XY outliers removed

227e6c87-cad3-4691-a05e-ecc8ab410dcd 37 4 5 decimal

&[DATE] &[TIME] - &[FILENAME]

XY outliers removed

XY 0.0105 1.2996 0.012 1.4449 0.0135 1.3829 0.015 1.388 0.0165 1.3909 0.018 1.3999 0.0195 1.4002 0.021 1.3148 0.0225 1.314 0.024 1.3201 0.0255 1.324 0.027 1.3321 0.0285 1.3298 0.03 1.3369 0.0315 1.3401 0.033 1.3327 0.0345 1.2902 0.036 1.2898 0.0375 1.3026 0.039 1.3097 0.0405 1.3228 0.042 1.3153 0.0435 1.3136 0.045 1.3169 0.0465 1.3204 0.048 1.3125 0.0495 1.3172 0.051 1.3257 0.0525 1.3419 0.054 1.3575 0.0555 1.4712 0.057 1.4826 0.0585 1.3523 0.06 1.3507 0.0615 1.3557 0.063 1.3614 0.0645 1.367 0.066 1.3753 0.0675 1.3804 0.069 1.3861 0.0705 1.3878 0.072 1.3906 0.0735 1.387 0.075 1.3868 0.0765 1.3894 0.078 1.3932 0.0795 1.5259 0.081 1.5344 0.0825 1.5305 0.084 1.5036 0.0855 1.51 0.087 1.5175 0.0885 1.5251 0.09 1.5407 0.0915 1.5495 0.093 1.5505 0.0945 1.5514 0.096 1.5567 0.0975 1.5622 0.099 1.6682 0.1005 1.6765 0.102 1.6723 0.1035 1.67 0.105 1.7102 0.1065 1.7056 0.108 1.7022 0.1095 1.7064 0.111 1.7097 0.1125 1.7049 0.114 1.7065 0.1155 1.7144 0.117 1.714 0.1185 1.7295 0.12 1.633 0.1215 1.6322 0.123 1.6466 0.1245 1.6637 0.126 1.6666 0.1275 1.7383 0.129 1.7424 0.1305 1.7444 0.132 1.745 0.1335 1.7563 0.135 1.7512 0.1365 1.7482 0.138 1.7459 0.1395 1.6736 0.141 1.6705 0.1425 1.6753 0.144 1.6782 0.1455 1.671 0.147 1.6758 0.1485 1.6192 0.15 1.6307 0.1515 1.6327 0.153 1.6265 0.1545 1.6363 0.156 1.6499 0.1575 1.659 0.159 1.6698 0.1605 1.6515 0.162 1.664 0.1635 1.6654 0.165 1.6508 0.1665 1.6568 0.168 1.6518 0.1695 1.6461 0.171 1.6472 0.1725 1.6579 0.174 1.6739 0.1755 1.6794 0.177 1.6824 0.1785 1.6876 0.18 1.694 0.1815 1.7983 0.183 1.7944 0.1845 1.8006 0.186 1.8279 0.1875 1.8401 0.189 1.9241 0.1905 1.9341 0.192 1.9298 0.1935 1.9274 0.195 2.0037 0.1965 2.0011 0.198 2.0094 0.1995 2.0207 0.201 1.993 0.2025 1.9909 0.204 1.9385 0.2055 1.9484 0.207 1.9406 0.2085 1.9396 0.21 1.8747 0.2115 1.8799 0.213 1.8914 0.2145 1.896 0.216 1.829 0.2175 1.84 0.219 1.8475 0.2205 1.8396 0.222 1.8725 0.2235 1.8808 0.225 1.9547 0.2265 1.9576 0.228 1.9695 0.2295 2.0212 0.231 2.0138 0.2325 2.013 0.234 2.0246 0.2355 2.0344 0.237 2.0419 0.2385 2.0488 0.24 2.0441 0.2415 2.0505 0.243 2.0647 0.2445 2.1172 0.246 2.1101 0.2475 2.1066 0.249 2.1099 0.2505 2.0692 0.252 2.0767 0.2535 2.0857 0.255 2.0809 0.2565 2.0927 0.258 2.0952 0.2595 2.0882 0.261 2.0997 0.2625 2.1066 0.264 2.1019 0.2655 2.0506 0.267 2.0674 0.2685 2.0701 0.27 2.0808 0.2715 2.15 0.273 2.1533 0.2745 2.1631 0.276 2.1662 0.2775 2.1667 0.279 2.1747 0.2805 2.1838 0.282 2.1918 0.2835 2.2076 0.285 2.3335 0.2865 2.3508 0.288 2.3424 0.2895 2.3503 0.291 2.3432 0.2925 2.2895 0.294 2.3031 0.2955 2.3001 0.297 2.3177 0.2985 2.3223 0.3 2.3192 0.3015 2.3266 0.303 2.3339 0.3045 2.2874 0.306 2.2997 0.3075 2.2942 0.309 2.3005 0.3105 2.3086 0.312 2.3249 0.3135 2.3331 0.315 2.3429 0.3165 2.3632 0.318 2.3931 0.3195 2.4038 0.321 2.4059 0.3225 2.4074 0.324 2.3998 0.3255 2.4494 0.327 2.3291 0.3285 2.4018 0.33 2.4128 0.3315 2.4129 0.333 2.4168 0.3345 2.4143 0.336 2.4204 0.3375 2.4208 0.339 2.399 0.3405 2.3994 0.342 2.4053 0.3435 2.4068 0.345 2.4693 0.3465 2.3547 0.348 2.3567 0.3495 2.3003 0.351 2.3117 0.3525 2.3207 0.354 2.3189 0.3555 2.3349 0.357 2.3314 0.3585 2.3288 0.36 2.3287 0.3615 2.3342 0.363 2.3493 0.3645 2.4069 0.366 2.3551 0.3675 2.4845 0.369 