一个XOR问题的实例---神经网络的权重到底是如何变化的
2024-06-02 09:40:24
制作一个2*2*1无偏置的神经网络，输入分别是（0,0）,（0,1）,（1,0）,(1,1)输出是0,1,1,0.实现XOR，并观察权重和损失函数的变化规律，
得到的权重
| 4886 | H（输入） | I（权重w1） | J | K（权重w2） | L（输出） |
| 4887 | 0 | 68.22722811 | 0.5 | 173.0133239 | 0.000448325 |
| 4888 | * | 0.911665381 | |||
| 4889 | 0 | 68.69855536 | 0.5 | -188.4324098 | |
| 4890 | * | 2.095660806 | |||
| 4891 | |||||
| 4892 | 0 | 68.22722811 | 1 | 173.0133239 | 0.99461049 |
| 4893 | * | 0.911665381 | |||
| 4894 | 1 | 68.69855536 | 0.8904807 | -188.4324098 | |
| 4895 | * | 2.095660806 | |||
| 4896 | |||||
| 4897 | 1 | 68.22722811 | 1 | 173.0133239 | 1 |
| 4898 | * | 0.911665381 | |||
| 4899 | 0 | 68.69855536 | 0.7133408 | -188.4324098 | |
| 4900 | * | 2.095660806 | |||
| 4901 | |||||
| 4902 | 1 | 68.22722811 | 1 | 173.0133239 | 0.001435689 |
| 4903 | * | 0.911665381 | |||
| 4904 | 1 | 68.69855536 | 0.952904 | -188.4324098 | |
| 4905 | * | 2.095660806 |
得到的权重
w1[0][0]=68.22722811
w1[0][1]=0.911665381
w1[1][0]=68.69855536
w1[1][1]= 2.095660806
w2[0][0]= 173.013323903306
w2[1][0]= -188.43240978341
J4902的公式1/(1+EXP(1)^((-1)*(H4902*I4902+H4904*I4904)))
J4904的公式1/(1+EXP(1)^((-1)*(H4902*I4903+H4904*I4905)))
L4902的公式1/(1+EXP(1)^((-1)*(J4902*K4902+J4904*K4904)))
将收敛标准设为while（loss-0>0.0001）,经过399迭代收敛，
W1[0][0]和w1[1][0]的曲线几乎重合
W2[0][0]和w2[1][0]的曲线几乎对称
最为奇怪的是w1[0][1]和w1[1][1]的曲线
损失函数的曲线
从这几幅图可以发现当迭代到81次左右的时候w1[0][1]和w1[1][1]的振动周期明显减小，振动加剧，同时损失函数大幅下降
具体数据
| * | w1[0][0] | w1[1][0] | w1[0][1] | w1[1][1] | w2[0][0] | w2[1][0] | 损失函数 |
| 初始权重 | 0.949609027 | 0.818490121 | 0.3832673 | 0.736533972 | 0.351438625 | 0.2005728 | |
| 1 | 0.94987092 | 0.818938285 | 0.3828907 | 0.735922277 | 0.322665373 | 0.1721161 | 0.5685667 |
| 2 | 0.950503671 | 0.819935343 | 0.382281 | 0.734873478 | 0.268379448 | 0.1181614 | 0.5615342 |
| 3 | 0.951652226 | 0.82160748 | 0.3816298 | 0.733640083 | 0.194808679 | 0.044354 | 0.5481678 |
| 4 | 0.953382707 | 0.823988403 | 0.3810247 | 0.732397351 | 0.110537408 | -0.041536 | 0.5298598 |
| 5 | 0.955580564 | 0.826916143 | 0.3803092 | 0.731097725 | 0.025578049 | -0.130462 | 0.5086243 |
| 6 | 0.957919047 | 0.830004663 | 0.3790303 | 0.729407813 | -0.049793437 | -0.213163 | 0.4868925 |
| 7 | 0.959926768 | 0.832720058 | 0.3765114 | 0.726767826 | -0.106264035 | -0.281269 | 0.4671778 |
| 8 | 0.961134323 | 0.834539591 | 0.3720306 | 0.72255477 | -0.136567583 | -0.328286 | 0.4517094 |
| 9 | 0.961240323 | 0.835130146 | 0.3650353 | 0.716282275 | -0.136277408 | -0.350306 | 0.4421535 |
| 10 | 0.960228852 | 0.834474276 | 0.3553088 | 0.707758354 | -0.104250423 | -0.346396 | 0.4394754 |
| 11 | 0.958391601 | 0.832894629 | 0.3430318 | 0.697144857 | -0.042724427 | -0.31867 | 0.4439064 |
| 12 | 0.956244296 | 0.830965817 | 0.3287191 | 0.684901058 | 0.042922321 | -0.272045 | 0.4549482 |
| 13 | 0.954366383 | 0.829343958 | 0.3130578 | 0.671635059 | 0.144749848 | -0.213683 | 0.4713909 |
| 14 | 0.953224997 | 0.828577859 | 0.2967097 | 0.657921921 | 0.253152021 | -0.152165 | 0.4913842 |
| 15 | 0.953054217 | 0.828976737 | 0.2801571 | 0.644162678 | 0.357977631 | -0.096466 | 0.5126207 |
| 16 | 0.953836863 | 0.830584987 | 0.2636472 | 0.630539521 | 0.449708352 | -0.054916 | 0.5326424 |
| 17 | 0.955387506 | 0.833263637 | 0.2472451 | 0.617073666 | 0.520504073 | -0.034288 | 0.5491895 |
| 18 | 0.957491122 | 0.836831466 | 0.2309483 | 0.603742102 | 0.564983513 | -0.03915 | 0.5604795 |
| 19 | 0.960036147 | 0.841201789 | 0.2147955 | 0.590585794 | 0.580698285 | -0.071494 | 0.5653531 |
| 20 | 0.963093441 | 0.846463986 | 0.1989104 | 0.577751311 | 0.568319115 | -0.130623 | 0.5633089 |
| 21 | 0.966918835 | 0.852886149 | 0.1834527 | 0.565438348 | 0.531559881 | -0.213274 | 0.5544947 |
| 22 | 0.971884501 | 0.860844164 | 0.168488 | 0.553764694 | 0.476840318 | -0.313954 | 0.539702 |
| 23 | 0.978369058 | 0.870708679 | 0.1538267 | 0.542598803 | 0.412673181 | -0.425509 | 0.5203495 |
| 24 | 0.98665356 | 0.88273974 | 0.1389076 | 0.531435505 | 0.348788085 | -0.539886 | 0.4983955 |
| 25 | 0.996870895 | 0.897039254 | 0.1227951 | 0.519385495 | 0.295070978 | -0.649039 | 0.476131 |
| 26 | 1.009032922 | 0.913586404 | 0.1043214 | 0.505307441 | 0.260464857 | -0.745846 | 0.4558691 |
| 27 | 1.023121056 | 0.932339958 | 0.0823396 | 0.488052085 | 0.251993881 | -0.824897 | 0.4396234 |
| 28 | 1.039194037 | 0.953357526 | 0.0560161 | 0.466744705 | 0.274027882 | -0.883061 | 0.4288728 |
| 29 | 1.057458915 | 0.976874185 | 0.0250741 | 0.441024905 | 0.32783629 | -0.919779 | 0.4244537 |
| 30 | 1.078269344 | 1.00330223 | -0.010072 | 0.411183517 | 0.411438612 | -0.937068 | 0.4265427 |
| 31 | 1.102048502 | 1.033148602 | -0.048325 | 0.378167977 | 0.519756825 | -0.939261 | 0.4346719 |
| 32 | 1.129169074 | 1.066883235 | -0.088042 | 0.34346102 | 0.645086366 | -0.932471 | 0.4477534 |
| 33 | 1.159845973 | 1.104816632 | -0.127269 | 0.308871113 | 0.777884775 | -0.923863 | 0.4641386 |
| 34 | 1.194094957 | 1.147044048 | -0.163977 | 0.276298942 | 0.907812929 | -0.920816 | 0.4817608 |
| 35 | 1.231778825 | 1.193482378 | -0.19626 | 0.247545549 | 1.024884653 | -0.930114 | 0.4983746 |
| 36 | 1.272719541 | 1.243980233 | -0.22244 | 0.224196806 | 1.120547202 | -0.957293 | 0.5118442 |
| 37 | 1.316826753 | 1.298450423 | -0.241102 | 0.207572189 | 1.18855749 | -1.006208 | 0.5203954 |
| 38 | 1.364194084 | 1.356972594 | -0.251115 | 0.198691861 | 1.2256036 | -1.078788 | 0.5227779 |
