├── pic ├── dir.png ├── m0.off.png ├── bed_0031.off.png ├── bowl_0030.off.png ├── car_0046.off.png ├── cone_0022.off.png ├── cup_0018.off.png ├── door_0022.off.png ├── lamp_0022.off.png ├── sink_0024.off.png ├── sofa_0030.off.png ├── tent_0025.off.png ├── vase_0033.off.png ├── xbox_0087.off.png ├── bench_0035.off.png ├── bottle_0019.off.png ├── chair_0014.off.png ├── guitar_0060.off.png ├── laptop_0015.off.png ├── mantel_0028.off.png ├── person_0023.off.png ├── piano_0022.off.png ├── plant_0037.off.png ├── radio_0027.off.png ├── stairs_0018.off.png ├── stool_0033.off.png ├── table_0032.off.png ├── toilet_0384.off.png ├── airplane_0067.off.png ├── bookshelf_0009.off.png ├── curtain_0011.off.png ├── dresser_0026.off.png ├── glass_box_0016.off.png ├── keyboard_0030.off.png ├── monitor_0036.off.png ├── tv_stand_0064.off.png ├── wardrobe_0039.off.png ├── flower_pot_0026.off.png ├── night_stand_0026.off.png ├── range_hood_0019.off.png └── 0dfbf573a0fc00c074e0a6c08b767ee.png ├── logs └── feaSets.rar ├── session └── vox │ └── session.rar ├── another ├── t_82 │ ├── checkpoint │ ├── model_forloop170.ckpt.index │ ├── model_forloop170.ckpt.meta │ └── model_forloop170.ckpt.data-00000-of-00001 └── u_82 │ ├── model_forloop255.ckpt.index │ ├── model_forloop255.ckpt.meta │ ├── model_forloop260.ckpt.index │ ├── model_forloop260.ckpt.meta │ ├── model_forloop265.ckpt.index │ ├── model_forloop265.ckpt.meta │ ├── model_forloop270.ckpt.index │ ├── model_forloop270.ckpt.meta │ ├── model_forloop275.ckpt.index │ ├── model_forloop275.ckpt.meta │ ├── model_forloop255.ckpt.data-00000-of-00001 │ ├── model_forloop260.ckpt.data-00000-of-00001 │ ├── model_forloop265.ckpt.data-00000-of-00001 │ ├── model_forloop270.ckpt.data-00000-of-00001 │ ├── model_forloop275.ckpt.data-00000-of-00001 │ └── checkpoint ├── model ├── Tetra.off ├── tri.off ├── REC.off ├── lamp_0129.off ├── m0.off ├── m00.off ├── bed_0043.off ├── chair_0027.off ├── table_0002.off ├── sphere.off └── person_0082.off ├── .idea ├── encodings.xml ├── vcs.xml ├── misc.xml ├── modules.xml ├── other.xml └── 3D-shape-retrieval.iml └── README.md /pic/dir.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sijia3/3D-shape-retrieval/HEAD/pic/dir.png -------------------------------------------------------------------------------- /logs/feaSets.rar: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sijia3/3D-shape-retrieval/HEAD/logs/feaSets.rar -------------------------------------------------------------------------------- /pic/m0.off.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sijia3/3D-shape-retrieval/HEAD/pic/m0.off.png -------------------------------------------------------------------------------- /pic/bed_0031.off.png: -------------------------------------------------------------------------------- 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-------------------------------------------------------------------------------- 1 | OFF 2 | 8 12 0 3 | 0 0 0 4 | 1 0 0 5 | 1 1 0 6 | 0 1 0 7 | 0 0 1 8 | 1 0 1 9 | 1 1 1 10 | 0 1 1 11 | 3 0 1 2 12 | 3 0 2 3 13 | 3 0 5 1 14 | 3 0 5 4 15 | 3 0 4 7 16 | 3 0 3 7 17 | 3 6 4 5 18 | 3 6 4 7 19 | 3 6 5 1 20 | 3 6 1 2 21 | 3 6 2 3 22 | 3 6 7 3 -------------------------------------------------------------------------------- /.idea/misc.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 6 | 7 | -------------------------------------------------------------------------------- /.idea/modules.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | -------------------------------------------------------------------------------- /.idea/other.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 8 | -------------------------------------------------------------------------------- /another/u_82/checkpoint: -------------------------------------------------------------------------------- 1 | model_checkpoint_path: "model_forloop275.ckpt" 2 | all_model_checkpoint_paths: "model_forloop255.ckpt" 3 | all_model_checkpoint_paths: "model_forloop260.ckpt" 4 | all_model_checkpoint_paths: "model_forloop265.ckpt" 5 | all_model_checkpoint_paths: "model_forloop270.ckpt" 6 | all_model_checkpoint_paths: "model_forloop275.ckpt" 7 | -------------------------------------------------------------------------------- /.idea/3D-shape-retrieval.iml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 11 | 12 | 14 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | 3D-shape-retrieval(三维模型检索) 2 | --- 3 | ## 如需详细代码，可联系我获取。 4 | ### 联系方式：(QQ)979337189 (微信) qq-979337189 5 | 6 | --- 7 | ## 算法模型（[简略介绍](https://zhuanlan.zhihu.com/p/69834957)） 8 | 9 | 1. **基于三视图加权的卷积神经网络**。针对视图特征的提取，本章通过体素化模型来得到深层的三视图特征，并针对三视图特征的表达能力不同，通过视图加权使模型的检索率得到明显的上升。