MATLAB如何生成​如何产生两列具有相关​系数为0.5的X Y 的数据。

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N/A on 19 Nov 2022
Answered: 埃博拉酱 on 28 Sep 2024
X 服从参数为1 指数分布Y 服从参数为1 指数分布
X Y相关系数为0.5
如何产生两列具有相关系数为0.5的X Y 的数据
大神，在线等

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埃博拉酱
埃博拉酱 on 28 Sep 2024
Ran in:
% 定义均值和协方差矩阵
mu = [0; 0];
Sigma = [1, 0.5; 0.5, 1];
% 生成正态分布数据
N = 1000; % 定义样本数量
Z = mvnrnd(mu, Sigma, N);
% 将正态分布数据转换为指数分布
X = exp(Z(:, 1));
Y = exp(Z(:, 2));
% 显示结果
disp(X);
2.2853 1.1009 2.8332 1.0745 1.6971 1.8905 2.4104 0.3466 2.6299 0.4657 3.6513 0.3592 0.4700 1.5804 1.2807 1.7025 0.5827 0.5310 1.8867 0.3952 0.3248 1.1286 0.0849 0.7082 0.4667 0.3046 1.5511 0.6611 0.2119 0.3210 0.5499 0.2098 0.6677 1.5881 1.8262 2.4613 2.8391 0.5199 1.4623 1.5361 0.2328 0.6609 1.5484 0.5703 1.6348 2.2458 0.7338 2.0165 1.3427 2.9187 2.5744 0.1931 4.6720 0.5601 2.6057 0.2646 2.1202 2.4794 15.7355 1.1673 0.8799 1.7038 0.3599 1.7550 0.2395 0.9446 1.0646 0.2551 0.7609 0.7735 3.8364 3.0889 0.6397 0.7814 1.3844 0.4605 2.5138 0.2177 0.7915 0.8739 2.4066 1.9960 0.7062 0.8105 0.5938 0.1134 5.7070 0.8129 1.9581 3.2030 0.2020 5.4405 0.8201 0.2886 2.0329 3.2314 0.7060 1.5060 0.4629 0.7348 2.0259 1.5796 5.3314 0.5139 3.9251 1.8562 1.1928 2.2373 1.1331 2.3729 2.3816 0.4344 0.7268 1.9810 0.9196 1.4159 0.0802 4.1871 0.9935 0.3106 0.6556 1.5493 0.2381 0.8772 1.2287 1.0592 0.5603 3.7122 1.8873 7.7336 3.2050 1.8202 2.1484 0.6918 1.7876 0.6196 1.0173 12.1990 2.7198 2.8139 0.1149 6.4390 0.8339 0.7245 0.8929 0.9357 0.8711 0.8033 0.4810 1.9371 0.6463 3.0792 0.3352 1.7787 1.5821 8.4856 0.6864 1.1760 0.1457 1.1215 1.3168 0.7790 1.4719 0.2262 1.5565 3.8856 0.7037 1.4934 0.5507 0.2695 0.4616 1.0616 0.1754 1.3472 0.1223 0.4629 0.7774 0.3670 1.4113 0.3621 1.9225 0.6656 2.2551 0.1346 0.2630 0.7584 1.5415 1.7303 0.5868 1.5640 0.8258 2.0954 0.4975 3.2084 0.4833 1.2753 0.6716 0.6486 0.8601 5.4495 0.9700 1.3847 0.3198 1.2842 0.6015 1.4047 5.6772 0.5209 2.4539 1.4928 0.8642 0.7325 0.7220 0.4480 0.7040 0.6062 0.9889 1.4141 0.2330 0.9885 0.8605 3.2514 1.0004 0.9537 0.7980 1.0761 2.7369 0.6229 3.2295 4.6703 0.7586 0.7399 0.4718 0.5734 1.2377 4.7386 3.6249 3.3574 0.6901 0.5304 0.1539 1.6470 2.2543 0.3314 3.0247 2.0854 2.6899 1.4091 4.0605 0.3629 2.4734 0.9761 2.1232 2.5056 0.4247 0.1135 0.5908 0.3488 0.2806 0.9197 1.6023 2.2096 3.3128 0.7701 1.2124 1.0719 0.4954 0.7482 2.4735 0.1128 1.5305 1.3738 1.0412 0.7764 1.0646 0.7679 2.5985 2.8614 