How to fill missing time points from a txt file

1 Ansicht (letzte 30 Tage)
Austin Bollinger
Austin Bollinger am 29 Jul. 2024
Kommentiert: Star Strider am 31 Jul. 2024
I have txt files that I am trying to read in and towards the end of the file it starts skipping time values and data points. I am trying to compare this txt file to another excel data set. I would like to create the missing time variables on the txt file and just fill them with NaN variables that way I can better match up the time. Should I use the fillmissing function? Any suggestion would be appreciated.
The excel file is also time shifted by about 3 seconds late so that is another problem I will have to face.
  4 Kommentare
Umar
Umar am 30 Jul. 2024
@Austin,
I hope the solution you were seeking has been answered by @Star Strider. If it still doesn’t meet your requirements, please ask us for clarification, we will be more happy to help you out.
Umar
Umar am 30 Jul. 2024
@Austin, please also vote for @Star Strider, as a doctor not only he saves human lives but also rescue people from making mistakes in their code. He is humble and knowledgeable just like rest of us. If by any chance if you run into any issues, please don’t hesitate to reach out to us for help.

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Akzeptierte Antwort

Star Strider
Star Strider am 29 Jul. 2024
The tables may need to be manipulated a bit first. I put relevant times in the first column in ‘T1r’.
After that, converting them to timetable arrays and using synchronize works to create a single timetable with a single time (actually duration) variable. Yopu can convert it back to a table with the timetable2table function if you want to.
The synchronize function has options for filling missing values. I will let you explore those so that the result is what you want. For he time being, I just want to get it to work, and it does.
Try this —
T1 = readtable('cal.txt');
CheckSeconds = nnz((T1.LeftSeconds - T1.RightSeconds) ~= 0)
CheckSeconds = 0
T1r = movevars(T1, 'LeftSeconds', 'Before',1);
T1r.LeftSeconds = duration(seconds(T1r.LeftSeconds));
TT1r = table2timetable(T1r)
TT1r = 1554x70 timetable
LeftSeconds LeftFrameNumber LeftFrameNumberRaw LeftPupilX LeftPupilY LeftPupilWidth LeftPupilHeight LeftPupilAngle LeftIrisRadius LeftTorsion LeftUpperEyelid LeftLowerEyelid LeftDataQuality LeftCR1X LeftCR1Y LeftCR2X LeftCR2Y LeftCR3X LeftCR3Y LeftCR4X LeftCR4Y LeftCR5X LeftCR5Y RightFrameNumber RightFrameNumberRaw RightSeconds RightPupilX RightPupilY RightPupilWidth RightPupilHeight RightPupilAngle RightIrisRadius RightTorsion RightUpperEyelid RightLowerEyelid RightDataQuality RightCR1X RightCR1Y RightCR2X RightCR2Y RightCR3X RightCR3Y RightCR4X RightCR4Y RightCR5X RightCR5Y AccelerometerX AccelerometerY AccelerometerZ GyroX GyroY GyroZ MagnetometerX MagnetometerY MagnetometerZ Int0 Int1 Int2 Int3 Int4 Int5 Int6 Int7 Double0 Double1 Double2 Double3 Double4 Double5 Double6 Double7 ___________ _______________ __________________ __________ __________ ______________ _______________ ______________ ______________ ___________ _______________ _______________ _______________ ________ ________ ________ ________ ________ ________ ________ ________ ________ ________ ________________ ___________________ ____________ ___________ ___________ _______________ ________________ _______________ _______________ ____________ ________________ ________________ ________________ _________ _________ _________ _________ _________ _________ _________ _________ _________ _________ ______________ ______________ ______________ _____ _____ _____ _____________ _____________ _____________ ____ ____ ____ ____ ____ ____ ____ ____ _______ _______ _______ _______ _______ _______ _______ _______ 0 sec 0 0 204.99 125.92 58.03 63.265 -43.59 99 0 432.47 851.93 79.385 169.49 115.84 279.53 134.16 0 0 0 0 0 0 0 0 0 195.3 132.99 56.223 59.353 26.129 109 -0.54 438.26 929.43 80.692 230.23 119.23 111.89 139 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.01 sec 1 1 204.99 125.93 58.126 63.175 -44.066 99 0 432.47 851.93 79.4 169.62 115.89 279.53 134.16 0 0 0 0 0 0 1 1 0.01 195.31 132.98 56.253 59.343 25.995 109 -0.56 438.26 929.43 81.046 230.23 119.23 111.92 139.06 