{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# SparseEdges" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## A bio-inspired sparse representation of edges in natural images" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "Table of content\n", "\n", "* [What is the SparseEdges package?](#What-is-the-SparseEdges-package?) \n", "* [Installing](#Installing) \n", "* [testing one step](#testing-one-step)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "What is the SparseEdges package?\n", "================================\n", "\n", "Our goal here is to build practical algorithms of sparse coding for computer vision.\n", "\n", "The code is available @ https://github.com/bicv/SparseEdges\n", "\n", "This class exploits the LogGabor package to provide with a sparse representation of edges in images.\n", "\n", "This algorithm was presented in the following paper:\n", "\n", "```bibtex\n", "@inbook{Perrinet15bicv,\n", " title = {Sparse models},\n", " author = {Perrinet, Laurent U.},\n", " booktitle = {Biologically-inspired Computer Vision},\n", " chapter = {13},\n", " editor = {Keil, Matthias and Crist\\'{o}bal, Gabriel and Perrinet, Laurent U.},\n", " publisher = {Wiley, New-York},\n", " year = {2015}\n", "}\n", "```\n", "\n", "\n", "\n", "This package gives a python implementation.\n", "\n", "Moreover, it gives additional tools to compute useful stistics in images; first- and second order statistics of co-occurences in images.\n", "More information is available @ http://nbviewer.ipython.org/github/bicv/SparseEdges/blob/master/SparseEdges.ipynb\n", "Tests for the packages are available @ http://nbviewer.ipython.org/github/bicv/SparseEdges/blob/master/test-SparseEdges.ipynb." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Installing\n", "\n", "To install the ``SparseEdges`` class, you would need the ``LogGabor`` class (multiscale filters) which itself depends on the ``SLIP`` class (the image processing tools).\n", "\n", " pip install git+https://github.com/bicv/SLIP.git\n", " pip install git+https://github.com/bicv/LogGabor.git \n", " pip install git+https://github.com/bicv/SparseEdges.git\n", " \n", "\n", "But before, you need th usual depndencies, such as numpy, matplotlib, pyprind and imageio:\n", "\n", " pip install -U numpy matplotlib pyprind imageio\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[Back to top](#SparseEdges)" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%cd -q probe\n", "from __future__ import division, print_function\n", "%matplotlib inline\n", "import os\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "np.set_printoptions(precision=4)#, suppress=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Extracting edges on a sample image\n", "\n", "We will show here how we can simply reconstruct an example image with the list of extracted edges overlaid.\n", "\n", "First we define our object by loading default parameters from internet:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'verbose': 0, 'N_image': None, 'seed': 42, 'N_X': 256, 'N_Y': 256, 'noise': 0.33, 'do_mask': True, 'mask_exponent': 3.0, 'do_whitening': True, 'white_name_database': 'kodakdb', 'white_n_learning': 0, 'white_N': 0.07, 'white_N_0': 0.0, 'white_f_0': 0.4, 'white_alpha': 1.4, 'white_steepness': 4.0, 'white_recompute': False, 'base_levels': 1.618, 'n_theta': 24, 'B_sf': 0.4, 'B_theta': 0.17453277777777776, 'N': 2048, 'MP_alpha': 0.7, 'd_width': 45.0, 'd_min': 0.5, 'd_max': 2.0, 'N_r': 6, 'N_Dtheta': 24, 'N_phi': 12, 'N_scale': 5, 'loglevel_max': 7, 'edge_mask': True, 'do_rank': False, 'scale_invariant': True, 'multiscale': True, 'kappa_phase': 0.0, 'weight_by_distance': True, 'svm_n_jobs': 1, 'svm_test_size': 0.2, 'N_svm_grid': 32, 'N_svm_cv': 50, 'C_range_begin': -5, 'C_range_end': 10.0, 'gamma_range_begin': -14, 'gamma_range_end': 3, 'svm_KL_m': 0.34, 'svm_tol': 0.001, 'svm_max_iter': -1, 'svm_log': False, 'svm_norm': False, 'figpath': 'results', 'do_edgedir': False, 'edgefigpath': 'results/edges', 'matpath': 'cache_dir', 'edgematpath': 'cache_dir/edges', 'datapath': 'database', 'figsize': 14.0, 'figsize_hist': 8, 'figsize_cohist': 8, 'formats': ['png', 'pdf', 'svg', 'jpg'], 'dpi': 450, 'use_cache': True, 'scale': 0.8, 'scale_circle': 0.08, 'scale_chevrons': 2.5, 'line_width': 1.0, 'line_width_chevrons': 0.75, 'edge_scale_chevrons': 180.0}\n" ] } ], "source": [ "from SparseEdges import SparseEdges\n", "mp = SparseEdges('https://raw.githubusercontent.com/bicv/SparseEdges/master/default_param.py')\n", "print(mp.pe)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "At this point, we can change these parameters, by instance by using ``2048`` edges and a different value for the $\\alpha$ value in matching pursuit:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "mp.pe.N = 16\n", "mp.pe.MP_alpha = .9" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now load an image and make sure to set the framework to the appropriate size:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# defining input image\n", "name = 'example'\n", "image = mp.imread('https://raw.githubusercontent.com/bicv/SparseEdges/master/database/lena256.png')\n", "mp.set_size(image)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "... then, we can initialize the algorithm and normalize the image:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "-0.04846426156850979 0.44376005927405815\n" ] } ], "source": [ "mp.init()\n", "image = mp.normalize(image, center=True)\n", "print(image.mean(), image.std())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then, it is easy to run matching pursuit on that image (or load a cached file with the results):" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "cache_dir/example.npy\n" ] } ], "source": [ "print(os.path.join(mp.pe.matpath, name + '.npy'))" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "scrolled": false }, "outputs": [], "source": [ "matname = os.path.join(mp.pe.matpath, name + '.npy')\n", "try:\n", " edges = np.load(matname)\n", "except Exception:\n", " edges, C_res = mp.run_mp(image, verbose=True)\n", " np.save(matname, edges) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's summarize that in one script:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Overwriting experiment_example.py\n" ] } ], "source": [ "%%writefile experiment_example.py\n", "#! /usr/bin/env python\n", "# -*- coding: utf8 -*-\n", "from __future__ import division, print_function\n", "\"\"\"\n", "\n", "An example MP run.\n", "\n", "To run:\n", "$ python experiment_example.py \n", "\n", "To remove cache:\n", "$ rm -fr **/example*\n", "\n", "\"\"\"\n", "__author__ = \"(c) Laurent Perrinet INT - CNRS\"\n", "\n", "\n", "import numpy as np\n", "from SparseEdges import SparseEdges\n", "mp = SparseEdges('https://raw.githubusercontent.com/bicv/SparseEdges/master/default_param.py')\n", "mp.N = 128\n", "\n", "image = mp.imread('https://raw.githubusercontent.com/bicv/SparseEdges/master/database/lena256.png')\n", "\n", "name = 'example'\n", "white = mp.pipeline(image, do_whitening=True)\n", "\n", "import os\n", "matname = os.path.join(mp.pe.matpath, name + '.npy')\n", "try:\n", " edges = np.load(matname)\n", "except Exception:\n", " edges, C_res = mp.run_mp(white, verbose=False)\n", " np.save(matname, edges) \n" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Edge 0 / 2048 - Max activity : 1.180 phase= 101.126 deg, @ (152, 104, 19, 3)\n", "Edge 1 / 2048 - Max activity : 1.066 phase= -9.115 deg, @ (173, 88, 18, 2)\n", "Edge 2 / 2048 - Max activity : 1.028 phase= -0.030 deg, @ (122, 183, 0, 3)\n", "Edge 3 / 2048 - Max activity : 0.972 phase= 81.275 deg, @ (151, 184, 0, 3)\n", "Edge 4 / 2048 - Max activity : 0.929 phase= 77.921 deg, @ (94, 196, 17, 3)\n", "Edge 5 / 2048 - Max activity : 0.928 phase= 5.051 deg, @ (94, 141, 16, 1)\n", "Edge 6 / 2048 - Max activity : 0.887 phase= 77.981 deg, @ (143, 110, 18, 2)\n", "Edge 7 / 2048 - Max activity : 0.821 phase= 69.304 deg, @ (166, 94, 18, 1)\n", "Edge 8 / 2048 - Max activity : 0.789 phase= 12.809 deg, @ (113, 121, 18, 1)\n", "Edge 9 / 2048 - Max activity : 0.782 phase= 93.787 deg, @ (83, 204, 20, 2)\n", "Edge 10 / 2048 - Max activity : 0.781 phase= 19.660 deg, @ (137, 184, 0, 2)\n", "Edge 11 / 2048 - Max activity : 0.771 phase= 43.020 deg, @ (113, 113, 1, 1)\n", "Edge 12 / 2048 - Max activity : 0.766 phase= -103.965 deg, @ (125, 139, 9, 2)\n", "Edge 13 / 2048 - Max activity : 0.765 phase= -68.681 deg, @ (126, 110, 19, 1)\n", "Edge 14 / 2048 - Max activity : 0.758 phase= -23.179 deg, @ (144, 100, 19, 1)\n", "Edge 15 / 2048 - Max activity : 0.745 phase= -53.253 deg, @ (63, 188, 16, 2)\n", "Edge 16 / 2048 - Max activity : 0.745 phase= 70.302 deg, @ (129, 123, 17, 2)\n", "Edge 17 / 2048 - Max activity : 0.738 phase= 116.492 deg, @ (97, 172, 15, 2)\n", "Edge 18 / 2048 - Max activity : 0.725 phase= -90.002 deg, @ (58, 163, 3, 2)\n", "Edge 19 / 2048 - Max activity : 0.724 phase= 91.681 deg, @ (112, 66, 1, 2)\n", "Edge 20 / 2048 - Max activity : 0.689 phase= -62.900 deg, @ (160, 91, 18, 4)\n", "Edge 21 / 2048 - Max activity : 0.686 phase= 46.888 deg, @ (172, 187, 0, 2)\n", "Edge 22 / 2048 - Max activity : 0.683 phase= -96.591 deg, @ (204, 84, 3, 1)\n", "Edge 23 / 2048 - Max activity : 0.683 phase= 82.239 deg, @ (152, 88, 3, 1)\n", "Edge 24 / 2048 - Max activity : 0.659 phase= 60.419 deg, @ (136, 59, 15, 2)\n", "Edge 25 / 2048 - Max activity : 0.655 phase= -51.014 deg, @ (180, 82, 17, 2)\n", "Edge 26 / 2048 - Max activity : 0.649 phase= -130.406 deg, @ (198, 165, 7, 2)\n", "Edge 27 / 2048 - Max activity : 0.644 phase= -83.987 