1.2600 8.1785 1.6320 1.5529 0.2920 1.7310 1.9565 5.9029 7.1515 1.2980 2.0827 0.3763 1.4616 0.2131 0.2474 1.7620 1.8305 0.2227 2.1828 2.3714 0.6654 0.6262 0.3726 0.3162 0.7370 1.7010 0.9950 0.6843 2.0608 2.8071 0.3546 3.9521 0.5729 0.3526 3.8929 4.3801 0.5453 1.7758 0.5671 0.7860 1.6783 4.4850 1.6258 3.6585 0.0755 0.7477 3.2432 0.4747 0.6294 1.8249 4.1326 3.0423 1.8796 0.2285 0.5302 0.7297 1.3282 2.6108 6.1811 0.1611 0.6409 0.6017 0.9580 8.2302 2.9313 0.7473 5.4708 0.7620 0.9796 0.8784 0.8904 2.1382 0.8720 7.6201 4.9444 4.6440 0.5580 0.2739 0.3625 0.5367 0.1748 0.7220 2.0949 8.4535 1.5695 0.3936 0.2116 0.3335 0.8258 0.2182 0.5766 3.1850 1.8162 0.7400 5.9647 1.4561 0.7105 0.9094 0.4822 0.9462 0.1933 0.4376 3.1048 3.8243 0.6930 15.1477 0.2798 3.7555 0.3811 2.0134 1.9634 0.1325 0.1097 0.2852 3.8815 0.5261 0.8035 1.1471 0.6402 0.1677 2.8767 0.7685 0.8230 0.2850 1.2509 1.7280 0.9689 0.9920 0.2626 1.4608 1.9872 0.8834 0.5328 1.0903 0.2659 1.0871 0.6064 0.5798 2.3026 0.3604 4.1148 2.2559 0.0821 1.1838 0.8372 0.3436 1.8263 0.6286 1.0423 1.2370 6.6404 3.1933 2.0341 1.4607 0.5648 1.3205 1.3943 1.6686 0.4460 0.7740 1.6449 13.0713 0.9142 3.0894 1.1009 1.2865 1.5241 1.0546 0.9585 2.9086 1.9900 3.1517 0.3991 1.2538 0.1705 1.2206 0.4651 0.8443 0.7077 0.7027 0.1558 0.2543 0.9245 0.4671 3.0234 0.4647 2.7312 0.5316 0.3246 0.3063 1.3869 3.0489 2.2124 0.5831 10.4119 1.7998 0.2604 7.3226 0.6754 3.8546 1.0121 0.4936 5.0919 1.1383 0.2580 0.9320 2.8945 0.7667 0.6293 0.5467 1.1095 0.2095 2.6215 1.8603 1.0880 1.4150 2.3455 0.9912 1.8446 0.4723 2.4714 4.1867 0.2633 1.5474 0.3800 2.0355 1.2730 2.5271 1.1122 0.8548 3.0603 1.0177 1.5808 0.3064 0.3357 0.5013 1.2138 6.0114 0.4416 1.8897 1.9356 0.9372 2.3440 0.7666 1.5991 1.2015 1.0962 5.9055 1.8265 0.5198 1.5801 0.3113 0.3531 1.3086 0.4234 0.9631 1.3636 1.2586 1.2002 0.7292 0.4882 1.2993 1.7253 1.8130 0.7841 0.6144 6.5338 0.5985 0.8527 0.2278 0.5821 0.2591 1.6479 1.1223 1.8573 0.3374 0.5328 1.1065 1.0644 1.3746 1.9667 1.9368 4.0335 22.2845 0.9266 1.2759 0.8964 0.7222 1.2566 1.4523 0.7454 6.0217 0.2070 0.1900 5.2988 0.1814 1.1945 0.6845 0.9208 3.5813 0.3236 0.8985 1.6494 0.2952 0.1704 0.7368 0.4171 1.6309 2.1212 0.1423 1.1076 0.6537 0.7605 3.9174 2.0113 0.2367 0.2435 0.1643 1.8108 1.3542 2.2255 0.8719 0.6485 0.2162 1.3706 0.6327 0.1874 1.0477 0.1678 0.8155 0.4891 0.9025 2.2690 3.9695 6.8997 1.5235 1.8355 3.1027 4.7303 1.8055 0.6881 0.0914 2.5560 0.6912 2.9967 3.0906 