I need code for processing of table data

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Dmitry
Dmitry 2023 年 2 月 16 日
I have a table of values I need in it only those rows of values for which the values of the number in the second column are at a distance of 0.0001 (plus or minus 0.00009) from each other. How to implement this in matlab?
  3 件のコメント
Dmitry
Dmitry 2023 年 2 月 17 日
移動済み: Walter Roberson 2023 年 2 月 17 日
I will try to explain with an example:
we start from B2, if mod(B2 - B3) < 0.404 we delete A3B3 and continue to compare B2 with B(i), if B2 - B(i) >= 0.404 we leave this element (A(i)B(i)) fixed on it and similarly move down the table.
I attached the table to the comment
Dmitry
Dmitry 2023 年 2 月 17 日
Walter Roberson, as a result, we should get a shortened table, as I wrote above.

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回答 (3 件)

Oguz Kaan Hancioglu
Oguz Kaan Hancioglu 2023 年 2 月 17 日
After reading the excel, you can use the diff command to find the difference between elements of an array. Please note that since diff (diff(x)) finds the difference the array length is equal = length(x) -1. You may need to add 1 to find the real location. You can see the result. You can arrange your condition for your problem.
load('Data_vector.mat')
diffVec = abs(diff(c(:,2))) ;
find(diffVec <= 0.0001)
ans = 1770×1
2 3 4 5 6 7 8 9 10 11
  4 件のコメント
Walter Roberson
Walter Roberson 2023 年 2 月 17 日
Index the data at the result of find() to get the shorter table.
Oguz Kaan Hancioglu
Oguz Kaan Hancioglu 2023 年 2 月 20 日
In addition you can create custom conditions for your needs. For example, in order to find the values between 0.00009 and 0.0001 you can imply following code,
load('Data_vector.mat')
diffVec = abs(diff(c(:,2))) ;
xVector = diffVec <= 0.0001;
yVector = diffVec > 0.00009;
desiredVector = and(xVector,yVector);
for i = 1:length(desiredVector)
if (desiredVector(i))
fprintf('%d \t index: %f \t %f table element distance smaller than previous one.\n',i,c(i,1),c(i,2));
end
end
139 index: 1.482164 2.240678 table element distance smaller than previous one. 140 index: 1.478357 2.240587 table element distance smaller than previous one. 141 index: 1.474549 2.240497 table element distance smaller than previous one. 142 index: 1.470741 2.240406 table element distance smaller than previous one. 143 index: 1.466934 2.240315 table element distance smaller than previous one. 144 index: 1.463126 2.240224 table element distance smaller than previous one. 145 index: 1.459319 2.240133 table element distance smaller than previous one. 146 index: 1.455511 2.240042 table element distance smaller than previous one. 147 index: 1.451703 2.239952 table element distance smaller than previous one. 148 index: 1.447896 2.239861 table element distance smaller than previous one. 150 index: 1.440281 2.253001 table element distance smaller than previous one. 151 index: 1.436473 2.252908 table element distance smaller than previous one. 152 index: 1.432665 2.252815 table element distance smaller than previous one. 153 index: 1.428858 2.252723 table element distance smaller than previous one. 154 index: 1.425050 2.252630 table element distance smaller than previous one. 155 index: 1.421242 2.252537 table element distance smaller than previous one. 156 index: 1.417435 2.252444 table element distance smaller than previous one. 157 index: 1.413627 2.252351 table element distance smaller than previous one. 158 index: 1.409820 2.252258 table element distance smaller than previous one. 159 index: 1.406012 2.252165 table element distance smaller than previous one. 161 index: 1.398397 2.264796 table element distance smaller than previous one. 162 index: 1.394589 2.264701 table element distance smaller than previous one. 163 index: 1.390782 2.264606 table element distance smaller than previous one. 164 index: 1.386974 2.264511 table element distance smaller than previous one. 165 index: 1.383166 2.264416 table element distance smaller than previous one. 166 index: 1.379359 2.264321 table element distance smaller than previous one. 167 index: 1.375551 2.264227 table element distance smaller than previous one. 168 index: 1.371743 2.264132 table element distance smaller than previous one. 169 index: 1.367936 2.264037 table element distance smaller than previous one. 171 index: 1.360321 2.276192 table element distance smaller than previous one. 172 index: 1.356513 2.276095 table element distance smaller than previous one. 173 index: 1.352705 2.275998 table element distance smaller than previous one. 174 index: 1.348898 2.275901 table element distance smaller than previous one. 175 index: 1.345090 2.275804 table element distance smaller than previous one. 176 index: 1.341283 2.275707 table element distance smaller than previous one. 177 index: 1.337475 2.275610 table element distance smaller than previous one. 178 index: 1.333667 2.275513 table element distance smaller than previous