2004   0.16
2005008 2005008  S209 2005   0.19
2006025 2006025  S209 2006   0.24
2004103 2004103  S210 2004   0.09
2005007 2005007  S210 2005   0.14
2006026 2006026  S210 2006   0.15
2004104 2004104  S211 2004   0.12
2005006 2005006  S211 2005   0.12
2006027 2006027  S211 2006   0.22
2004105 2004105  S212 2004   0.61
2005011 2005011  S212 2005   0.71
2006028 2006028  S212 2006   0.81
2004106 2004106  S213 2004   0.28
2005010 2005010  S213 2005   0.37
2006029 2006029  S213 2006   0.44
2004107 2004107  S214 2004   0.47
2005009 2005009  S214 2005   0.59
2006030 2006030  S214 2006   0.67
2004108 2004108  S215 2004   0.43
2005004 2005004  S215 2005   0.53
2006031 2006031  S215 2006   0.66
2004109 2004109  S216 2004   0.35
2005019 2005019  S216 2005   0.38
2006032 2006032  S216 2006   0.41
2004110 2004110  S217 2004   0.20
2005018 2005018  S217 2005   0.21
2006033 2006033  S217 2006   0.32
2004111 2004111  S218 2004   0.19
2005014 2005014  S218 2005   0.21
2006034 2006034  S218 2006   0.27
2004112 2004112  S219 2004   0.21
2005034 2005034  S219 2005   0.24
2006035 2006035  S219 2006   0.24
2004113 2004113  S220 2004   0.19
2005021 2005021  S220 2005   0.19
2006036 2006036  S220 2006   0.25
2004114 2004114  S222 2004   0.34
2005020 2005020  S222 2005   0.35
2006037 2006037  S222 2006   0.46
2005013 2005013  S223 2005   0.04
2006038 2006038  S223 2006   0.04
2005012 2005012  S224 2005   0.13
2006039 2006039  S224 2006   0.14
-- 
NEW EMAIL ADDRESS AND ADDRESS:

Rainer.Krug at uct.ac.za

RKrug at sun.ac.za WILL BE DISCONTINUED END OF MARCH

Rainer M. Krug, Dipl. Phys. (Germany), MSc Conservation
Biology (UCT)

Leslie Hill Institute for Plant Conservation
University of Cape Town
Rondebosch 7701
South Africa

Fax:		+27 - (0)86 516 2782
Fax:		+27 - (0)21 650 2440 (w)
Cell:		+27 - (0)83 9479 042

Skype:		RMkrug

email:	Rainer.Krug at uct.ac.za
       	Rainer at krugs.de

jim holtman

2007-Mar-05 15:58 UTC

head link

[R] Identifying last record in individual growth data over different time intervalls

What is wrong with the method that you have?  It looks reasonable
efficient.  As with other languages, there are always other ways of doing
it.  Here is another to consider, but it is basically the same:
> sapply(split(t, t$plate), function(x) x$id[which.max(x$year)])     15      20      33      43      44      47      64     D72    S200
S201    S202    S203    S204
2006001 2006003 2006005 2006007 2006008 2006009 2006014 2006015 2006016
2006017 2004095 2006019 2006020
   S205    S206    S207    S208    S209    S210    S211    S212    S213
S214    S215    S216    S217
2006021 2006022 2006023 2006024 2006025 2006026 2006027 2006028 2006029
2006030 2006031 2006032 2006033
   S218    S219    S220    S222    S223    S224
2006034 2006035 2006036 2006037 2006038 2006039>