采用ModelNet10的标准集测试，该网络在迭代1000次之后，损失函数基本收敛。在训练集维持97.51％的识别率，测试集的识别率达到91.72％。 10 | 2. **基于多视图的卷积神经网络**。考虑到二维图像的深度学习算法更加成熟和稳定，因此从三维模型渲染后，通过摆放不同方位地虚拟摄像机来得到多角度图像出发，并通过ViewPooling聚合使多视图融合，得到新特征向量，再通过深度学习进行构建本章的神经网络。采用ModelNet10的标准集测试，该网络迭代到1900次左右，损失函数基本收敛。在训练集达到98.89％的识别率，测试集达到92.75％的识别率。 11 | --- 12 | 13 | ## 快速使用 14 | 为方便读者有更直观的认识，已将本人训练好的模型特征数据上传，只需按照以下步骤进行解压 15 | Step1: 将**logs**下的feaSets.rar中的文件解压出来，！！放到**logs**文件夹中！！ 16 | Step2: 将**session**/**vox**/下的session.rar中的文件解压出来，！！放到**session**/**vox**/文件夹中！！ 17 | Step3: 打开VoxPicTrainPredict.py文件，执行main方法即可得到模型预测结果。 18 | 19 | 20 | --- 21 | ## 项目主要内容： 22 | 1. 主要功能介绍(每个文件都有单独的main函数(测试用)) 23 | 24 | 2. ReadOff文件。读取.off后缀的模型文件，做模型预处理。 25 | 26 | 2. Tri2Vox文件。对模型进行体素化。 27 | 28 | 2. GetFeature文件。对体素化后的模型进行提取特征。 29 | 30 | 2. GetLabels文件。提取主文件下模型的标签。(监督式学习) 31 | 32 | 2. CNNUtils文件。神经网络训练的工具。 33 | 34 | 2. CNNVixPicTrain文件。对体素化后的模型三视图进行训练。 35 | 36 | 2. H5FileUtils文件。针对特征数据存储读写的h5utils工具。 37 | 38 | 2. VoxPicTrainPredict文件。对训练好的模型，针对单个模型，进行预测。 39 | 40 | 2. CNNPicTrain文件。对多视角视图特征进行训练。 41 | 42 | 2. PlotTri，PlotVoxel文件。对模型或模型特征进行可视化输出。 43 | 44 | 2. **model**文件夹。用于存放测试模型。模型选自ModelNet或PSB数据集。有兴趣可到官网浏览或下载。链接: [普林斯大学modelnet模型库](http://modelnet.cs.princeton.edu/) 45 | 3. **session**文件夹。用于存放模型训练参数的session。可用于保存训练中得到的较好参数，并在模型预测时可加载session得到模型特征。 46 | 4. **logs**文件夹。用于存放模型特征数据。 47 | 48 | 49 | --- 50 | ### 使用环境 51 | 1. 语言：python3.6 52 | 2. 框架：tensorflow 53 | 可以选择在本地搭建环境来跑程序 54 | 也可选择Google提供的工具Colaboratory进行搭建学习。教程: [如何使用Colaboratory](https://www.jianshu.com/p/e6f1058614c0?from=timeline&isappinstalled=0) 55 | --- 56 | 57 | 58 | ### 实现步骤(介绍基于三视图加权的卷积神经网络) 59 | Step1: 读取模型并进行预处理(使用ReadOff文件) 60 | Step2: 进行模型体素化(使用Tri2Vox文件) 61 | Step3: 提取模型特征，并存放到特定位置。(使用GetFeature文件) 62 | Step4: 训练模型，保存较好的session。 (使用CNNVoxPicTrain文件) 63 | Step5: 预测模型。加载模型session，并可对未知模型进行预测。(使用VoxPicTrainPredict文件) 64 | 三维模型检索系统原型使用matlab开发，对接python。有兴趣可尝试一下。 65 | 66 | --- 67 | ### 使用本项目构建网络(可集成用户自定义方法) 68 | 如果需要训练自己的训练集，那需要根据以下步骤: 69 | Step1：定义模型的组织结构（文件结构尽量保持一致，代码可复用）。 70 | ![模型组织结构](https://github.com/sijia3/3D-shape-retrieval/blob/master/pic/dir.png) 71 | Step2: 执行GetFeature.py文件的main方法，获取训练集和测试集的h5文件。 72 | Step3: 执行CNNVoxPicTrain.py文件的mian方法，对Step2获取的h5文件传入，设置参数，执行main函数，进行深度学习。 73 | 74 | PS: (1)对于用户定义的模型组织结构不与本文相同，那需要重写getFeature()函数。 75 | (2)模型的类型不是off文件，替换getFeature()函数的verts, faces = ReadOff.readOff(modelFile)即可，只需返回参数内容相同即可。 76 | (3)集成自定义体素化方法，替换getFeature()函数的vox = Tri2Vox.Tri2Vox(verts, faces, 64)成个人实现的体素化方法，只需返回参数内容相同即可。 77 | (4)对于(2)(3)的参数内容可自己在相对应的函数进行测试。不懂可找我哈哈。 78 | 79 | --- 80 | -------------------------------------------------------------------------------- /model/lamp_0129.off: -------------------------------------------------------------------------------- 1 | OFF 2 | 292 264 0 3 | 0.919384 -0.469786 0.3556 4 | 0.957722 -0.428502 0.1778 5 | 0.926456 -0.419321 0.1778 6 | 0.936726 -0.474878 0.3556 7 | 0.920898 -0.529666 0.3556 8 | 0.919309 -0.527595 0.3556 9 | 0.917238 -0.526006 0.3556 10 | 0.914826 -0.525007 0.3556 11 | 0.912238 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23.7589 359 | 85.691 23.5924 31.7853 360 | 85.2442 23.4718 23.2038 361 | 83.8608 23.0981 23.5903 362 | 85.7695 23.6136 32.1289 363 | 84.4009 23.244 23.4756 364 | 85.8136 23.6255 32.4706 365 | 84.4492 23.257 23.3629 366 | 84.0515 23.1496 23.3976 367 | 85.9805 23.6706 33.0912 368 | 84.9126 23.3822 23.2602 369 | 84.0855 23.1588 23.336 370 | 86.0576 23.6914 33.4167 371 | 84.4492 23.2571 23.233 372 | 84.3384 23.2271 23.3324 373 | 83.4942 22.9991 35.5639 374 | 84.5136 23.2744 23.1208 375 | 84.1376 23.1729 23.3098 376 | 86.1683 23.7213 33.659 377 | 84.9445 23.3908 23.0511 378 | 84.3046 23.218 23.3017 379 | 86.3273 23.7643 35.0241 380 | 84.6739 23.3177 23.0115 381 | 84.2707 23.2088 23.2928 382 | 86.4764 23.8045 35.9567 383 | 84.2151 23.1938 23.2882 384 | 83.8122 23.085 36.4483 385 | 86.6553 23.8529 36.9173 386 | 83.8416 23.093 37.3955 387 | 86.6816 23.86 37.7161 388 | 83.9644 23.1261 39.0868 389 | 86.7021 23.8655 39.5962 390 | 83.8962 23.1077 40.7762 391 | 86.8458 23.9043 41.1469 392 | 84.0209 23.1414 41.5805 393 | 86.0373 23.6859 41.3145 394 | 86.8631 23.909 41.2676 395 | 85.5141 23.5446 41.4236 396 | 86.5594 23.827 41.2864 397 | 85.0581 23.4215 41.5817 398 | 103.422 28.381 35.7166 399 | 100.541 27.6032 33.8187 400 | 99.8389 27.4134 36.674 401 | 86.79 23.8892 41.289 402 | 84.5246 23.2774 41.9527 403 | 103.488 28.3991 33.526 404 | 103.377 28.369 36.6852 405 | 86.8316 23.9005 41.3006 406 | 102.767 28.2043 41.7975 407 | 99.395 27.2935 41.3388 408 | 99.6528 27.3632 42.1566 409 | 84.8209 23.3574 41.8011 410 | 84.0737 23.1556 42.4242 411 | 99.6032 27.3498 38.6239 412 | 100.615 27.623 33.5201 413 | 102.746 28.1986 41.1406 414 | 102.779 