one. 180 index: 1.326052 2.287223 table element distance smaller than previous one. 181 index: 1.322244 2.287124 table element distance smaller than previous one. 182 index: 1.318437 2.287025 table element distance smaller than previous one. 183 index: 1.314629 2.286926 table element distance smaller than previous one. 184 index: 1.310822 2.286828 table element distance smaller than previous one. 185 index: 1.307014 2.286729 table element distance smaller than previous one. 186 index: 1.303206 2.286630 table element distance smaller than previous one. 187 index: 1.299399 2.286531 table element distance smaller than previous one. 1249 index: 0.594990 3.841536 table element distance smaller than previous one. 1251 index: 0.587375 3.844851 table element distance smaller than previous one. 1253 index: 0.579760 3.848118 table element distance smaller than previous one. 3340 index: 0.914830 7.358595 table element distance smaller than previous one. 3341 index: 0.918637 7.358505 table element distance smaller than previous one. 3352 index: 0.960521 7.367455 table element distance smaller than previous one. 3354 index: 0.968136 7.372911 table element distance smaller than previous one. 3365 index: 1.010020 7.382609 table element distance smaller than previous one. 3366 index: 1.013828 7.382519 table element distance smaller than previous one. 3367 index: 1.017635 7.382428 table element distance smaller than previous one. 3370 index: 1.029058 7.385957 table element distance smaller than previous one. 3371 index: 1.032866 7.385867 table element distance smaller than previous one. 3375 index: 1.048096 7.389418 table element distance smaller than previous one. 3378 index: 1.059519 7.392784 table element distance smaller than previous one. 3379 index: 1.063327 7.392694 table element distance smaller than previous one. 3381 index: 1.070942 7.396562 table element distance smaller than previous one. 3382 index: 1.074749 7.396471 table element distance smaller than previous one. 3383 index: 1.078557 7.396381 table element distance smaller than previous one. 3384 index: 1.082365 7.396290 table element distance smaller than previous one. 3385 index: 1.086172 7.396200 table element distance smaller than previous one. 3387 index: 1.093788 7.400193 table element distance smaller than previous one. 3388 index: 1.097595 7.400103 table element distance smaller than previous one. 3389 index: 1.101403 7.400013 table element distance smaller than previous one. 3394 index: 1.120441 7.407750 table element distance smaller than previous one. 3395 index: 1.124248 7.407659 table element distance smaller than previous one. 3396 index: 1.128056 7.407568 table element distance smaller than previous one. 3397 index: 1.131864 7.407477 table element distance smaller than previous one. 3398 index: 1.135671 7.407387 table element distance smaller than previous one. 3399 index: 1.139479 7.407296 table element distance smaller than previous one. 3401 index: 1.147094 7.411583 table element distance smaller than previous one. 3402 index: 1.150902 7.411493 table element distance smaller than previous one. 3403 index: 1.154709 7.411402 table element distance smaller than previous one. 3404 index: 1.158517 7.411312 table element distance smaller than previous one. 3409 index: 1.177555 7.419615 table element distance smaller than previous one. 3410 index: 1.181363 7.419523 table element distance smaller than previous one. 3411 index: 1.185170 7.419432 table element distance smaller than previous one. 3412 index: 1.188978 7.419341 table element distance smaller than previous one. 3413 index: 1.192786 7.419251 table element distance smaller than previous one. 3415 index: 1.200401 7.423869 table element distance smaller than previous one. 3416 index: 1.204208 7.423778 table element distance smaller than previous one. 3417 index: 1.208016 7.423687 table element distance smaller than previous one. 3418 index: 1.211824 7.423597 table element distance smaller than previous one. 3419 index: 1.215631 7.423506 table element distance smaller than previous one. 3420 index: 1.219439 7.423416 table element distance smaller than previous one. 3423 index: 1.230862 7.428111 table element distance smaller than previous one. 3424 index: 1.234669 7.428021 table element distance smaller than previous one. 3428 index: 1.249900 7.432087 table element distance smaller than previous one. 3429 index: 1.253707 7.431996 table element distance smaller than previous one. 3431 index: 1.261323 7.436989 table element distance smaller than previous one. 3432 index: 1.265130 7.436898 table element distance smaller than previous one. 3433 index: 1.268938 7.436807 table element distance smaller than previous one. 3434 index: 1.272745 7.436716 table element distance smaller than previous one. 3435 index: 1.276553 7.436625 table element distance smaller than previous one. 3436 index: 1.280361 7.436535 table element distance smaller than