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.02 sec 2 2 204.88 126.66 58.109 60.877 -43.862 99 -0.02 359.88 851.93 78.9 169.74 115.95 279.57 134.16 0 0 0 0 0 0 2 2 0.02 195.3 132.99 56.244 59.324 26.137 109 -0.54 438.26 929.43 81.184 230.36 119.26 111.96 139.16 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.03 sec 3 3 204.49 126.56 58.476 61.196 -28.859 99 0.2 359.88 851.93 78.724 169.84 115.93 279.57 134.16 0 0 0 0 0 0 3 3 0.03 195.37 133.27 56.032 59.478 25.764 109 -0.54 438.26 929.43 81.553 230.34 119.34 111.96 139.34 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.04 sec 4 4 204.84 126.72 57.961 61.223 -40.685 99 0 357.53 851.93 79.485 169.93 115.89 279.63 134.11 0 0 0 0 0 0 4 4 0.04 195.37 133.25 55.967 59.709 27.929 109 -0.54 438.26 929.43 80.961 230.4 119.28 112 139.38 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.05 sec 5 5 205.03 126.79 57.57 61.205 -45.715 99 -0.06 357.53 851.93 79.816 169.93 115.89 279.67 134.13 0 0 0 0 0 0 5 5 0.05 194.88 132.66 56.057 61.564 37.115 109 -0.3 483.72 929.43 81.153 230.5 119.3 112.02 139.44 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.06 sec 6 6 204.94 126.59 58.1 61.045 -49.247 99 0 357.53 851.93 81.061 169.93 115.89 279.71 134.05 0 0 0 0 0 0 6 6 0.06 194.89 132.95 55.606 61.387 35.093 109 -0.24 492.08 929.43 81.661 230.51 119.4 112.02 139.44 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.07 sec 7 7 204.93 126.65 58.067 60.97 -48.215 99 0.02 357.53 851.93 80.369 169.93 115.89 279.83 134.15 0 0 0 0 0 0 7 7 0.07 195.47 133.38 56.139 59.55 28.418 109 -0.62 438.26 929.43 81.292 230.5 119.5 112.02 139.44 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.08 sec 8 8 204.78 126.59 58.372 60.948 -43.23 99 0.08 357.53 851.93 79.915 169.93 115.89 279.88 134.18 0 0 0 0 0 0 8 8 0.08 195.47 133.56 56.409 59.273 26.188 109 -0.56 438.26 846.28 80.038 230.48 119.7 112.02 139.56 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.09 sec 9 9 204.97 126.71 57.965 60.848 -46.259 99 0.02 359.88 851.93 80.146 169.93 115.89 279.9 134.08 0 0 0 0 0 0 9 9 0.09 195.5 133.64 56.489 59.272 31.647 109 -0.6 438.26 846.28 80.469 230.48 119.7 111.96 139.66 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.1 sec 10 10 204.94 126.64 58.129 60.874 -49.992 99 0.02 357.53 851.93 80.4 169.93 115.89 279.87 134 0 0 0 0 0 0 10 10 0.1 195.11 133.36 55.983 60.658 35.123 109 -0.34 481.53 844.83 80.761 230.52 119.81 111.95 139.6 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.11 sec 11 11 204.94 126.63 58.122 60.884 -50.106 99 0 357.53 851.93 80.115 169.96 115.84 279.9 134.08 0 0 0 0 0 0 11 11 0.11 195.06 133.38 55.744 60.756 34.948 109 -0.26 492.08 846.28 81.561 230.52 119.81 112.04 139.5 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.12 sec 12 12 204.97 126.6 58.162 60.767 -50.134 99 0 357.53 851.93 80.284 169.93 115.89 279.9 134.08 0 0 0 0 0 0 12 12 0.12 195.49 133.63 56.524 59.203 31.602 109 -0.52 438.26 846.28 79.9 230.47 119.8 112.04 139.5 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.13 sec 13 13 204.92 126.58 58.038 60.846 -47.157 99 0.02 357.53 851.93 80.354 169.93 115.89 279.95 134.07 0 0 0 0 0 0 13 13 0.13 195.05 133.37 55.768 60.718 35.293 109 -0.24 492.08 929.43 80.846 230.52 119.81 112 139.62 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.14 sec 14 14 204.91 126.58 57.948 60.935 -46.763 99 0.04 357.53 851.93 79.639 169.93 115.89 279.92 133.98 0 0 0 0 0 0 14 14 0.14 194.97 133.62 55.376 60.245 34.676 109 -0.12 492.08 939.25 79.377 230.41 119.86 112 139.54 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.15 sec 15 15 204.92 126.43 57.881 61.186 -45.472 99 0.26 389.69 851.93 80.269 169.93 115.89 279.87 134 0 0 0 0 0 0 15 15 0.15 195.09 133.91 55.33 59.614 30.645 109 -0.22 492.08 929.43 80.507 230.41 119.86 111.98 139.6 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
T2 = readtable('04_16_24_cal.csv', 'VariableNamingRule','preserve');
T2.Time_Index = duration(seconds(T2.Time_Index));
TT2 = table2timetable(T2)
TT2 = 1654x23 timetable