On 3/5/07, Rainer M. Krug <Rainer.Krug@uct.ac.za>
wrote:>
> Hi
>
> I have a plist t which contains size measurements of individual plants,
> identified by the field "plate". It contains, among other, a
field
> "year" indicating the year in which the individual was measured
and the
> "height". The number of measurements range from 1 to 4
measurements in
> different years.
> My problem is that I would need the LAST measurement. I only came up
> with the solution below which is probably way to complicated, but I
> can't think of another solution.
>
> Does anybody has an idea how to do this more effectively?
>
> Finally I would like to have a data.frame t2 which only contains the
> entries of the last measurements.
>
> Thanks in advance,
>
> Rainer
>
>
>
> > unlist(
>        sapply(
>                split(t, t$plate),
>                function(i)
>                {
>                        i[i$year==max(i$year),]$id
>                }
>                )
>        )
>
>      15      20      33      43      44      47      64     D72    S200
>    S201
> 2006001 2006003 2006005 2006007 2006008 2006009 2006014 2006015 2006016
> 2006017
>    S202    S203    S204    S205    S206    S207    S208    S209    S210
>    S211
> 2004095 2006019 2006020 2006021 2006022 2006023 2006024 2006025 2006026
> 2006027
>    S212    S213    S214    S215    S216    S217    S218    S219    S220
>    S222
> 2006028 2006029 2006030 2006031 2006032 2006033 2006034 2006035 2006036
> 2006037
>    S223    S224    S225    S226    S227    S228    S229    S230    S231
>    S232
> 2006038 2006039 2006040 2006041 2006042 2006043 2006044 2006045 2006046
> 2006047
> >
> > t
>              id plate year height
> 2004007 2004007    15 2004   0.40
> 2005024 2005024    15 2005   0.43
> 2006001 2006001    15 2006   0.44
> 2004012 2004012    20 2004   0.90
> 2005026 2005026    20 2005   0.94
> 2006003 2006003    20 2006   0.98
> 2004025 2004025    33 2004   0.15
> 2005027 2005027    33 2005   0.15
> 2006005 2006005    33 2006   0.16
> 2004035 2004035    43 2004   0.26
> 2005038 2005038    43 2005   0.30
> 2006007 2006007    43 2006   0.38
> 2004036 2004036    44 2004   0.32
> 2005030 2005030    44 2005   0.39
> 2006008 2006008    44 2006   0.46
> 2004039 2004039    47 2004   0.50
> 2005025 2005025    47 2005   0.55
> 2006009 2006009    47 2006   0.63
> 2004055 2004055    64 2004   0.45
> 2005029 2005029    64 2005   0.58
> 2006014 2006014    64 2006   0.67
> 2006015 2006015   D72 2006   0.30
> 2004093 2004093  S200 2004   0.68
> 2005040 2005040  S200 2005   0.74
> 2006016 2006016  S200 2006   0.84
> 2004094 2004094  S201 2004   0.46
> 2005041 2005041  S201 2005   0.49
> 2006017 2006017  S201 2006   0.53
> 2004095 2004095  S202 2004   0.17
> 2004096 2004096  S203 2004   0.23
> 2005032 2005032  S203 2005   0.23
> 2006019 2006019  S203 2006   0.23
> 2004097 2004097  S204 2004   0.25
> 2005031 2005031  S204 2005   0.29
> 2006020 2006020  S204 2006   0.41
> 2004098 2004098  S205 2004   0.22
> 2005039 2005039  S205 2005   0.26
> 2006021 2006021  S205 2006   0.37
> 2004099 2004099  S206 2004   0.19
> 2005035 2005035  S206 2005   0.25
> 2006022 2006022  S206 2006   0.37
> 2004100 2004100  S207 2004   0.29
> 2005003 2005003  S207 2005   0.36
> 2006023 2006023  S207 2006   0.41
> 2004101 2004101  S208 2004   0.17
> 2005005 2005005  S208 2005   0.20
> 2006024 2006024  S208 2006   0.16
> 2004102 2004102  S209 2004   0.16
> 2005008 2005008  S209 2005   0.19
> 2006025 2006025  S209 2006   0.24
> 2004103 2004103  S210 2004   0.09
> 2005007 2005007  S210 2005   0.14
> 2006026 2006026  S210 2006   0.15
> 2004104 2004104  S211 2004   0.12
> 2005006 2005006  S211 2005   0.12
> 2006027 2006027  S211 2006   0.22
> 2004105 2004105  S212 2004   0.61
> 2005011 2005011  S212 2005   0.71
> 2006028 2006028  S212 2006   0.81
> 2004106 2004106  S213 2004   0.28
> 2005010 2005010  S213 2005   0.37
> 2006029 2006029  S213 2006   0.44
> 2004107 2004107  S214 2004   0.47
> 2005009 2005009  S214 2005   0.59
> 2006030 2006030  S214 2006   0.67
> 2004108 2004108  S215 2004   0.43
> 2005004 2005004  S215 2005   0.53
> 2006031 2006031  S215 2006   0.66
> 2004109 2004109  S216 2004   0.35
> 2005019 2005019  S216 2005   0.38
> 2006032 2006032  S216 2006   0.41
> 2004110 2004110  S217 2004   0.20
> 2005018 2005018  S217 2005   0.21
> 2006033 2006033  S217 2006   0.32
> 2004111 2004111  S218 2004   0.19
> 2005014 2005014  S218 2005   0.21
> 2006034 2006034  S218 2006   0.27
> 2004112 2004112  S219 2004   0.21
> 2005034 2005034  S219 2005   0.24
> 2006035 2006035  S219 2006   0.24
> 2004113 2004113  S220 2004   0.19
> 2005021 2005021  S220 2005   0.19
> 2006036 2006036  S220 2006   0.25
> 2004114 2004114  S222 2004   0.34
> 2005020 2005020  S222 2005   0.35
> 2006037 2006037  S222 2006   0.46
> 2005013 2005013  S223 2005   0.04
> 2006038 2006038  S223 2006   0.04
> 2005012 2005012  S224 2005   0.13
> 2006039 2006039  S224 2006   0.14
> --
> NEW EMAIL ADDRESS AND ADDRESS:
>
> Rainer.Krug@uct.ac.za
>
> RKrug@sun.ac.za WILL BE DISCONTINUED END OF MARCH
>
> Rainer M. Krug, Dipl. Phys. (Germany), MSc Conservation
> Biology (UCT)
>
> Leslie Hill Institute for Plant Conservation
> University of Cape Town
> Rondebosch 7701
> South Africa
>
> Fax:            +27 - (0)86 516 2782
> Fax:            +27 - (0)21 650 2440 (w)
> Cell:           +27 - (0)83 9479 042
>
> Skype:          RMkrug
>
> email:  Rainer.Krug@uct.ac.za
>        Rainer@krugs.de
>
> ______________________________________________
> R-help@stat.math.ethz.ch 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.
>