28.2074 42.5624 415 | 83.8276 23.0892 42.6879 416 | 103.288 28.345 37.1694 417 | 103.469 28.3938 31.6125 418 | 99.3968 27.294 40.4253 419 | 99.7747 27.3961 42.4111 420 | 103.167 28.3122 37.4826 421 | 101.244 27.7929 30.9634 422 | 102.839 28.2238 39.7271 423 | 99.4275 27.3023 39.5691 424 | 102.746 28.1986 40.4179 425 | 99.7693 27.3946 42.4109 426 | 100.099 27.4838 42.4277 427 | 103.028 28.2748 38.6701 428 | 103.104 28.2952 38.2786 429 | 101.297 27.8072 30.7279 430 | 102.839 28.2238 39.3878 431 | 100.359 27.5539 42.5012 432 | 102.928 28.2476 39.0355 433 | 103.485 28.398 30.6627 434 | 102.852 28.2272 39.2313 435 | 100.954 27.7147 42.7271 436 | 101.377 27.829 30.4494 437 | 102.793 28.2112 42.9082 438 | 101.472 27.8544 29.7948 439 | 101.616 27.8933 42.925 440 | 103.39 28.3724 29.6966 441 | 102.793 28.2112 43.0921 442 | 103.445 28.3874 29.2596 443 | 102.247 28.0638 43.0282 444 | 101.552 27.8762 29.2239 445 | 101.928 27.9776 42.9938 446 | 102.651 28.1729 43.1065 447 | 101.512 27.8653 28.9453 448 | 102.762 28.2028 43.1835 449 | 103.4 28.3752 28.7333 450 | 101.364 27.8253 28.5972 451 | 103.343 28.3599 28.2538 452 | 101.085 27.75 28.172 453 | 103.343 28.3599 27.9965 454 | 103.4 28.3752 27.7392 455 | 100.871 27.6921 27.6457 456 | 103.379 28.3694 27.5592 457 | 103.506 28.4037 27.2173 458 | 100.6 27.6189 27.1311 459 | 100.464 27.5823 26.9089 460 | 100.43 27.5732 26.7685 461 | 100.442 27.5762 26.6048 462 | 103.582 28.4243 26.586 463 | 101.305 27.8095 26.1115 464 | 101.278 27.802 26.1115 465 | 101.305 27.8095 26.083 466 | 101.25 27.7946 26.1115 467 | 103.654 28.4437 26.0013 468 | 101.175 27.7742 26.0901 469 | 101.333 27.8169 25.9047 470 | 101.168 27.7723 26.0616 471 | 101.354 27.8226 25.7358 472 | 100.353 27.5524 26.0082 473 | 101.322 27.814 25.5606 474 | 101.113 27.7574 25.6623 475 | 103.726 28.4631 25.4165 476 | 101.113 27.7574 25.4555 477 | 103.732 28.4648 25.3356 478 | 100.214 27.5148 25.2704 479 | 101.301 27.8083 25.3307 480 | 101.078 27.7481 25.2559 481 | 103.746 28.4687 25.1487 482 | 100.176 27.5046 25.1062 483 | 101.28 27.8026 25.1008 484 | 101.016 27.7314 25.0634 485 | 101.227 27.7883 24.9146 486 | 100.204 27.512 24.9208 487 | 103.767 28.4742 24.8809 488 | 100.899 27.6998 24.8852 489 | 101.216 27.7855 24.6847 490 | 100.197 27.5102 24.8281 491 | 101.238 27.7913 24.533 492 | 100.768 27.6645 24.7426 493 | 101.213 27.7845 24.4569 494 | 100.176 27.5046 24.7354 495 | 101.213 27.7845 24.4336 496 | 100.176 27.5046 24.6427 497 | 101.938 27.9803 24.4168 498 | 100.548 27.605 24.5786 499 | 103.586 28.4254 24.3962 500 | 101.202 27.7814 24.352 501 | 100.211 27.5139 24.5572 502 | 101.938 27.9803 24.2119 503 | 101.179 27.7754 24.2354 504 | 100.479 27.5864 24.5073 505 | 103.447 28.3878 24.1582 506 | 101.106 27.7556 23.9555 507 | 100.383 27.5604 24.5001 508 | 101.938 27.9803 24.0863 509 | 101.05 27.7404 23.8272 510 | 103.356 28.3634 24.0434 511 | 101.715 27.92 23.8073 512 | 101.938 27.9803 23.9588 513 | 101.676 27.9096 23.7594 514 | 103.266 28.339 23.9286 515 | 101.01 27.7298 23.7281 516 | 101.907 27.972 23.8232 517 | 101.668 27.9075 23.7276 518 | 103.2 28.3213 23.7586 519 | 101.645 27.9013 23.6558 520 | 103.184 28.3168 23.6906 521 | 100.999 27.7267 23.6523 522 | 103.151 28.308 23.6736 523 | 101.614 27.893 23.4964 524 | 102.946 28.2525 23.6736 525 | 100.976 27.7206 23.3841 526 | 102.872 28.2326 23.6565 527 | 103.011 28.2703 23.6395 528 | 101.491 27.8597 23.1615 529 | 101.761 27.9325 23.5442 530 | 103.094 28.2924 23.6225 531 | 100.976 27.7204 23.0738 532 | 102.765 28.2038 23.3845 533 | 101.391 27.8327 23.01 534 | 101.653 27.9034 23.2811 535 | 100.991 27.7246 23.01 536 | 102.552 28.1461 23.0614 537 | 101.314 27.8119 22.9383 538 | 101.568 27.8805 23.0021 539 | 101.245 27.7932 22.9303 540 | 102.355 28.0929 22.8403 541 | 101.083 27.7495 22.9303 542 | 102.069 28.0156 22.7948 543 | 101.53 27.8701 22.7151 544 | 102.306 28.0796 22.7808 545 | 102.038 28.0073 22.6593 546 | 102.232 28.0597 22.7638 547 | 101.538 27.8722 22.6433 548 | 102.166 28.0419 22.7553 549 | 101.568 27.8805 22.5875 550 | 101.953 27.9844 22.5397 551 | 101.707 27.9179 22.4918 552 | 101.838 27.9532 22.452 553 | 95.8665 26.3406 52.4572 554 | 95.9858 26.3728 52.6114 555 | 95.9858 26.3728 52.3622 556 | 95.7204 26.3011 52.5531 557 | 94.8868 26.076 52.5534 558 | 95.0475 26.1194 52.551 559 | 95.5853 26.2646 52.5433 560 | 93.3674 25.6656 52.5629 561 | 92.6931 25.4835 52.5725 562 | 92.0143 25.3002 52.6452 563 | 96.0443 26.3886 52.687 564 | 91.596 25.1872 52.7026 565 | 91.2737 25.1002 52.6858 566 | 91.2902 25.1046 52.5539 567 | 93.2396 25.6311 52.709 568 | 91.288 25.104 52.745 569 | 96.1697 26.4225 52.8169 570 | 93.02 25.5718 52.7516 571 | 93.4729 25.6941 52.7374 