0.8584 3.9451 0.6638 2.5758 0.5483 0.9442 3.0198 1.2002 2.6278 0.2826 0.3825 1.2658 1.6838 0.9580 0.6591 2.2538 0.5361 0.1582 0.8223 1.1234 1.1472 0.4412 1.3710 1.5457 0.4495 3.2502 0.5642 1.8234 1.5736 0.9262 0.4196 0.8187 0.6397 2.1248 2.1854 0.9409 1.5560 1.4300 3.4058 1.1814 0.6086 1.8528 0.8925 0.4994 1.8440 2.2048 0.2058 0.5908 1.7562 0.5496 1.0810 0.7814 0.9320 9.1024 1.4738 1.6588 2.7692 0.6787 1.3090 2.4075 0.7738 0.8903 2.4566 0.5700 0.8337 1.4453 4.7239 0.8830 0.7332 1.2965 1.1799 1.6058 3.0718 0.7997 0.2698 0.4862 0.2017 1.0902 0.9424 4.1660 0.1518 2.6159 0.4050 2.8951 2.3178 2.5318 0.8977 2.0587 0.1772 1.5985 2.0477 0.4718 1.4321 1.0397 0.7117 11.1907 0.6004 2.2873 0.9495 0.3918 1.1385 0.7800 1.0659 1.8499 9.9762 1.3680 1.4258 8.3064 0.3878 0.5695 0.1536 3.5688 1.2661 2.3316 1.4610 3.5300 0.9403 1.0550 0.3090 0.1606 1.7360 0.4396 4.0050 2.0294 1.8800 1.5525 0.5285 10.3068 3.0577 0.7530 0.3817 0.3759 7.0733 6.4020 0.2119 3.8906 10.6680 2.5745 0.8179 0.4170 0.5524 0.1170 0.5673 0.3168 1.0754 1.3676 3.2994 0.5017 0.3960 0.7721 3.0044 1.4836 0.7419 1.9007 1.2295 0.5397 0.2014 0.6941 0.9848 0.2967 1.4525 7.1791 0.7304 1.4662 0.7044 0.9526 2.9590 0.3937 0.6795 0.8947 0.7590 8.1660 0.3504 0.1480 1.7936 9.1150 4.0963 0.4544 1.6037 3.5515 0.4333 0.5212 2.8120 3.6714 1.5925 0.4106 5.2623 0.2803 0.5582 4.8735 2.7204 3.8381 0.0668 0.5059 0.8171 2.4083 1.4715 3.5790 1.0576 0.5829 0.8729 0.6219 0.9193 0.2462 0.7045 0.9771 2.2770 0.7594 1.7578 2.7002 1.2441 0.4037 1.6583 0.6756 0.2498 0.1578 1.9651 0.3168 0.6496 1.7666 1.0151 0.6494 2.7415 0.8362 0.6455 2.0405 2.2536 0.5097 0.2642 0.2005 0.8597 2.1876 0.9001 1.5557 1.1366 1.8426 0.3333 0.8903 3.1967 2.7582 1.4736 4.1058 0.8129 1.7829 3.9382 0.7999 2.8469 0.4221 0.3115 4.1142 0.2200 0.9952 0.7310 3.4423 0.0721 3.3100 0.1349 0.6868 1.9047 0.7171 1.6068 0.5308 0.8803 0.2418 1.1905 7.3170 3.6167 1.1864 2.5044 1.5091 0.5802 0.3706 7.3853 3.5926 3.1066 1.1987 1.1441 0.3531 0.1767 0.6616 1.4020 1.2283 2.0778 1.2927 1.5918 0.8976 1.3457 3.4225 9.3813 0.9828 0.1793 2.0731 1.4869 2.1541 1.1317 2.8067 0.3854 0.1596 2.6748 1.3657 1.2371 0.3564 10.4899 0.1106 5.0253 0.3561 1.0213 1.9123 0.2595 0.3081 2.2981 0.2020 0.8120 0.4508 0.1694 4.4215 4.8913 0.2267 0.3049 1.8656 4.0785 0.4240 0.9220 0.8990 0.2833 0.8513 0.9600 1.0711 0.2254 1.6502 0.8997 0.7096 0.2810 0.5892 0.7294 1.1038 3.6058 0.5554 3.2866 1.2225 0.4457 0.6771 1.2273 0.6789 1.2014 2.2651 1.5231 0.6096 1.3926 0.3878 0.2304 0.6067 1.0473 0.5656 0.2179 2.4570 0.1857 0.4482 7.5196 0.7147 0.6009 0.8028 0.5799 0.7213 0.4273 3.0062 0.6090 2.7218 1.8218 2.3742 1.4069 0.4230 3.5327 0.6157 0.2515 0.7182