-- 
Jim Holtman
Cincinnati, OH
+1 513 646 9390

What is the problem you are trying to solve?

	[[alternative HTML version deleted]]

jim holtman

2007-Mar-05 16:03 UTC

head link

[R] Identifying last record in individual growth data over different time intervalls

If you were worried about efficiency and the structure/size of the dataframe
was complex/big, then you could work with the indices only which would be
more efficient:
> sapply(split(seq(nrow(t)), t$plate), function(x) t$id[x][which.max(t$year[x])])
     15      20      33      43      44      47      64     D72    S200
S201    S202    S203    S204
2006001 2006003 2006005 2006007 2006008 2006009 2006014 2006015 2006016
2006017 2004095 2006019 2006020
   S205    S206    S207    S208    S209    S210    S211    S212    S213
S214    S215    S216    S217
2006021 2006022 2006023 2006024 2006025 2006026 2006027 2006028 2006029
2006030 2006031 2006032 2006033
   S218    S219    S220    S222    S223    S224
2006034 2006035 2006036 2006037 2006038 2006039>


On 3/5/07, Rainer M. Krug <Rainer.Krug@uct.ac.za>
wrote:>
> Hi
>
> I have a plist t which contains size measurements of individual plants,
> identified by the field "plate". It contains, among other, a
field
> "year" indicating the year in which the individual was measured
and the
> "height". The number of measurements range from 1 to 4
measurements in
> different years.
> My problem is that I would need the LAST measurement. I only came up
> with the solution below which is probably way to complicated, but I
> can't think of another solution.
>
> Does anybody has an idea how to do this more effectively?
>
> Finally I would like to have a data.frame t2 which only contains the
> entries of the last measurements.
>
> Thanks in advance,
>
> Rainer
>
>
>
> > unlist(
>        sapply(
>                split(t, t$plate),
>                function(i)
>                {
>                        i[i$year==max(i$year),]$id
>                }
>                )
>        )
>
>      15      20      33      43      44      47      64     D72    S200
>    S201
> 2006001 2006003 2006005 2006007 2006008 2006009 2006014 2006015 2006016
> 2006017
>    S202    S203    S204    S205    S206    S207    S208    S209    S210
>    S211
> 2004095 2006019 2006020 2006021 2006022 2006023 2006024 2006025 2006026
> 2006027
>    S212    S213    S214    S215    S216    S217    S218    S219    S220
>    S222
> 2006028 2006029 2006030 2006031 2006032 2006033 2006034 2006035 2006036
> 2006037
>    S223    S224    S225    S226    S227    S228    S229    S230    S231
>    S232
> 2006038 2006039 2006040 2006041 2006042 2006043 2006044 2006045 2006046
> 2006047
> >
> > t
>              id plate year height
> 2004007 2004007    15 2004   0.40
> 2005024 2005024    15 2005   0.43
> 2006001 2006001    15 2006   0.44
> 2004012 2004012    20 2004   0.90
> 2005026 2005026    20 2005   0.94
> 2006003 2006003    20 2006   0.98
> 2004025 2004025    33 2004   0.15
> 2005027 2005027    33 2005   0.15
> 2006005 2006005    33 2006   0.16
> 2004035 2004035    43 2004   0.26
> 2005038 2005038    43 2005   0.30
> 2006007 2006007    43 2006   0.38
> 2004036 2004036    44 2004   0.32
> 2005030 2005030    44 2005   0.39
> 2006008 2006008    44 2006   0.46
> 2004039 2004039    47 2004   0.50