572 | 91.3023 25.1079 52.9003 573 | 93.6032 25.7293 52.7872 574 | 92.7593 25.5014 52.8654 575 | 95.3308 26.1959 52.8081 576 | 92.5535 25.4458 53.0359 577 | 93.7336 25.7645 52.8369 578 | 95.4775 26.2355 52.8197 579 | 91.6697 25.2071 52.9528 580 | 95.1968 26.1597 52.866 581 | 96.2394 26.4413 53.0046 582 | 91.5524 25.1754 52.9547 583 | 91.8372 25.2524 53.0229 584 | 94.159 25.8794 52.9506 585 | 95.5963 26.2676 52.9014 586 | 91.4355 25.1439 52.967 587 | 91.9476 25.2822 53.2288 588 | 93.9394 25.8201 53.0359 589 | 92.4917 25.4291 53.1709 590 | 95.1367 26.1435 52.8948 591 | 95.6491 26.2819 52.9354 592 | 91.2951 25.106 53.2036 593 | 92.43 25.4125 53.306 594 | 94.3373 25.9276 52.9506 595 | 95.6379 26.2788 52.9804 596 | 91.3695 25.126 53.0822 597 | 92.0467 25.309 53.3412 598 | 95.0897 26.1308 52.9509 599 | 94.6941 26.0239 53.2065 600 | 95.7437 26.3074 53.1721 601 | 91.408 25.1364 53.0609 602 | 92.3848 25.4002 53.3662 603 | 95.0559 26.1217 53.0067 604 | 94.9807 26.1014 53.2686 605 | 94.8725 26.0721 53.2775 606 | 96.3509 26.4714 53.9429 607 | 92.0458 25.3087 53.4481 608 | 95.042 26.1179 53.0759 609 | 94.967 26.0977 53.3301 610 | 94.9274 26.0869 53.377 611 | 95.7878 26.3193 53.4461 612 | 92.2379 25.3606 53.5618 613 | 95.8847 26.3455 54.4141 614 | 96.2979 26.4571 54.1866 615 | 96.2979 26.4571 54.4388 616 | 96.3509 26.4714 53.9429 617 | 96.6473 26.5514 54.055 618 | 96.2979 26.4571 54.1866 619 | 96.3344 26.4669 55.5556 620 | 96.7955 26.5915 54.8226 621 | 96.2979 26.4571 54.4388 622 | 96.5414 26.5229 53.8905 623 | 96.5308 26.52 55.1187 624 | 96.5308 26.52 55.1187 625 | 96.4249 26.4914 53.8686 626 | 96.679 26.56 55.7766 627 | 96.8061 26.5943 55.1077 628 | 96.6353 26.5482 55.8908 629 | 96.9437 26.6315 55.4806 630 | 96.679 26.56 55.7766 631 | 96.8685 26.6112 56.1777 632 | 97.0496 26.6601 55.8205 633 | 91.08 25.0479 54.2385 634 | 90.7126 24.9486 54.2675 635 | 91.08 25.0479 54.3285 636 | 90.6971 24.9445 54.4879 637 | 91.011 25.0292 55.3527 638 | 96.8685 26.6112 56.1777 639 | 91.0658 25.044 54.2122 640 | 90.6938 24.9436 54.6294 641 | 97.0813 26.6687 55.9411 642 | 90.7348 24.9546 54.1464 643 | 90.6655 24.9359 54.7368 644 | 97.0813 26.6687 55.985 645 | 90.7857 24.9684 54.1332 646 | 90.6387 24.9287 54.976 647 | 90.571 24.9104 55.4461 648 | 90.7121 24.9485 55.6385 649 | 97.1032 26.6746 56.1498 650 | 90.9305 25.0075 54.126 651 | 90.6125 24.9216 55.2248 652 | 90.532 24.8999 55.7129 653 | 97.0669 26.6648 56.268 654 | 90.8464 24.9848 54.1175 655 | 90.6051 24.9196 55.7492 656 | 96.9225 26.6258 56.2921 657 | 90.5424 24.9027 55.8142 658 | 97.0357 26.6564 56.311 659 | 96.9942 26.6452 56.3056 660 | 88.3922 24.3219 30.3668 661 | 90.7539 24.9598 30.3862 662 | 89.0669 24.5042 30.3474 663 | 87.6508 24.1217 30.605 664 | 92.2534 25.3648 30.5027 665 | 97.0792 26.6681 31.2209 666 | 86.972 23.9384 30.9086 667 | 93.8467 25.7951 30.5027 668 | 86.5307 23.8192 31.1715 669 | 99.6243 27.3555 31.0301 670 | 98.4075 27.0269 30.877 671 | 99.2377 27.2511 30.8426 672 | 86.2682 23.7483 31.3279 673 | 99.8507 27.4166 31.1912 674 | 100.077 27.4777 31.2645 675 | 100.204 27.5121 31.3304 676 | 86.0966 23.702 31.372 677 | 86.2024 23.7305 31.2993 678 | 100.332 27.5465 31.3964 679 | 86.1105 23.7057 31.6256 680 | 100.487 27.5885 31.5722 681 | 100.558 27.6076 31.748 682 | 86.1084 23.7051 32.0986 683 | 100.61 27.6217 32.7283 684 | 86.1513 23.7167 32.5726 685 | 86.255 23.7447 32.8277 686 | 100.491 27.5896 33.2414 687 | 86.2836 23.7525 33.0793 688 | 86.341 23.768 33.5343 689 | 100.491 27.5896 33.3235 690 | 100.541 27.6032 33.8187 691 | 86.3681 23.7753 34.0494 692 | 99.8389 27.4134 36.674 693 | 99.395 27.2935 41.3388 694 | 86.0373 23.6859 41.3145 695 | 85.5141 23.5446 41.4236 696 | 86.8631 23.909 36.7051 697 | 86.79 23.8892 41.289 698 | 86.5594 23.827 41.2864 699 | 86.8316 23.9005 41.3006 700 | 99.6528 27.3632 42.1566 701 | 85.0581 23.4215 41.5817 702 | 99.6032 27.3498 38.6239 703 | 86.8631 23.909 41.2676 704 | 84.8209 23.3574 41.8011 705 | 86.8631 23.909 38.5801 706 | 99.3968 27.294 40.4253 707 | 84.5246 23.2774 41.9527 708 | 84.0737 23.1556 42.4242 709 | 99.4275 27.3023 39.5691 710 | 99.7693 27.3946 42.4109 711 | 100.099 27.4838 42.4277 712 | 83.8276 23.0892 42.6879 713 | 99.7747 27.3961 42.4111 714 | 100.359 27.5539 42.5012 715 | 100.954 27.7147 42.7271 716 | 83.7515 23.0686 42.7606 717 | 101.616 27.8933 42.925 718 | 83.7446 23.0667 42.8167 719 | 83.7926 23.0797 42.8759 720 | 83.7691 23.0734 43.3119 721 | 101.928 27.9776 42.9938 722 | 102.247 28.0638 43.0282 723 | 102.651 28.1729 43.1065 724 | 102.762 28.2028 43.1835 725 | 102.872 28.2327 43.2604 726 | 103.015 28.2712 43.4459 727 | 83.8715 23.101 44.5764 728 | 103.059 28.2831 43.6747 729 | 103.037 28.2773 