| 39 | 1.415135087 | 1.41983425 | -0.251684 | 0.198210526 | 1.231686556 | -1.174941 | 0.5183437 |
| 40 | 1.470154376 | 1.487503441 | -0.242475 | 0.206286354 | 1.210287176 | -1.292559 | 0.5070927 |
| 41 | 1.529867289 | 1.560546299 | -0.223804 | 0.222390575 | 1.168300945 | -1.427604 | 0.4897175 |
| 42 | 1.594893717 | 1.639516843 | -0.196848 | 0.245113323 | 1.115662855 | -1.574328 | 0.4676325 |
| 43 | 1.665759812 | 1.724856057 | -0.163765 | 0.272072999 | 1.064554257 | -1.725695 | 0.4429168 |
| 44 | 1.742841125 | 1.816836896 | -0.127588 | 0.30005733 | 1.028138553 | -1.874071 | 0.4181018 |
| 45 | 1.82636498 | 1.915573395 | -0.091804 | 0.325470647 | 1.018923492 | -2.012182 | 0.3958072 |
| 46 | 1.91645935 | 2.021077892 | -0.059648 | 0.345034938 | 1.047014562 | -2.134212 | 0.3783331 |
| 47 | 2.013207613 | 2.133321603 | -0.033289 | 0.356572263 | 1.118581577 | -2.236822 | 0.3673509 |
| 48 | 2.116665873 | 2.25225405 | -0.013124 | 0.359665811 | 1.234787261 | -2.319893 | 0.363751 |
| 49 | 2.226827127 | 2.377767689 | 0.0026124 | 0.356040086 | 1.391343179 | -2.386804 | 0.3675939 |
| 50 | 2.343557065 | 2.509634776 | 0.0178126 | 0.349546839 | 1.578857474 | -2.444145 | 0.3780742 |
| 51 | 2.466552091 | 2.647467295 | 0.0379664 | 0.345690795 | 1.784124481 | -2.500831 | 0.3934951 |
| 52 | 2.59535963 | 2.790738891 | 0.0692356 | 0.350740459 | 1.992289715 | -2.566748 | 0.4113582 |
| 53 | 2.729457953 | 2.938864747 | 0.1173429 | 0.370619275 | 2.189438709 | -2.651271 | 0.4286823 |
| 54 | 2.868354255 | 3.091297012 | 0.1865019 | 0.409806688 | 2.364963167 | -2.761978 | 0.4425261 |
| 55 | 3.011658016 | 3.247592525 | 0.2784593 | 0.470351353 | 2.513276357 | -2.903652 | 0.4505355 |
| 56 | 3.159111739 | 3.407436493 | 0.3916579 | 0.551022879 | 2.634803034 | -3.077463 | 0.4513573 |
| 57 | 3.310582332 | 3.570628567 | 0.5207301 | 0.646810351 | 2.736248469 | -3.280261 | 0.4448923 |
| 58 | 3.466022143 | 3.737044231 | 0.6568247 | 0.749247079 | 2.82991898 | -3.504335 | 0.4324146 |
| 59 | 3.625409379 | 3.906583965 | 0.7891075 | 0.84787341 | 2.931727059 | -3.738276 | 0.4164878 |
| 60 | 3.788683644 | 4.07912423 | 0.9070043 | 0.932401054 | 3.057944884 | -3.969309 | 0.4005259 |
| 61 | 3.955697626 | 4.254484306 | 1.0022032 | 0.994643717 | 3.22155972 | -4.186498 | 0.3880106 |
| 62 | 4.126197871 | 4.432414901 | 1.0697862 | 1.029656066 | 3.429345922 | -4.383643 | 0.3816692 |
| 63 | 4.299831994 | 4.612604666 | 1.108561 | 1.036168867 | 3.680286384 | -4.561025 | 0.3829257 |
| 64 | 4.476174326 | 4.794699403 | 1.120929 | 1.016606395 | 3.96550027 | -4.725669 | 0.391653 |
| 65 | 4.654766111 | 4.978332242 | 1.1124516 | 0.976765796 | 4.269752884 | -4.89005 | 0.4061066 |
| 66 | 4.835165251 | 5.163160667 | 1.0910451 | 0.925030505 | 4.574468845 | -5.069409 | 0.4230784 |
| 67 | 5.016991697 | 5.348898514 | 1.065721 | 0.871052792 | 4.86156088 | -5.27841 | 0.4384464 |
| 68 | 5.199952822 | 5.53533088 | 1.044959 | 0.824064378 | 5.116903345 | -5.528258 | 0.4480816 |
| 69 | 5.383845159 | 5.722310888 | 1.0348956 | 0.791063906 | 5.332656072 | -5.824909 | 0.4487612 |
| 70 | 5.56854096 | 5.909746506 | 1.0375469 | 0.775093761 | 5.508443416 | -6.168308 | 0.4387772 |
| 71 | 5.753969022 | 6.097585361 | 1.0494166 | 0.773907861 | 5.651664366 | -6.55227 | 0.4182571 |
| 72 | 5.940093686 | 6.285800552 | 1.0611383 | 0.77960579 | 5.776760231 | -6.96507 | 0.3892887 |
| 73 | 6.1268922 | 6.474376977 | 1.0589026 | 0.779945346 | 5.902741229 | -7.391365 | 0.3556821 |
| 74 | 6.314332704 | 6.663298012 | 1.027797 | 0.761578007 | 6.048663171 | -7.815845 | 0.322062 |
| 75 | 6.502359133 | 6.852535231 | 0.9562885 | 0.71462116 | 6.228120161 | -8.227752 | 0.2924342 |
| 76 | 6.690887641 | 7.04204495 | 0.8413117 | 0.637796129 | 6.44459138 | -8.624573 | 0.2689776 |
| 77 | 6.879813965 | 7.231772896 | 0.6943163 | 0.543668201 | 6.689071338 | -9.013415 | 0.25162 |
| 78 | 7.069030299 | 7.421665151 | 0.5462895 | 0.46181253 | 6.941697358 | -9.408673 | 0.2382728 |
| 79 | 7.258447949 | 7.611680356 | 0.441565 | 0.431664114 | 7.180038399 | -9.825067 | 0.2255716 |
| 80 | 7.448012062 | 7.801796489 | 0.4122986 | 0.478111913 | 7.392483835 | -10.26921 | 0.2104003 |
| 81 | 7.637699594 | 7.992010378 | 0.4521815 | 0.585791578 | 7.588033299 | -10.73486 | 0.1917986 |
| 82 | 7.827507765 | 8.182331311 | 0.5155915 | 0.698274719 | 7.795629128 | -11.20261 | 0.1717303 |
| 83 | 8.017438035 | 8.372767254 | 0.5503337 | 0.753973822 | 8.048066703 | -11.64912 | 0.1540097 |
| 84 | 8.20748141 | 8.563312146 | 0.5301572 | 0.721471802 | 8.362026217 | -12.06186 | 0.1417868 |
| 85 | 8.397615111 | 8.753944705 | 0.4676911 | 0.612418628 | 8.728848142 | -12.44698 | 0.1358829 |
| 86 | 8.587811396 | 8.944636079 | 0.4182337 | 0.489006346 | 9.116416937 | -12.82711 | 0.1348122 |
| 87 | 8.778050367 | 9.135362795 | 0.4540081 | 0.438134135 | 9.488597483 | -13.22614 | 0.1352463 |
| 88 | 8.968325521 | 9.326113815 | 0.5915127 | 0.491828165 | 9.835121966 | -13.65062 | 0.1336842 |
| 89 | 9.158641351 | 9.516887126 | 0.7595328 | 0.595892367 | 10.18024044 | -14.08477 | 0.129234 |
| 90 | 9.349005146 | 9.707683842 | 0.8668595 | 0.675340681 | 10.56039032 | -14.50245 | 0.1243065 |
| 91 | 9.53941648 | 9.898502958 | 0.8705321 | 0.694321517 | 10.99450175 | -14.88882 | 0.1222784 |
| 92 | 9.729865161 | 10.08933979 | 0.7841149 | 0.663410363 | 11.47371613 | -15.25015 | 0.1248632 |
| 93 | 9.920336734 | 10.28018832 | 0.6741655 | 0.634974064 | 11.96600759 | -15.61025 | 0.1314481 |