previous one. 3437 index: 1.284168 7.436444 table element distance smaller than previous one. 3438 index: 1.287976 7.436354 table element distance smaller than previous one. 3440 index: 1.295591 7.441538 table element distance smaller than previous one. 3441 index: 1.299399 7.441447 table element distance smaller than previous one. 3442 index: 1.303206 7.441357 table element distance smaller than previous one. 3443 index: 1.307014 7.441266 table element distance smaller than previous one. 3449 index: 1.329860 7.451088 table element distance smaller than previous one. 3450 index: 1.333667 7.450997 table element distance smaller than previous one. 3451 index: 1.337475 7.450906 table element distance smaller than previous one. 3452 index: 1.341283 7.450815 table element distance smaller than previous one. 3453 index: 1.345090 7.450724 table element distance smaller than previous one. 3454 index: 1.348898 7.450633 table element distance smaller than previous one. 3455 index: 1.352705 7.450542 table element distance smaller than previous one. 3456 index: 1.356513 7.450452 table element distance smaller than previous one. 3458 index: 1.364128 7.456091 table element distance smaller than previous one. 3459 index: 1.367936 7.456001 table element distance smaller than previous one. 3460 index: 1.371743 7.455910 table element distance smaller than previous one. 3461 index: 1.375551 7.455819 table element distance smaller than previous one. 3462 index: 1.379359 7.455729 table element distance smaller than previous one. 3463 index: 1.383166 7.455639 table element distance smaller than previous one. 3473 index: 1.421242 7.465977 table element distance smaller than previous one. 3474 index: 1.425050 7.465886 table element distance smaller than previous one. 3475 index: 1.428858 7.465795 table element distance smaller than previous one. 3476 index: 1.432665 7.465704 table element distance smaller than previous one. 3477 index: 1.436473 7.465614 table element distance smaller than previous one. 3479 index: 1.444088 7.471779 table element distance smaller than previous one. 3480 index: 1.447896 7.471688 table element distance smaller than previous one. 3481 index: 1.451703 7.471598 table element distance smaller than previous one. 3482 index: 1.455511 7.471507 table element distance smaller than previous one. 3483 index: 1.459319 7.471417 table element distance smaller than previous one. 3484 index: 1.463126 7.471326 table element distance smaller than previous one. 3490 index: 1.485972 7.477401 table element distance smaller than previous one. 3491 index: 1.489780 7.477311 table element distance smaller than previous one. 3502 index: 1.531663 7.488926 table element distance smaller than previous one. 3503 index: 1.535471 7.488835 table element distance smaller than previous one. 3504 index: 1.539279 7.488744 table element distance smaller than previous one. 3505 index: 1.543086 7.488653 table element distance smaller than previous one. 3506 index: 1.546894 7.488563 table element distance smaller than previous one. 3507 index: 1.550701 7.488472 table element distance smaller than previous one. 3508 index: 1.554509 7.488382 table element distance smaller than previous one. 3515 index: 1.581162 7.495025 table element distance smaller than previous one. 3827 index: 0.796794 8.525060 table element distance smaller than previous one. 3836 index: 0.831062 8.533875 table element distance smaller than previous one. 3838 index: 0.838677 8.536929 table element distance smaller than previous one. 3839 index: 0.842485 8.536838 table element distance smaller than previous one. 3840 index: 0.846293 8.536746 table element distance smaller than previous one. 3842 index: 0.853908 8.539876 table element distance smaller than previous one. 3843 index: 0.857715 8.539784 table element distance smaller than previous one. 3845 index: 0.865331 8.542993 table element distance smaller than previous one. 3847 index: 0.872946 8.545219 table element distance smaller than previous one. 3849 index: 0.880561 8.549736 table element distance smaller than previous one. 3850 index: 0.884369 8.549642 table element distance smaller than previous one. 3851 index: 0.888176 8.549549 table element distance smaller than previous one. 3852 index: 0.891984 8.549456 table element distance smaller than previous one. 3854 index: 0.899599 8.552848 table element distance smaller than previous one. 3855 index: 0.903407 8.552755 table element distance smaller than previous one. 3856 index: 0.907214 8.552661 table element distance smaller than previous one. 3858 index: 0.914830 8.556144 table element distance smaller than previous one. 3860 index: 0.922445 8.558272 table element distance smaller than previous one. 3863 index: 0.933868 8.563330 table element distance smaller than previous one. 3864 index: 0.937675 8.563235 table element distance smaller than previous one. 3865 index: 0.941483 8.563141 table element distance