44.2195 730 | 102.994 28.2655 44.3728 731 | 102.994 28.2655 44.4598 732 | 103.034 28.2765 44.6466 733 | 83.9753 23.1291 45.1844 734 | 103.034 28.2763 45.3377 735 | 84.0049 23.137 45.4951 736 | 102.789 28.2101 45.9554 737 | 84.1375 23.1729 45.7721 738 | 84.5885 23.2947 46.898 739 | 102.494 28.1304 46.6746 740 | 102.37 28.0971 47.0719 741 | 84.7463 23.3373 47.3986 742 | 102.172 28.0437 47.3229 743 | 101.225 27.7877 48.7874 744 | 84.9743 23.3989 47.8619 745 | 85.1821 23.455 48.4278 746 | 85.6477 23.5807 49.1592 747 | 100.923 27.7061 49.3709 748 | 86.3374 23.767 49.8624 749 | 100.289 27.5349 49.9622 750 | 87.1386 23.9834 50.2049 751 | 99.9968 27.4561 50.0996 752 | 99.6333 27.3579 50.2102 753 | 88.465 24.3416 50.624 754 | 99.4791 27.3162 50.2304 755 | 99.3229 27.2741 50.2945 756 | 98.8804 27.1546 50.4317 757 | 98.0612 26.9333 50.6794 758 | 89.0198 24.4914 50.7799 759 | 94.1471 25.8762 50.7977 760 | 89.183 24.5355 50.8258 761 | 96.7673 26.5839 50.9205 762 | 92.1243 25.3299 50.8967 763 | 95.0953 26.1323 50.8464 764 | 97.3759 26.7482 50.9896 765 | 91.1463 25.0658 50.9183 766 | 96.0435 26.3884 50.8951 767 | 89.7365 24.685 51.0557 768 | 90.2419 24.8215 51.0504 769 | 89.8678 24.7205 51.0773 770 | 89.7864 24.6985 51.0829 771 | 89.0578 24.5017 50.9319 772 | 89.183 24.5355 50.8258 773 | 89.0198 24.4914 50.7799 774 | 89.7365 24.685 51.0557 775 | 89.1093 24.5156 51.0093 776 | 89.1917 24.5379 51.0776 777 | 89.7864 24.6985 51.0829 778 | 89.202 24.5407 51.0798 779 | 89.2118 24.5433 51.0819 780 | 89.2319 24.5487 51.0862 781 | 89.705 24.6765 51.0886 782 | 89.2727 24.5598 51.095 783 | 89.613 24.6517 51.1134 784 | 89.3537 24.5816 51.1123 785 | 89.5424 24.6326 51.1152 786 | 92.1243 25.3299 50.8967 787 | 95.0953 26.1323 50.8464 788 | 94.1471 25.8762 50.7977 789 | 96.7673 26.5839 50.9205 790 | 90.2419 24.8215 51.0504 791 | 97.3759 26.7482 50.9896 792 | 91.1463 25.0658 50.9183 793 | 96.0435 26.3884 50.8951 794 | 97.4905 26.7792 51.0026 795 | 97.2235 26.7071 51.3653 796 | 89.8678 24.7205 51.0773 797 | 89.7864 24.6985 51.0829 798 | 89.705 24.6765 51.0886 799 | 89.613 24.6517 51.1134 800 | 89.2137 24.5438 51.0866 801 | 89.2319 24.5487 51.0862 802 | 89.2118 24.5433 51.0819 803 | 89.5424 24.6326 51.1152 804 | 89.2727 24.5598 51.095 805 | 89.2806 24.5619 51.1245 806 | 89.2287 24.5479 51.0946 807 | 89.2593 24.5561 51.1108 808 | 89.3537 24.5816 51.1123 809 | 89.3142 24.571 51.1606 810 | 89.3461 24.5796 51.1767 811 | 89.4333 24.6031 51.2406 812 | 89.614 24.6519 51.3594 813 | 89.8927 24.7272 51.5079 814 | 97.1048 26.675 51.5709 815 | 89.9921 24.754 51.5696 816 | 90.0528 24.7705 51.6466 817 | 96.954 26.6343 51.7313 818 | 90.1435 24.7949 51.7614 819 | 96.5204 26.5172 51.9625 820 | 90.1659 24.801 51.861 821 | 90.2031 24.811 52.0598 822 | 96.1345 26.413 52.2439 823 | 90.3892 24.8613 52.254 824 | 95.9858 26.3728 52.3622 825 | 90.5877 24.9149 52.3849 826 | 95.8665 26.3406 52.4572 827 | 91.2902 25.1046 52.5539 828 | 95.5853 26.2646 52.5433 829 | 95.0475 26.1194 52.551 830 | 95.7204 26.3011 52.5531 831 | 94.8868 26.076 52.5534 832 | 93.3674 25.6656 52.5629 833 | 92.6931 25.4835 52.5725 834 | 92.0143 25.3002 52.6452 835 | 91.596 25.1872 52.7026 836 | 93.02 25.5718 52.7516 837 | 93.4729 25.6941 52.7374 838 | 93.2396 25.6311 52.709 839 | 93.6032 25.7293 52.7872 840 | 92.7593 25.5014 52.8654 841 | 93.9394 25.8201 53.0359 842 | 92.5535 25.4458 53.0359 843 | 93.7336 25.7645 52.8369 844 | 92.4917 25.4291 53.1709 845 | 94.6941 26.0239 53.2065 846 | 94.3373 25.9276 52.9506 847 | 94.159 25.8794 52.9506 848 | 92.43 25.4125 53.306 849 | 94.8725 26.0721 53.2775 850 | 94.9274 26.0869 53.377 851 | 92.3848 25.4002 53.3662 852 | 91.5244 25.1679 53.5476 853 | 92.0458 25.3087 53.4481 854 | 91.8674 25.2605 53.4055 855 | 92.2379 25.3606 53.5618 856 | 91.346 25.1197 53.6897 857 | 94.9823 26.1018 53.4765 858 | 95.0509 26.1203 53.9029 859 | 91.2911 25.1049 53.8745 860 | 91.2499 25.0938 54.3151 861 | 95.0646 26.124 54.3151 862 | 91.442 25.1456 54.706 863 | 94.996 26.1055 54.6705 864 | 94.7627 26.0425 54.9547 865 | 91.6341 25.1975 55.0969 866 | 94.6392 26.0091 55.1537 867 | 91.7988 25.242 55.4806 868 | 94.5439 25.9834 55.2312 869 | 94.4486 25.9576 55.3087 870 | 94.5476 25.9844 55.5139 871 | 91.8811 25.2642 55.6654 872 | 94.5476 25.9844 55.7191 873 | 91.7497 25.2287 56.1551 874 | 94.4981 25.971 56.0268 875 | 92.0221 25.3023 55.7048 876 | 94.102 25.864 56.745 877 | 91.8811 25.2642 55.7223 878 | 91.8488 25.2555 56.4628 879 | 91.9973 25.2956 56.6167 880 | 92.2202 25.3558 57.0014 881 | 93.6563 25.7437 57.4118 882 | 92.5173 25.436 57.3605 883 | 92.6906 25.4829 57.5144 884 | 92.9135 25.543 57.54 885 | 95.1968 26.1597 52.866 886 | 95.4775 26.2355 52.8197 887 | 95.3308 