2.4919 0.3705 2.4949 0.372 2.4895 0.3735 2.503 0.375 2.5152 0.3765 2.5072 0.378 2.4582 0.3795 2.3504 0.381 2.3492 0.3825 2.3503 0.384 2.2257 0.3855 2.2702 0.387 2.1868 0.3885 2.1939 0.39 2.201 0.3915 2.2119 0.393 2.2192 0.3945 2.2223 0.396 2.2198 0.3975 2.2303 0.399 2.2981 0.4005 2.4163 0.402 2.437 0.4035 2.4525 0.405 2.5773 0.4065 2.4932 0.408 2.587 0.4095 2.5842 0.411 2.6123 0.4125 2.6224 0.414 2.6285 0.4155 2.6315 0.417 2.6385 0.4185 2.6382 0.42 2.7596 0.4215 2.77 0.423 2.7633 0.4245 2.7599 0.426 2.7699 0.4275 2.781 0.429 2.7935 0.4305 2.8071 0.432 2.7884 0.4335 2.7434 0.435 2.7474 0.4365 2.8341 0.438 2.8451 0.4395 2.844 0.441 2.7305 0.4425 2.7395 0.444 2.741 0.4455 2.7397 0.447 2.7507 0.4485 2.7548 0.45 2.7621 0.4515 2.7544 0.453 2.7563 0.4545 2.7973 0.456 2.8054 0.4575 2.7227 0.459 2.7157 0.4605 2.7273 0.462 2.7182 0.4635 2.7093 0.465 2.7243 0.4665 2.7323 0.468 2.7257 0.4695 2.72 0.471 2.7151 0.4725 2.7302 0.474 2.733 0.4755 2.7454 0.477 2.7401 0.4785 2.7447 0.48 2.7607 0.4815 2.7707 0.483 2.7845 0.4845 2.7932 0.486 2.7846 0.4875 2.7901 0.489 2.7943 0.4905 2.8039 0.492 2.8079 0.4935 2.8023 0.495 2.8113 0.4965 2.8024 0.498 2.8113 0.4995 2.8142 0.501 2.8066 0.5025 2.7959 0.504 2.7875 0.5055 2.7808 0.507 2.6666 0.5085 2.6589 0.51 2.6597 0.5115 2.6538 0.513 2.6598 0.5145 2.6574 0.516 2.6543 0.5175 2.5377 0.519 2.5298 0.5205 2.5282 0.522 2.5243 0.5235 2.5347 0.525 2.5389 0.5265 2.5428 0.528 2.667 0.5295 2.6712 0.531 2.6735 0.5325 2.7475 0.534 2.739 0.5355 2.7461 0.537 2.7477 0.5385 2.8585 0.54 2.9151 0.5415 2.9117 0.543 2.9219 0.5445 2.9147 0.546 2.9097 0.5475 2.913 0.549 2.9079 0.5505 2.8409 0.552 2.9491 0.5535 2.8711 0.555 2.8733 0.5565 2.8612 0.558 2.8472 0.5595 2.8445 0.561 2.7961 0.5625 2.796 0.564 2.7944 0.5655 2.7882 0.567 2.7941 0.5685 2.9002 0.57 2.8908 0.5715 2.9602 0.573 2.8399 0.5745 2.8434 0.576 2.8268 0.5775 2.8249 0.579 2.8238 0.5805 2.8213 0.582 2.8144 0.5835 2.8044 0.585 2.903 0.5865 2.8962 0.588 2.8798 0.5895 2.7648 0.591 2.7557 0.5925 2.7346 0.594 2.7265 0.5955 2.714 0.597 2.8251 0.5985 2.8262 0.6 2.8166 0.6015 2.8128 0.603 2.8039 0.6045 2.8056 0.606 2.6786 0.6075 2.6681 0.609 2.5559 0.6105 2.5497 0.612 2.5447 0.6135 2.5363 0.615 2.5383 0.6165 2.5248 0.618 2.4138 0.6195 2.3931 0.621 2.3903 0.6225 2.3887 0.624 2.3664 0.6255 2.3442 0.627 2.3414 0.6285 2.3425 0.63 2.4138 0.6315 2.3986 0.633 2.3955 0.6345 2.39 0.636 2.4057 0.6375 2.3087 0.639 2.2829 0.6405 2.275 0.642 2.2677 0.6435 2.2567 0.645 2.2506 0.6465 2.3131 0.648 2.299 0.6495 2.2894 0.651 2.3019 0.6525 2.2816 0.654 2.2584 0.6555 2.2487 0.657 2.2047 0.6585 2.2926 0.66 2.2846 0.6615 2.2741 0.663 2.2611 0.6645 2.2469 0.666 2.2357 0.6675 2.1576 0.669 2.1449 0.6705 2.1331 0.672 2.1166 0.6735 2.1093 0.675 2.1259 0.6765 2.1068 0.678 2.0972 0.6795 2.073 0.681 2.0655 0.6825 2.0543 0.684 2.0367 0.6855 2.0162 0.687 2.0028 0.6885 1.9881 0.69 1.9696 0.6915 1.951 0.693 1.9349 0.6945 1.9234 0.696 1.8886 0.6975 1.8765 0.699 1.8595 0.7005 1.8415 0.702 1.8309 0.7035 1.8141 0.705 1.8015 0.7065 1.788 0.708 1.728 0.7095 1.7029 0.711 1.6492 0.7125 1.6339 0.714 1.6307 0.7155 1.6075 0.717 1.5957 0.7185 1.5886 0.72 1.5628 0.7215 1.5479 0.723 1.5225 0.7245 1.5052 0.726 1.4921 0.7275 1.5656 0.729 1.6012 0.7305 1.5871 0.732 1.6131 0.7335 1.5965 0.735 1.577 0.7365 1.5742 0.738 1.5447 0.7395 1.5332 0.741 1.5306 0.7425 