Resample time series data with replacement any way to do this in awk or just bash script


 
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# 1  
Old 03-19-2014
Resample time series data with replacement any way to do this in awk or just bash script

I have some time series data that I need to resample or downsample at some specific time intervals. The firs column is time in decimal hours. I am tryiong to resample this data every 3 minutse. So I need a data value ever 0.05. Here is the example data and as you can see, there time slot for 0.1500 is missing in my original data but I need that time slot with some interpolated value based on any interpolation method.
Code:
0          11.03    2    5.515
0.00833    11.01    2    5.505
0.01667    10.97    2    5.485
0.02500    10.9    2    5.45
0.03333    10.86    2    5.43
0.04167    10.83    2    5.415
0.05000    10.75    2    5.375
0.05833    10.73    2    5.365
0.06667    10.7    2    5.35
0.07500    10.67    2    5.335
0.08333    10.65    2    5.325
0.09167    10.63    2    5.315
0.10000    10.6    2    5.3
0.10833    10.55    2    5.275
0.11667    10.51    2    5.255
0.12500    10.5    2    5.25
0.13333    10.45    2    5.225
0.14167    10.44    2    5.22
0.15833    10.39    2    5.195
0.16667    10.35    2    5.175
0.17500    10.28    2    5.14
0.18333    10.25    2    5.125
0.19167    10.21    2    5.105
0.20000    14.13    3    4.71
0.20833    14.11    3    4.70333
0.21667    14.06    3    4.68667
0.22500    21.37    4    5.3425
0.23333    21.28    4    5.32
0.24167    21.18    4    5.295
0.25000    21.12    4    5.28
0.25833    21.05    4    5.2625
0.26667    20.95    4    5.2375
0.27500    20.87    4    5.2175
0.28333    20.79    4    5.1975
0.29167    20.67    4    5.1675
0.30000    20.59    4    5.1475
0.30833    20.54    4    5.135
0.31667    20.5    4    5.125
0.32500    20.44    4    5.11
0.33333    20.35    4    5.0875
0.34167    20.3    4    5.075
0.35000    20.22    4    5.055
0.35833    20.15    4    5.0375
0.36667    20.09    4    5.0225
0.37500    20.02    4    5.005
0.38333    19.99    4    4.9975
0.39167    19.97    4    4.9925
0.40000    19.87    4    4.9675

And here is the desired output
Code:
0          5.515
0.05000    5.375
0.10000    5.3
0.15000    some iterpolated value
0.20000    4.71
0.25000    5.28
0.30000    5.1475
0.35000    5.055
0.40000    4.9675

Here is what I have tried with awk
Code:
awk '1 == (NR +0) % 6 { printf "%-8s   %-8.4s\n",  $1, $4}' TECavgFile.txt > TECavgResample.txt

This is not producing what I need since I am just sampling every 6 datapoints. I would work if I have a complete data set without the missing datapoints where. This problem exists as long as my data has gaps as the time at which I need a sample is shifted by any gaps.

Is there any way to do this in awk or bash scripting?

Thank you for your kind assistance

Malandisa
# 2  
Old 03-20-2014
Below are the 2 solutions with slight difference. You can use as per your requirement
Code:
awk 'BEGIN{n = 5}
  {if((($1 * 100) % n) == 0) {printf "%7.5f   %-6.4f\n", $1, $4; p1 = 0}
  else if((($1 + p1) * 100) % 5 == 0)
    {printf "%7.5f   %-6.4f\n", ($1 + p1)/2, ($4 + p4)/2; p1 = 0}
  else {p1 = $1; p4 = $4}}' file

and
Code:
awk 'BEGIN{n = 5}
  {if(($1 * 100) == (n * x)) {printf "%7.5f   %-6.4f\n", $1, $4; p1 = 0; x++}
  else if((($1 + p1) * 50) == (n * x))
    {printf "%7.5f   %-6.4f\n", ($1 + p1)/2, ($4 + p4)/2; p1 = 0; x++}
  else {p1 = $1; p4 = $4}}' file