smaller than previous one. 3867 index: 0.949098 8.566834 table element distance smaller than previous one. 3868 index: 0.952906 8.566739 table element distance smaller than previous one. 3869 index: 0.956713 8.566645 table element distance smaller than previous one. 3870 index: 0.960521 8.566550 table element distance smaller than previous one. 3872 index: 0.968136 8.570348 table element distance smaller than previous one. 3874 index: 0.975752 8.572343 table element distance smaller than previous one. 3875 index: 0.979559 8.572250 table element distance smaller than previous one. 3877 index: 0.987174 8.576085 table element distance smaller than previous one. 3879 index: 0.994790 8.577962 table element distance smaller than previous one. 3880 index: 0.998597 8.577865 table element distance smaller than previous one. 3882 index: 1.006212 8.581908 table element distance smaller than previous one. 3883 index: 1.010020 8.581811 table element distance smaller than previous one. 3884 index: 1.013828 8.581715 table element distance smaller than previous one. 3885 index: 1.017635 8.581619 table element distance smaller than previous one. 3886 index: 1.021443 8.581523 table element distance smaller than previous one. 3888 index: 1.029058 8.585686 table element distance smaller than previous one. 3889 index: 1.032866 8.585590 table element distance smaller than previous one. 3891 index: 1.040481 8.587410 table element distance smaller than previous one. 3893 index: 1.048096 8.591615 table element distance smaller than previous one. 3894 index: 1.051904 8.591520 table element distance smaller than previous one. 3895 index: 1.055711 8.591426 table element distance smaller than previous one. 3897 index: 1.063327 8.593824 table element distance smaller than previous one. 3899 index: 1.070942 8.598274 table element distance smaller than previous one. 3900 index: 1.074749 8.598176 table element distance smaller than previous one. 3901 index: 1.078557 8.598079 table element distance smaller than previous one. 3902 index: 1.082365 8.597981 table element distance smaller than previous one. 3903 index: 1.086172 8.597884 table element distance smaller than previous one. 3905 index: 1.093788 8.602475 table element distance smaller than previous one. 3906 index: 1.097595 8.602378 table element distance smaller than previous one. 3907 index: 1.101403 8.602281 table element distance smaller than previous one. 3908 index: 1.105210 8.602183 table element distance smaller than previous one. 3910 index: 1.112826 8.603768 table element distance smaller than previous one. 3912 index: 1.120441 8.608404 table element distance smaller than previous one. 3913 index: 1.124248 8.608309 table element distance smaller than previous one. 3914 index: 1.128056 8.608213 table element distance smaller than previous one. 3915 index: 1.131864 8.608118 table element distance smaller than previous one. 3917 index: 1.139479 8.611163 table element distance smaller than previous one. 3919 index: 1.147094 8.616092 table element distance smaller than previous one. 3920 index: 1.150902 8.615994 table element distance smaller than previous one. 3921 index: 1.154709 8.615895 table element distance smaller than previous one. 3922 index: 1.158517 8.615797 table element distance smaller than previous one. 3923 index: 1.162325 8.615699 table element distance smaller than previous one. 3924 index: 1.166132 8.615601 table element distance smaller than previous one. 3926 index: 1.173747 8.620698 table element distance smaller than previous one. 3927 index: 1.177555 8.620599 table element distance smaller than previous one. 3928 index: 1.181363 8.620501 table element distance smaller than previous one. 3929 index: 1.185170 8.620403 table element distance smaller than previous one. 3931 index: 1.192786 8.621670 table element distance smaller than previous one. 3933 index: 1.200401 8.626817 table element distance smaller than previous one. 3934 index: 1.204208 8.626721 table element distance smaller than previous one. 3935 index: 1.208016 8.626625 table element distance smaller than previous one. 3936 index: 1.211824 8.626529 table element distance smaller than previous one. 3937 index: 1.215631 8.626434 table element distance smaller than previous one. 3938 index: 1.219439 8.626338 table element distance smaller than previous one. 3939 index: 1.223246 8.626243 table element distance smaller than previous one. 3941 index: 1.230862 8.635791 table element distance smaller than previous one. 3942 index: 1.234669 8.635692 table element distance smaller than previous one. 3943 index: 1.238477 8.635592 table element distance smaller than previous one. 3944 index: 1.242285 8.635493 table element distance smaller than previous one. 3945 index: 1.246092 8.635394 table element distance smaller than previous one. 3946 index: 1.249900 8.635295 table element distance smaller than previous one. 3947 index: 1.253707 8.635196 table element