1.525 0.744 1.5146 0.7455 1.497 0.747 1.4701 0.7485 1.361 0.75 1.3501 0.7515 1.3401 0.753 1.3238 0.7545 1.3091 0.756 1.2997 0.7575 1.2834 0.759 1.28 0.7605 1.2553 0.762 1.2291 0.7635 1.2233 0.765 1.2184 0.7665 1.2108 0.768 1.2058 0.7695 1.2034 0.771 1.1855 0.7725 1.1696 0.774 1.2107 0.7755 1.2385 0.777 1.2288 0.7785 1.2189 0.78 1.207 0.7815 1.2032 0.783 1.2075 0.7845 1.187 0.786 1.1638 0.7875 1.1615 0.789 1.1522 0.7905 1.142 0.792 1.1375 0.7935 1.1438 0.795 1.0856 0.7965 1.028 0.798 1.0087 0.7995 1.0057 0.801 1.0039 0.8025 0.9996 0.804 0.9798 0.8055 0.9815 0.807 0.9216 0.8085 0.9047 0.81 0.9011 0.8115 0.8958 0.813 0.8833 0.8145 0.8686 0.816 0.8103 0.8175 0.825 0.819 0.8273 0.8205 0.8173 0.822 0.808 0.8235 0.8062 0.825 0.8077 0.8265 0.8103 0.828 0.8703 0.8295 0.8736 0.831 0.8748 0.8325 0.8726 0.834 0.8409 0.8355 0.8509 0.837 0.8516 0.8385 0.8515 0.84 0.852 0.8415 0.8501 0.843 0.7781 0.8445 0.7846 0.846 0.8007 0.8475 0.7984 0.849 0.8043 0.8505 0.8138 0.852 0.9137 0.8535 0.9294 0.855 0.9657 0.8565 0.9727 0.858 1.0481 0.8595 1.0536 0.861 1.0629 0.8625 1.0724 0.864 1.1581 0.8655 1.1646 0.867 1.1747 0.8685 1.1822 0.87 1.1966 0.8715 1.2973 0.873 1.2114 0.8745 1.2126 0.876 1.2387 0.8775 1.2457 0.879 1.2638 0.8805 1.3987 0.882 1.4178 0.8835 1.442 0.885 1.458 0.8865 1.4696 0.888 1.4818 0.8895 1.5924 0.891 1.6014 0.8925 1.5292 0.894 1.5461 0.8955 1.4973 0.897 1.5112 0.8985 1.5292 0.9 1.5399 0.9015 1.3828 0.903 1.5139 0.9045 1.5356 0.906 1.5637 0.9075 1.5889 0.909 1.6068 0.9105 1.503 0.912 1.5286 0.9135 1.5523 0.915 1.5903 0.9165 1.6945 0.918 1.6575 0.9195 1.681 0.921 1.6995 0.9225 1.8914 0.924 1.8089 0.9255 1.8991 0.927 1.9132 0.9285 1.9392 0.93 1.9692 0.9315 1.9399 0.933 1.9641 0.9345 1.985 0.936 2.0018 0.9375 2.0243 0.939 2.1055 0.9405 2.1405 0.942 2.2469 0.9435 2.1637 0.945 2.1945 0.9465 2.1577 0.948 2.1827 0.9495 2.207 0.951 2.2358 0.9525 2.357 0.954 2.3837 0.9555 2.4119 0.957 2.4322 0.9585 2.4464 0.96 2.4195 0.9615 2.4456 0.963 2.3887 0.9645 2.412 0.966 2.4258 0.9675 2.4385 0.969 2.4604 0.9705 2.4746 0.972 2.4951 0.9735 2.498 0.975 2.5172 0.9765 2.5361 0.978 2.5524 0.9795 2.5779 0.981 2.6482 0.9825 2.6552 0.984 2.6713 0.9855 2.7959 0.987 2.8005 0.9885 2.8214 0.99 2.722 0.9915 2.7348 0.993 2.7035 0.9945 2.7633 0.996 2.7714 0.9975 2.7687 0.999 2.7814 1.0005 2.7553 1.002 2.7553 1.0035 2.7538 1.005 2.76 1.0065 2.6423 1.008 2.6595 1.0095 2.7849 1.011 2.9383 1.0125 2.9386 1.014 2.9714 1.0155 2.9254 1.017 2.9248 1.0185 2.9199 1.02 2.91 1.0215 2.9364 1.023 2.9378 1.0245 2.9333 1.026 2.7912 1.0275 2.7805 1.029 2.7615 1.0305 2.6142 1.032 2.5545 1.0335 2.5367 1.035 2.3908 1.0365 2.3707 1.038 2.3506 1.0395 2.3384 1.041 2.3285 1.0425 2.3033 1.044 2.2769 1.0455 2.2607 1.047 2.4875 1.0485 2.468 1.05 2.4475 1.0515 2.4331 1.053 2.4077 1.0545 2.3891 1.056 2.4903 1.0575 2.4644 1.059 2.439 1.0605 2.4119 1.062 2.3701 1.0635 2.3313 1.065 2.3097 1.0665 2.2664 1.068 2.1172 1.0695 2.0939 1.071 2.0577 1.0725 2.0157 1.074 1.9926 1.0755 1.9487 1.077 1.9166 1.0785 1.7517 1.08 1.715 1.0815 1.6785 1.083 1.6451 1.0845 1.6262 1.086 1.6713 1.0875 1.6442 1.089 1.6133 1.0905 1.5729 1.092 1.5452 1.0935 1.5062 1.095 1.4639 1.0965 1.4431 1.098 1.4059 1.0995 1.5054 1.101 1.4711 1.1025 1.4431 1.104 1.4225 1.1055 1.3784 1.107 1.2555 1.1085 1.2352 1.11 1.2057 1.1115 1.171 1.113 1.1339 1.1145 1.1105 1.116 1.0922 