deg, @ (72, 60, 22, 2)\n", "Edge 28 / 2048 - Max activity : 0.633 phase= 8.759 deg, @ (153, 96, 20, 1)\n", "Edge 29 / 2048 - Max activity : 0.627 phase= 95.007 deg, @ (94, 60, 1, 2)\n", "Edge 30 / 2048 - Max activity : 0.613 phase= 62.960 deg, @ (101, 130, 19, 0)\n", "Edge 31 / 2048 - Max activity : 0.612 phase= 99.174 deg, @ (101, 189, 16, 1)\n", "Edge 32 / 2048 - Max activity : 0.601 phase= -66.433 deg, @ (130, 111, 18, 5)\n", "Edge 33 / 2048 - Max activity : 0.587 phase= 75.694 deg, @ (130, 161, 17, 3)\n", "Edge 34 / 2048 - Max activity : 0.587 phase= 51.584 deg, @ (99, 136, 16, 1)\n", "Edge 35 / 2048 - Max activity : 0.576 phase= -168.150 deg, @ (160, 65, 1, 0)\n", "Edge 36 / 2048 - Max activity : 0.565 phase= -146.848 deg, @ (206, 175, 4, 2)\n", "Edge 37 / 2048 - Max activity : 0.560 phase= -33.785 deg, @ (125, 87, 0, 1)\n", "Edge 38 / 2048 - Max activity : 0.560 phase= -95.448 deg, @ (126, 168, 13, 1)\n", "Edge 39 / 2048 - Max activity : 0.557 phase= 92.029 deg, @ (174, 163, 19, 2)\n", "Edge 40 / 2048 - Max activity : 0.556 phase= -94.614 deg, @ (44, 152, 4, 2)\n", "Edge 41 / 2048 - Max activity : 0.554 phase= -115.059 deg, @ (125, 83, 20, 2)\n", "Edge 42 / 2048 - Max activity : 0.553 phase= 52.376 deg, @ (211, 89, 23, 2)\n", "Edge 43 / 2048 - Max activity : 0.548 phase= -0.123 deg, @ (120, 115, 18, 1)\n", "Edge 44 / 2048 - Max activity : 0.544 phase= -62.083 deg, @ (195, 81, 5, 2)\n", "Edge 45 / 2048 - Max activity : 0.542 phase= -112.477 deg, @ (130, 72, 16, 2)\n", "Edge 46 / 2048 - Max activity : 0.536 phase= 52.915 deg, @ (151, 104, 18, 1)\n", "Edge 47 / 2048 - Max activity : 0.536 phase= 105.442 deg, @ (137, 105, 19, 0)\n", "Edge 48 / 2048 - Max activity : 0.535 phase= 44.060 deg, @ (98, 119, 18, 2)\n", "Edge 49 / 2048 - Max activity : 0.535 phase= -176.395 deg, @ (130, 182, 23, 1)\n", "Edge 50 / 2048 - Max activity : 0.532 phase= 91.524 deg, @ (69, 208, 22, 2)\n", "Edge 51 / 2048 - Max activity : 0.531 phase= -13.174 deg, @ (150, 157, 0, 3)\n", "Edge 52 / 2048 - Max activity : 0.527 phase= -106.327 deg, @ (176, 149, 11, 2)\n", "Edge 53 / 2048 - Max activity : 0.522 phase= -54.125 deg, @ (189, 188, 23, 2)\n", "Edge 54 / 2048 - Max activity : 0.517 phase= 112.814 deg, @ (91, 184, 14, 3)\n", "Edge 55 / 2048 - Max activity : 0.502 phase= -98.542 deg, @ (181, 77, 22, 2)\n", "Edge 56 / 2048 - Max activity : 0.502 phase= -10.226 deg, @ (164, 108, 23, 2)\n", "Edge 57 / 2048 - Max activity : 0.501 phase= 38.869 deg, @ (163, 81, 18, 1)\n", "Edge 58 / 2048 - Max activity : 0.497 phase= -30.296 deg, @ (96, 134, 22, 1)\n", "Edge 59 / 2048 - Max activity : 0.495 phase= -69.135 deg, @ (133, 139, 3, 3)\n", "Edge 60 / 2048 - Max activity : 0.494 phase= -15.447 deg, @ (164, 74, 2, 2)\n", "Edge 61 / 2048 - Max activity : 0.491 phase= -38.175 deg, @ (181, 57, 22, 2)\n", "Edge 62 / 2048 - Max activity : 0.488 phase= 53.434 deg, @ (162, 55, 19, 1)\n", "Edge 63 / 2048 - Max activity : 0.478 phase= 82.379 deg, @ (90, 147, 16, 1)\n", "Edge 64 / 2048 - Max activity : 0.473 phase= 77.944 deg, @ (170, 73, 20, 2)\n", "Edge 65 / 2048 - Max activity : 0.472 phase= -84.171 deg, @ (220, 181, 1, 2)\n", "Edge 66 / 2048 - Max activity : 0.468 phase= -63.296 deg, @ (59, 63, 21, 2)\n", "Edge 67 / 2048 - Max activity : 0.457 phase= -166.091 deg, @ (91, 141, 16, 4)\n", "Edge 68 / 2048 - Max activity : 0.455 phase= -105.455 deg, @ (159, 91, 19, 1)\n", "Edge 69 / 2048 - Max activity : 0.451 phase= -93.849 deg, @ (151, 196, 21, 2)\n", "Edge 70 / 2048 - Max activity : 0.450 phase= 39.679 deg, @ (129, 97, 5, 2)\n", "Edge 71 / 2048 - Max activity : 0.450 phase= 38.225 deg, @ (102, 126, 22, 1)\n", "Edge 72 / 2048 - Max activity : 0.449 phase= -89.658 deg, @ (207, 186, 22, 2)\n", "Edge 73 / 2048 - Max activity : 0.446 phase= 171.856 deg, @ (130, 139, 8, 2)\n", "Edge 74 / 2048 - Max activity : 0.446 phase= -16.334 deg, @ (102, 110, 20, 1)\n", "Edge 75 / 2048 - Max activity : 0.444 phase= 71.454 deg, @ (144, 84, 16, 1)\n", "Edge 76 / 2048 - Max activity : 0.439 phase= 47.439 deg, @ (154, 85, 0, 2)\n", "Edge 77 / 2048 - Max activity : 0.435 phase= -153.495 deg, @ (120, 176, 23, 5)\n", "Edge 78 / 2048 - Max activity : 0.434 phase= 150.660 deg, @ (129, 133, 13, 4)\n", "Edge 79 / 2048 - Max activity : 0.429 phase= -154.932 deg, @ (84, 58, 23, 2)\n", "Edge 80 / 2048 - Max activity : 0.427 phase= 120.734 deg, @ (109, 126, 17, 1)\n", "Edge 81 / 2048 - Max activity : 0.426 phase= -48.607 deg, @ (144, 50, 13, 1)\n", "Edge 82 / 2048 - Max activity : 0.426 phase= 144.787 deg, @ (123, 131, 16, 1)\n", "Edge 83 / 2048 - Max activity : 0.426 phase= -117.131 deg, @ (122, 80, 19, 1)\n", "Edge 84 / 2048 - Max activity : 0.421 phase= -41.049 deg, @ (131, 136, 23, 3)\n", "Edge 85 / 2048 - Max activity : 0.421 phase= 86.558 deg, @ (143, 78, 6, 1)\n", "Edge 86 / 