| 94 | 10.11082041 | 10.47104437 | 0.6294378 | 0.678854418 | 12.43604771 | -15.99473 | 0.1391797 |
| 95 | 10.3013116 | 10.66190654 | 0.6851747 | 0.815134094 | 12.87167277 | -16.41239 | 0.1443842 |
| 96 | 10.49180947 | 10.85277561 | 0.7965204 | 0.983553503 | 13.29075627 | -16.85044 | 0.1454976 |
| 97 | 10.68231461 | 11.04365317 | 0.900369 | 1.105499924 | 13.72292182 | -17.28609 | 0.1443225 |
| 98 | 10.87282734 | 11.23453961 | 0.9593665 | 1.137424773 | 14.18811445 | -17.70308 | 0.1441074 |
| 99 | 11.06334678 | 11.4254334 | 0.9667774 | 1.078627849 | 14.68689038 | -18.10057 | 0.1471061 |
| 100 | 11.25387117 | 11.6163319 | 0.9441944 | 0.966656895 | 15.20100911 | -18.49312 | 0.1535742 |
| 101 | 11.4443988 | 11.80723282 | 0.9348288 | 0.863984002 | 15.70324482 | -18.90241 | 0.1616427 |
| 102 | 11.63492866 | 11.99813495 | 0.9823221 | 0.828183868 | 16.17184838 | -19.3455 | 0.1680401 |
| 103 | 11.82546047 | 12.18903786 | 1.0908287 | 0.873864988 | 16.60278294 | -19.82554 | 0.169831 |
| 104 | 12.01599451 | 12.37994149 | 1.2147224 | 0.968152161 | 17.01099586 | -20.33059 | 0.1663976 |
| 105 | 12.20653124 | 12.57084595 | 1.2961683 | 1.066357371 | 17.41931781 | -20.84192 | 0.159789 |
| 106 | 12.39707077 | 12.76175139 | 1.29769 | 1.134432368 | 17.84592733 | -21.34424 | 0.1529952 |
| 107 | 12.58761264 | 12.95265781 | 1.2140371 | 1.155056345 | 18.29619783 | -21.83294 | 0.1481539 |
| 108 | 12.77815598 | 13.14356508 | 1.073635 | 1.132335467 | 18.76045407 | -22.316 | 0.145745 |
| 109 | 12.96870002 | 13.33447295 | 0.9285891 | 1.093423702 | 19.21955727 | -22.80904 | 0.1445786 |
| 110 | 13.15924436 | 13.52538123 | 0.8362033 | 1.081544365 | 19.65413123 | -23.32768 | 0.1424923 |
| 111 | 13.34978886 | 13.71628983 | 0.8327137 | 1.125454564 | 20.05444015 | -23.87952 | 0.1374335 |
| 112 | 13.54033348 | 13.90719876 | 0.9044747 | 1.200381709 | 20.42841108 | -24.45792 | 0.1286959 |
| 113 | 13.73087826 | 14.09810806 | 1.0068382 | 1.246089654 | 20.79606099 | -25.04631 | 0.1176625 |
| 114 | 13.92142327 | 14.28901778 | 1.0965795 | 1.215523626 | 21.17608449 | -25.62917 | 0.1066785 |
| 115 | 14.11196857 | 14.47992781 | 1.1399131 | 1.101535086 | 21.57683053 | -26.19959 | 0.0973921 |
| 116 | 14.30251417 | 14.67083802 | 1.1233025 | 0.939540405 | 21.99333222 | -26.76154 | 0.0901849 |
| 117 | 14.49306001 | 14.86174831 | 1.0682735 | 0.786521622 | 22.4113075 | -27.32638 | 0.0843931 |
| 118 | 14.68360601 | 15.05265862 | 1.031871 | 0.705909453 | 22.81298331 | -27.90825 | 0.078889 |
| 119 | 14.87415213 | 15.24356894 | 1.0567008 | 0.739495446 | 23.18855407 | -28.51471 | 0.0725858 |
| 120 | 15.06469836 | 15.43447927 | 1.0977892 | 0.852955653 | 23.54963838 | -29.13631 | 0.0651875 |
| 121 | 15.25524473 | 15.62538963 | 1.0825257 | 0.983137686 | 23.91624946 | -29.75687 | 0.0576853 |
| 122 | 15.4457912 | 15.81630004 | 0.9859633 | 1.072095382 | 24.30141549 | -30.36594 | 0.0511587 |
| 123 | 15.63633773 | 16.00721051 | 0.8392662 | 1.073393845 | 24.70754981 | -30.96153 | 0.0459894 |
| 124 | 15.82688429 | 16.19812104 | 0.6976157 | 0.995328003 | 25.12522375 | -31.55093 | 0.0420075 |
| 125 | 16.01743085 | 16.3890316 | 0.6337854 | 0.924284049 | 25.53399806 | -32.15016 | 0.038685 |
| 126 | 16.20797742 | 16.57994218 | 0.712757 | 0.944740015 | 25.91821424 | -32.77133 | 0.035295 |
| 127 | 16.39852399 | 16.77085277 | 0.8663099 | 0.983409204 | 26.29316524 | -33.40234 | 0.0314757 |
| 128 | 16.58907058 | 16.96176339 | 1.0038453 | 0.956903378 | 26.67991833 | -34.02662 | 0.0277983 |
| 129 | 16.77961719 | 17.15267402 | 1.0397285 | 0.855936751 | 27.09172608 | -34.63385 | 0.0247625 |
| 130 | 16.97016384 | 17.34358466 | 0.9466397 | 0.725206439 | 27.52629303 | -35.22566 | 0.0225093 |
| 131 | 17.16071051 | 17.5344953 | 0.8233087 | 0.635569581 | 27.9620648 | -35.81872 | 0.0208428 |
| 132 | 17.35125718 | 17.72540594 | 0.8290412 | 0.706448513 | 28.37226611 | -36.4336 | 0.0192969 |
| 133 | 17.54180385 | 17.91631659 | 0.9004929 | 0.869787535 | 28.76865685 | -37.06113 | 0.0174525 |
| 134 | 17.73235053 | 18.10722723 | 0.9240019 | 0.99965291 | 29.1760319 | -37.68212 | 0.0155774 |
| 135 | 17.92289722 | 18.29813789 | 0.864626 | 0.990465874 | 29.61244752 | -38.28274 | 0.0140215 |
| 136 | 18.11344391 | 18.48904855 | 0.7575055 | 0.851537825 | 30.07176345 | -38.86758 | 0.0129306 |
| 137 | 18.30399061 | 18.67995922 | 0.6832131 | 0.716475272 | 30.52934941 | -39.45541 | 0.0121535 |
| 138 | 18.4945373 | 18.87086988 | 0.787075 | 0.754960546 | 30.95930528 | -40.06606 | 0.011396 |
| 139 | 18.685084 | 19.06178055 | 0.9402822 | 0.850522171 | 31.38123817 | -40.68441 | 0.0104218 |
| 140 | 18.87563069 | 19.25269121 | 1.0021957 | 0.907613551 | 31.8189078 | -41.29223 | 0.0094562 |
| 141 | 19.0661774 | 19.44360188 | 0.9048242 | 0.885614854 | 32.28525944 | -41.8797 | 0.0086916 |
| 142 | 19.2567241 | 19.63451255 | 0.740666 | 0.808180504 | 32.76590843 | -42.45764 | 0.0081851 |
| 143 | 19.44727081 | 19.82542322 | 0.6290485 | 0.767174328 | 33.24042262 | -43.0416 | 0.0077995 |
| 144 | 19.63781751 | 20.01633389 | 0.6994403 | 0.890757017 | 33.69019754 | -43.64589 | 0.0073872 |
| 145 | 19.82836422 | 20.20724456 | 0.8118225 | 1.001149123 | 34.13949767 | -44.25178 | 0.0068418 |
| 146 | 20.01891092 | 20.39815523 | 0.9026929 | 0.967708619 | 34.60767004 | -44.84444 | 0.0063298 |
| 147 | 20.20945763 | 20.5890659 | 0.9302706 | 0.822510254 | 35.09508837 | -45.42361 | 0.0059501 |