Time_Index Left_Eye_H (°) Right_Eye_H (°) Left_Eye_V (°) Chair_Velocity (°/s) Laser_X (°) Laser_Y (°) OKN_Velocity (°/s) Laser/Ref Left_Eye_T (°) Left_Eye_A Right_Eye_V (°) Right_Eye_T (°) Right_Eye_A Video_Frame_Number VOG_Timestamp Event Code Laser_Z Gyro_X (°/s) 0 Gyro_Y (°/s) 0 Gyro_Z (°/s) 0 Accel_X (g) 0 Accel_Y (g) 0 Accel_Z (g) 0 __________ ______________ _______________ ______________ ____________________ ___________ ___________ __________________ _________ ______________ __________ _______________ _______________ ___________ __________________ _____________ __________ _______ ______________ ______________ ______________ _____________ _____________ _____________ 0.01 sec -2.13 -2.16 -2.1 0 0 0 0 0 NaN 2692 -2.44 NaN 2849 321 7.2388e+07 0 0 -0.754 1.393 4.088 0.006 -0.019 -0.962 0.02 sec -2.1 -2.15 -2.09 0 0 0 0 0 NaN 2691 -2.45 NaN 2845 322 7.2398e+07 0 0 -1.308 1.818 4.089 0.008 -0.02 -0.963 0.03 sec -2.12 -2.16 -2.09 0 0 0 0 0 NaN 2694 -2.45 NaN 2857 323 7.2408e+07 0 0 -1.665 2.001 3.741 0.008 -0.02 -0.955 0.04 sec -2.12 -2.14 -2.09 0 0 0 0 0 NaN 2700 -2.45 NaN 2852 324 7.2418e+07 320 0 -2.021 1.457 3.628 0.007 -0.024 -0.957 0.05 sec -2.12 -2.14 -2.11 0 0 0 0 0 NaN 2690 -2.46 NaN 2860 325 7.2428e+07 320 0 -2.402 1.554 4.07 0.01 -0.019 -0.959 0.06 sec -2.1 -2.13 -2.12 0 -2.8 0 0 0 NaN 2699 -2.47 NaN 2855 326 7.2438e+07 0 0 -2.745 1.1 3.478 0.015 -0.014 -0.958 0.07 sec -2.09 -2.13 -2.13 0 -2.8 0 0 0 NaN 2693 -2.48 NaN 2860 327 7.2448e+07 0 0 -2.796 1.096 3.166 0.014 -0.016 -0.961 0.08 sec -2.1 -2.12 -2.16 0 -2.8 0 0 0 NaN 2708 -2.48 NaN 2865 328 7.2458e+07 0 0 -2.971 0.543 3.119 0.011 -0.015 -0.964 0.09 sec -2.1 -2.11 -2.14 0 -2.8 0 0 0 NaN 2713 -2.47 NaN 2860 329 7.2468e+07 0 0 -3.101 0.557 3.366 0.008 -0.014 -0.971 0.1 sec -2.1 -2.09 -2.17 0 -2.8 0 0 0 NaN 2709 -2.47 NaN 2872 330 7.2478e+07 0 0 -3.22 0.507 3.291 0.008 -0.01 -0.963 0.11 sec -2.09 -2.1 -2.17 0 -2.8 0 0 0 NaN 2712 -2.46 NaN 2869 331 7.2488e+07 0 0 -2.985 0.655 3.512 0.009 -0.01 -0.966 0.12 sec -2.1 -2.09 -2.16 0 -2.8 0 0 0 NaN 2708 -2.45 NaN 2871 332 7.2498e+07 0 0 -2.987 0.704 3.583 0.01 -0.008 -0.974 0.13 sec -2.11 -2.09 -2.16 0 -2.8 0 0 0 NaN 2712 -2.44 NaN 2873 333 7.2508e+07 0 0 -2.79 0.736 3.099 0.01 -0.005 -0.963 0.14 sec -2.09 -2.08 -2.13 0 -2.8 0 0 0 NaN 2716 -2.45 NaN 2878 334 7.2518e+07 0 0 -2.548 0.728 3.166 0.011 -0.006 -0.97 0.15 sec -2.05 -2.08 -2.09 0 -2.8 0 0 0 NaN 2720 -2.44 NaN 2875 335 7.2528e+07 0 0 -2.299 0.895 2.956 0.011 -0.002 -0.968 0.16 sec -2.03 -2.08 -2.1 0 -2.8 0 0 0 NaN 2714 -2.44 NaN 2872 336 7.2538e+07 0 0 -2.171 0.668 2.855 0.01 -0.005 -0.975
TTs = synchronize(TT1r, TT2);
TTsSize = size(TTs)
TTsSize = 1x2
1722 93
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disp(TTs)
LeftSeconds LeftFrameNumber LeftFrameNumberRaw LeftPupilX LeftPupilY LeftPupilWidth LeftPupilHeight LeftPupilAngle LeftIrisRadius LeftTorsion LeftUpperEyelid LeftLowerEyelid LeftDataQuality LeftCR1X LeftCR1Y LeftCR2X LeftCR2Y LeftCR3X LeftCR3Y LeftCR4X LeftCR4Y LeftCR5X LeftCR5Y RightFrameNumber RightFrameNumberRaw RightSeconds RightPupilX RightPupilY RightPupilWidth RightPupilHeight RightPupilAngle RightIrisRadius RightTorsion RightUpperEyelid RightLowerEyelid RightDataQuality RightCR1X RightCR1Y RightCR2X RightCR2Y RightCR3X RightCR3Y RightCR4X RightCR4Y RightCR5X RightCR5Y AccelerometerX AccelerometerY AccelerometerZ GyroX GyroY GyroZ MagnetometerX MagnetometerY MagnetometerZ Int0 Int1 Int2 Int3 Int4 Int5 Int6 Int7 Double0 Double1 Double2 Double3 Double4 Double5 Double6 Double7 Left_Eye_H (°) Right_Eye_H (°) Left_Eye_V (°) Chair_Velocity (°/s) Laser_X (°) Laser_Y (°) OKN_Velocity (°/s) Laser/Ref Left_Eye_T (°) Left_Eye_A Right_Eye_V (°) Right_Eye_T (°) Right_Eye_A Video_Frame_Number VOG_Timestamp Event Code Laser_Z Gyro_X (°/s) 0 Gyro_Y (°/s) 0 Gyro_Z (°/s) 0 Accel_X (g) 0 Accel_Y (g) 0 Accel_Z (g) 0 ___________ _______________ __________________ __________ __________ ______________ _______________ ______________ ______________ ___________ _______________ _______________ _______________ ________ ________ ________ ________ ________ ________ ________ ________ ________ ________ ________________ ___________________ ____________ ___________ ___________ _______________ ________________ _______________ _______________ ____________ ________________ ________________ ________________ _________ _________ _________ _________ _________ _________ _________ _________ _________ _________ ______________ ______________ ______________ _____ _____ _____ _____________ _____________ _____________ ____ ____ ____ ____ ____ ____ ____ ____ _______ _______ _______ _______ _______ _______ _______ _______ ______________ _______________ ______________ ____________________ ___________ ___________ __________________ _________ ______________ __________ _______________ _______________ ___________ __________________ _____________ __________ _______ ______________ ______________ ______________ _____________ _____________ _____________ 0 sec 0 0 204.99 125.92 58.03 63.265 -43.59 99 0 432.47 851.93 79.385 169.49 115.84 279.53 134.16 0 0 0 0 0 0 0 0 0 195.3 132.99 56.223 59.353 26.129 109 -0.54 438.26 929.43 80.692 230.23 119.23 111.89 139 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 0.01 sec 1 1 204.99 125.93 58.126 63.175 -44.066 99 0 432.47 851.93 79.4 169.62 115.89 279.53 134.16 0 0 0 0 0 0 1 1 0.01 195.31 132.98 56.253 59.343 25.995 109 -0.56 438.26 929.43 81.046 230.23 119.23 111.92 139.06 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 -2.13 -2.16 -2.1 0 0 0 0 0 NaN 2692 -2.44 NaN 2849 321 7.2388e+07 0 0 -0.754 1.393 4.088 0.006 -0.019 -0.962 0.02 sec 2 2 204.88 126.66 58.109 60.877 -43.862 99 -0.02 359.88 851.93 78.9 169.74 115.95 279.57 134.16 0 0 0 0 0 0 2 2 0.02 195.3 132.99 56.244 59.324 26.137 109 -0.54 438.26 929.43 81.184 230.36 119.26 111.96 139.16 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 -2.1 -2.15 -2.09 0 0 0 0 0 NaN 2691 -2.45 NaN 2845 322 7.2398e+07 0 0 -1.308 1.818 4.089 0.008 -0.02 -0.963 0.03 sec 3 3 204.49 126.56 58.476 61.196 -28.859 99 0.2 359.88 851.93 78.724 169.84 115.93 279.57 134.16 0 0 0 0 0 0 3 3 0.03 195.37 133.27 56.032 59.478 25.764 109 -0.54 438.26 929.43 81.553 230.34 119.34 111.96 139.34 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 -2.12 -2.16 -2.09 0 0 0 0 0 NaN 2694 -2.45 NaN 2857 323 7.2408e+07 0 0 -1.665 2.001 3.741 0.008 -0.02 -0.955 0.04 sec 4 4 204.84 126.72 57.961 61.223 -40.685 99 0 357.53 851.93 79.485 169.93 115.89 279.63 134.11 0 0 0 0 0 0 4 4 0.04 195.37 133.25 55.967 59.709 27.929 109 -0.54 438.26 929.43 80.961 230.4 119.28 112 139.38 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 -2.12 -2.14 -2.09 0 0 0 0 0 NaN 2700 -2.45 NaN 2852 324 7.2418e+07 320 0 -2.021 1.457 3.628 0.007 -0.024 -0.957 0.05 sec 5 5 205.03 126.79 57.57 61.205 -45.715 99 -0.06 357.53 851.93 79.816 169.93 115.89 279.67 134.13 0 0 0 0 0 0 5 5 0.05 194.88 132.66 56.057 61.564 37.115 109 -0.3 483.72 929.43 81.153 230.5 119.3 112.02 139.44 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 -2.12 -2.14 -2.11 0 0 0 0 0 NaN 2690 -2.46 NaN 2860 325 7.2428e+07 320 0 -2.402 1.554 4.07 0.01 -0.019 -0.959 0.06 sec 6 6 204.94 126.59 58.1 61.045 -49.247 99 0 357.53 851.93 81.061 169.93 115.89 279.71 134.05 0 0 0 0 0 0 6 6 0.06 194.89 132.95 55.606 61.387 35.093 109 -0.24 492.08 929.43 81.661 230.51 119.4 112.02 139.44 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 -2.1 -2.13 -2.12 0 -2.8 0 0 0 NaN 2699 -2.47 NaN 2855 326 7.2438e+07 0 0 -2.745 1.1 3.478 0.015 -0.014 -0.958 0.07 sec 7 7 204.93 126.65 58.067 60.97 -48.215 99 0.02 357.53 851.93 80.369 169.93 115.89 279.83 134.15 0 0 0 0 0 0 7 7 0.07 195.47 133.38 56.139 59.55 28.418 109 -0.62 438.26 929.43 81.292 230.5 119.5 112.02 139.44 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 -2.09 -2.13 -2.13 0 -2.8 0 0 0 NaN 2693 -2.48 NaN 2860 327 7.2448e+07 0 0 -2.796 1.096 3.166 0.014 -0.016 -0.961 0.08 sec 8 8 204.78 126.59 58.372 60.948 -43.23 99 0.08 357.53 851.93 79.915 169.93 115.89 279.88 134.18 0 0 0 0 0 0 8 8 0.08 195.47 133.56 56.409 59.273 26.188 109 -0.56 438.26 846.28 80.038 230.48 119.7 112.02 139.56 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 -2.1 -2.12 -2.16 0 -2.8 0 0 0 NaN 2708 -2.48 NaN 2865 328 7.2458e+07 0 0 -2.971 0.543 3.119 0.011 -0.015 -0.964 0.09 sec 9 9 204.97 126.71 57.965 60.848 -46.259 99 0.02 359.88 851.93 80.146 169.93 115.89 279.9 134.08 0 0 0 0 0 0 9 9 0.09 195.5 133.64 56.489 59.272 31.647 109 -0.6 438.26 846.28 80.469 230.48 119.7 111.96 139.66 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 -2.1 -2.11 -2.14 0 -2.8 0 0 0 NaN 2713 -2.47 NaN 2860 329 7.2468e+07 0 0 -3.101 0.557 3.366 0.008 -0.014 -0.971 0.1 sec 10 10 204.94 126.64 58.129 60.874 -49.992 99 0.02 357.53 