Below is the output I got with both the codes
Code:
0.00000   5.5150
0.05000   5.3750
0.10000   5.3000
0.15000   5.2075
0.20000   4.7100
0.25000   5.2800
0.30000   5.1475
0.35000   5.0550
0.40000   4.9675


Last edited by SriniShoo; 03-20-2014 at 06:02 AM.. Reason: provided output
This User Gave Thanks to SriniShoo For This Post:
# 3  
Old 03-20-2014
Hi guy,
this is a method to get your desired output, and it is modified from your code, may help u
Code:
 awk '$1*1000%50==0{if($1/0.05>cnt){for(i=cnt;i<$1/0.05;i++){printf "%-8s   %-8s\n",  sprintf("%.5f",0.05*cnt++),"some iterpolated value"}}printf "%-8s   %-8.4s\n",  $1, $4;cnt++}'

Hi guy, just edit a new version here to tell the others that your question is never been forgottenSmilie and do some small comment for this version for you. ( I increase the length of the variable's name to let them be easy to understand.

Code:
awk 'pretime<needtime&&$1>=needtime||$1-0==0{needvalue=$1==needtime?$4:(prevalue+$4)/2;printf "%-8s   %-8s\n", sprintf("%.5f",needtime),needvalue;needtime=needtime+0.05}{pretime=$1;prevalue=$4}'

#For every line we record $1 and $4 in two varible, so in next line we can use them and current $1 to compare for if we need to print, and if $1==needtime, we directly use the current $4 value, if not, we use the average of prevalue and current $4.

Last edited by Lucas_0418; 03-21-2014 at 12:41 PM..
This User Gave Thanks to Lucas_0418 For This Post:
# 4  
Old 03-21-2014
Hi SriniShoo, and all,

Thank you very much for your reply and it is taking me somewhere. I have taken time to come back and say thanks cause I have been trying to digest your solution. The first one works to an extent but I am failing to understand why it is ignoring some time slots. For example the data set below, it is jumping from 0.5000 to 0.6000 ignoring 0.55000. The second option is just ending at 0.5000 and not going any further than that. I have cracked my head to try and a figure out why this is so but I have still not managed yet!

Sorry for the big file, somehow I have failed to find a way of attaching the file. So As you have correctly understood my problem, I want to sample this data in steps of 0.05 with respect o column 1 and I am interested in column 1 and 4. But myoriginal data has gaps. So whever there is a gap, the next 0.05 time must be added to the data and a column 4 value added by some interpolation.

I thank you very much for your assistance it is helping and meanwhile I am cracking my head to understand your solution and to try and figure out how I can modify it to do the right thing.