| 148 | 20.40000434 | 20.77997657 | 0.8907625 | 0.661886542 | 35.59173182 | -45.99679 | 0.0056848 |
| 149 | 20.59055104 | 20.97088725 | 0.8647202 | 0.56543348 | 36.08404787 | -46.5744 | 0.0054725 |
| 150 | 20.78109775 | 21.16179792 | 0.9617299 | 0.632443521 | 36.55780127 | -47.16755 | 0.0052452 |
| 151 | 20.97164446 | 21.35270859 | 1.0183029 | 0.749928774 | 37.03345693 | -47.76033 | 0.0049428 |
| 152 | 21.16219116 | 21.54361926 | 0.9463302 | 0.871250327 | 37.52285369 | -48.34349 | 0.0046629 |
| 153 | 21.35273787 | 21.73452993 | 0.8097573 | 0.965787499 | 38.0216383 | -48.92033 | 0.0044503 |
| 154 | 21.54328458 | 21.92544061 | 0.6696492 | 0.991454752 | 38.52808864 | -49.4921 | 0.0042807 |
| 155 | 21.73383129 | 22.11635128 | 0.5623405 | 0.955306984 | 39.03920119 | -50.06119 | 0.0041437 |
| 156 | 21.924378 | 22.30726195 | 0.5619275 | 0.960832745 | 39.54213415 | -50.63769 | 0.0040258 |
| 157 | 22.1149247 | 22.49817262 | 0.6686638 | 1.009458623 | 40.03679881 | -51.22167 | 0.003881 |
| 158 | 22.30547141 | 22.68908329 | 0.8081175 | 0.998345048 | 40.5357538 | -51.80316 | 0.0037121 |
| 159 | 22.49601812 | 22.87999397 | 0.9498439 | 0.920272728 | 41.04127989 | -52.38026 | 0.0035626 |
| 160 | 22.68656483 | 23.07090464 | 1.0530908 | 0.815877538 | 41.55293957 | -52.95324 | 0.0034378 |
| 161 | 22.87711154 | 23.26181531 | 1.0502067 | 0.710447056 | 42.07517876 | -53.51869 | 0.0033343 |
| 162 | 23.06765825 | 23.45272598 | 0.9656251 | 0.624447043 | 42.60425351 | -54.07952 | 0.0032633 |
| 163 | 23.25820495 | 23.64363666 | 0.9244299 | 0.622934482 | 43.12586879 | -54.64701 | 0.003212 |
| 164 | 23.44875166 | 23.83454733 | 0.9832946 | 0.745616361 | 43.6337868 | -55.22608 | 0.0031394 |
| 165 | 23.63929837 | 24.025458 | 1.0321749 | 0.897590454 | 44.14106417 | -55.80624 | 0.00303 |
| 166 | 23.82984508 | 24.21636867 | 1.024316 | 1.041453287 | 44.65425308 | -56.3823 | 0.0029219 |
| 167 | 24.02039179 | 24.40727935 | 0.9643003 | 1.12285767 | 45.17778666 | -56.95086 | 0.0028318 |
| 168 | 24.21093849 | 24.59819002 | 0.8801928 | 1.076476396 | 45.71538922 | -57.50899 | 0.0027689 |
| 169 | 24.4014852 | 24.78910069 | 0.7939593 | 0.960925834 | 46.25945464 | -58.06252 | 0.0027407 |
| 170 | 24.59203191 | 24.98001136 | 0.7390852 | 0.859485783 | 46.80062316 | -58.61881 | 0.0027278 |
| 171 | 24.78257862 | 25.17092204 | 0.8095335 | 0.879111295 | 47.32673624 | -59.18773 | 0.0027073 |
| 172 | 24.97312533 | 25.36183271 | 0.9427325 | 0.957960199 | 47.84500448 | -59.76339 | 0.0026501 |
| 173 | 25.16367204 | 25.55274338 | 1.0772126 | 1.035824953 | 48.36333116 | -60.33935 | 0.0025753 |
| 174 | 25.35421874 | 25.74365405 | 1.1663956 | 1.085758176 | 48.88786005 | -60.91082 | 0.0025024 |
| 175 | 25.54476545 | 25.93456473 | 1.1467106 | 1.088380511 | 49.42620492 | -61.47189 | 0.0024445 |
| 176 | 25.73531216 | 26.1254754 | 1.0459757 | 1.047529078 | 49.97534097 | -62.02488 | 0.0024169 |
| 177 | 25.92585887 | 26.31638607 | 0.9243413 | 0.985339615 | 50.5278774 | -62.5755 | 0.0024123 |
| 178 | 26.11640558 | 26.50729674 | 0.8137628 | 0.92860705 | 51.07923084 | -63.12736 | 0.0024146 |
| 179 | 26.30695229 | 26.69820742 | 0.7686564 | 0.933745827 | 51.62256559 | -63.68612 | 0.002414 |
| 180 | 26.49749899 | 26.88911809 | 0.8223433 | 1.033818482 | 52.15416804 | -64.25488 | 0.0023955 |
| 181 | 26.6880457 | 27.08002876 | 0.9049378 | 1.150476574 | 52.68278468 | -64.82639 | 0.0023515 |
| 182 | 26.87859241 | 27.27093943 | 0.991861 | 1.227949452 | 53.21428517 | -65.39588 | 0.0023017 |
| 183 | 27.06913912 | 27.46185011 | 1.0745276 | 1.211650445 | 53.75413932 | -65.95902 | 0.0022585 |
| 184 | 27.25968583 | 27.65276078 | 1.1429017 | 1.122755386 | 54.30119857 | -66.51671 | 0.0022324 |
| 185 | 27.45023254 | 27.84367145 | 1.1818708 | 1.010923228 | 54.85236778 | -67.07136 | 0.0022206 |
| 186 | 27.64077924 | 28.03458212 | 1.1808306 | 0.896615389 | 55.40688976 | -67.62357 | 0.0022167 |
| 187 | 27.83132595 | 28.2254928 | 1.1495997 | 0.7888347 | 55.96332346 | -68.17449 | 0.0022193 |
| 188 | 28.02187266 | 28.41640347 | 1.1192484 | 0.70497754 | 56.51828096 | -68.72694 | 0.0022254 |
| 189 | 28.21241937 | 28.60731414 | 1.1417986 | 0.688217985 | 57.06605234 | -69.28571 | 0.0022282 |
| 190 | 28.40296608 | 28.79822481 | 1.2162862 | 0.740026621 | 57.60668708 | -69.85079 | 0.002216 |
| 191 | 28.59351279 | 28.98913549 | 1.279857 | 0.817173267 | 58.14678679 | -70.41667 | 0.0021891 |
| 192 | 28.78405949 | 29.18004616 | 1.2845514 | 0.902963948 | 58.69112475 | -70.9794 | 0.0021612 |
| 193 | 28.9746062 | 29.37095683 | 1.2289513 | 0.992989525 | 59.24002377 | -71.53867 | 0.0021414 |
| 194 | 29.16515291 | 29.5618675 | 1.1460444 | 1.085380536 | 59.7907714 | -72.09663 | 0.0021304 |
| 195 | 29.35569962 | 29.75277818 | 1.0568502 | 1.176975242 | 60.34188607 | -72.65443 | 0.0021227 |
| 196 | 29.54624633 | 29.94368885 | 0.9688557 | 1.25928972 | 60.89345479 | -73.21201 | 0.0021157 |
| 197 | 29.73679304 | 30.13459952 | 0.8845447 | 1.313764707 | 61.44681316 | -73.76831 | 0.0021093 |
| 198 | 29.92733974 | 30.32551019 | 0.8058691 | 1.319654896 | 62.00359151 | -74.32205 | 0.0021062 |
| 199 | 30.11788645 | 30.51642087 | 0.7379577 | 1.284171682 | 62.56293352 | -74.87395 | 0.0021094 |
| 200 | 30.30843316 | 30.70733154 | 0.6967936 | 1.244670618 | 63.1211025 | -75.42714 | 0.0021173 |
| 201 | 30.49897987 | 30.89824221 | 0.7126892 | 1.245308618 | 63.67353755 | -75.98549 | 0.0021225 |