disp(Y);
1.2038 1.5743 4.8209 1.0925 1.3588 2.8725 1.1417 0.1506 1.4496 1.2394 6.8664 2.3271 1.4956 0.4594 1.3717 0.7990 0.8363 1.9421 6.3771 0.5527 0.1032 0.9240 0.3765 0.5438 0.6021 0.4208 7.6827 3.1979 2.3107 0.3041 0.5655 0.5979 1.6892 0.9517 3.9616 0.8869 0.9049 0.0966 1.2901 0.7899 0.6383 0.2056 0.4231 0.7051 0.7774 1.1975 1.7163 0.4731 0.2896 6.0791 1.5308 1.8736 2.0473 0.3143 4.0866 0.3228 1.2483 0.5682 3.7099 0.9486 0.8612 2.5349 0.8011 1.1923 0.5583 1.8219 4.2719 0.4071 2.1408 0.2273 0.8925 4.0019 0.2261 1.2195 1.0381 0.3331 1.1762 0.6678 1.0313 1.4626 1.0189 1.4184 4.7332 5.3105 0.1139 0.8531 2.2926 0.5931 7.5627 2.0179 0.1054 1.4030 1.0082 1.5748 2.0862 10.1203 0.3550 0.6653 0.1897 0.3835 1.3192 1.4989 1.9478 2.8711 4.1565 1.2950 0.3085 0.5605 1.4787 0.7822 2.0382 1.8430 0.7289 1.6707 2.8059 0.1985 0.1781 2.6311 0.7477 0.3684 0.9261 0.5952 0.2434 0.3023 1.9157 2.0513 0.0835 3.5033 1.0417 3.1880 5.9903 0.5679 0.8962 0.3941 3.9915 3.0669 3.0515 2.8923 1.0485 0.5350 0.6600 1.6365 2.9876 1.0625 1.7683 0.4668 1.6539 2.3503 0.8585 4.3944 1.2482 2.4430 0.4232 2.9306 0.9677 8.6683 2.3836 0.6275 0.4514 1.2786 2.4455 0.2857 6.7208 0.2365 1.5335 2.3927 0.9673 1.4094 0.7684 1.1314 0.2528 0.9914 0.1586 0.6367 0.2280 0.4143 1.0484 1.9402 2.3829 0.5134 0.9973 0.8696 2.0629 0.3085 0.2223 1.5736 2.0877 0.5717 0.9571 3.5957 2.7406 0.2694 1.3631 1.1077 0.2499 1.4075 0.5485 0.3301 2.3576 2.8787 0.7020 1.6107 0.6419 3.2086 0.3551 4.7685 7.5282 1.7411 1.9995 0.6062 6.1885 1.7059 2.0826 0.4504 0.5611 0.7124 1.6895 3.6521 0.4169 1.7163 0.4239 1.5403 0.7821 0.9789 0.8854 2.8005 1.7352 1.4069 1.3223 1.9953 1.0530 3.1016 1.1869 0.7667 5.2936 0.9313 2.4940 3.6619 2.0787 0.5696 0.9474 0.8764 0.3557 0.1586 0.8711 0.9813 2.1676 0.5299 2.7262 0.1657 1.2175 1.4806 2.6670 2.0004 0.6611 1.9082 0.5373 1.1676 0.2170 1.0855 6.4776 2.2637 1.6653 0.6123 0.4851 0.2084 1.1790 1.4340 1.8837 0.0976 1.3734 1.8722 2.5567 0.6143 0.4343 4.0046 0.5980 2.9630 0.6196 12.7422 1.2672 1.2826 0.1374 1.1716 0.3882 2.1028 2.7935 1.0403 0.9403 0.6089 0.4321 0.3144 0.2530 1.3742 2.0115 0.1700 2.1049 0.3886 0.3273 1.8169 0.1833 0.4485 1.4510 0.6552 0.8246 0.4195 0.4089 0.3968 0.1366 2.3980 2.4581 0.2190 2.1062 1.9429 0.1922 1.4688 