Code:
0    11.81    2    5.905
0.00833    11.76    2    5.88
0.01667    11.7    2    5.85
0.02500    11.63    2    5.815
0.03333    11.57    2    5.785
0.04167    11.53    2    5.765
0.05000    11.48    2    5.74
0.05833    11.43    2    5.715
0.06667    11.36    2    5.68
0.07500    11.31    2    5.655
0.08333    11.25    2    5.625
0.09167    11.18    2    5.59
0.10000    11.14    2    5.57
0.10833    11.11    2    5.555
0.11667    11.06    2    5.53
0.12500    11.02    2    5.51
0.13333    10.95    2    5.475
0.14167    10.92    2    5.46
0.15000    10.88    2    5.44
0.15833    10.85    2    5.425
0.16667    10.78    2    5.39
0.17500    10.73    2    5.365
0.18333    10.68    2    5.34
0.19167    10.64    2    5.32
0.20000    10.62    2    5.31
0.20833    10.56    2    5.28
0.21667    10.56    2    5.28
0.22500    10.51    2    5.255
0.23333    10.46    2    5.23
0.24167    10.41    2    5.205
0.25000    10.37    2    5.185
0.25833    10.35    2    5.175
0.26667    10.3    2    5.15
0.27500    10.28    2    5.14
0.28333    10.22    2    5.11
0.29167    10.2    2    5.1
0.30000    10.15    2    5.075
0.30833    10.09    2    5.045
0.31667    10.07    2    5.035
0.32500    10.04    2    5.02
0.33333    17.77    3    5.92333
0.34167    17.74    3    5.91333
0.35000    17.69    3    5.89667
0.35833    28.12    4    7.03
0.36667    28    4    7
0.37500    27.86    4    6.965
0.38333    27.75    4    6.9375
0.39167    27.65    4    6.9125
0.40000    27.53    4    6.8825
0.40833    27.42    4    6.855
0.41667    27.3    4    6.825
0.42500    27.19    4    6.7975
0.43333    27.07    4    6.7675
0.44167    26.97    4    6.7425
0.45000    26.89    4    6.7225
0.45833    26.81    4    6.7025
0.46667    26.73    4    6.6825
0.47500    26.61    4    6.6525
0.48333    26.51    4    6.6275
0.49167    26.42    4    6.605
0.50000    26.31    4    6.5775
0.50833    26.21    4    6.5525
0.51667    26.15    4    6.5375
0.52500    26.04    4    6.51
0.53333    25.92    4    6.48
0.54167    25.84    4    6.46
0.55000    25.72    4    6.43
0.55833    25.59    4    6.3975
0.56667    25.46    4    6.365
0.57500    25.38    4    6.345
0.58333    25.28    4    6.32
0.59167    25.12    4    6.28
0.60000    25.1    4    6.275
0.60833    24.98    4    6.245
0.61667    24.87    4    6.2175
0.62500    24.8    4    6.2
0.63333    24.71    4    6.1775
0.64167    24.62    4    6.155
0.65000    24.57    4    6.1425
0.65833    24.47    4    6.1175
0.66667    24.41    4    6.1025
0.67500    24.33    4    6.0825
0.68333    24.27    4    6.0675
0.69167    24.19    4    6.0475
0.70000    24.14    4    6.035
0.70833    24.08    4    6.02
0.71667    23.97    4    5.9925
0.72500    23.91    4    5.9775
0.73333    23.79    4    5.9475
0.74167    23.72    4    5.93
0.75000    23.61    4    5.9025
0.75833    23.53    4    5.8825
0.76667    23.46    4    5.865
0.77500    23.35    4    5.8375
0.78333    23.28    4    5.82
0.79167    23.19    4    5.7975
0.80000    23.06    4    5.765
0.80833    22.98    4    5.745
0.81667    22.88    4    5.72
0.82500    22.83    4    5.7075
0.83333    22.75    4    5.6875
0.84167    22.68    4    5.67
0.85000    22.56    4    5.64
0.85833    22.47    4    5.6175
0.86667    22.46    4    5.615
0.87500    22.38    4    5.595
0.88333    22.32    4    5.58
0.89167    22.26    4    5.565
0.90000    22.16    4    5.54
0.90833    22.1    4    5.525
0.91667    21.97    4    5.4925
0.92500    21.92    4    5.48
0.93333    21.85    4    5.4625
0.94167    21.77    4    5.4425
0.95000    21.72    4    5.43
0.95833    21.69    4    5.4225
0.96667    21.58    4    5.395
0.97500    21.49    4    5.3725
0.98333    21.41    4    5.3525
0.99167    21.34    4    5.335
1.00000    21.25    4    5.3125
1.00833    21.18    4    5.295
1.01667    21.13    4    5.2825
1.02500    21.05    4    5.2625