| 202 | 30.68952658 | 31.08915288 | 0.7815727 | 1.283662028 | 64.22056466 | -76.54871 | 0.0021163 |
| 203 | 30.88007329 | 31.28006355 | 0.8731641 | 1.322490072 | 64.76619989 | -77.11336 | 0.0020993 |
| 204 | 31.07061999 | 31.47097423 | 0.9731264 | 1.337281554 | 65.31302994 | -77.67723 | 0.0020794 |
| 205 | 31.2611667 | 31.6618849 | 1.0765931 | 1.320470485 | 65.86192213 | -78.23956 | 0.0020618 |
| 206 | 31.45171341 | 31.85279557 | 1.1811834 | 1.279555785 | 66.41241368 | -78.8007 | 0.002048 |
| 207 | 31.64226012 | 32.04370624 | 1.2833403 | 1.22586865 | 66.96385796 | -79.36117 | 0.0020372 |
| 208 | 31.83280683 | 32.23461692 | 1.3731582 | 1.166947714 | 67.51642745 | -79.92082 | 0.002028 |
| 209 | 32.02335354 | 32.42552759 | 1.4268561 | 1.106447833 | 68.07174607 | -80.47833 | 0.0020209 |
| 210 | 32.21390024 | 32.61643826 | 1.4184813 | 1.046046111 | 68.63183489 | -81.03204 | 0.0020187 |
| 211 | 32.40444695 | 32.80734893 | 1.3601475 | 0.987032341 | 69.19558891 | -81.58286 | 0.0020251 |
| 212 | 32.59499366 | 32.99825961 | 1.2832101 | 0.932077131 | 69.76029851 | -82.13302 | 0.0020382 |
| 213 | 32.78554037 | 33.18917028 | 1.2111023 | 0.889369246 | 70.32373008 | -82.68441 | 0.0020531 |
| 214 | 32.97608708 | 33.38008095 | 1.1707902 | 0.880883515 | 70.88293864 | -83.2396 | 0.0020654 |
| 215 | 33.16663379 | 33.57099162 | 1.185232 | 0.928349629 | 71.43543666 | -83.80076 | 0.0020696 |
| 216 | 33.35718049 | 33.7619023 | 1.2330564 | 1.010502058 | 71.98358855 | -84.36582 | 0.0020607 |
| 217 | 33.5477272 | 33.95281297 | 1.2908606 | 1.104922736 | 72.5300902 | -84.93241 | 0.0020434 |
| 218 | 33.73827391 | 34.14372364 | 1.3478379 | 1.203014363 | 73.07620682 | -85.49941 | 0.002023 |
| 219 | 33.92882062 | 34.33463431 | 1.3967032 | 1.301254689 | 73.62271634 | -86.06616 | 0.002002 |
| 220 | 34.11936733 | 34.52554499 | 1.4295644 | 1.395460644 | 74.17051911 | -86.63192 | 0.0019819 |
| 221 | 34.30991404 | 34.71645566 | 1.4395052 | 1.474997012 | 74.72094055 | -87.1956 | 0.0019642 |
| 222 | 34.50046074 | 34.90736633 | 1.4255028 | 1.517128321 | 75.27582849 | -87.75568 | 0.0019513 |
| 223 | 34.69100745 | 35.098277 | 1.3933312 | 1.50219154 | 75.83631364 | -88.31122 | 0.0019462 |
| 224 | 34.88155416 | 35.28918768 | 1.3505888 | 1.444014028 | 76.40069837 | -88.86361 | 0.001951 |
| 225 | 35.07210087 | 35.48009835 | 1.3028806 | 1.367436346 | 76.96661722 | -89.4148 | 0.0019627 |
| 226 | 35.26264758 | 35.67100902 | 1.253632 | 1.285731078 | 77.53282694 | -89.96581 | 0.0019772 |
| 227 | 35.45319429 | 35.86191969 | 1.2055414 | 1.204558475 | 78.09872826 | -90.51714 | 0.0019923 |
| 228 | 35.64374099 | 36.05283037 | 1.1629819 | 1.128923528 | 78.66368633 | -91.06935 | 0.0020068 |
| 229 | 35.8342877 | 36.24374104 | 1.136547 | 1.069494606 | 79.22638729 | -91.62363 | 0.0020196 |
| 230 | 36.02483441 | 36.43465171 | 1.1461537 | 1.046180964 | 79.78455497 | -92.182 | 0.0020281 |
| 231 | 36.21538112 | 36.62556238 | 1.1988984 | 1.066097127 | 80.3374109 | -92.74516 | 0.0020279 |
| 232 | 36.40592783 | 36.81647306 | 1.2756233 | 1.110202785 | 80.88709252 | -93.31122 | 0.0020175 |
| 233 | 36.59647453 | 37.00738373 | 1.3609455 | 1.163561819 | 81.43540415 | -93.87854 | 0.0020011 |
| 234 | 36.78702124 | 37.1982944 | 1.4473029 | 1.220155186 | 81.98323103 | -94.44635 | 0.0019822 |
| 235 | 36.97756795 | 37.38920507 | 1.5276795 | 1.277780542 | 82.53122594 | -95.01407 | 0.0019625 |
| 236 | 37.16811466 | 37.58011575 | 1.5887362 | 1.33540868 | 83.08045299 | -95.58081 | 0.0019433 |
| 237 | 37.35866137 | 37.77102642 | 1.6097402 | 1.39212143 | 83.63257161 | -96.14519 | 0.0019264 |
| 238 | 37.54920808 | 37.96193709 | 1.5823724 | 1.446489115 | 84.18832957 | -96.70656 | 0.0019146 |
| 239 | 37.73975478 | 38.15284776 | 1.5233963 | 1.495974718 | 84.74659099 | -97.26589 | 0.0019093 |
| 240 | 37.93030149 | 38.34375844 | 1.4512346 | 1.536458924 | 85.3062577 | -97.82409 | 0.0019083 |
| 241 | 38.1208482 | 38.53466911 | 1.3748742 | 1.562652203 | 85.86706731 | -98.38138 | 0.0019097 |
| 242 | 38.31139491 | 38.72557978 | 1.297537 | 1.570396944 | 86.42910409 | -98.93769 | 0.001913 |
| 243 | 38.50194162 | 38.91649045 | 1.2203343 | 1.559714377 | 86.99228759 | -99.49308 | 0.0019185 |
| 244 | 38.69248833 | 39.10740113 | 1.1438979 | 1.535019399 | 87.556241 | -100.0479 | 0.001926 |
| 245 | 38.88303503 | 39.2983118 | 1.0691829 | 1.502476824 | 88.12044221 | -100.6025 | 0.0019348 |
| 246 | 39.07358174 | 39.48922247 | 0.9984184 | 1.46842115 | 88.684291 | -101.1575 | 0.001944 |
| 247 | 39.26412845 | 39.68013314 | 0.9370814 | 1.440793288 | 89.24692001 | -101.7137 | 0.0019526 |
| 248 | 39.45467516 | 39.87104382 | 0.8966497 | 1.432284326 | 89.80689391 | -102.2724 | 0.0019589 |
| 249 | 39.64522187 | 40.06195449 | 0.8899899 | 1.456131185 | 90.36275138 | -102.8348 | 0.0019602 |
| 250 | 39.83576858 | 40.25286516 | 0.9137608 | 1.508558686 | 90.91489303 | -103.4006 | 0.0019538 |
| 251 | 40.02631528 | 40.44377583 | 0.9539365 | 1.573680689 | 91.46503559 | -103.9683 | 0.0019406 |
| 252 | 40.21686199 | 40.63468651 | 1.0012666 | 1.637199827 | 92.01464529 | -104.5365 | 0.0019236 |
| 253 | 40.4074087 | 40.82559718 | 1.0517497 | 1.684330193 | 92.5650226 | -105.1042 | 0.0019058 |
| 254 | 40.59795541 | 41.01650785 | 1.1038458 | 1.699065725 | 93.11746413 | -105.6701 | 0.0018895 |
| 255 | 40.78850212 | 41.20741852 | 1.1569955 | 1.676436107 | 93.67238519 | -106.2341 | 0.0018767 |