26.1959 52.8081 888 | 95.5963 26.2676 52.9014 889 | 91.5524 25.1754 52.9547 890 | 91.8372 25.2524 53.0229 891 | 91.6697 25.2071 52.9528 892 | 95.1367 26.1435 52.8948 893 | 91.4355 25.1439 52.967 894 | 91.408 25.1364 53.0609 895 | 91.9476 25.2822 53.2288 896 | 95.0897 26.1308 52.9509 897 | 95.6491 26.2819 52.9354 898 | 91.3695 25.126 53.0822 899 | 95.6379 26.2788 52.9804 900 | 91.2951 25.106 53.2036 901 | 91.8674 25.2605 53.4055 902 | 92.0467 25.309 53.3412 903 | 95.0559 26.1217 53.0067 904 | 95.7437 26.3074 53.1721 905 | 91.5244 25.1679 53.5476 906 | 92.0458 25.3087 53.4481 907 | 95.042 26.1179 53.0759 908 | 91.346 25.1197 53.6897 909 | 95.7878 26.3193 53.4461 910 | 94.967 26.0977 53.3301 911 | 94.9274 26.0869 53.377 912 | 94.9807 26.1014 53.2686 913 | 91.2221 25.0863 53.7944 914 | 94.9823 26.1018 53.4765 915 | 95.8847 26.3455 54.4141 916 | 91.2911 25.1049 53.8745 917 | 95.0509 26.1203 53.9029 918 | 91.1805 25.075 53.9769 919 | 95.0646 26.124 54.3151 920 | 91.2499 25.0938 54.3151 921 | 94.996 26.1055 54.6705 922 | 96.3344 26.4669 55.5556 923 | 91.08 25.0479 54.1677 924 | 94.7627 26.0425 54.9547 925 | 91.08 25.0479 54.2213 926 | 91.08 25.0479 54.3285 927 | 91.442 25.1456 54.706 928 | 94.6392 26.0091 55.1537 929 | 91.08 25.0479 54.2385 930 | 91.011 25.0292 55.3527 931 | 94.5439 25.9834 55.2312 932 | 94.5476 25.9844 55.7191 933 | 96.6353 26.5482 55.8908 934 | 91.6341 25.1975 55.0969 935 | 94.4486 25.9576 55.3087 936 | 94.5476 25.9844 55.5139 937 | 94.4981 25.971 56.0268 938 | 96.8685 26.6112 56.1777 939 | 91.7988 25.242 55.4806 940 | 94.102 25.864 56.745 941 | 90.7121 24.9485 55.6385 942 | 96.9593 26.6357 56.6049 943 | 91.8811 25.2642 55.6654 944 | 91.8811 25.2642 55.7223 945 | 91.7497 25.2287 56.1551 946 | 92.0221 25.3023 55.7048 947 | 97.0017 26.6472 56.9774 948 | 90.6051 24.9196 55.7492 949 | 90.6373 24.9283 56.6597 950 | 91.8488 25.2555 56.4628 951 | 93.6563 25.7437 57.4118 952 | 90.5424 24.9027 55.8142 953 | 90.4041 24.8653 55.9205 954 | 91.9973 25.2956 56.6167 955 | 97.0299 26.6548 57.2256 956 | 90.532 24.8999 55.825 957 | 90.3839 24.8599 55.9061 958 | 92.2202 25.3558 57.0014 959 | 97.0489 26.6599 57.4664 960 | 90.4428 24.8758 55.8298 961 | 90.3729 24.8569 55.9004 962 | 90.6882 24.942 57.0369 963 | 92.5173 25.436 57.3605 964 | 92.9135 25.543 57.54 965 | 90.4907 24.8887 55.8107 966 | 90.3692 24.8559 55.868 967 | 90.6073 24.9202 57.4768 968 | 92.6906 25.4829 57.5144 969 | 97.0651 26.6643 57.5401 970 | 90.668 24.9366 58.2729 971 | 97.0651 26.6643 57.6838 972 | 96.7005 26.5658 57.994 973 | 96.9925 26.6447 58.1966 974 | 97.0097 26.6493 58.0751 975 | 96.9379 26.6299 58.5823 976 | 90.8982 24.9988 58.8578 977 | 90.7996 24.9721 58.9157 978 | 96.7066 26.5675 59.3729 979 | 95.9373 26.3597 59.3102 980 | 90.8095 24.9748 58.9642 981 | 96.4972 26.5109 59.6899 982 | 91.0522 25.0404 59.446 983 | 96.4541 26.4993 59.7551 984 | 91.2949 25.1059 59.7812 985 | 96.2555 26.4457 60.0557 986 | 91.7912 25.2399 60.0545 987 | 91.5983 25.1878 60.064 988 | 91.7194 25.2206 60.177 989 | 91.6806 25.2101 60.1408 990 | 95.9895 26.3738 60.451 991 | 91.9017 25.2698 60.3469 992 | 92.9098 25.542 60.6638 993 | 92.6702 25.4773 60.7239 994 | 94.8732 26.0723 60.5291 995 | 92.8483 25.5254 60.7802 996 | 95.0131 26.1101 60.875 997 | 95.631 26.277 60.6906 998 | 92.83 25.5205 60.7872 999 | 92.9098 25.542 60.7931 1000 | 95.0855 26.1297 60.8483 1001 | 92.933 25.5483 60.828 1002 | 95.1181 26.1385 60.8571 1003 | 93.014 25.5702 60.8601 1004 | 93.3578 25.663 60.9963 1005 | 95.0029 26.1073 60.8946 1006 | 94.8562 26.0677 60.9422 1007 | 93.9657 25.8272 61.0021 1008 | 3 0 1 2 1009 | 3 1 0 3 1010 | 3 3 0 4 1011 | 3 4 0 5 1012 | 3 5 0 6 1013 | 3 7 0 8 1014 | 3 6 0 9 1015 | 3 10 0 7 1016 | 3 7 8 11 1017 | 3 9 0 12 1018 | 3 13 0 10 1019 | 3 11 8 14 1020 | 3 12 0 15 1021 | 3 14 8 16 1022 | 3 15 0 13 1023 | 3 17 16 18 1024 | 3 14 16 17 1025 | 3 19 20 21 1026 | 3 22 23 24 1027 | 3 25 18 26 1028 | 3 17 18 25 1029 | 3 20 19 27 1030 | 3 22 28 23 1031 | 3 24 23 29 1032 | 3 30 31 22 1033 | 3 24 32 33 1034 | 3 20 27 34 1035 | 3 22 35 28 1036 | 3 24 29 36 1037 | 3 34 31 30 1038 | 3 22 31 35 1039 | 3 24 37 32 1040 | 3 33 32 38 1041 | 3 33 38 39 1042 | 3 34 27 31 1043 | 3 24 36 37 1044 | 3 39 38 40 1045 | 3 40 38 41 1046 | 3 41 38 42 1047 | 3 43 44 45 1048 | 3 44 43 46 1049 | 3 45 44 47 1050 | 3 48 49 50 1051 | 3 50 51 52 1052 | 3 45 47 53 1053 | 3 48 54 49 1054 | 3 50 49 55 1055 | 3 50 55 51 1056 | 3 52 51 56 1057 | 3 53 47 57 1058 | 3 58 54 48 1059 | 3 59 60 61 1060 | 3 52 56 62 1061 | 3 52 62 63 1062 | 3 58 64 54 1063 | 3 60 59 65 1064 | 3 66 67 68 1065 | 3 60 65 69 1066 | 3 70 64 58 1067 | 3 71 67 66 1068 | 3 69 65 72 1069 | 3 70 73 64 1070 | 3 74 75 76 