distance smaller than previous one. 3949 index: 1.261323 8.640900 table element distance smaller than previous one. 3950 index: 1.265130 8.640800 table element distance smaller than previous one. 3951 index: 1.268938 8.640701 table element distance smaller than previous one. 3952 index: 1.272745 8.640602 table element distance smaller than previous one. 3953 index: 1.276553 8.640504 table element distance smaller than previous one. 3954 index: 1.280361 8.640405 table element distance smaller than previous one. 3956 index: 1.287976 8.641245 table element distance smaller than previous one. 3958 index: 1.295591 8.647003 table element distance smaller than previous one. 3959 index: 1.299399 8.646906 table element distance smaller than previous one. 3960 index: 1.303206 8.646810 table element distance smaller than previous one. 3961 index: 1.307014 8.646714 table element distance smaller than previous one. 3962 index: 1.310822 8.646619 table element distance smaller than previous one. 3963 index: 1.314629 8.646523 table element distance smaller than previous one. 3964 index: 1.318437 8.646428 table element distance smaller than previous one. 3965 index: 1.322244 8.646333 table element distance smaller than previous one. 3967 index: 1.329860 8.652309 table element distance smaller than previous one. 3969 index: 1.337475 8.657400 table element distance smaller than previous one. 3970 index: 1.341283 8.657300 table element distance smaller than previous one. 3971 index: 1.345090 8.657200 table element distance smaller than previous one. 3972 index: 1.348898 8.657100 table element distance smaller than previous one. 3973 index: 1.352705 8.657001 table element distance smaller than previous one. 3974 index: 1.356513 8.656901 table element distance smaller than previous one. 3976 index: 1.364128 8.663341 table element distance smaller than previous one. 3977 index: 1.367936 8.663241 table element distance smaller than previous one. 3978 index: 1.371743 8.663142 table element distance smaller than previous one. 3979 index: 1.375551 8.663042 table element distance smaller than previous one. 3980 index: 1.379359 8.662943 table element distance smaller than previous one. 3981 index: 1.383166 8.662843 table element distance smaller than previous one. 3982 index: 1.386974 8.662744 table element distance smaller than previous one. 3983 index: 1.390782 8.662646 table element distance smaller than previous one. 3984 index: 1.394589 8.662547 table element distance smaller than previous one. 3986 index: 1.402204 8.669499 table element distance smaller than previous one. 3987 index: 1.406012 8.669403 table element distance smaller than previous one. 3988 index: 1.409820 8.669306 table element distance smaller than previous one. 3989 index: 1.413627 8.669210 table element distance smaller than previous one. 3990 index: 1.417435 8.669114 table element distance smaller than previous one. 3991 index: 1.421242 8.669019 table element distance smaller than previous one. 3992 index: 1.425050 8.668923 table element distance smaller than previous one. 3993 index: 1.428858 8.668828 table element distance smaller than previous one. 3994 index: 1.432665 8.668732 table element distance smaller than previous one. 3995 index: 1.436473 8.668637 table element distance smaller than previous one. 3997 index: 1.444088 8.675404 table element distance smaller than previous one. 3998 index: 1.447896 8.675309 table element distance smaller than previous one. 3999 index: 1.451703 8.675213 table element distance smaller than previous one. 4000 index: 1.455511 8.675118 table element distance smaller than previous one. 4001 index: 1.459319 8.675022 table element distance smaller than previous one. 6048 index: 1.310822 15.326468 table element distance smaller than previous one. 7688 index: 1.219439 24.340953 table element distance smaller than previous one. 9098 index: 1.105210 35.738420 table element distance smaller than previous one. 9802 index: 0.987174 42.516263 table element distance smaller than previous one. 10522 index: 0.918637 52.732367 table element distance smaller than previous one. 10817 index: 0.964329 56.696563 table element distance smaller than previous one. 11005 index: 0.960521 59.399446 table element distance smaller than previous one. 11475 index: 0.971944 66.320228 table element distance smaller than previous one. 11804 index: 0.941483 71.803363 table element distance smaller than previous one. 11956 index: 1.036673 74.213479 table element distance smaller than previous one. 12768 index: 0.960521 89.079289 table element distance smaller than previous one. 12911 index: 1.002407 91.751503 table element distance smaller than previous one. 12912 index: 1.002405 91.751599 table element distance smaller than previous one. 13224 index: 0.990982 98.150281 table element distance smaller than previous one. 13400 index: 0.930051 75.254509 table element distance smaller than previous one.