| 256 | 40.97904883 | 41.3983292 | 1.2110293 | 1.628069013 | 94.22891832 | -106.7966 | 0.0018683 |
| 257 | 41.16959553 | 41.58923987 | 1.2659327 | 1.567797607 | 94.78605013 | -107.3588 | 0.0018627 |
| 258 | 41.36014224 | 41.78015054 | 1.3217447 | 1.503491958 | 95.3432248 | -107.9209 | 0.0018581 |
| 259 | 41.55068895 | 41.97106121 | 1.3785 | 1.438484473 | 95.90021558 | -108.4832 | 0.0018535 |
| 260 | 41.74123566 | 42.16197189 | 1.4361698 | 1.374036627 | 96.45694175 | -109.0458 | 0.0018486 |
| 261 | 41.93178237 | 42.35288256 | 1.4945597 | 1.310626831 | 97.01338405 | -109.6087 | 0.0018432 |
| 262 | 42.12232908 | 42.54379323 | 1.5530983 | 1.248458989 | 97.56956467 | -110.1718 | 0.0018373 |
| 263 | 42.31287578 | 42.7347039 | 1.6104085 | 1.187643555 | 98.1255651 | -110.7351 | 0.0018309 |
| 264 | 42.50342249 | 42.92561458 | 1.6635417 | 1.128267368 | 98.6815766 | -111.2985 | 0.0018242 |
| 265 | 42.6939692 | 43.11652525 | 1.7070667 | 1.070443161 | 99.23796703 | -111.8616 | 0.0018175 |
| 266 | 42.88451591 | 43.30743592 | 1.7333992 | 1.014388986 | 99.79526149 | -112.4239 | 0.0018115 |
| 267 | 43.07506262 | 43.49834659 | 1.7368275 | 0.960596883 | 100.3538416 | -112.9853 | 0.0018069 |
| 268 | 43.26560933 | 43.68925727 | 1.7192151 | 0.910207204 | 100.9134993 | -113.5457 | 0.0018044 |
| 269 | 43.45615603 | 43.88016794 | 1.6898142 | 0.865812488 | 101.4734179 | -114.106 | 0.0018037 |
| 270 | 43.64670274 | 44.07107861 | 1.6609806 | 0.832854565 | 102.032449 | -114.6673 | 0.0018033 |
| 271 | 43.83724945 | 44.26198928 | 1.645841 | 0.820200309 | 102.5892846 | -115.2306 | 0.0018014 |
| 272 | 44.02779616 | 44.45289996 | 1.652876 | 0.834604739 | 103.1430658 | -115.7967 | 0.0017956 |
| 273 | 44.21834287 | 44.64381063 | 1.6780412 | 0.872177185 | 103.6942343 | -116.3653 | 0.0017845 |
| 274 | 44.40888958 | 44.8347213 | 1.7101855 | 0.923559743 | 104.2439679 | -116.9353 | 0.0017691 |
| 275 | 44.59943628 | 45.02563197 | 1.739144 | 0.981991072 | 104.7933027 | -117.5057 | 0.0017513 |
| 276 | 44.78998299 | 45.21654265 | 1.7571485 | 1.044033786 | 105.3429739 | -118.0759 | 0.0017329 |
| 277 | 44.9805297 | 45.40745332 | 1.7594916 | 1.108102603 | 105.8934137 | -118.6455 | 0.0017153 |
| 278 | 45.17107641 | 45.59836399 | 1.7458958 | 1.173459372 | 106.4446929 | -119.2144 | 0.001699 |
| 279 | 45.36162312 | 45.78927466 | 1.7198508 | 1.239737037 | 106.9965944 | -119.7828 | 0.0016841 |
| 280 | 45.55216983 | 45.98018533 | 1.6859181 | 1.306731436 | 107.5488212 | -120.3509 | 0.0016703 |
| 281 | 45.74271653 | 46.17109601 | 1.6477209 | 1.374309557 | 108.1011429 | -120.919 | 0.0016571 |
| 282 | 45.93326324 | 46.36200668 | 1.6075079 | 1.442363517 | 108.6534235 | -121.4872 | 0.0016441 |
| 283 | 46.12380995 | 46.55291735 | 1.566489 | 1.510770878 | 109.2055978 | -122.0554 | 0.0016311 |
| 284 | 46.31435666 | 46.74382802 | 1.5252551 | 1.579319628 | 109.7576455 | -122.6238 | 0.001618 |
| 285 | 46.50490337 | 46.9347387 | 1.4840697 | 1.64751612 | 110.3095838 | -123.1924 | 0.0016049 |
| 286 | 46.69545008 | 47.12564937 | 1.4430371 | 1.714095612 | 110.8614872 | -123.7609 | 0.0015917 |
| 287 | 46.88599678 | 47.31656004 | 1.4021894 | 1.775917369 | 111.4135579 | -124.3294 | 0.0015785 |
| 288 | 47.07654349 | 47.50747071 | 1.3615318 | 1.826149135 | 111.966254 | -124.8973 | 0.0015656 |
| 289 | 47.2670902 | 47.69838139 | 1.3210683 | 1.853782271 | 112.5203389 | -125.4641 | 0.0015537 |
| 290 | 47.45763691 | 47.88929206 | 1.2808227 | 1.85012391 | 113.0764268 | -126.0291 | 0.0015439 |
| 291 | 47.64818362 | 48.08020273 | 1.2408679 | 1.818597502 | 113.6342641 | -126.5927 | 0.0015371 |
| 292 | 47.83873033 | 48.2711134 | 1.2013763 | 1.770643107 | 114.193031 | -127.1554 | 0.0015327 |
| 293 | 48.02927703 | 48.46202408 | 1.1627295 | 1.71575932 | 114.7520507 | -127.718 | 0.0015296 |
| 294 | 48.21982374 | 48.65293475 | 1.1257651 | 1.659463691 | 115.3109011 | -128.2808 | 0.0015269 |
| 295 | 48.41037045 | 48.84384542 | 1.0923271 | 1.605543617 | 115.869221 | -128.8441 | 0.0015239 |
| 296 | 48.60091716 | 49.03475609 | 1.0663221 | 1.558630834 | 116.4264938 | -129.4083 | 0.0015201 |
| 297 | 48.79146387 | 49.22566677 | 1.0547831 | 1.526012631 | 116.9819063 | -129.9744 | 0.0015148 |
| 298 | 48.98201057 | 49.41657744 | 1.0655189 | 1.515582323 | 117.53461 | -130.5429 | 0.0015069 |
| 299 | 49.17255728 | 49.60748811 | 1.0990985 | 1.52792973 | 118.0845485 | -131.114 | 0.001495 |
| 300 | 49.36310399 | 49.79839878 | 1.1480547 | 1.555576701 | 118.6325333 | -131.6869 | 0.0014793 |
| 301 | 49.5536507 | 49.98930946 | 1.2049943 | 1.591087902 | 119.1794024 | -132.2609 | 0.0014609 |
| 302 | 49.74419741 | 50.18022013 | 1.2656869 | 1.63013985 | 119.7256696 | -132.8355 | 0.0014413 |
| 303 | 49.93474412 | 50.3711308 | 1.3281253 | 1.670539672 | 120.271605 | -133.4104 | 0.0014211 |
| 304 | 50.12529082 | 50.56204147 | 1.3913988 | 1.711020564 | 120.8173567 | -133.9855 | 0.0014007 |
| 305 | 50.31583753 | 50.75295215 | 1.4550873 | 1.750506277 | 121.3630278 | -134.5606 | 0.0013803 |
| 306 | 50.50638424 | 50.94386282 | 1.5189844 | 1.787644564 | 121.9087221 | -135.1358 | 0.0013601 |
| 307 | 50.69693095 | 51.13477349 | 1.5829649 | 1.820472787 | 122.454575 | -135.7108 | 0.0013403 |
| 308 | 50.88747766 | 51.32568416 | 1.6468938 | 1.846303197 | 123.000769 | -136.2856 | 0.0013209 |
| 309 | 51.07802437 | 51.51659484 | 1.7104957 | 1.862138139 | 123.5475158 | -136.8599 | 0.0013022 |