1071 | 3 71 77 67 1072 | 3 69 72 78 1073 | 3 69 79 80 1074 | 3 70 81 73 1075 | 3 82 83 84 1076 | 3 83 74 76 1077 | 3 75 74 85 1078 | 3 86 77 71 1079 | 3 69 78 87 1080 | 3 69 87 79 1081 | 3 88 81 70 1082 | 3 83 82 74 1083 | 3 75 85 77 1084 | 3 75 77 89 1085 | 3 89 77 86 1086 | 3 90 81 88 1087 | 3 74 82 91 1088 | 3 92 81 90 1089 | 3 81 92 93 1090 | 3 94 95 96 1091 | 3 96 95 97 1092 | 3 97 98 99 1093 | 3 94 100 95 1094 | 3 97 95 101 1095 | 3 97 101 98 1096 | 3 99 98 102 1097 | 3 103 100 94 1098 | 3 102 98 104 1099 | 3 99 102 105 1100 | 3 106 107 108 1101 | 3 109 107 106 1102 | 3 103 110 100 1103 | 3 111 104 98 1104 | 3 102 104 112 1105 | 3 99 105 113 1106 | 3 108 107 114 1107 | 3 99 113 115 1108 | 3 116 107 109 1109 | 3 108 114 117 1110 | 3 118 110 103 1111 | 3 113 105 119 1112 | 3 116 120 107 1113 | 3 117 114 121 1114 | 3 117 121 122 1115 | 3 123 124 125 1116 | 3 126 127 123 1117 | 3 128 129 130 1118 | 3 131 110 118 1119 | 3 132 133 134 1120 | 3 133 120 116 1121 | 3 122 121 135 1122 | 3 122 135 136 1123 | 3 123 127 124 1124 | 3 136 137 126 1125 | 3 126 138 127 1126 | 3 139 129 128 1127 | 3 131 140 110 1128 | 3 133 132 120 1129 | 3 136 135 141 1130 | 3 136 141 137 1131 | 3 126 137 142 1132 | 3 126 142 138 1133 | 3 143 129 139 1134 | 3 131 144 140 1135 | 3 145 146 147 1136 | 3 143 145 129 1137 | 3 148 149 150 1138 | 3 151 144 131 1139 | 3 146 145 152 1140 | 3 152 153 154 1141 | 3 143 152 145 1142 | 3 148 151 149 1143 | 3 144 151 155 1144 | 3 156 153 152 1145 | 3 152 143 156 1146 | 3 148 155 151 1147 | 3 156 157 153 1148 | 3 148 158 155 1149 | 3 159 157 156 1150 | 3 148 160 158 1151 | 3 159 161 157 1152 | 3 162 160 148 1153 | 3 163 161 159 1154 | 3 162 164 160 1155 | 3 165 161 163 1156 | 3 166 164 162 1157 | 3 167 161 165 1158 | 3 166 168 164 1159 | 3 167 169 161 1160 | 3 168 166 170 1161 | 3 171 169 167 1162 | 3 171 172 169 1163 | 3 173 172 171 1164 | 3 174 172 173 1165 | 3 174 175 172 1166 | 3 173 176 174 1167 | 3 175 174 177 1168 | 3 178 179 180 1169 | 3 181 182 183 1170 | 3 184 185 180 1171 | 3 178 186 179 1172 | 3 178 180 185 1173 | 3 187 188 189 1174 | 3 187 189 190 1175 | 3 191 183 192 1176 | 3 193 182 181 1177 | 3 181 183 191 1178 | 3 194 185 184 1179 | 3 178 195 186 1180 | 3 178 185 196 1181 | 3 197 198 188 1182 | 3 197 188 187 1183 | 3 187 190 199 1184 | 3 200 197 192 1185 | 3 191 192 197 1186 | 3 193 201 182 1187 | 3 202 185 194 1188 | 3 178 203 195 1189 | 3 178 196 204 1190 | 3 197 200 198 1191 | 3 191 197 187 1192 | 3 187 199 205 1193 | 3 193 206 201 1194 | 3 207 185 202 1195 | 3 187 203 178 1196 | 3 204 196 208 1197 | 3 209 178 204 1198 | 3 191 187 178 1199 | 3 187 205 210 1200 | 3 211 206 193 1201 | 3 212 185 207 1202 | 3 187 210 203 1203 | 3 204 208 213 1204 | 3 191 178 209 1205 | 3 209 204 214 1206 | 3 215 206 211 1207 | 3 216 217 218 1208 | 3 219 185 212 1209 | 3 213 208 220 1210 | 3 214 204 213 1211 | 3 221 206 215 1212 | 3 222 215 211 1213 | 3 217 216 223 1214 | 3 218 217 224 1215 | 3 225 226 227 1216 | 3 227 226 228 1217 | 3 229 185 219 1218 | 3 220 208 230 1219 | 3 214 213 220 1220 | 3 206 221 231 1221 | 3 215 222 232 1222 | 3 224 217 225 1223 | 3 225 217 226 1224 | 3 228 226 233 1225 | 3 228 185 229 1226 | 3 220 230 234 1227 | 3 214 220 234 1228 | 3 228 233 185 1229 | 3 234 230 235 1230 | 3 214 234 236 1231 | 3 235 230 237 1232 | 3 236 234 235 1233 | 3 235 237 238 1234 | 3 236 235 238 1235 | 3 238 237 239 1236 | 3 236 238 240 1237 | 3 238 239 241 1238 | 3 240 238 241 1239 | 3 241 239 242 1240 | 3 240 241 243 1241 | 3 242 239 244 1242 | 3 243 241 245 1243 | 3 244 239 246 1244 | 3 243 245 247 1245 | 3 246 239 248 1246 | 3 243 247 249 1247 | 3 248 239 250 1248 | 3 243 249 251 1249 | 3 252 248 250 1250 | 3 243 251 253 1251 | 3 254 248 252 1252 | 3 252 250 255 1253 | 3 243 253 256 1254 | 3 254 257 248 1255 | 3 252 255 258 1256 | 3 243 256 254 1257 | 3 254 256 257 1258 | 3 252 258 259 1259 | 3 259 258 260 1260 | 3 259 260 261 1261 | 3 261 260 262 1262 | 3 261 262 263 1263 | 3 261 263 264 1264 | 3 261 264 265 1265 | 3 261 265 266 1266 | 3 261 266 267 1267 | 3 261 267 268 1268 | 3 261 268 269 1269 | 3 269 268 270 1270 | 3 269 270 271 1271 | 3 269 271 272 1272 | 3 269 272 273 1273 | 3 273 272 274 1274 | 3 273 274 275 1275 | 3 273 275 276 1276 | 3 273 276 277 1277 | 3 273 277 278 1278 | 3 278 277 279 1279 | 3 278 279 280 1280 | 3 279 281 280 1281 | 3 278 280 282 1282 | 3 281 279 283 1283 | 3 278 282 284 1284 | 3 281 283 285 1285 | 3 284 282 286 1286 | 3 285 283 287 1287 | 3 286 282 288 1288 | 3 284 286 289 1289 | 3 287 283 290 1290 | 3 289 286 291 1291 | 3 284 289 292 1292 | 3 293 284 292 1293 | 3 294 284 293 1294 | 3 294 293 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337 