2048 - Max activity : 0.419 phase= 13.550 deg, @ (121, 68, 13, 1)\n", "Edge 87 / 2048 - Max activity : 0.417 phase= -139.170 deg, @ (132, 109, 19, 0)\n", "Edge 88 / 2048 - Max activity : 0.417 phase= 74.560 deg, @ (119, 182, 0, 1)\n", "Edge 89 / 2048 - Max activity : 0.417 phase= -58.638 deg, @ (135, 82, 23, 1)\n", "Edge 90 / 2048 - Max activity : 0.416 phase= 89.380 deg, @ (184, 81, 18, 1)\n", "Edge 91 / 2048 - Max activity : 0.412 phase= 131.561 deg, @ (138, 115, 17, 1)\n", "Edge 92 / 2048 - Max activity : 0.411 phase= -70.799 deg, @ (129, 203, 21, 2)\n", "Edge 93 / 2048 - Max activity : 0.410 phase= 23.534 deg, @ (91, 116, 13, 2)\n", "Edge 94 / 2048 - Max activity : 0.410 phase= 173.272 deg, @ (212, 118, 23, 3)\n", "Edge 95 / 2048 - Max activity : 0.408 phase= 81.137 deg, @ (112, 69, 21, 3)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Edge 96 / 2048 - Max activity : 0.403 phase= -66.906 deg, @ (152, 90, 2, 3)\n", "Edge 97 / 2048 - Max activity : 0.402 phase= 109.319 deg, @ (102, 63, 3, 1)\n", "Edge 98 / 2048 - Max activity : 0.400 phase= 116.831 deg, @ (163, 185, 0, 2)\n", "Edge 99 / 2048 - Max activity : 0.407 phase= 82.316 deg, @ (153, 187, 0, 1)\n", "Edge 100 / 2048 - Max activity : 0.399 phase= 142.679 deg, @ (95, 196, 17, 1)\n", "Edge 101 / 2048 - Max activity : 0.396 phase= 40.971 deg, @ (131, 91, 0, 1)\n", "Edge 102 / 2048 - Max activity : 0.396 phase= 152.041 deg, @ (146, 182, 23, 2)\n", "Edge 103 / 2048 - Max activity : 0.392 phase= 176.468 deg, @ (136, 50, 15, 2)\n", "Edge 104 / 2048 - Max activity : 0.391 phase= -98.599 deg, @ (121, 105, 21, 1)\n", "Edge 105 / 2048 - Max activity : 0.390 phase= 0.006 deg, @ (221, 89, 9, 1)\n", "Edge 106 / 2048 - Max activity : 0.390 phase= 96.988 deg, @ (187, 156, 21, 1)\n", "Edge 107 / 2048 - Max activity : 0.390 phase= 47.136 deg, @ (108, 111, 2, 2)\n", "Edge 108 / 2048 - Max activity : 0.388 phase= -100.449 deg, @ (160, 61, 0, 0)\n", "Edge 109 / 2048 - Max activity : 0.385 phase= 174.188 deg, @ (165, 191, 22, 2)\n", "Edge 110 / 2048 - Max activity : 0.383 phase= 84.252 deg, @ (125, 116, 18, 2)\n", "Edge 111 / 2048 - Max activity : 0.380 phase= -119.507 deg, @ (51, 159, 4, 4)\n", "Edge 112 / 2048 - Max activity : 0.379 phase= 124.366 deg, @ (152, 47, 15, 1)\n", "Edge 113 / 2048 - Max activity : 0.378 phase= 56.642 deg, @ (101, 64, 1, 4)\n", "Edge 114 / 2048 - Max activity : 0.374 phase= -163.306 deg, @ (105, 176, 3, 1)\n", "Edge 115 / 2048 - Max activity : 0.374 phase= 94.285 deg, @ (138, 165, 13, 2)\n", "Edge 116 / 2048 - Max activity : 0.374 phase= 82.475 deg, @ (134, 158, 20, 2)\n", "Edge 117 / 2048 - Max activity : 0.380 phase= 33.645 deg, @ (135, 168, 20, 2)\n", "Edge 118 / 2048 - Max activity : 0.372 phase= -119.327 deg, @ (204, 88, 2, 1)\n", "Edge 119 / 2048 - Max activity : 0.371 phase= 177.385 deg, @ (97, 105, 16, 2)\n", "Edge 120 / 2048 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Max activity : 0.360 phase= -35.910 deg, @ (127, 69, 12, 1)\n", "Edge 133 / 2048 - Max activity : 0.356 phase= 165.890 deg, @ (98, 126, 18, 0)\n", "Edge 134 / 2048 - Max activity : 0.353 phase= -95.517 deg, @ (34, 141, 6, 2)\n", "Edge 135 / 2048 - Max activity : 0.353 phase= -85.068 deg, @ (114, 208, 20, 2)\n", "Edge 136 / 2048 - Max activity : 0.352 phase= -70.673 deg, @ (163, 68, 0, 1)\n", "Edge 137 / 2048 - Max activity : 0.352 phase= -80.090 deg, @ (130, 76, 19, 1)\n", "Edge 138 / 2048 - Max activity : 0.349 phase= -3.091 deg, @ (138, 156, 23, 4)\n", "Edge 139 / 2048 - Max activity : 0.346 phase= -106.880 deg, @ (89, 107, 17, 1)\n", "Edge 140 / 2048 - Max activity : 0.343 phase= -35.178 deg, @ (124, 71, 16, 2)\n", "Edge 141 / 2048 - Max activity : 0.343 phase= -165.147 deg, @ (154, 81, 21, 2)\n", "Edge 142 / 2048 - Max activity : 0.342 phase= 108.305 deg, @ (88, 138, 11, 3)\n", "Edge 143 / 2048 - Max activity : 0.341 phase= -122.220 deg, @ (200, 168, 6, 4)\n", "Edge 144 / 2048 - Max activity : 0.338 phase= 125.967 deg, @ (150, 57, 17, 1)\n", "Edge 145 / 2048 - Max activity : 0.338 phase= 88.441 deg, @ (209, 85, 2, 2)\n", "Edge 146 / 2048 - Max activity : 0.337 phase= 131.822 deg, @ (87, 144, 4, 1)\n", "Edge 147 / 2048 - Max activity : 0.336 phase= -9.571 deg, @ (169, 85, 18, 1)\n", "Edge 148 / 2048 - Max activity : 0.335 phase= -21.463 deg, @ (166, 51, 17, 1)\n", "Edge 149 / 2048 - Max activity : 0.333 phase= -23.743 deg, @ (119, 86, 23, 1)\n", "Edge 150 / 2048 - Max activity : 0.333 phase= 112.638 deg, @ (110, 184, 22, 2)\n", "Edge 151 / 2048 - Max activity : 0.333 phase= -166.886 deg, @ (166, 81, 16, 3)\n", "Edge 152 / 2048 - Max activity : 0.332 phase= -79.400 deg, @ (134, 135, 19, 2)\n", "Edge 153 / 2048 - Max activity : 0.331 phase= -111.597 deg, @ (193, 128, 11, 2)\n", "Edge 154 / 2048 - Max activity : 0.329 phase= 141.949 deg, @ (161, 149, 