1.03333    20.98    4    5.245
1.04167    20.93    4    5.2325
1.05000    20.86    4    5.215
1.05833    20.8    4    5.2
1.06667    20.72    4    5.18
1.07500    20.63    4    5.1575
1.08333    20.6    4    5.15
1.09167    20.5    4    5.125
1.10000    20.45    4    5.1125
1.10833    20.39    4    5.0975
1.11667    20.26    4    5.065
1.12500    20.22    4    5.055
1.13333    20.18    4    5.045
1.14167    20.1    4    5.025
1.15000    20.02    4    5.005
1.15833    19.96    4    4.99
1.16667    19.88    4    4.97
1.17500    19.78    4    4.945
1.18333    19.69    4    4.9225
1.19167    19.56    4    4.89
1.20000    19.47    4    4.8675
1.20833    19.43    4    4.8575
1.21667    19.39    4    4.8475
1.22500    19.3    4    4.825
1.23333    19.22    4    4.805
1.24167    19.16    4    4.79
1.25000    19.15    4    4.7875
1.25833    19.12    4    4.78
1.26667    19.06    4    4.765
1.27500    19.01    4    4.7525
1.28333    18.96    4    4.74
1.29167    18.93    4    4.7325
1.30000    18.85    4    4.7125
1.30833    18.83    4    4.7075
1.31667    18.79    4    4.6975
1.32500    18.74    4    4.685
1.33333    18.67    4    4.6675
1.34167    18.63    4    4.6575
1.35000    18.63    4    4.6575
1.35833    18.57    4    4.6425
1.36667    18.52    4    4.63
1.37500    18.47    4    4.6175
1.38333    18.39    4    4.5975
1.39167    18.37    4    4.5925
1.40000    18.29    4    4.5725
1.40833    18.24    4    4.56
1.41667    18.23    4    4.5575
1.42500    18.18    4    4.545
1.43333    18.17    4    4.5425
1.44167    18.1    4    4.525
1.45000    18.07    4    4.5175
1.45833    18    4    4.5
1.46667    18.01    4    4.5025
1.47500    17.95    4    4.4875
1.48333    17.9    4    4.475
1.49167    17.89    4    4.4725
1.50000    17.84    4    4.46
1.50833    17.76    4    4.44
1.51667    17.72    4    4.43
1.52500    17.72    4    4.43
1.53333    17.67    4    4.4175
1.54167    17.65    4    4.4125
1.55000    17.58    4    4.395
1.55833    17.57    4    4.3925
1.56667    17.51    4    4.3775
1.57500    17.51    4    4.3775
1.58333    17.5    4    4.375
1.59167    17.5    4    4.375
1.60000    17.51    4    4.3775
1.60833    17.49    4    4.3725
1.61667    17.5    4    4.375
1.62500    17.47    4    4.3675
1.63333    17.45    4    4.3625
1.64167    17.44    4    4.36
1.65000    17.41    4    4.3525
1.65833    17.43    4    4.3575
1.66667    17.46    4    4.365
1.67500    17.39    4    4.3475
1.68333    17.37    4    4.3425
1.69167    17.37    4    4.3425
1.70000    17.38    4    4.345
1.70833    17.39    4    4.3475
1.71667    17.4    4    4.35
1.72500    17.42    4    4.355
1.73333    17.39    4    4.3475
1.74167    17.41    4    4.3525
1.75000    17.45    4    4.3625
1.75833    17.48    4    4.37
1.76667    17.49    4    4.3725
1.77500    17.54    4    4.385
1.78333    17.54    4    4.385
1.79167    17.51    4    4.3775
1.80000    17.54    4    4.385
1.80833    17.57    4    4.3925
1.81667    17.55    4    4.3875
1.82500    17.58    4    4.395
1.83333    17.59    3    5.86333
1.84167    8.99    2    4.495
1.85000    8.98    2    4.49
1.85833    9.01    2    4.505
1.86667    9.05    2    4.525
1.87500    9.08    2    4.54
1.88333    9.13    2    4.565
1.89167    9.14    2    4.57
1.90000    9.14    2    4.57
1.90833    9.2    2    4.6
1.91667    9.22    2    4.61
1.92500    9.24    2    4.62
1.93333    9.28    2    4.64
1.94167    9.3    2    4.65
1.95000    9.33    2    4.665
1.95833    9.36    2    4.68
1.96667    9.42    2    4.71
1.97500    9.47    2    4.735
1.98333    9.45    2    4.725
1.99167    9.49    2    4.745
2.00000    9.51    2    4.755
2.00833    9.58    2    4.79
2.01667    9.61    2    4.805
2.02500    9.67    2    4.835
2.03333    9.72    2    4.86
2.04167    9.75    2    4.875
2.05000    9.79    2    4.895
2.05833    9.82    2    4.91