1.1175 1.0653 1.119 1.026 1.1205 1.0119 1.122 1.0037 1.1235 0.9888 1.125 0.9749 1.1265 0.9821 1.128 0.9734 1.1295 0.9652 1.131 0.962 1.1325 0.9598 1.134 0.9629 1.1355 0.9595 1.137 0.9515 1.1385 0.9581 1.14 0.9841 1.1415 0.9785 1.143 0.9775 1.1445 0.9758 1.146 0.9828 1.1475 0.9721 1.149 0.9914 1.1505 0.9905 1.152 0.9989 1.1535 1.0074 1.155 1.0219 1.1565 1.0481 1.158 1.0679 1.1595 1.0832 1.161 1.1087 1.1625 1.1391 1.164 1.1522 1.1655 1.1795 1.167 1.2021 1.1685 1.2326 1.17 1.262 1.1715 1.2921 1.173 1.3258 1.1745 1.3401 1.176 1.3685 1.1775 1.5064 1.179 1.5518 1.1805 1.5823 1.182 1.6151 1.1835 1.6625 1.185 1.7548 1.1865 1.8035 1.188 1.8514 1.1895 1.9466 1.191 1.8678 1.1925 1.9145 1.194 1.9523 1.1955 2.0303 1.197 2.0728 1.1985 2.0068 1.2 2.0509 1.2015 2.0971 1.203 2.1485 1.2045 2.1889 1.206 2.1796 1.2075 2.2125 1.209 2.2394 1.2105 2.2313 1.212 2.3812 1.2135 2.4172 1.215 2.4479 1.2165 2.4739 1.218 2.5132 1.2195 2.5548 1.221 2.577 1.2225 2.6049 1.224 2.623 1.2255 2.6383 1.227 2.6606 1.2285 2.6784 1.23 2.7021 1.2315 2.7181 1.233 2.7421 1.2345 2.7574 1.236 2.7668 1.2375 2.7801 1.239 2.7857 1.2405 2.773 1.242 2.774 1.2435 2.7688 1.245 2.7568 1.2465 2.7467 1.248 2.7355 1.2495 2.6118 1.251 2.594 1.2525 2.4813 1.254 2.4475 1.2555 2.424 1.257 2.3978 1.2585 2.3681 1.26 2.3344 1.2615 2.3155 1.263 2.2884 1.2645 2.257 1.266 2.2284 1.2675 2.1865 1.269 2.1431 1.2705 2.2061 1.272 2.1386 1.2735 2.1859 1.275 2.1478 1.2765 2.1007 1.278 2.0594 1.2795 2.0087 1.281 1.9567 1.2825 1.9046 1.284 1.8445 1.2855 1.7831 1.287 1.7282 1.2885 1.6715 1.29 1.729 1.2915 1.6791 1.293 1.6436 1.2945 1.5952 1.296 1.5358 1.2975 1.486 1.299 1.4331 1.3005 1.3766 1.302 1.331 1.3035 1.291 1.305 1.2504 1.3065 1.3179 1.308 1.2777 1.3095 1.2505 1.311 1.1235 1.3125 1.0527 1.314 1.042 1.3155 1.0269 1.317 1.0244 1.3185 1.0163 1.32 1.0179 1.3215 1.0231 1.323 1.0237 1.3245 1.0239 1.326 1.0371 1.3275 0.8375 1.329 0.8594 1.3305 0.8784 1.332 0.905 1.3335 0.9865 1.335 1.0178 1.3365 1.0509 1.338 1.0734 1.3395 1.1007 1.341 1.1348 1.3425 1.1759 1.344 1.2313 1.3455 1.2722 1.347 1.3287 1.3485 1.4908 1.35 1.5375 1.3515 1.5912 1.353 1.6488 1.3545 1.7129 1.356 1.7676 1.3575 1.8137 1.359 1.8859 1.3605 1.9548 1.362 2.0215 1.3635 2.0896 1.365 2.1399 1.3665 2.299 1.368 2.3492 1.3695 2.4164 1.371 2.3644 1.3725 2.4305 1.374 2.4794 1.3755 2.5183 1.377 2.5554 1.3785 2.6064 1.38 2.5819 1.3815 2.6045 1.383 2.6242 1.3845 2.6433 1.386 2.7613 1.3875 2.6275 1.389 2.6423 1.3905 2.6335 1.392 2.7516 1.3935 2.7372 1.395 2.7282 1.3965 2.7151 1.398 2.693 1.3995 2.6657 1.401 2.6975 1.4025 2.6764 1.404 2.6484 1.4055 2.5147 1.407 2.3683 1.4085 2.3727 1.41 2.3183 1.4115 2.2616 1.413 2.2037 1.4145 2.1366 1.416 2.0646 1.4175 1.9941 1.419 2.0399 1.4205 1.9631 1.422 1.8956 1.4235 1.8199 1.425 1.7466 1.4265 1.7638 1.428 1.7092 1.4295 1.6353 1.431 1.5624 1.4325 1.5 1.434 1.4385 1.4355 1.3852 1.437 1.3404 1.4385 1.2906 1.44 1.137 1.4415 1.1052 1.443 1.0686 1.4445 1.0339 1.446 1.0737 1.4475 1.0612 1.449 1.0419 1.4505 1.0486 1.452 1.049 1.4535 1.0629 1.455 1.0639 1.4565 1.0867 1.458 1.1022 1.4595 1.1397 1.461 1.1724 1.4625 1.3181 1.464 1.3549 1.4655 1.4078 1.467 1.3944 1.4685 1.3855 1.47 1.4542 1.4715 1.5188 1.473 1.5907 1.4745 1.6625 1.476 1.7458 1.4775 1.8244 1.479 1.9062 1.4805 1.9878 1.482 2.0693 1.4835 2.0416 1.485 2.1292 1.4865 2.207 1.488 2.1969 9862 mat :