10, 2)\n", "Edge 155 / 2048 - Max activity : 0.326 phase= 152.739 deg, @ (153, 88, 6, 2)\n", "Edge 156 / 2048 - Max activity : 0.326 phase= 6.275 deg, @ (115, 112, 7, 2)\n", "Edge 157 / 2048 - Max activity : 0.325 phase= 131.160 deg, @ (139, 59, 17, 4)\n", "Edge 158 / 2048 - Max activity : 0.322 phase= 147.202 deg, @ (85, 124, 7, 2)\n", "Edge 159 / 2048 - Max activity : 0.320 phase= 67.046 deg, @ (133, 55, 19, 2)\n", "Edge 160 / 2048 - Max activity : 0.321 phase= -12.528 deg, @ (121, 65, 18, 2)\n", "Edge 161 / 2048 - Max activity : 0.320 phase= -162.530 deg, @ (176, 106, 0, 2)\n", "Edge 162 / 2048 - Max activity : 0.319 phase= 158.532 deg, @ (152, 59, 23, 2)\n", "Edge 163 / 2048 - Max activity : 0.319 phase= 103.437 deg, @ (124, 143, 7, 2)\n", "Edge 164 / 2048 - Max activity : 0.318 phase= -149.145 deg, @ (111, 121, 17, 3)\n", "Edge 165 / 2048 - Max activity : 0.318 phase= -7.013 deg, @ (145, 66, 16, 1)\n", "Edge 166 / 2048 - Max activity : 0.318 phase= 153.699 deg, @ (167, 88, 21, 4)\n", "Edge 167 / 2048 - Max activity : 0.317 phase= -83.991 deg, @ (132, 169, 2, 3)\n", "Edge 168 / 2048 - Max activity : 0.317 phase= -158.189 deg, @ (136, 127, 6, 2)\n", "Edge 169 / 2048 - Max activity : 0.314 phase= 15.787 deg, @ (184, 69, 3, 2)\n", "Edge 170 / 2048 - Max activity : 0.314 phase= 81.174 deg, @ (75, 206, 21, 4)\n", "Edge 171 / 2048 - Max activity : 0.312 phase= 61.658 deg, @ (176, 87, 18, 0)\n", "Edge 172 / 2048 - Max activity : 0.311 phase= -40.383 deg, @ (157, 80, 16, 1)\n", "Edge 173 / 2048 - Max activity : 0.311 phase= 41.733 deg, @ (215, 88, 20, 1)\n", "Edge 174 / 2048 - Max activity : 0.310 phase= 84.452 deg, @ (117, 68, 1, 1)\n", "Edge 175 / 2048 - Max activity : 0.310 phase= -125.347 deg, @ (158, 99, 14, 1)\n", "Edge 176 / 2048 - Max activity : 0.309 phase= -30.810 deg, @ (51, 158, 5, 1)\n", "Edge 177 / 2048 - Max activity : 0.306 phase= 101.914 deg, @ (138, 67, 13, 1)\n", "Edge 178 / 2048 - Max activity : 0.306 phase= 23.584 deg, @ (157, 108, 23, 1)\n", "Edge 179 / 2048 - Max activity : 0.306 phase= 120.531 deg, @ (91, 183, 14, 1)\n", "Edge 180 / 2048 - Max activity : 0.305 phase= -102.607 deg, @ (94, 216, 20, 3)\n", "Edge 181 / 2048 - Max activity : 0.304 phase= -132.496 deg, @ (144, 197, 21, 5)\n", "Edge 182 / 2048 - Max activity : 0.301 phase= -150.537 deg, @ (114, 130, 0, 2)\n", "Edge 183 / 2048 - Max activity : 0.300 phase= 116.412 deg, @ (146, 108, 18, 1)\n", "Edge 184 / 2048 - Max activity : 0.300 phase= 95.638 deg, @ (134, 53, 0, 1)\n", "Edge 185 / 2048 - Max activity : 0.297 phase= -173.307 deg, @ (48, 118, 15, 2)\n", "Edge 186 / 2048 - Max activity : 0.296 phase= 101.592 deg, @ (175, 37, 18, 2)\n", "Edge 187 / 2048 - Max activity : 0.296 phase= -90.546 deg, @ (60, 208, 1, 2)\n", "Edge 188 / 2048 - Max activity : 0.296 phase= -87.650 deg, @ (156, 103, 20, 2)\n", "Edge 189 / 2048 - Max activity : 0.296 phase= -2.489 deg, @ (178, 79, 19, 1)\n", "Edge 190 / 2048 - Max activity : 0.295 phase= 177.298 deg, @ (127, 66, 0, 1)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Edge 191 / 2048 - Max activity : 0.295 phase= -85.611 deg, @ (109, 93, 19, 1)\n", "Edge 192 / 2048 - Max activity : 0.294 phase= 134.096 deg, @ (157, 45, 22, 2)\n", "Edge 193 / 2048 - Max activity : 0.290 phase= -49.272 deg, @ (155, 89, 21, 1)\n", "Edge 194 / 2048 - Max activity : 0.289 phase= 53.869 deg, @ (198, 68, 19, 1)\n", "Edge 195 / 2048 - Max activity : 0.288 phase= -130.149 deg, @ (102, 128, 16, 7)\n", "Edge 196 / 2048 - Max activity : 0.288 phase= -6.284 deg, @ (81, 159, 15, 1)\n", "Edge 197 / 2048 - Max activity : 0.287 phase= -113.774 deg, @ (91, 127, 14, 1)\n", "Edge 198 / 2048 - Max activity : 0.287 phase= 52.107 deg, @ (137, 133, 11, 1)\n", "Edge 199 / 2048 - Max activity : 0.286 phase= -142.325 deg, @ (136, 78, 22, 1)\n", "Edge 200 / 2048 - Max activity : 0.284 phase= 29.119 deg, @ (194, 58, 2, 3)\n", "Edge 201 / 2048 - Max activity : 0.284 phase= 121.660 deg, @ (88, 202, 19, 1)\n", "Edge 202 / 2048 - Max activity : 0.282 phase= 109.219 deg, @ (171, 164, 20, 6)\n", "Edge 203 / 2048 - Max activity : 0.282 phase= -90.323 deg, @ (127, 68, 5, 2)\n", "Edge 204 / 2048 - Max activity : 0.281 phase= -1.921 deg, @ (104, 123, 11, 1)\n", "Edge 205 / 2048 - Max activity : 0.281 phase= 35.494 deg, @ (127, 96, 1, 2)\n", "Edge 206 / 2048 - Max activity : 0.281 phase= -52.506 deg, @ (119, 106, 1, 1)\n", "Edge 207 / 2048 - Max activity : 0.280 phase= 119.553 deg, @ (195, 78, 6, 1)\n", "Edge 208 / 2048 - Max activity : 0.278 phase= -112.110 deg, @ (64, 167, 4, 2)\n", "Edge 209 / 2048 - Max activity : 0.278 phase= 179.439 deg, @ (160, 80, 13, 1)\n", "Edge 210 / 2048 - Max activity : 0.277 phase= -140.332 deg, @ (175, 152, 12, 3)\n", "Edge 211 / 2048 - Max activity : 0.276 phase= -121.292 deg, @ (216, 180, 2, 4)\n", "Edge 212 / 2048 - Max activity : 0.276 phase= -179.025 deg, @ (86, 111, 12, 1)\n", "Edge 213 / 2048 - Max activity : 0.275 phase= 57.987 deg, @ (125, 103, 5, 1)\n", "Edge 214 / 2048 - Max activity : 0.275 phase= 69.593 deg, @ (117, 115, 23, 1)\n", "Edge 215 / 2048 - Max activity : 0.275 phase= 22.520 deg, @ (131, 100, 8, 1)\n", "Edge 216 / 2048 - Max activity : 0.274 phase= -14.637 deg, @ (186, 175, 23, 1)\n", "Edge 217 / 2048 - Max activity : 0.273 phase= -34.135 deg, @ (119, 95, 16, 1)\n", "Edge 218 / 2048 - Max activity : 0.273 phase= -96.760 deg, @ (100, 110, 17, 2)\n", "Edge 219 / 2048 - Max activity : 0.273 phase= 80.965 deg, @ (103, 186, 15, 2)\n", "Edge 220 / 2048 - Max activity : 0.272 phase= 158.967 deg, @ (134, 103, 19, 3)\n", "Edge 221 / 2048 - Max activity : 0.272 phase= 124.792 deg, @ (88, 132, 8, 1)\n", "Edge 222 / 2048 - Max activity : 0.272 phase= -107.761 deg, @ (193, 75, 1, 2)\n", "Edge 223 / 2048 - Max activity : 0.270 phase= 105.535 deg, @ (149, 99, 20, 1)\n", "Edge 224 / 2048 - Max activity : 0.270 phase= 27.066 deg, @ (112, 83, 17, 4)\n", "Edge 225 / 2048 - Max activity : 0.268 phase= 79.165 deg, @ (159, 159, 22, 2)\n", "Edge 226 / 2048 - Max activity : 0.267 phase= -122.677 deg, @ (88, 119, 21, 2)\n", "Edge 227 / 2048 - Max activity : 0.266 phase= 118.313 deg, @ (99, 73, 19, 2)\n", "Edge 228 / 2048 - Max activity : 0.265 phase= -156.488 deg, @ (96, 124, 18, 2)\n", "Edge 229 / 2048 - Max activity : 0.264 phase= 78.823 deg, @ (131, 121, 17, 1)\n", "Edge 230 / 2048 - Max activity : 0.264 phase= -75.406 deg, @ (121, 71, 6, 1)\n", "Edge 231 / 2048 - Max activity : 0.263 phase= 95.141 deg, @ (123, 114, 18, 0)\n", "Edge 232 / 2048 - Max activity : 0.263 phase= -159.244 deg, @ (231, 115, 20, 3)\n", "Edge 233 / 2048 - Max activity : 0.263 phase= -127.369 deg, @ (94, 186, 15, 4)\n", "Edge 234 / 2048 - Max activity : 0.263 phase= -47.375 deg, @ (141, 74, 2, 1)\n", "Edge 235 / 2048 - Max activity : 0.262 phase= -8.758 deg, @ (159, 186, 1, 4)\n", "Edge 236 / 2048 - Max activity : 0.262 phase= 130.121 deg, @ (130, 135, 0, 1)\n", "Edge 237 / 2048 - Max activity : 0.262 phase= -171.696 deg, @ (175, 136, 10, 1)\n", "Edge 238 / 2048 - Max activity : 0.262 phase= 79.157 deg, @ (158, 81, 5, 1)\n", "Edge 239 / 2048 - Max activity : 0.261 phase= 18.613 deg, @ (181, 60, 3, 1)\n", "Edge 240 / 2048 - Max activity : 0.260 phase= -129.915 deg, @ (213, 179, 2, 1)\n", "Edge 241 / 2048 - Max activity : 0.260 phase= -10.823 deg, @ (166, 67, 2, 3)\n", "Edge 242 / 2048 - Max activity : 0.259 phase= 65.127 deg, @ (127, 71, 1, 2)\n", "Edge 243 / 2048 - Max activity : 0.259 phase= 124.069 deg, @ (122, 133, 12, 2)\n", "Edge 244 / 2048 - Max activity : 0.259 phase= 155.592 deg, @ (129, 165, 15, 4)\n", "Edge 245 / 2048 - Max activity : 0.258 phase= 103.976 deg, @ (89, 145, 0, 1)\n", "Edge 246 / 2048 - Max activity : 0.258 phase= 87.749 deg, @ (209, 88, 1, 0)\n", "Edge 247 / 2048 - Max activity : 0.258 phase= -78.650 deg, @ (141, 199, 21, 2)\n", "Edge 248 / 2048 - Max activity : 0.257 phase= 147.573 deg, @ (76, 207, 20, 1)\n", "Edge 249 / 2048 - Max activity : 0.257 phase= 45.639 deg, @ (108, 66, 23, 1)\n", "Edge 250 / 2048 - Max activity : 0.256 phase= -99.643 deg, @ (100, 131, 0, 2)\n", "Edge 251 / 2048 - Max activity : 0.255 phase= 140.694 deg, @ (133, 32, 23, 5)\n", "Edge 252 / 2048 - Max activity : 0.255 phase= 131.481 deg, @ (78, 92, 17, 1)\n", "Edge 253 / 2048 - Max activity : 0.255 phase= -61.137 deg, @ (167, 151, 0, 2)\n", "Edge 254 / 2048 - Max activity : 0.254 phase= -153.002 deg, @ (98, 130, 16, 1)\n", "Edge 255 / 2048 - Max activity : 0.257 phase= 144.977 deg, @ (102, 134, 17, 1)\n", "Edge 256 / 2048 - Max activity : 0.252 phase= 20.150 deg, @ (131, 90, 4, 2)\n", "Edge 257 / 2048 - Max activity : 0.251 phase= 59.095 deg, @ (182, 158, 19, 3)\n", "Edge 258 / 2048 - Max activity : 0.251 phase= -129.022 deg, @ (197, 93, 23, 2)\n", "Edge 259 / 2048 - Max activity : 0.250 phase= -175.867 deg, @ (81, 194, 18, 2)\n", "Edge 260 / 2048 - Max activity : 0.250 phase= -37.152 deg, @ (194, 34, 17, 1)\n", "Edge 261 / 2048 - Max activity : 0.250 phase= 115.340 deg, @ (131, 125, 17, 5)\n", "Edge 262 / 2048 - Max activity : 0.249 phase= -49.005 deg, @ (132, 138, 6, 1)\n", "Edge 263 / 2048 - Max activity : 0.248 phase= 113.600 deg, @ (98, 170, 15, 1)\n", "Edge 264 / 2048 - Max activity : 0.248 phase= 44.794 deg, @ (137, 69, 20, 3)\n", "Edge 265 / 2048 - Max activity : 0.247 phase= -146.515 deg, @ (78, 82, 17, 2)\n", "Edge 266 / 2048 - Max activity : 0.247 phase= -80.348 deg, @ (63, 189, 16, 4)\n", "Edge 267 / 2048 - Max activity : 0.247 phase= 13.630 deg, @ (154, 87, 13, 3)\n", "Edge 268 / 2048 - Max activity : 0.246 phase= 144.220 deg, @ (170, 44, 22, 2)\n", "Edge 269 / 2048 - Max activity : 0.245 phase= -140.485 deg, @ (110, 