2.06667    9.87    2    4.935
2.07500    9.89    2    4.945
2.08333    9.99    2    4.995
2.09167    10.01    2    5.005
2.10000    10.09    2    5.045
2.10833    10.09    2    5.045
2.11667    10.12    2    5.06
2.12500    10.15    2    5.075
2.13333    10.19    2    5.095
2.14167    10.26    2    5.13
2.15000    10.27    2    5.135
2.15833    10.34    2    5.17
2.16667    10.38    2    5.19
2.17500    10.39    2    5.195
2.18333    10.44    2    5.22
2.19167    10.53    2    5.265
2.20000    10.53    2    5.265
2.20833    10.59    2    5.295
2.21667    10.59    2    5.295
2.22500    10.62    2    5.31
2.23333    10.66    2    5.33
2.24167    10.7    2    5.35
2.25000    10.76    2    5.38
2.25833    10.83    2    5.415
2.26667    10.87    2    5.435
2.27500    10.91    2    5.455
2.28333    10.95    2    5.475
2.29167    10.97    2    5.485
2.30000    11    2    5.5
2.30833    11.03    2    5.515
2.31667    11.07    2    5.535
2.32500    11.13    2    5.565
2.33333    11.18    2    5.59
2.34167    11.21    2    5.605
2.35000    11.2    2    5.6
2.35833    11.26    2    5.63
2.36667    11.28    2    5.64
2.37500    11.33    2    5.665
2.38333    11.41    2    5.705
2.39167    11.45    2    5.725
2.40000    11.5    2    5.75
2.40833    28.45    3    9.48333
2.41667    28.52    3    9.50667
2.42500    28.6    3    9.53333
2.43333    28.58    3    9.52667
2.44167    28.55    3    9.51667
2.45000    28.56    3    9.52
2.45833    28.57    3    9.52333
2.46667    28.59    3    9.53
2.47500    28.62    3    9.54
2.48333    28.62    3    9.54
2.49167    28.66    3    9.55333
2.50000    28.7    3    9.56667
2.50833    28.78    3    9.59333
2.51667    28.81    3    9.60333
2.52500    28.8    3    9.6
2.53333    28.83    3    9.61
2.54167    28.85    3    9.61667
2.55000    28.89    3    9.63
2.55833    23.74    2    11.87
2.56667    23.75    2    11.875
2.57500    23.78    2    11.89
2.58333    23.82    2    11.91
2.59167    23.85    2    11.925
2.60000    23.87    2    11.935
2.60833    23.87    2    11.935
2.61667    23.9    2    11.95
2.62500    23.92    2    11.96
2.63333    23.98    2    11.99
2.64167    24    2    12
2.65000    24.01    2    12.005
2.65833    24.03    2    12.015
2.66667    24.04    2    12.02
2.67500    24.06    2    12.03
2.68333    24.09    2    12.045
2.69167    24.12    2    12.06
2.70000    24.16    2    12.08
2.70833    24.18    2    12.09
2.71667    24.21    2    12.105
2.72500    24.25    2    12.125
2.73333    24.3    2    12.15
2.74167    24.33    2    12.165
2.75000    24.34    2    12.17
2.75833    24.37    2    12.185
2.76667    24.4    2    12.2
2.77500    24.42    2    12.21
2.78333    24.43    2    12.215
2.79167    24.48    2    12.24
2.80000    24.53    2    12.265
2.80833    24.57    2    12.285
2.81667    24.61    2    12.305
2.82500    24.62    2    12.31
2.83333    24.66    2    12.33
2.84167    24.65    2    12.325
2.85000    24.7    3    8.23333
2.85833    24.76    2    12.38
2.86667    24.88    3    8.29333
2.87500    24.9    3    8.3
2.88333    24.94    3    8.31333
2.89167    24.94    3    8.31333
2.90000    25    3    8.33333
2.90833    25.03    3    8.34333
2.91667    25.06    3    8.35333
2.92500    25.13    3    8.37667
2.93333    25.19    3    8.39667
2.94167    25.23    3    8.41
2.95000    25.28    3    8.42667
2.95833    25.32    3    8.44
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21.38750    9.76    1    9.76
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21.39583    9.76    1    9.76
21.40000    32.15    3    10.7167
21.40417    9.78    1    9.78
21.40833    32.08    3    10.6933
21.41250    9.79    1    9.79
21.41667    32.03    3    10.6767
21.42083    9.79    1    9.79
21.42500    31.95    3    10.65
21.42917    9.81    1    9.81
21.43333    31.88    3    10.6267