original 0 0.011 0.672 0.98 1.174 1.36 1.5 17 mat transpose

poly_order 5 :

xknot 0 0.011 0.672 0.98 1.174 1.36 1.5 17 mat transpose :

xknot 2 el slightly > min 'x' ≡

LSQ Program

xknot x poly_order fM0 n x rows : M n poly_order xknot rows 1 - (* 1 + el 0 : cell 1 : offset 0 : i 1 n range x i el xknot cell el > cell cell 1 + : offset cell 1 - (poly_order * : 21 line if j 1 poly_order 1 + (range xscaled adds stability to LSQ x.scaled x i el xknot cell 1 - el - xknot cell el xknot cell 1 - el - / : M i j offset + poly_order - el x.scaled j 1 -^: 31 line for 21 line for M 61 line :

data n Decimate collect every 'n' pairs range 1 data rows n range : k 1 : i range u k el data i 1 el : v k el data i 2 el : k k 1 + : 31 line for u v augment 31 line 31 line :

XY XY 11 Decimate :

x XY 1 col : y XY 2 col : 21 line

M0 xknot x poly_order fM0 : c M0 transpose M0 * (1 -^M0 transpose * y * : y0.fit M0 c * : LSQ x y0.fit augment : 41 sys

CWD C:\SmathFile CurrentDirectory :

disable after collection LSQ CWD LSQ wfile 1

x i el # ≥

chirpLSQ CWD LSQ rfile :

min 2 : max chirpLSQ rows : 21 line

split xknot 2 el 3 xknot 2 el 1 - 22 mat xknot 3 el 3 xknot 3 el 1 - 22 mat xknot 4 el 3 xknot 4 el 1 - 22 mat xknot 5 el 3 xknot 5 el 1 - 22 mat xknot 6 el 3 xknot 6 el 1 - 22 mat 51 sys :

strip for the extravagant first value(s) chirpLSQ chirpLSQ min max 12 submatrix :

chirpLSQ split 2 1 sys

xknot 0 0.011 0.672 0.98 1.174 1.36 1.5 71 mat

mvgavg

Y w medsmooth n Y rows : w must be odd m w 1 - 2 / : i 1 n 1 - (range mvgavg i el Y j el j 12 i * sum 2 i * 2 + / i m < Y j el j 2 i * n - n sum 2 n i - (* / i n m - > Y j el j i m - 1 + i m + sum w / cases eval : for mvgavg 51 line :