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Image Analyst
Image Analyst 2023 年 2 月 17 日
This is a perfect situation for dbscan, if you have the Statistics and Machine Learning Toolbox. Use dbscan to find collections of points that are all within some specified distance of each other. Then you can extract the different classes that were found into new variables containing only the numbers from those classes where all the numbers are close to each other. Give it a try.

Voss
Voss 2023 年 2 月 17 日
"we start from B2, if mod(B2 - B3) < 0.404 we delete A3B3 and continue to compare B2 with B(i), if B2 - B(i) >= 0.404 we leave this element (A(i)B(i)) fixed on it and similarly move down the table."
Assuming that mod(B2 - B3) means abs(B2 - B3), try this:
format longG
S = load('Data_vector');
c = S.c;
d = 0.404;
ii = 2;
while ii < size(c,1)
if abs(c(ii+1,2) - c(ii,2)) < d
c(ii+1,:) = [];
else
ii = ii + 1;
end
end
disp(c)
0 874 2 2.11720602320851 0.735871743486974 2.5217086702088 1.74869739478958 2.92603749911282 0 856 2 3.19165165021604 1.025250501002 3.60216524206979 0.606412825651303 4.00667273307903 0 616 2 4.28115304395541 1.19659318637275 4.69862662310897 0 10948 2 5.30183213946769 1.23466933867735 5.71142154466949 0.758806656795153 6.12424849699399 1.52785571142285 6.54751942633208 1.02905811623246 6.95179358048678 0.914829659318637 7.35859538449461 1.29178356713427 7.77727534261792 0.92625250501002 8.18695170418768 1.04809619238477 8.59161482076668 1.16993987975952 9.00287568951791 0.861523046092184 9.42260601546063 1.39839679358717 9.84693292817287 1.04809619238477 10.2660423858507 0.899599198396794 10.6736981990686 1.25751503006012 11.0988268144203 0.983366733466934 11.5306047839989 1.12044088176353 11.9405803321538 1.15470941883768 12.3644081154567 0.941482965931864 12.7700285522133 1.26132264529058 13.1824258788438 1.11672442693585 13.5871743486974 0.930060120240481 13.9940950951889 1.25751503006012 14.4027438765563 1.04428857715431 14.8356388729866 1.0937875751503 15.254307702293 1.16993987975952 15.6767352082544 0.983366733466934 16.1191624981288 1.26132264529058 16.532959652051 1.08997995991984 16.968021737327 0.895791583166333 17.3930555795949 1.19659318637275 17.8138166305903 1.0062124248497 18.2242239250233 0.834869739478958 18.6440431940055 1.14328657314629 19.0668192290107 0.966024708224667 19.4789579158317 1.25751503006012 19.918643485359 1.08997995991984 20.3417004366163 0.92625250501002 20.7712950829121 1.16993987975952 21.1909957415409 1.00240480961924 21.623556697683 0.895791583166333 22.0276739096574 1.11663326653307 22.4685053121419 0.964328657314629 22.9103320066389 1.0062124248497 23.3167229726902 1.06713426853707 23.7654337458429 0.926573488501555 24.1923847695391 1.16993987975952 24.6259473928065 1.025250501002 25.0494707980332 1.04809619238477 25.4617561719141 1.11663326653307 25.9019697726354 0.983366733466934 26.3307434079025 1.12044088176353 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