21.43750    9.8    1    9.8
21.44167    31.81    3    10.6033
21.44583    9.82    1    9.82
21.45000    31.81    3    10.6033
21.45417    9.84    1    9.84
21.45833    31.7    3    10.5667
21.46250    9.85    1    9.85
21.46667    31.69    3    10.5633
21.47083    9.86    1    9.86
21.47500    31.63    3    10.5433
21.47917    9.87    1    9.87
21.48333    31.61    3    10.5367
21.48750    9.86    1    9.86
21.49167    31.57    3    10.5233
21.49583    9.88    1    9.88
21.50000    31.58    3    10.5267
21.50417    9.89    1    9.89
21.50833    31.55    3    10.5167
21.51250    9.91    1    9.91
21.51667    31.51    3    10.5033
21.52083    9.93    1    9.93
21.52500    31.5    3    10.5
21.52917    9.93    1    9.93
21.53333    31.45    3    10.4833
21.53750    9.94    1    9.94
21.54167    31.42    3    10.4733
21.54583    9.96    1    9.96
21.55000    31.4    3    10.4667
21.55417    9.94    1    9.94
21.55833    31.41    3    10.47
21.56250    9.96    1    9.96
21.56667    31.32    3    10.44
21.57083    9.95    1    9.95
21.57500    31.29    3    10.43
21.57917    9.96    1    9.96
21.58333    31.27    3    10.4233
21.58750    9.98    1    9.98
21.59167    31.24    3    10.4133
21.59583    9.99    1    9.99
21.60000    31.25    3    10.4167
21.60417    10    1    10
21.60833    31.22    3    10.4067
21.61250    10.01    1    10.01
21.61667    31.2    3    10.4
21.62083    10.03    1    10.03
21.62500    31.19    3    10.3967
21.62917    10.07    1    10.07
21.63333    31.19    3    10.3967
21.63750    10.06    1    10.06
21.64167    31.19    3    10.3967
21.64583    10.06    1    10.06
21.65000    31.18    3    10.3933
21.65417    10.06    1    10.06
21.65833    31.18    3    10.3933
21.66250    10.07    1    10.07
21.66667    31.18    3    10.3933
21.67083    10.06    1    10.06
21.67500    31.21    3    10.4033
21.67917    10.08    1    10.08
21.68333    31.19    3    10.3967
21.68750    10.08    1    10.08
21.69167    31.24    3    10.4133
21.69583    10.08    1    10.08
21.70000    31.27    3    10.4233
21.70417    10.09    1    10.09
21.70833    31.28    3    10.4267
21.71250    10.1    1    10.1
21.71667    31.32    3    10.44
21.72083    10.12    1    10.12
21.72500    31.31    3    10.4367
21.72917    10.12    1    10.12
21.73333    31.34    3    10.4467
21.73750    10.14    1    10.14
21.74167    31.38    3    10.46
21.74583    10.13    1    10.13
21.75000    31.37    3    10.4567
21.75417    10.13    1    10.13
21.75833    31.38    3    10.46
21.76250    10.14    1    10.14
21.76667    31.39    3    10.4633
21.77083    10.15    1    10.15
21.77500    31.41    3    10.47
21.77917    10.18    1    10.18
21.78333    31.43    3    10.4767
21.78750    10.19    1    10.19
21.79167    31.45    3    10.4833
21.79583    10.21    1    10.21
21.80000    31.42    3    10.4733
21.80417    10.29    1    10.29
21.80833    31.44    3    10.48
21.81250    10.27    1    10.27
21.81667    31.47    3    10.49
21.82083    10.3    1    10.3
21.82500    31.51    3    10.5033
21.82917    10.31    1    10.31
21.83333    31.53    3    10.51
21.83750    10.34    1    10.34
21.84167    31.56    3    10.52
21.84583    10.38    1    10.38
21.85000    31.57    3    10.5233
21.85417    10.4    1    10.4
21.85833    31.61    3    10.5367
21.86250    10.42    1    10.42
21.86667    31.64    3    10.5467
21.87083    10.46    1    10.46
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21.88750    10.52    1    10.52
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21.90000    31.75    3    10.5833
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21.90833    31.79    3    10.5967
21.91250    10.55    1    10.55
21.91667    31.87    3    10.6233
21.92500    31.9    3    10.6333
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21.94167    32.06    3    10.6867