1.0024 0.5598 0.7021 0.9924 2.7671 4.3999 0.2954 1.1505 2.0754 1.0512 1.6208 1.3731 2.3585 0.3126 2.9595 2.4805 0.8762 0.1812 1.1936 5.0770 0.8373 0.6427 1.6621 1.3563 0.4491 0.8521 1.8901 0.4099 3.3764 0.5940 0.1454 3.1591 1.4686 0.8070 0.9275 7.6896 3.2703 0.3340 0.8543 0.6682 0.1851 1.1277 0.3047 0.9090 5.2560 5.0876 1.1060 1.1064 0.2798 1.4847 0.9988 0.2329 0.1740 6.4967 3.1079 0.3849 17.6332 3.3802 0.5701 0.4297 0.1868 0.5717 0.5163 3.2047 1.8078 3.2216 1.0168 1.7412 0.3512 1.5341 0.8632 0.8881 2.3478 0.3261 0.2682 1.2347 1.4485 1.2585 0.6254 0.2715 0.4098 0.1865 1.9641 0.6924 1.7570 0.2076 0.5340 2.7333 1.4274 0.4352 0.2550 2.1049 2.8618 0.2454 0.2621 0.7479 0.7975 2.0313 1.1438 0.2707 1.5892 0.2440 1.1233 1.7431 0.0377 3.9666 0.9387 0.9686 0.4287 0.6826 1.8186 4.4515 1.2434 2.9737 0.2628 1.0715 1.7278 2.5970 0.7940 4.0458 1.0059 3.3115 4.7735 9.5621 2.7280 3.4862 10.3598 4.4304 2.1497 0.3008 2.5688 1.0235 5.3821 1.2616 0.4956 13.5094 0.5332 0.6951 1.0213 0.8206 0.2722 0.7525 0.2216 0.2115 1.4492 0.1606 0.4369 1.3980 0.2867 0.4606 0.8540 1.2403 1.8927 0.9856 3.3469 0.3240 3.7359 1.9048 0.9538 2.8797 0.7349 3.1145 0.8519 1.7562 1.7109 1.1609 0.4777 1.0263 2.5441 2.1277 1.7690 0.7445 1.8209 0.2476 1.5528 1.1396 0.5359 0.9382 0.5815 0.9226 0.5298 1.5710 3.7552 1.7939 0.5645 7.2691 1.8123 2.7447 5.0156 1.0414 0.4251 0.4826 1.1493 0.3256 3.1739 0.0894 0.2495 0.7875 0.8311 4.0575 2.0281 0.8067 0.6286 0.5945 2.3692 0.7579 1.4351 1.5757 0.8550 0.6023 2.7973 0.1060 1.4031 0.1305 0.4442 0.8334 0.4365 2.5800 2.9187 0.6170 0.5457 0.6451 0.7566 2.3650 1.2786 1.3332 1.4315 0.2394 2.5927 0.6640 0.9161 0.1437 0.6962 0.9365 0.9633 1.3854 2.6747 0.3169 5.4150 3.9908 5.2914 0.6363 1.8339 6.4219 1.9040 16.6772 3.0456 0.5011 1.5579 1.1315 1.1459 2.0920 0.1464 2.1488 0.0766 1.1506 3.9422 1.0384 2.7338 0.1637 1.1867 2.6774 0.7372 0.4078 10.3769 1.0929 0.2015 0.3131 1.3385 2.2385 1.8291 0.4098 5.0345 0.2446 0.7553 1.1712 1.2017 0.6651 0.9786 0.2488 0.1430 2.5502 4.1367 3.6244 0.3326 0.3607 0.3809 2.9359 0.4152 0.2968 0.1111 0.8140 0.3052 0.9698 1.0621 4.0226 5.7310 1.4565 2.3855 2.5747 3.4052 1.5271 1.4900 0.3348 2.8396 1.8722 2.0654 0.8339 0.2476 2.4916 1.2537 5.0636 0.5990 0.2791 0.2473 0.5529 2.7629 0.1969 1.9859 0.9655 1.2513 1.1271 9.6015 0.5666 0.8527 3.4970 0.3835 0.7317 2.5571 1.3600 0.7611 2.4251 0.6188 1.5869 1.1316 1.2916 1.3734 1.7937 0.4075 3.6472 1.8451 2.3257 3.4433 0.3014 1.0898 