851.93 80.4 169.93 115.89 279.87 134 0 0 0 0 0 0 10 10 0.1 195.11 133.36 55.983 60.658 35.123 109 -0.34 481.53 844.83 80.761 230.52 119.81 111.95 139.6 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 -2.1 -2.09 -2.17 0 -2.8 0 0 0 NaN 2709 -2.47 NaN 2872 330 7.2478e+07 0 0 -3.22 0.507 3.291 0.008 -0.01 -0.963 0.11 sec 11 11 204.94 126.63 58.122 60.884 -50.106 99 0 357.53 851.93 80.115 169.96 115.84 279.9 134.08 0 0 0 0 0 0 11 11 0.11 195.06 133.38 55.744 60.756 34.948 109 -0.26 492.08 846.28 81.561 230.52 119.81 112.04 139.5 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 -2.09 -2.1 -2.17 0 -2.8 0 0 0 NaN 2712 -2.46 NaN 2869 331 7.2488e+07 0 0 -2.985 0.655 3.512 0.009 -0.01 -0.966 0.12 sec 12 12 204.97 126.6 58.162 60.767 -50.134 99 0 357.53 851.93 80.284 169.93 115.89 279.9 134.08 0 0 0 0 0 0 12 12 0.12 195.49 133.63 56.524 59.203 31.602 109 -0.52 438.26 846.28 79.9 230.47 119.8 112.04 139.5 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 -2.1 -2.09 -2.16 0 -2.8 0 0 0 NaN 2708 -2.45 NaN 2871 332 7.2498e+07 0 0 -2.987 0.704 3.583 0.01 -0.008 -0.974 0.13 sec 13 13 204.92 126.58 58.038 60.846 -47.157 99 0.02 357.53 851.93 80.354 169.93 115.89 279.95 134.07 0 0 0 0 0 0 13 13 0.13 195.05 133.37 55.768 60.718 35.293 109 -0.24 492.08 929.43 80.846 230.52 119.81 112 139.62 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 -2.11 -2.09 -2.16 0 -2.8 0 0 0 NaN 2712 -2.44 NaN 2873 333 7.2508e+07 0 0 -2.79 0.736 3.099 0.01 -0.005 -0.963 0.14 sec 14 14 204.91 126.58 57.948 60.935 -46.763 99 0.04 357.53 851.93 79.639 169.93 115.89 279.92 133.98 0 0 0 0 0 0 14 14 0.14 194.97 133.62 55.376 60.245 34.676 109 -0.12 492.08 939.25 79.377 230.41 119.86 112 139.54 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 -2.09 -2.08 -2.13 0 -2.8 0 0 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58.633 -29.182 99 0.38 357.53 851.93 79.546 169.8 115.39 279.69 133.68 0 0 0 0 0 0 45 45 0.45 194.7 132.61 53.054 57.978 32.117 109 -0.08 492.08 929.43 80.608 230.35 119.11 111.57 138.74 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 -1.77 -1.86 -2.23 0 -2.8 0 0 0 NaN 2542 -2.49 NaN 2833 365 7.2827e+07 0 0 -0.893 1.613 4.559 0 -0.016 -0.967 0.46 sec 46 46 204.73 125.95 56.041 58.278 -38.276 99 0.16 357.53 851.93 79.985 169.79 115.39 279.69 133.68 0 0 0 0 0 0 46 46 0.46 194.69 132.61 53.02 58.055 32.222 109 -0.06 492.08 929.43 80.792 230.39 119.02 111.64 138.82 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 -1.77 -1.86 -2.22 0 -2.8 0 0 0 NaN 2572 -2.5 NaN 2831 366 7.2837e+07 0 0 -0.718 1.499 4.853 0 -0.014 -0.972 0.47 sec 47 47 204.95 125.79 55.109 59.068 -45.443 99 0.06 357.53 851.93 80.723 169.84 115.38 279.69 133.68 0 0 0 0 0 0 47 47 0.47 195.24 132.6 53.88 57.158 27.805 109 -0.42 438.26 929.43 81.269 230.35 119.11 111.61 138.77 0 0 0 0 0 0 0 0 0 0 0 0 0 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851.93 78.701 169.79 115.39 279.69 133.68 0 0 0 0 0 0 50 50 0.5 194.66 132.51 52.517 57.979 30.134 109 -0.06 492.08 929.43 80.023 230.26 119.07 111.52 138.64 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 -1.75 -1.84 -2.23 0 -2.8 0 0 0 NaN 2535 -2.5 NaN 2805 370 7.2877e+07 0 0 -0.48 0.932 5.25 -0.002 -0.012 -0.967 0.51 sec 51 51 204.46 125.53 55.464 57.958 -41.013 99 0.38 357.53 851.93 79.077 169.79 115.29 279.69 133.68 0 0 0 0 0 0 51 51 0.51 195.25 132.74 53.183 56.34 22.613 109 -0.4 438.26 929.43 81.092 230.26 119.07 111.58 138.72 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 -1.75 -1.84 -2.24 0 -2.8 0 0 0 NaN 2530 -2.5 NaN 2794 371 7.2887e+07 0 0 -0.484 0.97 5.381 0.004 -0.017 -0.964 0.52 sec 52 52 204.37 125.54 55.375 57.777 -41.898 99 0.44 357.53 851.93 78.454 169.75 115.31 279.69 133.68 0 0 0 0 0 0 52 52 0.52 194.75 132.85 52.56 57.045 28.447 109 -0.08 492.08 929.43 80.923 230.26 119.07 111.55 138.73 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 -1.75 -1.84 -2.24 0 -2.8 0 0 0 NaN 2527 -2.49 NaN 2788 372 7.2897e+07 0 0 -0.668 0.825 5.473 0.008 -0.018 -0.969 0.53 sec 53 53 204.36 125.47 55.319 57.495 -38.952 99 0.48 357.53 846.74 78.823 169.79 115.29 279.69 133.68 0 0 0 0 0 0 53 53 0.53 195.45 132.89 53.063 55.499 18.658 109 -0.52 438.26 929.43 80.238 230.26 119.07 111.55 138.73 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 -1.75 -1.84 -2.25 0 -2.8 0 0 0 NaN 2526 -2.49 NaN 2787 373 7.2907e+07 0 0 -0.794 0.932 5.552 0.006 -0.015 -0.97 0.54 sec 54 54 204.36 125.59 55.032 57.299 -43.081 99 0.48 357.53 851.93 79.185 169.79 115.29 279.69 133.68 0 0 0 0 0 0 54 54 0.54 195.01 132.95 52.629 56.493 31.091 109 -0.2 492.08 929.43 80.184 230.26 119.07 111.82 138.66 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 -1.75 -1.85 -2.25 0 -2.8 0 0 0 NaN 2523 -2.51 NaN 2778 374 7.2917e+07 0 0 -0.722 0.869 5.232 0.006 -0.014 -0.962 0.55 sec 55 55 204.49 125.52 54.83 57.563 -46.195 99 0.38 357.53 851.93 79.385 169.79 115.29 279.78 133.7 0 0 0 0 0 0 55 55 0.55 194.75 132.71 52.346 56.977 32.883 109 -0.08 492.08 929.43 79.623 230.26 119.07 111.51 138.76 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 -1.76 -1.85 -2.27 0 -2.8 0 0 0 NaN 2516 -2.52 NaN 2753 375 7.2927e+07 0 0 -0.779 0.629 5.185 0.008 -0.015 -0.959 0.56 sec 56 56 204.47 125.6 55.134 57.088 -40.277 99 0.4 357.53 851.93 78.762 169.75 115.21 279.73 133.7 0 0 0 0 0 0 56 56 0.56 194.88 132.65 52.863 56.277 34.899 109 -0.16 438.26 929.43 80.707 230.26 119.07 111.79 138.71 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 -1.76 -1.87 -2.27 0 -2.8 0 0 0 NaN 2512 -2.51 NaN 2755 376 7.2937e+07 0 0 -0.96 0.769 5.082 0.008 -0.017 -0.961 0.57 sec 57 57 204.56 125.67 54.94 56.985 -42.434 99 0.36 357.53 851.93 78.77 169.79 115.29 279.73 133.7 0 0 0 0 0 0 57 57 0.57 194.9 132.95 52.254 55.892 31.725 109 -0.12 492.08 929.43 80.284 230.26 119.07 111.79 138.71 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 -1.77 -1.87 -2.27 0 -2.8 0 0 0 NaN 2512 -2.52 NaN 2738 377 7.2947e+07 0 0 -0.832 0.816 4.846 0.011 -0.02 -0.963 0.58 sec 58 58 204.51 125.63 54.804 56.976 -42.955 99 0.4 357.53 851.93 79.385 169.9 115.29 279.78 133.7 0 0 0 0 0 0 58 58 0.58 195.04 132.63 52.65 55.737 34.942 109 -0.24 492.08 929.43 80.507 230.26 119.07 111.67 138.69 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 -1.77 -1.88 -2.27 0 -2.8 0 0 0 NaN 2510 -2.53 NaN 2731 378 7.2957e+07 0 0 -0.949 0.908 4.674 0.006 -0.019 -0.961 0.59 sec 59 59 204.54 125.53 54.601 56.887 -42.653 99 0.38 357.53 851.93 78.516 169.97 115.32 279.78 133.7 0 0 0 0 0 0 59 59 0.59 194.95 132.9 52.305 55.514 35.214 109 -0.14 492.08 929.43 80.8 230.21 119.14 111.58 138.67 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 -1.77 -1.88 -2.28 0 -2.8 0 0 0 NaN 2511 -2.53 NaN 2730 379 7.2967e+07 0 0 -0.997 1.128 4.155 0.01 -0.017 -0.964 0.6 sec 60 60 204.62 125.57 54.054 56.835 -38.005 99 0.32 387.35 846.74 78.508 170.02 115.32 279.85 133.54 0 0 0 0 0 0 60 60 0.6 195.27 132.78 52.297 54.867 23.08 109 -0.5 438.26 929.43 85.198 230.26 119.07 112.99 138.76 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 -1.78 -1.9 -2.29 0 -2.8 0 0 0 NaN 2501 -2.54 NaN 2718 380 7.2977e+07 0 0 -1.12 0.984 4.249 0.002 -0.024 -0.966 0.61 sec 61 61 204.62 125.59 54.175 56.558 -34.564 99 0.3 357.53 846.74 78.201 170.02 115.32 279.9 133.48 0 0 0 0 0 0 61 61 0.61 195.26 132.83 52.386 54.814 20.672 109 -0.48 438.26 929.43 85.39 230.15 119.15 112.99 138.76 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 -1.87 -2.07 -2.27 0 -2.8 0 0 0 NaN 2507 -2.51 NaN 2703 381 7.2987e+07 0 0 -1.172 1.111 3.899 0.006 -0.02 -0.965 0.62 sec 62 62 204.67 125.48 54.318 56.562 -40.786 99 0.28 357.53 846.74 78.047 170.02 115.32 279.92 133.61 0 0 0 0 0 0 62 62 0.62 195.08 132.59 52.593 55.047 27.682 109 -0.4 438.26 929.43 84.829 230.15 119.15 112.89 138.68 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 -1.96 -2.08 -2.2 0 -2.8 0 0 0 NaN 2492 -2.51 NaN 2705 382 7.2997e+07 0 0 -0.976 0.93 3.56 0.007 -0.014 -0.964 0.63 sec 63 63 204.77 125.14 54.215 57.073 -49.374 99 0.28 357.53 851.93 76.655 169.98 115.24 279.92 133.61 0 0 0 0 0 0 63 63 0.63 194.88 132.84 51.662 55.298 29.477 109 -0.2 438.26 929.43 84.652 230.21 119.14 112.89 138.68 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 -1.86 -2.06 -2.25 0 -2.8 0 0 0 NaN 2503 -2.53 NaN 2717 383 7.3007e+07 0 0 -1.281 1.26 3.427 0.005 -0.021 -0.962 0.64 sec 64 64 204.68 125.39 53.785 56.371 -33.333 99 0.3 357.53 846.74 77.878 169.98 115.24 279.92 133.61 0 0 0 0 0 0 64 64 0.64 194.82 132.79 52.154 54.885 31.966 109 -0.18 438.26 929.43 84.583 230.15 119.15 112.39 138.65 