chirp 1000

chirp 1 0.6077 - 2 1.3592 3 1.3791 4 1.4379 5 1.3544 6 1.4258 7 2.912 8 1.5984 9 1.4052 10 1.3696 11 1.4768 12 1.5231 13 1.4645 14 1.3959 15 1.5722 16 0.4293 17 1.455 18 1.4812 19 1.4894 20 1.4306 21 1.6314 22 1.586 23 1.4961 24 1.4283 25 1.5989 26 1.4878 27 1.5713 28 1.4435 29 1.462 30 0.2092 - 31 1.4497 32 1.6732 33 1.5965 34 1.6258 35 1.5193 36 1.561 37 1.5455 38 1.4812 39 1.4792 40 1.5587 41 1.6991 42 1.6861 43 1.6967 44 1.4961 45 1.6213 46 0.2823 - 47 1.5735 48 1.6996 49 1.6056 50 1.6446 51 1.6708 52 1.5574 53 1.5647 54 1.5832 55 1.742 56 1.6325 57 1.6933 58 1.5351 59 1.6774 60 1.7092 61 1.7012 62 1.6408 63 1.2018 64 1.7404 65 1.7834 66 1.6714 67 1.7986 68 1.7151 69 1.7573 70 1.6462 71 1.7732 72 1.6175 73 3.2666 74 1.8333 75 1.6386 76 1.6067 77 1.8053 78 1.6705 79 1.732 80 1.7346 81 1.8483 82 1.6436 83 1.7811 84 1.7653 85 1.7666 86 1.8494 87 1.8202 88 1.8207 89 1.855 90 1.8628 91 1.8484 92 2.7458 93 1.7941 94 1.7651 95 1.8574 96 1.813 97 1.7043 98 1.7208 99 1.7321 100 0.7642 101 1.7745 102 1.8927 103 1.8982 104 1.7537 105 1.9207 106 1.8969 107 1.9667 108 1.796 109 1.7643 110 1.9601 111 1.9072 112 1.858 113 1.8934 114 0.4901 115 1.9616 116 1.9136 117 1.6804 118 1.8427 119 1.8456 120 1.8112 121 1.9838 122 1.9568 123 2.0034 124 2.0432 125 1.9519 126 1.9369 127 1.9884 128 2.0556 129 1.9019 130 2.007 131 2.0894 132 2.027 133 3.1046 134 1.9615 135 1.9194 136 1.9205 137 3.1484 138 2.0036 139 2.0765 140 2.1073 141 1.5728 142 2.0232 143 1.117 144 2.1554 145 1.9718 146 2.0124 147 2.1302 148 2.0394 149 2.093 150 1.9892 151 2.1432 152 2.1687 153 2.1882 154 1.9898 155 2.0653 156 2.1485 157 2.2261 158 2.1977 159 2.1505 160 2.7885 161 2.0192 162 2.0278 163 2.2669 164 2.1362 165 2.2556 166 2.2712 167 2.1186 168 2.0852 169 2.2783 170 2.936 171 2.1192 172 2.1451 173 2.2002 174 2.1784 175 2.1316 176 2.163 177 2.1953 178 2.3129 179 2.2926 180 2.1669 181 2.2903 182 2.1889 183 2.2088 184 2.1651 185 2.3725 186 2.1857 187 2.3601 188 3.2169 189 2.18 190 2.311 191 2.2409 192 2.321 193 2.4123 194 2.3034 195 2.4099 196 2.4263 197 4.0971 198 2.4248 199 2.247 200 2.3042 201 2.2537 202 2.4113 203 2.3837 204 2.2653 205 2.5052 206 2.3897 207 2.3665 208 2.4142 209 2.5189 210 1.7289 211 4.2819 212 2.343 213 2.3413 214 2.426 215 2.497 216 2.5354 217 2.5305 218 2.5696 219 2.9535 220 2.5502 221 2.3978 222 2.4372 223 2.4044 224 2.4728 225 2.4774 226 3.4335 227 2.5071 228 2.4272 229 2.5552 230 2.4982 231 2.6213 232 2.5757 233 2.6273 234 2.556 235 2.4868 236 2.4588 237 3.3416 238 0.7539 239 2.5079 240 2.5868 241 2.6793 242 2.562 243 2.5275 244 2.7387 245 2.5683 246 2.5377 247 2.6255 248 2.6379 249 2.7139 250 3.3218 251 2.5648 252 2.696 253 2.6176 254 2.633 255 2.5982 256 2.764 257 2.71 258 2.6196 259 1.8332 260 0.9203 261 2.6078 262 2.6546 263 0.845 264 3.9894 265 1.3136 266 2.8029 267 2.7229 268 2.7977 269 2.7067 270 2.8108 271 2.6719 272 2.7778 273 2.8494 274 2.6936 275 2.9184 276 2.8881 277 2.7168 278 2.7276 279 2.7209 280 2.7608 281 3.1436 282 2.9494 283 2.798 284 2.8563 285 2.7767 286 2.773 287 4.6706 288 2.8502 289 2.8178 290 2.8369 291 2.8669 292 2.8936 293 2.9091 294 2.9651 295 2.8622 296 2.2746 297 2.8574 298 4.1576 299 2.9413 300 2.756 301 2.9687 302 2.9849 303 2.8413 304 2.8163 305 3.0321 306 2.956 307 3.0184 308 2.8485 309 2.8917 310 2.8897 311 2.9792 312 2.9168 313 2.8352 314 2.9301 315 2.8332 316 2.8512 317 3.0666 318 2.9351 319 2.9335 320 2.8715 321 2.9442 322 3.0753 323 2.9337 324 3.0748 325 2.9 326 2.9854 327 3.0766 328 3.0793 329 3.0406 330 2.982 331 2.9365 332 3.0181 333 2.997 334 3.0157 335 3.0028 336 2.9921 337 3.0683 338 2.9415 339 3.0335 340 3.0293 341 2.9624 342 2.9183 343 2.9144 344 2.8828 345 1.2234 346 2.9021 347 3.0087 348 2.9278 349 3.0924 350 2.9559 351 3.0225 352 1.1924 353 2.914 354 3.0054 355 