> 2005025 2005025    47 2005   0.55
> 2006009 2006009    47 2006   0.63
> 2004055 2004055    64 2004   0.45
> 2005029 2005029    64 2005   0.58
> 2006014 2006014    64 2006   0.67
> 2006015 2006015   D72 2006   0.30
> 2004093 2004093  S200 2004   0.68
> 2005040 2005040  S200 2005   0.74
> 2006016 2006016  S200 2006   0.84
> 2004094 2004094  S201 2004   0.46
> 2005041 2005041  S201 2005   0.49
> 2006017 2006017  S201 2006   0.53
> 2004095 2004095  S202 2004   0.17
> 2004096 2004096  S203 2004   0.23
> 2005032 2005032  S203 2005   0.23
> 2006019 2006019  S203 2006   0.23
> 2004097 2004097  S204 2004   0.25
> 2005031 2005031  S204 2005   0.29
> 2006020 2006020  S204 2006   0.41
> 2004098 2004098  S205 2004   0.22
> 2005039 2005039  S205 2005   0.26
> 2006021 2006021  S205 2006   0.37
> 2004099 2004099  S206 2004   0.19
> 2005035 2005035  S206 2005   0.25
> 2006022 2006022  S206 2006   0.37
> 2004100 2004100  S207 2004   0.29
> 2005003 2005003  S207 2005   0.36
> 2006023 2006023  S207 2006   0.41
> 2004101 2004101  S208 2004   0.17
> 2005005 2005005  S208 2005   0.20
> 2006024 2006024  S208 2006   0.16
> 2004102 2004102  S209 2004   0.16
> 2005008 2005008  S209 2005   0.19
> 2006025 2006025  S209 2006   0.24
> 2004103 2004103  S210 2004   0.09
> 2005007 2005007  S210 2005   0.14
> 2006026 2006026  S210 2006   0.15
> 2004104 2004104  S211 2004   0.12
> 2005006 2005006  S211 2005   0.12
> 2006027 2006027  S211 2006   0.22
> 2004105 2004105  S212 2004   0.61
> 2005011 2005011  S212 2005   0.71
> 2006028 2006028  S212 2006   0.81
> 2004106 2004106  S213 2004   0.28
> 2005010 2005010  S213 2005   0.37
> 2006029 2006029  S213 2006   0.44
> 2004107 2004107  S214 2004   0.47
> 2005009 2005009  S214 2005   0.59
> 2006030 2006030  S214 2006   0.67
> 2004108 2004108  S215 2004   0.43
> 2005004 2005004  S215 2005   0.53
> 2006031 2006031  S215 2006   0.66
> 2004109 2004109  S216 2004   0.35
> 2005019 2005019  S216 2005   0.38
> 2006032 2006032  S216 2006   0.41
> 2004110 2004110  S217 2004   0.20
> 2005018 2005018  S217 2005   0.21
> 2006033 2006033  S217 2006   0.32
> 2004111 2004111  S218 2004   0.19
> 2005014 2005014  S218 2005   0.21
> 2006034 2006034  S218 2006   0.27
> 2004112 2004112  S219 2004   0.21
> 2005034 2005034  S219 2005   0.24
> 2006035 2006035  S219 2006   0.24
> 2004113 2004113  S220 2004   0.19
> 2005021 2005021  S220 2005   0.19
> 2006036 2006036  S220 2006   0.25
> 2004114 2004114  S222 2004   0.34
> 2005020 2005020  S222 2005   0.35
> 2006037 2006037  S222 2006   0.46
> 2005013 2005013  S223 2005   0.04
> 2006038 2006038  S223 2006   0.04
> 2005012 2005012  S224 2005   0.13
> 2006039 2006039  S224 2006   0.14
> --
> NEW EMAIL ADDRESS AND ADDRESS:
>
> Rainer.Krug@uct.ac.za
>
> RKrug@sun.ac.za WILL BE DISCONTINUED END OF MARCH
>
> Rainer M. Krug, Dipl. Phys. (Germany), MSc Conservation
> Biology (UCT)
>
> Leslie Hill Institute for Plant Conservation
> University of Cape Town
> Rondebosch 7701
> South Africa
>
> Fax:            +27 - (0)86 516 2782
> Fax:            +27 - (0)21 650 2440 (w)
> Cell:           +27 - (0)83 9479 042
>
> Skype:          RMkrug
>
> email:  Rainer.Krug@uct.ac.za
>        Rainer@krugs.de
>
> ______________________________________________
> R-help@stat.math.ethz.ch 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.
>