| 310 | 51.26857107 | 51.70750551 | 1.773064 | 1.865807328 | 124.0949995 | -137.4336 | 0.0012844 |
| 311 | 51.45911778 | 51.89841618 | 1.8327927 | 1.857190831 | 124.6433366 | -138.0065 | 0.0012677 |
| 312 | 51.64966449 | 52.08932685 | 1.8854841 | 1.838302366 | 125.1926584 | -138.5786 | 0.0012522 |
| 313 | 51.8402112 | 52.28023753 | 1.923149 | 1.812126413 | 125.7432916 | -139.1496 | 0.001238 |
| 314 | 52.03075791 | 52.4711482 | 1.9358475 | 1.78139657 | 126.2957293 | -139.719 | 0.0012255 |
| 315 | 52.22130462 | 52.66205887 | 1.9200134 | 1.74807269 | 126.8500915 | -140.2868 | 0.0012152 |
| 316 | 52.41185132 | 52.85296954 | 1.8827236 | 1.713370205 | 127.4058241 | -140.8533 | 0.0012071 |
| 317 | 52.60239803 | 53.04388022 | 1.8338926 | 1.677979871 | 127.9622298 | -141.4193 | 0.0012006 |
| 318 | 52.79294474 | 53.23479089 | 1.7800498 | 1.642278087 | 128.5188698 | -141.9851 | 0.0011948 |
| 319 | 52.98349145 | 53.42570156 | 1.724322 | 1.606474352 | 129.0755399 | -142.5509 | 0.0011894 |
| 320 | 53.17403816 | 53.61661223 | 1.6680107 | 1.570705223 | 129.6321541 | -143.1168 | 0.001184 |
| 321 | 53.36458487 | 53.80752291 | 1.6116646 | 1.535099631 | 130.1886702 | -143.6827 | 0.0011785 |
| 322 | 53.55513157 | 53.99843358 | 1.5556087 | 1.49984277 | 130.7450532 | -144.2488 | 0.001173 |
| 323 | 53.74567828 | 54.18934425 | 1.500225 | 1.465273748 | 131.3012526 | -144.8151 | 0.0011673 |
| 324 | 53.93622499 | 54.38025492 | 1.446211 | 1.432078034 | 131.8571758 | -145.3816 | 0.0011615 |
| 325 | 54.1267717 | 54.5711656 | 1.3950024 | 1.401688109 | 132.412644 | -145.9486 | 0.0011553 |
| 326 | 54.31731841 | 54.76207627 | 1.3495317 | 1.377036042 | 132.9673148 | -146.5163 | 0.0011487 |
| 327 | 54.50786512 | 54.95298694 | 1.315108 | 1.363430881 | 133.5206065 | -147.0853 | 0.0011412 |
| 328 | 54.69841182 | 55.14389761 | 1.2984547 | 1.367595902 | 134.071818 | -147.6563 | 0.0011323 |
| 329 | 54.88895853 | 55.33480829 | 1.3022615 | 1.39222092 | 134.6206796 | -148.2295 | 0.0011212 |
| 330 | 55.07950524 | 55.52571896 | 1.3218905 | 1.432667758 | 135.1676718 | -148.8044 | 0.0011077 |
| 331 | 55.27005195 | 55.71662963 | 1.3506394 | 1.482233699 | 135.7135062 | -149.3804 | 0.0010923 |
| 332 | 55.46059866 | 55.9075403 | 1.3839495 | 1.536358544 | 136.2586917 | -149.957 | 0.001076 |
| 333 | 55.65114537 | 56.09845098 | 1.41945 | 1.592666879 | 136.8035103 | -150.534 | 0.0010592 |
| 334 | 55.84169207 | 56.28936165 | 1.4560116 | 1.650015202 | 137.348107 | -151.1112 | 0.0010423 |
| 335 | 56.03223878 | 56.48027232 | 1.4931023 | 1.707828923 | 137.8925574 | -151.6886 | 0.0010255 |
| 336 | 56.22278549 | 56.67118299 | 1.5304657 | 1.765729459 | 138.4369061 | -152.266 | 0.0010088 |
| 337 | 56.4133322 | 56.86209367 | 1.5679725 | 1.823251522 | 138.9811924 | -152.8435 | 9.92E-04 |
| 338 | 56.60387891 | 57.05300434 | 1.6055527 | 1.879445346 | 139.5254781 | -153.421 | 9.76E-04 |
| 339 | 56.79442562 | 57.24391501 | 1.6431609 | 1.93212439 | 140.0698958 | -153.9985 | 9.60E-04 |
| 340 | 56.98497232 | 57.43482568 | 1.6807568 | 1.976634042 | 140.614731 | -154.5755 | 9.44E-04 |
| 341 | 57.17551903 | 57.62573636 | 1.7182872 | 2.005086632 | 141.1604802 | -155.1518 | 9.29E-04 |
| 342 | 57.36606574 | 57.81664703 | 1.7556638 | 2.009447131 | 141.7076621 | -155.7268 | 9.15E-04 |
| 343 | 57.55661245 | 58.0075577 | 1.7927271 | 1.98896643 | 142.2563318 | -156.3005 | 9.02E-04 |
| 344 | 57.74715916 | 58.19846837 | 1.8291868 | 1.95108685 | 142.8060268 | -156.8733 | 8.91E-04 |
| 345 | 57.93770587 | 58.38937905 | 1.8645272 | 1.904108117 | 143.356257 | -157.4457 | 8.81E-04 |
| 346 | 58.12825257 | 58.58028972 | 1.8978698 | 1.85316095 | 143.9067632 | -158.0178 | 8.71E-04 |
| 347 | 58.31879928 | 58.77120039 | 1.9278181 | 1.800665326 | 144.4574866 | -158.5897 | 8.62E-04 |
| 348 | 58.50934599 | 58.96211106 | 1.9523861 | 1.747613925 | 145.0084893 | -159.1614 | 8.53E-04 |
| 349 | 58.6998927 | 59.15302174 | 1.9692248 | 1.694381958 | 145.5598919 | -159.7328 | 8.44E-04 |
| 350 | 58.89043941 | 59.34393241 | 1.9763364 | 1.641104369 | 146.1118082 | -160.3037 | 8.36E-04 |
| 351 | 59.08098612 | 59.53484308 | 1.9730281 | 1.587830058 | 146.6642775 | -160.8741 | 8.28E-04 |
| 352 | 59.27153282 | 59.72575375 | 1.9603192 | 1.53458091 | 147.2172356 | -161.4441 | 8.20E-04 |
| 353 | 59.46207953 | 59.91666443 | 1.9403774 | 1.481374571 | 147.77055 | -162.0138 | 8.13E-04 |
| 354 | 59.65262624 | 60.1075751 | 1.9155589 | 1.428235668 | 148.3240782 | -162.5834 | 8.07E-04 |
| 355 | 59.84317295 | 60.29848577 | 1.8877905 | 1.375206442 | 148.877704 | -163.1528 | 8.00E-04 |
| 356 | 60.03371966 | 60.48939644 | 1.8584346 | 1.322364264 | 149.4313432 | -163.7223 | 7.94E-04 |
| 357 | 60.22426637 | 60.68030711 | 1.828428 | 1.269856471 | 149.9849314 | -164.2918 | 7.88E-04 |
| 358 | 60.41481307 | 60.87121779 | 1.7985146 | 1.217973435 | 150.5384058 | -164.8614 | 7.82E-04 |
| 359 | 60.60535978 | 61.06212846 | 1.7695326 | 1.167304243 | 151.0916803 | -165.4312 | 7.75E-04 |
| 360 | 60.79590649 | 61.25303913 | 1.7428261 | 1.119060926 | 151.6446076 | -166.0014 | 7.69E-04 |
| 361 | 60.9864532 | 61.4439498 | 1.7208999 | 1.075680392 | 152.1969183 | -166.5721 | 7.62E-04 |
| 362 | 61.17699991 | 61.63486048 | 1.7081754 | 1.041550844 | 152.7481595 | -167.1438 | 7.55E-04 |
| 363 | 61.36754661 | 61.82577115 | 1.7104546 | 1.022460597 | 153.2977628 | -167.7171 | 7.48E-04 |
| 364 | 61.55809332 | 62.01668182 | 1.7308315 | 1.021503041 | 153.8454357 | -168.2922 | 7.39E-04 |