5.9795 11.1102 0.9330 0.7485 3.8497 0.5348 0.4548 2.7959 5.5892 1.0095 0.8429 0.9280 0.9317 0.6096 0.2379 1.1569 1.4252 0.8950 0.3902 1.8702 1.3039 1.4282 0.7809 0.6532 0.4725 1.5845 0.3722 0.3917 3.6286 8.2103 1.0526 1.8170 0.7004 2.3303 0.7200 5.3261 0.3822 1.0788 0.7015 0.3437 0.9236 0.4690 0.8684 0.9137 0.1007 0.2920 1.7758 0.5857 1.5829 2.0750 1.4404 0.0473 0.4454 0.9087 1.3213 0.9309 4.0546 0.4698 1.7498 0.2253 0.1958 0.3942 0.8731 1.2373 0.1284 1.0991 0.6846 2.4226 0.2205 0.7360 0.7199 0.5051 0.4685 1.0883 4.5216 3.9165 1.5620 0.5234 1.3617 0.6179 2.3481 1.9052 0.0303 0.5573 0.1424 3.7253 0.4516 0.9804 1.2591 1.3451 1.7181 1.1166 3.3613 1.7634 0.7944 0.9169 2.5747 0.7286 1.5686 2.0860 0.2358 0.3504 1.6821 0.5225 0.2406 0.9316 1.1631 2.9525 0.8348 0.4602 1.4646 0.2970 1.5887 3.7508 0.3963 0.4980 3.5828 2.3648 0.5115 0.1304 0.7532 0.5413 0.3276 1.3569 0.5457 1.8657 0.4133 2.7266 1.1578 1.1981 0.5113 0.5067 3.0271 0.4324 4.5535 0.2667 0.4142 1.2295 1.6720 1.8349 0.7753 2.6472 0.3283 2.9443 0.1340 1.0018 10.0496 1.1621 1.3053 7.0767 1.9317 1.2437 11.6877 2.2222 2.7561 0.2235 0.2843 1.2717 2.7217 0.8967 0.3557 1.5407 0.1883 1.2409 0.3470 0.2560 0.8368 0.8480 4.6870 1.5560 1.2900 1.9198 0.4637 1.9923 0.5045 4.0763 0.6925 0.8104 0.3155 0.6295 0.3067 2.6281 1.9543 0.0905 8.3741 4.2352 1.7430 1.2659 1.2084 0.7780 0.6323 0.4929 1.3105 0.2771 2.7837 1.4138 0.9314 0.6021 1.0379 0.5490 2.8082 0.6147 0.7249 0.7403 5.8874 0.2958 2.3460 1.1381 0.4395 1.7574 0.4289 1.5618 7.4581 0.6592 0.9942 0.5893 1.6322 0.3939 1.0420 0.2347 0.1377 0.1792 0.7068 0.8433 0.8067 1.0935 0.3783 4.1838 1.4679 1.1938 1.4060 4.8220 2.7634 1.1623 2.7168 6.9831 1.8729 1.8872 0.4623 0.5370 1.3038 0.2006 0.3581 0.8811 1.2622 0.4631 1.7810 0.7526 1.0103 0.4311 0.3821 1.4711 0.8596 0.3363 0.4922 0.2655 1.8702 0.1174 2.3385 0.6589 1.5770 2.7865 0.9142 6.8529 0.3890 2.3942 0.3067 0.6236 0.2540 2.7272 0.1287 1.5205 0.6616 3.9493 0.3946 0.4992 0.4940 1.1196 1.2111 1.0571 1.4668 1.1533 1.4733 1.5501 1.7372 1.3608 0.1598 0.2799 0.4250 0.5395 1.7306 0.4049 1.0869 3.2332 0.2819 0.1374 0.6712 1.0846 0.8401 1.0045 0.6440 0.5076 0.8714 0.4588 0.9443 1.1549 0.8265 0.2117 1.2633 0.3117 0.3618 1.0724 0.9460 0.9121 0.2281 0.5895 0.1197 0.6451 0.7047 0.9268 1.2778 3.3723 3.0573 0.6367 0.8677 0.4666 0.6818 0.3737 1.7195 1.9909 0.5688 0.7091 2.1348 0.6898 0.6478 0.8740 0.4940 0.1039 1.3866

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