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 -1.91 -2.04 -2.26 0 -2.8 0 0 0 NaN 2477 -2.55 NaN 2715 384 7.3017e+07 0 0 -1.348 1.285 3.616 0.007 -0.02 -0.97 0.65 sec 65 65 204.57 125.34 53.723 56.099 -37.195 99 0.42 357.53 846.74 77.47 170.02 115.32 279.95 133.52 0 0 0 0 0 0 65 65 0.65 194.91 132.57 52.549 54.84 33.369 109 -0.28 438.26 929.43 84.46 230.15 119.15 112.39 138.65 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 -1.9 -2.06 -2.26 0 -2.8 0 0 0 NaN 2470 -2.55 NaN 2723 385 7.3027e+07 0 0 -1.337 1.221 3.294 0.003 -0.016 -0.968 0.66 sec 66 66 204.57 125.3 53.742 56.017 -36.821 99 0.42 357.53 846.74 77.332 169.98 115.24 279.95 133.52 0 0 0 0 0 0 66 66 0.66 194.85 132.47 52.4 54.948 31.864 109 -0.28 438.26 929.43 84.814 230.15 119.15 112.39 138.65 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 -1.9 -2.05 -2.27 0 -2.8 0 0 0 NaN 2469 -2.53 NaN 2723 386 7.3037e+07 0 0 -1.459 1.22 3.29 0.004 -0.02 -0.966 0.67 sec 67 67 204.53 125.19 53.644 56.034 -41.213 99 0.46 357.53 846.74 76.886 169.98 115.24 279.95 133.52 0 0 0 0 0 0 67 67 0.67 194.85 132.29 52.069 55.051 32.701 109 -0.32 438.26 929.43 83.829 230.15 119.15 112.39 138.65 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 -1.92 -2.04 -2.26 0 -2.8 0 0 0 NaN 2465 -2.54 NaN 2718 387 7.3047e+07 0 0 -1.469 1.021 3.687 0 -0.018 -0.96 0.68 sec 68 68 204.51 125.23 53.572 55.822 -37.008 99 0.46 357.53 847.82 77.778 169.98 115.24 279.95 133.52 0 0 0 0 0 0 68 68 0.68 194.84 132.29 51.529 55.216 31.873 109 -0.3 438.26 929.43 83.091 230.15 119.15 112.39 138.65 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 -1.9 -2.03 -2.26 0 -2.8 0 0 0 NaN 2465 -2.55 NaN 2716 388 7.3057e+07 0 0 -1.282 1.117 3.524 -0.002 -0.02 -0.968 0.69 sec 69 69 204.58 125.22 53.278 55.832 -37.415 99 0.4 387.35 846.74 78.062 169.95 115.15 279.95 133.52 0 0 0 0 0 0 69 69 0.69 194.66 132.08 51.474 55.402 35.788 109 -0.24 438.26 929.43 82.568 230.15 119.15 112.39 138.65 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 -1.89 -2.01 -2.26 0 -2.8 0 0 0 NaN 2460 -2.53 NaN 2719 389 7.3067e+07 0 0 -1.283 1.046 3.573 0.002 -0.017 -0.967 0.7 sec 70 70 204.58 124.89 53.132 56.295 -45.102 99 0.46 387.35 846.74 76.063 169.95 115.15 279.95 133.52 0 0 0 0 0 0 70 70 0.7 194.96 132.38 52.318 54.054 33.609 109 -0.38 438.26 929.43 84.206 230.12 119.09 113.95 139 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 -1.89 -2 -2.26 0 -2.8 0 0 0 NaN 2460 -2.53 NaN 2721 390 7.3077e+07 0 0 -1.099 0.988 3.567 -0.006 -0.013 -0.969 0.71 sec 71 71 204.66 124.78 53.133 56.163 -43.621 99 0.46 387.35 846.74 75.709 169.95 115.15 279.95 133.52 0 0 0 0 0 0 71 71 0.71 194.78 132.23 51.814 54.725 35.408 109 -0.28 438.26 929.43 83.222 230.12 119.09 113.95 139 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 -1.87 -1.99 -2.26 0 -2.8 0 0 0 NaN 2468 -2.54 NaN 2732 391 7.3087e+07 0 0 -1.1 0.846 3.665 -0.001 -0.014 -0.967 0.72 sec 72 72 204.5 124.86 53.214 55.61 -40.17 99 0.54 387.35 847.82 75.963 169.95 115.15 279.93 133.43 0 0 0 0 0 0 72 72 0.72 194.78 131.92 51.656 54.663 33.753 109 -0.38 438.26 929.43 82.93 230.16 118.93 113.95 139 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 -1.84 -1.99 -2.27 0 -2.8 0 0 0 NaN 2468 -2.54 NaN 2724 392 7.3097e+07 0 0 -0.861 0.886 3.803 0.003 -0.016 -0.972 0.73 sec 73 73 204.66 124.75 53.004 55.75 -42.423 99 0.44 387.35 846.74 75.409 169.95 115.15 279.95 133.52 0 0 0 0 0 0 73 73 0.73 194.78 131.77 51.36 55.011 36.923 109 -0.4 438.26 929.43 82.422 230.16 118.93 113.92 138.64 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 -1.84 -1.98 -2.27 0 -2.8 0 0 0 NaN 2474 -2.55 NaN 2720 393 7.3107e+07 0 0 -0.873 0.939 4.185 0 -0.017 -0.967 0.74 sec 74 74 204.53 124.83 52.967 55.45 -33.771 99 0.5 354.05 846.74 76.217 169.95 115.15 279.95 133.52 0 0 0 0 0 0 74 74 0.74 195.13 132.14 51.532 54.271 29.442 109 -0.56 438.26 929.43 83.822 230.16 118.93 113.92 138.64 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 -1.83 -1.97 -2.25 0 -2.8 0 0 0 NaN 2458 -2.54 NaN 2715 394 7.3117e+07 0 0 -0.873 1.141 4.099 0.003 -0.014 -0.967 0.75 sec 75 75 204.7 124.56 53.188 55.549 -46.895 99 0.3 357.53 847.82 76.494 170 115 279.93 133.43 0 0 0 0 0 0 75 75 0.75 194.88 132.05 50.564 54.531 29.076 109 -0.28 438.26 837.2 82.968 230.16 118.93 113.92 138.64 