21.95000    32.14    3    10.7133
21.95833    32.21    3    10.7367
21.96667    32.28    3    10.76
21.97500    32.39    3    10.7967
21.98333    32.45    3    10.8167
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22.04167    33.06    3    11.02
22.05000    33.11    3    11.0367
22.05833    33.2    3    11.0667
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22.07500    33.31    3    11.1033
22.08333    33.36    3    11.12
22.09167    33.46    3    11.1533
22.10000    33.52    3    11.1733
22.10833    33.59    3    11.1967
22.11667    33.67    3    11.2233
22.12500    33.74    3    11.2467
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22.14167    33.91    3    11.3033
22.15000    33.99    3    11.33
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22.16667    34.1    3    11.3667
22.17500    34.18    3    11.3933
22.18333    34.24    3    11.4133
22.19167    34.33    3    11.4433
22.20000    34.41    3    11.47
22.20833    34.5    3    11.5
22.21667    34.62    3    11.54
22.22500    34.69    3    11.5633
22.23333    34.77    3    11.59
22.24167    34.85    3    11.6167
22.25000    34.96    3    11.6533
22.25833    35.08    3    11.6933
22.26667    35.19    3    11.73
22.27500    35.3    3    11.7667
22.28333    35.43    3    11.81
22.29167    35.49    3    11.83
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22.30833    50.62    4    12.655
22.31667    50.68    4    12.67
22.32500    50.72    4    12.68
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22.35833    50.79    4    12.6975
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22.43333    51    4    12.75
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22.46667    63.56    5    12.712
22.47500    63.55    5    12.71
22.48333    63.54    5    12.708
22.49167    63.53    5    12.706
22.50000    63.48    5    12.696
22.50833    63.46    5    12.692
22.51667    63.47    5    12.694
22.52500    63.46    5    12.692
22.53333    63.42    5    12.684
22.54167    63.42    5    12.684
22.55000    55.66    4    13.915
22.55833    55.64    4    13.91
22.56667    55.6    4    13.9
22.57500    55.58    4    13.895
22.58333    55.54    4    13.885
22.59167    55.45    4    13.8625
22.60000    55.45    4    13.8625
22.60833    55.41    4    13.8525
22.61667    55.33    4    13.8325
22.62500    55.33    4    13.8325
22.63333    35.84    3    11.9467
22.64167    35.75    3    11.9167
22.65000    35.7    3    11.9
22.65833    35.64    3    11.88
22.66667    35.56    3    11.8533
22.67500    35.53    3    11.8433
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22.69167    35.37    3    11.79
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22.71667    35.21    3    11.7367
22.72500    35.16    3    11.72
22.73333    35.07    3    11.69
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22.75000    34.96    3    11.6533
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22.76667    34.78    3    11.5933
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23.12500    31.69    3    10.5633
23.13333    31.64    3    10.5467
23.14167    31.6    3    10.5333
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23.15833    31.45    3    10.4833
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23.18333    31.28    3    10.4267
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23.20000    31.15    3    10.3833
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23.22500    30.93    3    10.31
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23.24167    30.75    3    10.25
23.25000    30.65    3    10.2167
23.25833    30.58    3    10.1933
23.26667    30.51    3    10.17
23.27500    30.43    3    10.1433
23.28333    30.35    3    10.1167
23.29167    30.32    3    10.1067
23.30000    30.24    3    10.08
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23.31667    30.11    3    10.0367