| 365 | 61.74864003 | 62.20759249 | 1.7661637 | 1.035551427 | 154.3914834 | -168.8689 | 7.29E-04 |
| 366 | 61.93918674 | 62.39850317 | 1.8105759 | 1.058779668 | 154.9364834 | -169.4465 | 7.18E-04 |
| 367 | 62.12973345 | 62.58941384 | 1.8595349 | 1.086786537 | 155.4808956 | -170.0247 | 7.06E-04 |
| 368 | 62.32028016 | 62.78032451 | 1.9102713 | 1.117145892 | 156.0250015 | -170.6031 | 6.94E-04 |
| 369 | 62.51082686 | 62.97123518 | 1.9607354 | 1.148665392 | 156.5689853 | -171.1817 | 6.82E-04 |
| 370 | 62.70137357 | 63.16214586 | 2.0083467 | 1.180775832 | 157.1130287 | -171.7603 | 6.71E-04 |
| 371 | 62.89192028 | 63.35305653 | 2.0486334 | 1.21320438 | 157.6574087 | -172.3386 | 6.59E-04 |
| 372 | 63.08246699 | 63.5439672 | 2.0744971 | 1.245819165 | 158.2025559 | -172.9162 | 6.48E-04 |
| 373 | 63.2730137 | 63.73487787 | 2.0788146 | 1.278557323 | 158.7489059 | -173.4927 | 6.38E-04 |
| 374 | 63.46356041 | 63.92578855 | 2.0606841 | 1.311391181 | 159.2965148 | -174.0682 | 6.28E-04 |
| 375 | 63.65410711 | 64.11669922 | 2.0264282 | 1.344311502 | 159.8449988 | -174.6428 | 6.20E-04 |
| 376 | 63.84465382 | 64.30760989 | 1.9834773 | 1.377318711 | 160.3939178 | -175.2171 | 6.12E-04 |
| 377 | 64.03520053 | 64.49852056 | 1.9366351 | 1.410418409 | 160.9429966 | -175.7912 | 6.04E-04 |
| 378 | 64.22574724 | 64.68943124 | 1.8882677 | 1.44361921 | 161.4921046 | -176.3653 | 5.96E-04 |
| 379 | 64.41629395 | 64.88034191 | 1.8393922 | 1.476931771 | 162.0411876 | -176.9395 | 5.89E-04 |
| 380 | 64.60684066 | 65.07125258 | 1.7904164 | 1.510368419 | 162.5902242 | -177.5137 | 5.82E-04 |
| 381 | 64.79738736 | 65.26216325 | 1.7415012 | 1.543943042 | 163.1392057 | -178.088 | 5.74E-04 |
| 382 | 64.98793407 | 65.45307393 | 1.6927139 | 1.577671088 | 163.6881282 | -178.6623 | 5.67E-04 |
| 383 | 65.17848078 | 65.6439846 | 1.6440895 | 1.611569576 | 164.2369888 | -179.2366 | 5.60E-04 |
| 384 | 65.36902749 | 65.83489527 | 1.5956527 | 1.645657029 | 164.7857854 | -179.8111 | 5.53E-04 |
| 385 | 65.5595742 | 66.02580594 | 1.5474263 | 1.679953216 | 165.3345156 | -180.3856 | 5.46E-04 |
| 386 | 65.75012091 | 66.21671662 | 1.4994339 | 1.714478514 | 165.883177 | -180.9601 | 5.39E-04 |
| 387 | 65.94066761 | 66.40762729 | 1.4517006 | 1.749252492 | 166.431767 | -181.5348 | 5.32E-04 |
| 388 | 66.13121432 | 66.59853796 | 1.4042536 | 1.784290994 | 166.9802832 | -182.1095 | 5.25E-04 |
| 389 | 66.32176103 | 66.78944863 | 1.3571217 | 1.819600302 | 167.5287235 | -182.6843 | 5.18E-04 |
| 390 | 66.51230774 | 66.98035931 | 1.3103358 | 1.85516565 | 168.0770867 | -183.2591 | 5.11E-04 |
| 391 | 66.70285445 | 67.17126998 | 1.263928 | 1.890929037 | 168.6253736 | -183.8341 | 5.05E-04 |
| 392 | 66.89340116 | 67.36218065 | 1.2179325 | 1.926747197 | 169.1735893 | -184.4091 | 4.98E-04 |
| 393 | 67.08394786 | 67.55309132 | 1.1723848 | 1.962314449 | 169.7217471 | -184.9841 | 4.91E-04 |
| 394 | 67.27449457 | 67.744002 | 1.1273236 | 1.99702903 | 170.2698758 | -185.5592 | 4.85E-04 |
| 395 | 67.46504128 | 67.93491267 | 1.0827928 | 2.029786509 | 170.8180311 | -186.1343 | 4.78E-04 |
| 396 | 67.65558799 | 68.12582334 | 1.0388482 | 2.058735505 | 171.3663097 | -186.7093 | 4.72E-04 |
| 397 | 67.8461347 | 68.31673401 | 0.9955709 | 2.081191955 | 171.9148549 | -187.2841 | 4.66E-04 |
| 398 | 68.03668141 | 68.50764469 | 0.953095 | 2.094147855 | 172.4638275 | -187.8585 | 4.60E-04 |
| 399 | 68.22722811 | 68.69855536 | 0.9116654 | 2.095660806 | 173.0133239 | -188.4324 | 4.54E-04 |
一个XOR问题的实例---神经网络的权重到底是如何变化的相关推荐
- 用python写搜索引擎_用python做一个搜索引擎(Pylucene)的实例代码
1.什么是搜索引擎? 搜索引擎是"对网络信息资源进行搜集整理并提供信息查询服务的系统,包括信息搜集.信息整理和用户查询三部分".如图1是搜索引擎的一般结构,信息搜集模块从网络采集信 ...
- 【深度学习】基于深度神经网络进行权重剪枝的算法（二）
[深度学习]基于深度神经网络进行权重剪枝的算法(二) 文章目录 1 摘要 2 介绍 3 OBD 4 一个例子 1 摘要 通过从网络中删除不重要的权重,可以有更好的泛化能力.需求更少的训练样本.更少的学 ...
- 【深度学习】基于深度神经网络进行权重剪枝的算法（一）
[深度学习]基于深度神经网络进行权重剪枝的算法(一) 1 pruning 2 代码例子 3 tensorflow2 keras 权重剪裁(tensorflow-model-optimization)3 ...
- 在哪里能收到python实例代码-用python做一个搜索引擎(Pylucene)的实例代码
1.什么是搜索引擎? 搜索引擎是"对网络信息资源进行搜集整理并提供信息查询服务的系统,包括信息搜集.信息整理和用户查询三部分".如图1是搜索引擎的一般结构,信息搜集模块从网络采集信 ...
- 1.11 神经网络的权重初始化-深度学习第二课《改善深层神经网络》-Stanford吴恩达教授
←上一篇 ↓↑ 下一篇→ 1.10 梯度消失与梯度爆炸 回到目录 1.12 梯度的数值逼近 神经网络的权重初始化 (Weight Initialization for Deep Networks) 上 ...
- 深度学习笔记：手写一个单隐层的神经网络
出处:数据科学家养成记 深度学习笔记2:手写一个单隐层的神经网络 笔记1中我们利用 numpy 搭建了神经网络最简单的结构单元:感知机.笔记2将继续学习如何手动搭建神经网络.我们将学习如何利用 num ...
- 深度学习的实用层面 —— 1.11 神经网络的权重初始化
针对梯度消失或者梯度爆炸问题,我们想出了一个不完整的解决方案,虽然不能彻底解决问题,却很有用.有助于我们为神经网络更谨慎地选择随机初始化参数,为了更好地理解它,我们先举一个神经单元权重初始化的例子,然 ...
- 基于pytorch+python实现一个中文到英文的神经网络的翻译模型
资源下载地址:https://download.csdn.net/download/sheziqiong/85980607 资源下载地址:https://download.csdn.net/downl ...
- 吴恩达深度学习笔记(21)-神经网络的权重初始化为什么要随机初始化？
随机初始化(Random+Initialization) 当你训练神经网络时,权重随机初始化是很重要的. 对于逻辑回归,把权重初始化为0当然也是可以的. 但是对于一个神经网络,如果你把权重或者参数都初 ...
最新文章
- R语言伪相关性分析（Spurious Correlation）、相关关系不是因果关系：以缅因州离婚率数据集为例
- python怎么安装requests库-python怎么安装requests库
- SQL alter 的几种用法
- 一个简单判等例子的深度分析
- PHP中常见的提示对照表
- uwp应用在debug模式下运行正常，编译为release版本的时候抛出异常
- 【C++深度剖析教程3】C++中类的静态成员变量
- 客户端SDK测试思路
- 【算法】平衡二叉树 Avl 树
- C语言线性表之双向循环链表
- html5+css3第一次作业_老娘我，饿死也不要陪孩子做手工作业，高考陪考真香！...
- Go Elasticsearch 增加快速入门
- 结合Control.FirefoxDialog控件，构造优秀的参数配置管理模块
- 哲学家就餐问题python伪代码_哲学家就餐问题代码
- 基于java的小额支付管理平台
- 你不知道的JavaScript（上卷）- - 书本知识点记录
- 初步认知Next.js中ISR/RSC/Edge Runtime/Streaming等新概念
- Mars3D中无人机航拍的数据想叠加到三维地图上，实现的流程和方法
- Python从图片获得文字详解过程 可实现
- Java基础（7）字符串