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 -1.84 -1.97 -2.26 0 -2.8 0 0 0 NaN 2453 -2.54 NaN 2691 395 7.3127e+07 0 0 -0.69 1.012 4.142 -0.003 -0.01 -0.966 0.76 sec 76 76 204.7 124.58 53.057 55.576 -41.566 99 0.3 387.35 847.82 76.524 170.07 115.02 279.93 133.43 0 0 0 0 0 0 76 76 0.76 194.88 132.05 50.564 54.531 29.076 109 -0.28 438.26 837.2 82.976 230.26 118.9 113.95 138.3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 -1.82 -1.97 -2.24 0 -2.8 0 0 0 NaN 2445 -2.54 NaN 2684 396 7.3137e+07 0 0 -0.748 1.296 3.945 -0.001 -0.014 -0.962 0.77 sec 77 77 204.71 124.54 53.148 55.446 -44.668 99 0.28 357.53 847.82 76.317 170.07 115.02 279.93 133.43 0 0 0 0 0 0 77 77 0.77 194.89 132.05 50.459 54.675 29.416 109 -0.28 438.26 837.2 83.114 230.26 118.9 113.95 138.5 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 -1.82 -1.96 -2.22 0 -2.8 0 0 0 NaN 2441 -2.55 NaN 2682 397 7.3147e+07 0 0 -0.878 1.178 4.23 -0.007 -0.017 -0.963 0.78 sec 78 78 204.73 124.53 53.11 55.307 -42.319 99 0.3 357.53 847.82 75.863 170.08 114.93 279.95 133.52 0 0 0 0 0 0 78 78 0.78 194.99 131.76 50.821 54.739 30.354 109 -0.42 438.26 837.2 82.13 230.26 118.9 113.97 138.16 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 -1.82 -1.97 -2.22 0 -2.8 0 0 0 NaN 2435 -2.55 NaN 2677 398 7.3157e+07 0 0 -0.82 1.156 4.352 0.004 -0.014 -0.96 0.79 sec 79 79 204.88 124.69 52.893 55.03 -39.064 99 0.16 357.53 847.82 76.801 170.07 115.02 279.95 133.52 0 0 0 0 0 0 79 79 0.79 195.23 131.98 50.769 54.112 25.39 109 -0.58 438.26 837.2 82.868 230.25 118.8 113.95 138.5 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 -1.82 -1.96 -2.22 0 -2.8 0 0 0 NaN 2431 -2.54 NaN 2680 399 7.3167e+07 0 0 -1.011 1.169 4.597 0.001 -0.013 -0.965 0.8 sec 80 80 204.83 124.69 52.859 54.938 -38.531 99 0.16 357.53 847.82 76.909 170.07 115.02 280.03 133.41 0 0 0 0 0 0 80 80 0.8 195.14 132.1 50.518 54.024 29.884 109 -0.48 438.26 837.2 83.03 230.32 118.84 113.95 138.5 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 -1.79 -2.06 -2.23 0 -2.8 0 0 0 NaN 2416 -2.53 NaN 2668 400 7.3177e+07 0 0 -0.955 1.339 4.692 -0.003 -0.018 -0.964 0.81 sec 81 81 204.86 124.63 52.933 54.841 -39.523 99 0.14 354.05 846.74 76.863 170.11 114.89 280.03 133.41 0 0 0 0 0 0 81 81 0.81 195.42 132.12 51.162 53.333 21.218 109 -0.7 438.26 837.2 83.922 230.32 118.84 114.5 138.5 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 -2.37 -3.28 -2.17 0 -2.8 0 0 0 NaN 2405 -2.45 NaN 2626 401 7.3187e+07 0 0 -1.066 1.273 4.367 -0.002 -0.017 -0.962 0.82 sec 82 82 204.93 124.63 53.075 54.87 -43.474 99 0.12 357.53 846.74 76.363 170.11 114.89 280.03 133.41 0 0 0 0 0 0 82 82 0.82 195.17 131.96 50.865 53.841 31.125 109 -0.54 438.26 837.2 83.56 230.32 118.84 114.5 138.5 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 -3.83 -4.53 -1.91 0 -2.8 0 0 0 NaN 2409 -2.5 NaN 2618 402 7.3197e+07 0 0 -1.128 0.868 4.537 0 -0.018 -0.975 0.83 sec 83 83 205.13 124.58 52.484 55.514 -46.711 99 0.02 387.35 846.74 76.201 170.2 115.03 280.03 133.41 0 0 0 0 0 0 83 83 0.83 195.39 132.03 51.119 53.532 24.462 109 -0.68 438.26 837.2 84.567 230.42 118.74 114.5 138.5 0 ...
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  5 Kommentare
Umar
Umar am 31 Jul. 2024
@Austin Bollinger,
You can create a logical index to identify missing times accurately. Here's example code snippet:
data = readtable('cal.txt');
data.LeftSeconds = round(data.LeftSeconds, 2);
start_time = min(data.LeftSeconds);
end_time = max(data.LeftSeconds);
complete_time_range = (start_time:0.01:end_time)';
Timedata = data.LeftSeconds;
% Find missing times using logical indexing
isMissing = ~ismember(complete_time_range, Timedata);
missing_times = complete_time_range(isMissing);
missing_data = table(missing_times, nan(size(missing_times)),
'VariableNames', {'Time', 'Data'});
T1r = movevars(data, 'LeftSeconds', 'Before', 1);
T1r.LeftSeconds = duration(seconds(T1r.LeftSeconds));
TT1r = table2timetable(T1r);
missing_data.Time = duration(seconds(missing_data.Time));
TT2 = table2timetable(missing_data);
TTs = synchronize(TT1r, TT2);
You can customize this code based on your preferences. Hope this helps.
Star Strider
Star Strider am 31 Jul. 2024
@Austin Bollinger — As always, my pleasure!

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