2.9048 356 3.0736 357 2.9783 358 2.9406 359 3.0871 360 2.9641 361 3.0433 362 4.0385 363 2.9643 364 3.0621 365 3.047 366 2.8551 367 3.7622 368 2.9544 369 3.0573 370 2.9662 371 2.9029 372 2.9898 373 3.011 374 1.9599 375 4.6658 376 2.8681 377 2.997 378 2.8808 379 2.8372 380 2.8149 381 3.0369 382 2.9522 383 3.0332 384 2.8738 385 2.9912 386 4.5809 387 2.8705 3883389 2.8613 390 2.9214 391 2.7474 392 2.8529 393 2.8208 394 2.7768 395 2.9343 396 2.8022 397 4.5108 398 2.7722 399 2.7459 400 2.8562 401 2.7328 402 2.6839 403 2.7396 404 2.7347 405 4.4135 406 2.8692 407 2.6772 408 2.72 409 2.8008 410 2.8274 411 2.6054 412 2.6143 413 1.0631 414 2.7643 415 2.6568 416 2.558 417 2.77 418 2.5313 419 2.7485 420 2.5591 421 2.6352 422 2.6961 423 2.4661 424 2.4948 425 2.5635 426 2.6304 427 2.1336 428 2.5353 429 2.61 430 2.4762 431 3.0057 432 1.0767 433 2.3604 434 2.4409 435 2.5262 436 2.5312 437 2.3748 438 3.4309 439 2.353 440 2.4854 441 2.3218 442 2.2307 443 2.2626 444 2.3303 445 2.3454 446 2.3955 447 2.24 448 2.2841 449 2.3302 450 2.3189 451 2.2071 452 2.2593 453 2.1629 454 2.308 455 2.0741 456 2.1217 457 2.5117 458 2.0433 459 2.2013 460 2.0319 461 2.1275 462 2.1166 463 2.066 464 2.0119 465 2.0055 466 2.0397 467 1.885 468 2.0294 469 1.8316 470 1.9502 471 1.9889 472 1.8622 473 1.9463 474 1.7622 475 1.9674 476 1.8658 477 1.8759 478 1.8093 479 1.1068 480 1.6622 481 1.0798 482 1.7992 483 1.7849 484 1.6023 485 1.8118 486 1.7554 487 1.5585 488 1.5398 489 1.586 490 1.6056 491 1.6797 492 2.9114 493 1.6407 494 1.4509 495 1.4701 496 1.5501 497 1.4923 498 1.5613 499 1.3684 500 1.5826 501 1.5208 502 1.4546 503 1.4302 504 1.3417 505 1.2759 506 1.2752 507 1.4781 508 1.3006 509 1.2257 510 1.3288 511 1.3519 512 1.3172 513 1.3173 514 1.212 515 1.1276 516 1.3667 517 1.3573 518 1.2271 519 1.2014 520 1.2396 521 1.2094 522 1.0624 523 1.8421 524 1.7448 525 1.2068 526 1.1689 527 1.1391 528 1.1543 529 1.1926 530 1.0598 531 1.0085 532 1.1925 533 1.0622 534 1.0865 535 1.1424 536 1.1569 537 0.9681 538 0.8818 539 0.9172 540 1.1241 541 1.1119 542 1.09 543 0.8944 544 1.0862 545 0.1093 546 0.9402 547 1.0074 548 1.0075 549 0.9552 550 0.9354 551 0.0943 552 1.1026 553 0.9508 554 0.9739 555 0.973 556 1.0635 557 0.9157 558 1.1254 559 1.0095 560 0.9893 561 1.0266 562 0.9733 563 0.4807 564 1.085 565 0.1046 566 1.1006 567 0.9583 568 0.9467 569 0.1078 - 570 1.1617 571 1.156 572 1.0919 573 1.0981 574 1.1319 575 2.5245 576 1.2085 577 1.0253 578 1.1899 579 1.2362 580 1.1822 581 1.0978 582 1.0892 583 1.1784 584 1.259 585 1.3075 586 1.2044 587 1.3144 588 2.6415 589 1.2361 590 1.2275 591 1.4162 592 1.2947 593 1.5078 594 3.2064 595 1.3833 596 1.4535 597 1.4173 598 1.4337 599 1.4907 600 2.8634 601 1.4488 602 1.5593 603 1.4896 604 0.4942 605 1.6255 606 1.5646 607 1.6675 608 0.8513 609 3.3485 610 1.7801 611 1.8385 612 1.8112 613 1.7599 614 1.3059 615 1.8333 616 1.9151 617 2.0585 618 2.0577 619 1.0697 620 1.9179 621 1.9447 622 3.7294 623 2.1114 624 3.1334 625 2.0493 626 2.2013 627 2.2101 628 0.8661 629 2.1964 630 2.2292 631 2.31 632 2.3956 633 2.2881 634 2.443 635 3.5408 636 2.4801 637 2.5748 638 2.58 639 2.4245 640 2.5661 641 2.6417 642 2.6845 643 2.5965 644 2.6524 645 2.6147 646 2.6094 647 1.8839 648 2.8339 649 2.688 650 2.8299 651 2.7814 652 2.7701 653 2.7539 654 2.7786 655 2.949 656 2.7287 657 2.8841 658 2.9358 659 2.8594 660 2.9922 661 2.9375 662 2.9396 663 2.9289 664 4.6986 665 2.8513 666 3.0831 667 1.2629 668 2.9713 669 2.4786 670 3.6255 671 3.0061 672 2.8955 673 3.0498 674 2.6002 675 2.938 676 2.9175 677 3.0222 678 2.9331 679 3.1088 680 4.9644 681 3.5637 682 2.9755 683 2.9712 684 2.9346 685 2.998 686 2.8208 687 2.9017 688 2.9971 689 2.9577 690 2.8509 691 0.8907 692 2.7722 693 2.8241 694 2.7547 695 2.6683 696 2.7078 697 0.7834 698 2.6326 699 2.6966 700 2.6376 701 