341 345 1343 | 3 342 346 338 1344 | 3 347 339 343 1345 | 3 348 344 340 1346 | 3 345 341 349 1347 | 3 342 350 346 1348 | 3 351 339 347 1349 | 3 344 348 352 1350 | 3 345 349 353 1351 | 3 342 354 350 1352 | 3 351 355 339 1353 | 3 353 349 356 1354 | 3 354 342 357 1355 | 3 358 355 351 1356 | 3 353 356 359 1357 | 3 360 355 358 1358 | 3 353 359 361 1359 | 3 362 355 360 1360 | 3 363 360 358 1361 | 3 353 361 364 1362 | 3 362 365 355 1363 | 3 366 360 363 1364 | 3 353 364 367 1365 | 3 368 365 362 1366 | 3 366 369 360 1367 | 3 353 367 370 1368 | 3 371 365 368 1369 | 3 372 369 366 1370 | 3 370 367 373 1371 | 3 371 374 365 1372 | 3 372 375 369 1373 | 3 370 373 376 1374 | 3 374 371 377 1375 | 3 372 378 375 1376 | 3 370 376 379 1377 | 3 378 372 380 1378 | 3 370 379 381 1379 | 3 381 379 382 1380 | 3 381 382 383 1381 | 3 383 382 384 1382 | 3 383 384 385 1383 | 3 385 384 386 1384 | 3 385 386 387 1385 | 3 387 386 388 1386 | 3 387 388 389 1387 | 3 389 388 390 1388 | 3 390 388 391 1389 | 3 389 390 392 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| 3 484 490 488 1486 | 3 489 491 487 1487 | 3 484 492 490 1488 | 3 489 493 491 1489 | 3 484 494 492 1490 | 3 495 493 489 1491 | 3 496 494 484 1492 | 3 494 497 492 1493 | 3 495 498 493 1494 | 3 496 499 494 1495 | 3 494 500 497 1496 | 3 501 498 495 1497 | 3 502 499 496 1498 | 3 494 503 500 1499 | 3 498 501 504 1500 | 3 502 505 499 1501 | 3 494 506 503 1502 | 3 507 505 502 1503 | 3 508 506 494 1504 | 3 507 509 505 1505 | 3 510 506 508 1506 | 3 511 509 507 1507 | 3 510 512 506 1508 | 3 511 513 509 1509 | 3 514 512 510 1510 | 3 515 513 511 1511 | 3 516 512 514 1512 | 3 517 513 515 1513 | 3 516 518 512 1514 | 3 519 513 517 1515 | 3 520 518 516 1516 | 3 521 513 519 1517 | 3 520 522 518 1518 | 3 523 513 521 1519 | 3 519 524 521 1520 | 3 525 522 520 1521 | 3 523 526 513 1522 | 3 524 519 527 1523 | 3 525 528 522 1524 | 3 529 526 523 1525 | 3 530 528 525 1526 | 3 529 531 526 1527 | 3 530 532 528 1528 | 3 533 531 529 1529 | 3 534 532 530 1530 | 3 533 535 531 1531 | 3 536 532 534 1532 | 3 537 535 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1866 | 3 885 882 889 1867 | 3 887 886 890 1868 | 3 887 891 892 1869 | 3 885 889 893 1870 | 3 885 893 894 1871 | 3 887 890 891 1872 | 3 892 891 895 1873 | 3 894 893 896 1874 | 3 892 895 897 1875 | 3 892 898 899 1876 | 3 896 893 900 1877 | 3 896 900 901 1878 | 3 892 897 902 1879 | 3 892 902 898 1880 | 3 903 899 898 1881 | 3 901 900 904 1882 | 3 902 897 905 1883 | 3 906 907 908 1884 | 3 901 904 909 1885 | 3 906 909 907 1886 | 3 901 909 906 1887 | 3 905 897 910 1888 | 3 906 908 911 1889 | 3 906 911 912 1890 | 3 905 910 913 1891 | 3 912 911 914 1892 | 3 913 910 915 1893 | 3 912 914 916 1894 | 3 913 915 917 1895 | 3 912 916 918 1896 | 3 912 918 919 1897 | 3 917 915 920 1898 | 3 919 918 921 1899 | 3 917 920 922 1900 | 3 917 923 924 1901 | 3 919 921 925 1902 | 3 917 922 926 1903 | 3 917 926 923 1904 | 3 924 923 927 1905 | 3 919 925 928 1906 | 3 919 929 930 1907 | 3 924 927 931 1908 | 3 919 928 932 1909 | 3 919 933 929 1910 | 3 930 929 934 1911 | 3 930 934 935 1912 | 3 931 927 936 1913 | 3 919 932 933 1914 | 3 935 934 937 1915 | 3 936 927 938 1916 | 3 935 937 939 1917 | 3 936 938 940 1918 | 3 941 942 943 1919 | 3 939 937 944 1920 | 3 940 938 945 1921 | 3 940 945 941 1922 | 3 942 941 945 1923 | 3 942 946 947 1924 | 3 944 937 948 1925 | 3 942 945 949 1926 | 3 942 950 946 1927 | 3 947 946 951 1928 | 3 944 948 952 1929 | 3 942 949 953 1930 | 3 942 954 950 1931 | 3 951 946 955 1932 | 3 952 948 956 1933 | 3 942 953 957 1934 | 3 942 958 954 1935 | 3 955 946 959 1936 | 3 955 959 960 1937 | 3 956 948 961 1938 | 3 957 953 962 1939 | 3 942 957 963 1940 | 3 942 963 958 1941 | 3 960 959 964 1942 | 3 960 964 965 1943 | 3 956 961 966 1944 | 3 965 964 967 1945 | 3 965 967 961 1946 | 3 961 967 966 1947 | 3 966 967 968 1948 | 3 968 967 969 1949 | 3 969 967 970 1950 | 3 971 968 969 1951 | 3 970 967 972 1952 | 3 972 967 973 1953 | 3 973 967 974 1954 | 3 973 975 972 1955 | 3 975 973 976 1956 | 3 976 973 977 1957 | 3 975 976 978 1958 | 3 979 976 977 1959 | 3 976 979 980 1960 | 3 980 979 981 1961 | 3 980 981 982 1962 | 3 982 981 983 1963 | 3 984 983 981 1964 | 3 982 983 985 1965 | 3 983 984 986 1966 | 3 982 985 987 1967 | 3 987 985 988 1968 | 3 987 988 989 1969 | 3 989 988 990 1970 | 3 987 989 991 1971 | 3 989 990 992 1972 | 3 989 993 991 1973 | 3 991 994 987 1974 | 3 992 990 995 1975 | 3 993 989 996 1976 | 3 994 991 997 1977 | 3 993 996 998 1978 | 3 994 997 999 1979 | 3 993 998 1000 1980 | 3 993 1000 1001 1981 | 3 993 1001 1002 1982 | 3 1002 1001 1003 1983 | 3 1003 1001 1004 1984 | --------------------------------------------------------------------------------