23.32500    30.08    3    10.0267
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23.34167    29.97    3    9.99
23.35000    29.86    3    9.95333
23.35833    29.83    3    9.94333
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23.37500    29.76    3    9.92
23.38333    29.74    3    9.91333
23.39167    29.69    3    9.89667
23.40000    29.65    3    9.88333
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23.42500    29.52    3    9.84
23.43333    29.44    3    9.81333
23.44167    29.38    3    9.79333
23.45000    29.34    3    9.78
23.45833    29.25    3    9.75
23.46667    29.21    3    9.73667
23.47500    29.18    3    9.72667
23.48333    29.12    3    9.70667
23.49167    29.06    3    9.68667
23.50000    29    3    9.66667
23.50833    28.99    3    9.66333
23.51667    28.97    3    9.65667
23.52500    28.9    3    9.63333
23.53333    28.87    3    9.62333
23.54167    28.82    3    9.60667
23.55000    28.78    3    9.59333
23.55833    28.78    3    9.59333
23.56667    28.77    3    9.59
23.57500    28.77    3    9.59
23.58333    28.73    3    9.57667
23.59167    14.69    2    7.345
23.60000    14.64    2    7.32
23.60833    14.58    2    7.29
23.61667    14.51    2    7.255
23.62500    14.47    2    7.235
23.63333    14.4    2    7.2
23.64167    14.37    2    7.185
23.65000    14.31    2    7.155
23.65833    14.28    2    7.14
23.66667    14.21    2    7.105
23.67500    14.13    2    7.065
23.68333    14.1    2    7.05
23.69167    14.02    2    7.01
23.70000    13.94    2    6.97
23.70833    13.89    2    6.945
23.71667    13.86    2    6.93
23.72500    13.82    2    6.91
23.73333    13.77    2    6.885
23.74167    13.74    2    6.87
23.75000    13.71    2    6.855
23.75833    13.65    2    6.825
23.76667    13.6    2    6.8
23.77500    6.93    1    6.93
23.78333    6.92    1    6.92
23.79167    6.88    1    6.88
23.80000    6.88    1    6.88
23.80833    6.86    1    6.86
23.81667    6.82    1    6.82
23.82500    6.79    1    6.79
23.83333    6.77    1    6.77
23.84167    6.73    1    6.73
23.85000    6.7    1    6.7
23.85833    6.67    1    6.67
23.86667    6.66    1    6.66
23.87500    6.61    1    6.61
23.88333    6.59    1    6.59
23.89167    6.57    1    6.57
23.90000    6.58    1    6.58
23.90833    6.56    1    6.56
23.91667    6.53    1    6.53
23.92500    6.49    1    6.49
23.93333    6.45    1    6.45
23.94167    6.44    1    6.44
23.95000    6.41    1    6.41
23.95833    6.38    1    6.38
23.96667    6.36    1    6.36
23.97500    6.35    1    6.35
23.98333    6.34    1    6.34
23.99167    6.32    1    6.32

---------- Post updated at 09:17 AM ---------- Previous update was at 04:19 AM ----------

Lucas_0418's solution does the right sampling on the time column, just need a way to compute the value for the second column based on the nearest values within that time momnet so that the "some interpolated value is replaces by a numerical value.

This is so so useful for me, I thank you people for all the help, I am really getting educated in this...

Thanks Lucas_0418, If I get something done I will let you know.

Thank you
malandisa

---------- Post updated at 11:20 AM ---------- Previous update was at 09:17 AM ----------

Lucas_0418's Solutions has worked perfectly,

Thank you Lucas_0418, I am very greatful and thank you for the explaination for the code. I am glad I can learn so much form you.

Thanks again
malandisa

---------- Post updated at 11:21 AM ---------- Previous update was at 11:20 AM ----------

Lucas_0418's Solutions has worked perfectly,

Thank you Lucas_0418, I am very greatful and thank you for the explaination for the code. I am glad I can learn so much form you.

Thanks again
malandisa
This User Gave Thanks to malandisa For This Post:
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