-- 
Jim Holtman
Cincinnati, OH
+1 513 646 9390

What is the problem you are trying to solve?

	[[alternative HTML version deleted]]

Chris Stubben

2007-Mar-05 17:37 UTC

head link

[R] Identifying last record in individual growth data over different time intervalls

> Finally I would like to have a data.frame t2 which only contains the 
> entries of the last measurements.
> 
You could also use aggregate to get the max year per plate then join that back
to the original dataframe using merge on year and plate (common columns in both
dataframes).



x<-data.frame(id=(1:8), plate=c(15,15,15,20,20,33,43,43),
year=c(2004,2005,2006,2004,2005,2004,2005,2006), 
height=c(0.40,0.43,0.44,0.90,0.94,0.15,0.30,0.38))

merge(x, aggregate(list(year=x$year), list(plate=x$plate), max))


  plate year id height
1    15 2006  3   0.44
2    20 2005  5   0.94
3    33 2004  6   0.15
4    43 2006  8   0.38

Rainer M. Krug

2007-Mar-06 06:53 UTC

head link

[R] Identifying last record in individual growth data over different time intervalls

Hi Chris

Chris Stubben wrote:>> Finally I would like to have a data.frame t2 which only contains the 
>> entries of the last measurements.
>>
> 
> You could also use aggregate to get the max year per plate then join that
back
> to the original dataframe using merge on year and plate (common columns in
both
> dataframes).
> 
Thanks for the idea to use aggregate and merge - as I like SQL, this 
seems to be a nice approach.

Rainer
> 
> 
> x<-data.frame(id=(1:8), plate=c(15,15,15,20,20,33,43,43),
> year=c(2004,2005,2006,2004,2005,2004,2005,2006), 
> height=c(0.40,0.43,0.44,0.90,0.94,0.15,0.30,0.38))
> 
> merge(x, aggregate(list(year=x$year), list(plate=x$plate), max))
> 
> 
>   plate year id height
> 1    15 2006  3   0.44
> 2    20 2005  5   0.94
> 3    33 2004  6   0.15
> 4    43 2006  8   0.38
> 
> ______________________________________________
> R-help at stat.math.ethz.ch 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.

-- 
NEW EMAIL ADDRESS AND ADDRESS:

Rainer.Krug at uct.ac.za

RKrug at sun.ac.za WILL BE DISCONTINUED END OF MARCH

Rainer M. Krug, Dipl. Phys. (Germany), MSc Conservation
Biology (UCT)

Leslie Hill Institute for Plant Conservation
University of Cape Town
Rondebosch 7701
South Africa

Fax:		+27 - (0)86 516 2782
Fax:		+27 - (0)21 650 2440 (w)
Cell:		+27 - (0)83 9479 042

Skype:		RMkrug

email:	Rainer.Krug at uct.ac.za
       	Rainer at krugs.de

R help - Mar 2007 - Identifying last record in individual growth data over different time intervalls

[R] Identifying last record in individual growth data over different time intervalls

[R] Identifying last record in individual growth data over different time intervalls

[R] Identifying last record in individual growth data over different time intervalls

[R] Identifying last record in individual growth data over different time intervalls

[R] Identifying last record in individual growth data over different time intervalls