2.7536 702 2.6191 703 2.5622 704 2.6072 705 4.2938 706 2.4795 707 2.5161 708 2.5387 709 2.2878 710 2.4282 711 2.3015 712 2.2436 713 2.3165 714 2.2304 715 2.1262 716 2.0375 717 2.2382 718 1.9578 719 2.0561 720 2.1301 721 1.9736 722 1.9085 723 1.9404 724 1.7698 725 1.8199 726 0.2299 - 727 1.7668 728 1.6831 729 1.6247 730 1.7541 731 2.9148 732 1.5512 733 1.593 734 1.523 735 1.559 736 1.3231 737 1.3066 738 1.4564 739 1.2632 740 1.2625 741 1.2514 742 1.2638 743 1.3156 744 1.0929 745 1.0714 746 1.2463 747 1.1502 748 1.0021 749 1.0028 750 0.973 751 1.0318 752 1.0524 753 0.6733 754 1.0515 755 1.128 756 1.0404 757 1.1077 758 1.2005 759 0.9414 760 1.1225 761 1.1023 762 0.9693 763 1.0498 764 0.9218 765 0.9123 766 1.1512 767 1.0623 768 0.9686 769 1.113 770 1.0138 771 1.2138 772 1.0397 773 1.2302 774 1.1099 775 1.2285 776 1.0958 777 1.2679 778 1.3141 779 1.2094 780 1.3817 781 1.4443 782 1.4244 783 1.3101 784 1.4227 785 1.5524 786 1.498 787 1.6711 788 1.5618 789 1.7327 790 1.311 791 1.6931 792 3.3839 793 1.8891 794 1.84 795 1.9358 796 2.1351 797 2.6948 798 2.1541 799 2.2707 800 2.9253 801 0.4891 802 2.2627 803 2.3005 804 2.4807 805 2.3307 806 2.393 807 2.5516 808 2.5321 809 2.7067 810 2.7411 811 2.5552 812 2.6486 813 2.6737 814 2.8035 815 2.7383 816 2.802 817 2.7606 818 2.8716 819 2.9199 820 3.0178 821 2.8835 822 2.9505 823 2.9791 824 2.9703 825 2.8895 826 2.9157 827 3.0297 828 3.0434 829 3.0974 830 3.0324 831 2.9009 832 3.0712 833 3.0035 834 2.8273 835 2.8989 836 2.8724 837 2.799 838 2.8186 839 2.7221 840 1.0603 841 2.7633 842 1.3516 843 2.5909 844 2.6802 845 2.5075 846 2.6261 847 2.4972 848 2.5438 849 2.4926 850 2.4013 851 2.3698 852 2.1911 853 2.0708 854 2.0056 855 1.7509 856 2.0611 857 2.0194 858 1.9727 859 1.8887 860 1.8661 861 1.7166 862 1.7629 863 1.5903 864 1.4802 865 1.5466 866 1.341 867 2.9328 868 1.2569 869 1.2185 870 1.3346 871 1.1285 872 1.2263 873 1.0952 874 1.0193 875 1.0313 876 1.1633 877 0.9811 878 2.4925 879 0.9447 880 0.932 881 1.0285 882 0.1942 883 1.0587 884 1.1085 885 1.0898 886 1.1051 887 1.1198 888 1.0973 889 1.04 890 1.1658 891 1.1796 892 0.5013 - 893 1.2729 894 1.2167 895 1.4285 896 1.4155 897 1.529 898 1.6052 899 1.4269 900 1.5143 901 1.631 902 1.7144 903 1.8705 904 1.7793 905 2.0273 906 1.9311 907 1.9731 908 2.0221 909 2.2918 910 2.3771 911 2.3502 912 2.2963 913 2.5104 914 2.5476 915 2.632 916 2.7349 917 2.625 918 4.1655 919 2.7802 920 2.9391 921 1.1941 922 3.0136 923 3.0257 924 2.9596 925 2.9064 926 3.0626 927 2.1415 928 2.8879 929 2.9264 930 3.0219 931 4.3953 932 2.1582 933 3.0026 934 2.8065 935 2.9652 936 2.7977 937 2.8905 938 2.7642 939 2.5745 940 2.6528 941 2.6194 942 2.5705 943 2.5064 944 1.0164 945 2.1999 946 2.2237 947 2.1868 948 1.9567 949 2.096 950 1.7905 951 1.8114 952 1.706 953 3.2625 954 1.5 955 1.6066 956 1.4362 957 1.4062 958 1.2746 959 1.3809 960 1.1157 961 1.0929 962 1.0206 963 1.1737 964 0.9914 965 1.1389 966 0.9595 967 0.9582 968 1.0219 969 1.0579 970 0.9162 971 2.0033 972 1.087 973 1.092 974 1.2154 975 1.0983 976 1.2305 977 1.1877 978 1.3338 979 1.3714 980 1.5215 981 1.4495 982 3.2075 983 1.6087 984 1.7109 985 1.8013 986 0.9544 987 2.1218 988 2.1851 989 2.1768 990 2.3068 991 2.4375 992 2.5129 993 2.5978 994 2.7455 995 2.6731 996 2.7918 997 2.9229 998 2.8766 999 1.6512 1000 3.0282 10002 mat :

Explain LSQ

1. LSQ constructs the tridiagonal cell system.

2. Each cell is row populated by the ranged 'x'

... 'x' values in the xknot span.

3. Each cell is cols = poly_order.

-------------Expand M0 => observe -----------

4. "chirp" is a typical application.

5. LSQ belongs to the Smath tool box.

----------------------------------------------------

In this application, once fitted, supplementary

techniques may be applied to re-smooth the

junctions [no suggestion].

]]>