107, 23, 1)\n", "Edge 270 / 2048 - Max activity : 0.244 phase= -151.756 deg, @ (130, 85, 22, 1)\n", "Edge 271 / 2048 - Max activity : 0.244 phase= -96.674 deg, @ (198, 187, 22, 1)\n", "Edge 272 / 2048 - Max activity : 0.241 phase= -3.665 deg, @ (145, 81, 13, 1)\n", "Edge 273 / 2048 - Max activity : 0.241 phase= 14.864 deg, @ (119, 110, 21, 1)\n", "Edge 274 / 2048 - Max activity : 0.239 phase= -159.324 deg, @ (95, 109, 15, 0)\n", "Edge 275 / 2048 - Max activity : 0.238 phase= -42.548 deg, @ (136, 166, 17, 2)\n", "Edge 276 / 2048 - Max activity : 0.237 phase= -134.242 deg, @ (186, 72, 23, 1)\n", "Edge 277 / 2048 - Max activity : 0.236 phase= -3.201 deg, @ (83, 198, 15, 1)\n", "Edge 278 / 2048 - Max activity : 0.236 phase= 112.163 deg, @ (134, 127, 2, 2)\n", "Edge 279 / 2048 - Max activity : 0.235 phase= -39.700 deg, @ (77, 61, 23, 5)\n", "Edge 280 / 2048 - Max activity : 0.234 phase= -165.048 deg, @ (144, 85, 19, 2)\n", "Edge 281 / 2048 - Max activity : 0.234 phase= 153.764 deg, @ (165, 168, 20, 1)\n", "Edge 282 / 2048 - Max activity : 0.234 phase= -7.292 deg, @ (78, 60, 23, 1)\n", "Edge 283 / 2048 - Max activity : 0.233 phase= -42.756 deg, @ (109, 114, 7, 1)\n", "Edge 284 / 2048 - Max activity : 0.233 phase= 160.578 deg, @ (204, 81, 3, 1)\n", "Edge 285 / 2048 - Max activity : 0.232 phase= -71.772 deg, @ (199, 61, 6, 1)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Edge 286 / 2048 - Max activity : 0.232 phase= -69.998 deg, @ (224, 83, 5, 2)\n", "Edge 287 / 2048 - Max activity : 0.232 phase= -145.647 deg, @ (156, 59, 21, 0)\n", "Edge 288 / 2048 - Max activity : 0.232 phase= 131.335 deg, @ (128, 150, 10, 6)\n", "Edge 289 / 2048 - Max activity : 0.231 phase= -167.964 deg, @ (66, 94, 17, 2)\n", "Edge 290 / 2048 - Max activity : 0.230 phase= -56.321 deg, @ (174, 75, 8, 1)\n", "Edge 291 / 2048 - Max activity : 0.230 phase= 22.665 deg, @ (154, 49, 18, 1)\n", "Edge 292 / 2048 - Max activity : 0.230 phase= 27.698 deg, @ (164, 73, 6, 2)\n", "Edge 293 / 2048 - Max activity : 0.230 phase= 45.275 deg, @ (149, 80, 1, 1)\n", "Edge 294 / 2048 - Max activity : 0.229 phase= 86.600 deg, @ (131, 160, 17, 1)\n", "Edge 295 / 2048 - Max activity : 0.229 phase= 88.127 deg, @ (109, 70, 21, 1)\n", "Edge 296 / 2048 - Max activity : 0.228 phase= 0.218 deg, @ (180, 188, 0, 1)\n", "Edge 297 / 2048 - Max activity : 0.228 phase= 161.030 deg, @ (86, 208, 19, 7)\n", "Edge 298 / 2048 - Max activity : 0.227 phase= 152.550 deg, @ (124, 122, 21, 2)\n", "Edge 299 / 2048 - Max activity : 0.227 phase= 23.713 deg, @ (117, 134, 19, 2)\n", "Edge 300 / 2048 - Max activity : 0.225 phase= 145.999 deg, @ (163, 188, 0, 0)\n", "Edge 301 / 2048 - Max activity : 0.225 phase= 131.415 deg, @ (139, 187, 0, 2)\n", "Edge 302 / 2048 - Max activity : 0.225 phase= 67.126 deg, @ (218, 89, 14, 1)\n", "Edge 303 / 2048 - Max activity : 0.224 phase= -128.524 deg, @ (118, 119, 18, 0)\n", "Edge 304 / 2048 - Max activity : 0.224 phase= -98.095 deg, @ (199, 85, 3, 1)\n", "Edge 305 / 2048 - Max activity : 0.222 phase= -122.794 deg, @ (25, 127, 8, 2)\n", "Edge 306 / 2048 - Max activity : 0.222 phase= -4.879 deg, @ (141, 55, 19, 2)\n", "Edge 307 / 2048 - Max activity : 0.222 phase= -30.065 deg, @ (76, 167, 15, 1)\n", "Edge 308 / 2048 - Max activity : 0.221 phase= 157.599 deg, @ (99, 173, 2, 1)\n", "Edge 309 / 2048 - Max activity : 0.221 phase= 42.537 deg, @ (132, 72, 17, 0)\n", "Edge 310 / 2048 - Max activity : 0.221 phase= 162.441 deg, @ (147, 104, 19, 1)\n", "Edge 311 / 2048 - Max activity : 0.220 phase= -153.381 deg, @ (50, 185, 0, 5)\n", "Edge 312 / 2048 - Max activity : 0.220 phase= -64.263 deg, @ (169, 79, 16, 1)\n", "Edge 313 / 2048 - Max activity : 0.218 phase= 76.016 deg, @ (178, 182, 0, 1)\n", "Edge 314 / 2048 - Max activity : 0.218 phase= 1.245 deg, @ (212, 52, 22, 2)\n", "Edge 315 / 2048 - Max activity : 0.218 phase= 158.935 deg, @ (74, 115, 16, 2)\n", "Edge 316 / 2048 - Max activity : 0.217 phase= 67.287 deg, @ (128, 168, 12, 2)\n", "Edge 317 / 2048 - Max activity : 0.217 phase= -75.170 deg, @ (202, 170, 5, 1)\n", "Edge 318 / 2048 - Max activity : 0.217 phase= -15.035 deg, @ (209, 82, 20, 2)\n", "Edge 319 / 2048 - Max activity : 0.216 phase= 137.122 deg, @ (88, 82, 17, 2)\n", "Edge 320 / 2048 - Max activity : 0.216 phase= 135.613 deg, @ (149, 186, 0, 0)\n", "Edge 321 / 2048 - Max activity : 0.216 phase= -1.954 deg, @ (183, 51, 22, 1)\n", "Edge 322 / 2048 - Max activity : 0.216 phase= -80.217 deg, @ (155, 66, 2, 0)\n", "Edge 323 / 2048 - Max activity : 0.215 phase= 125.083 deg, @ (220, 117, 22, 1)\n", "Edge 324 / 2048 - Max activity : 0.215 phase= 9.856 deg, @ (132, 167, 7, 2)\n", "Edge 325 / 2048 - Max activity : 0.214 phase= -94.727 deg, @ (191, 56, 23, 2)\n", "Edge 326 / 2048 - Max activity : 0.214 phase= 85.288 deg, @ (136, 160, 6, 1)\n", "Edge 327 / 2048 - Max activity : 0.213 phase= 158.401 deg, @ (161, 148, 14, 1)\n", "Edge 328 / 2048 - Max activity : 0.213 phase= 64.035 deg, @ (137, 181, 23, 1)\n", "Edge 329 / 2048 - Max activity : 0.213 phase= 11.321 deg, @ (190, 68, 7, 3)\n", "Edge 330 / 2048 - Max activity : 0.212 phase= 65.406 deg, @ (140, 103, 20, 1)\n", "Edge 331 / 2048 - Max activity : 0.212 phase= -63.331 deg, @ (135, 83, 0, 4)\n", "Edge 332 / 2048 - Max activity : 0.212 phase= -31.404 deg, @ (87, 141, 8, 0)\n", "Edge 333 / 2048 - Max activity : 0.210 phase= -83.485 deg, @ (92, 126, 10, 2)\n", "Edge 334 / 2048 - Max activity : 0.209 phase= -51.481 deg, @ (85, 152, 15, 1)\n", "Edge 335 / 2048 - Max activity : 0.209 phase= -5.543 deg, @ (174, 95, 0, 1)\n", "Edge 336 / 2048 - Max activity : 0.209 phase= -84.255 deg, @ (204, 62, 18, 1)\n", "Edge 337 / 2048 - Max activity : 0.208 phase= 158.582 deg, @ (138, 58, 15, 0)\n", "Edge 338 / 2048 - Max activity : 0.208 phase= -122.903 deg, @ (116, 85, 16, 1)\n", "Edge 339 / 2048 - Max activity : 0.208 phase= -145.826 deg, @ (218, 184, 22, 2)\n", "Edge 340 / 2048 - Max activity : 0.207 phase= 162.453 deg, @ (68, 146, 16, 1)\n", "Edge 341 / 2048 - Max activity : 0.206 phase= 77.025 deg, @ (129, 67, 13, 2)\n", "Edge 342 / 2048 - Max activity : 0.205 phase= -9.790 deg, @ (164, 89, 16, 1)\n", "Edge 343 / 2048 - Max activity : 0.205 phase= 47.496 deg, @ (130, 143, 5, 1)\n", "Edge 344 / 2048 - Max activity : 0.204 phase= -134.272 deg, @ (195, 67, 15, 2)\n", "Edge 345 / 2048 - Max activity : 0.204 phase= 154.170 deg, @ (111, 179, 1, 1)\n", "Edge 346 / 2048 - Max activity : 0.203 phase= -167.835 deg, @ (98, 83, 17, 2)\n", "Edge 347 / 2048 - Max activity : 0.202 phase= 166.199 deg, @ (151, 91, 3, 1)\n", "Edge 348 / 2048 - Max activity : 0.202 phase= -136.010 deg, @ (168, 64, 1, 1)\n", "Edge 349 / 2048 - Max activity : 0.202 phase= 131.294 deg, @ (99, 98, 6, 2)\n", "Edge 350 / 2048 - Max activity : 0.202 phase= 3.753 deg, @ (114, 91, 5, 2)\n", "Edge 351 / 2048 - Max activity : 0.201 phase= -79.044 deg, @ (197, 79, 20, 2)\n", "Edge 352 / 2048 - Max activity : 0.200 phase= 42.508 deg, @ (140, 84, 16, 0)\n", "Edge 353 / 2048 - Max activity : 0.200 phase= -28.176 deg, @ (89, 60, 0, 1)\n", "Edge 354 / 2048 - Max activity : 0.200 phase= -68.686 deg, @ (88, 123, 3, 3)\n", "Edge 355 / 2048 - Max activity : 0.200 phase= 1.055 deg, @ (131, 168, 23, 2)\n", "Edge 356 / 2048 - Max activity : 0.199 phase= -170.157 deg, @ (164, 34, 23, 4)\n", "Edge 357 / 2048 - Max activity : 0.199 phase= -19.406 deg, @ (97, 118, 19, 0)\n", "Edge 358 / 2048 - Max activity : 0.198 phase= 1.319 deg, @ (196, 38, 20, 1)\n", "Edge 359 / 2048 - Max activity : 0.198 phase= 31.837 deg, @ (90, 72, 23, 2)\n", "Edge 360 / 2048 - Max activity : 0.198 phase= -73.335 deg, @ (95, 186, 14, 1)\n", "Edge 361 / 2048 - Max activity : 0.198 phase= -111.824 deg, @ (215, 84, 5, 1)\n", "Edge 362 / 2048 - Max activity : 0.198 phase= 94.450 deg, @ (118, 101, 21, 0)\n", "Edge 363 / 2048 - Max activity : 0.197 phase= -24.442 deg, @ (125, 84, 18, 1)\n", "Edge 364 / 2048 - Max activity : 0.197 phase= -136.634 deg, @ (163, 90, 23, 2)\n", "Edge 365 / 2048 - Max activity : 0.197 phase= 162.725 deg, @ (101, 95, 13, 1)\n", "Edge 366 / 2048 - Max activity : 0.197 phase= 22.382 deg, @ (186, 78, 23, 1)\n", "Edge 367 / 2048 - Max activity : 0.197 phase= -16.109 deg, @ (190, 176, 22, 4)\n", "Edge 368 / 2048 - Max activity : 0.197 phase= -109.631 deg, @ (157, 84, 11, 1)\n", "Edge 369 / 2048 - Max activity : 0.196 phase= 167.235 deg, @ (157, 85, 4, 3)\n", "Edge 370 / 2048 - Max activity : 0.196 phase= -120.178 deg, @ (208, 61, 2, 1)\n", "Edge 371 / 2048 - Max activity : 0.196 phase= 11.327 deg, @ (145, 49, 13, 2)\n", "Edge 372 / 2048 - Max activity : 0.196 phase= 79.018 deg, @ (141, 65, 9, 1)\n", "Edge 373 / 2048 - Max activity : 0.195 phase= -11.057 deg, @ (55, 65, 20, 1)\n", "Edge 374 / 2048 - Max activity : 0.195 phase= 123.371 deg, @ (86, 101, 17, 2)\n", "Edge 375 / 2048 - Max activity : 0.194 phase= 56.119 deg, @ (52, 210, 19, 2)\n", "Edge 376 / 2048 - Max activity : 0.193 phase= -46.899 deg, @ (163, 81, 23, 1)\n", "Edge 377 / 2048 - Max activity : 0.193 phase= 81.193 deg, @ (148, 173, 22, 3)\n", "Edge 378 / 2048 - Max activity : 0.192 phase= 28.659 deg, @ (85, 116, 8, 1)\n", "Edge 379 / 2048 - Max activity : 0.192 phase= 171.175 deg, @ (239, 109, 17, 2)\n", "Edge 380 / 2048 - Max activity : 0.191 phase= 27.746 deg, @ (128, 66, 9, 2)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Edge 381 / 2048 - Max activity : 0.191 phase= 116.565 deg, @ (112, 145, 16, 2)\n", "Edge 382 / 2048 - Max activity : 0.191 phase= 138.521 deg, @ (178, 68, 18, 2)\n", "Edge 383 / 2048 - Max activity : 0.191 phase= -82.648 deg, @ (141, 67, 23, 1)\n", "Edge 384 / 2048 - Max activity : 0.190 phase= -128.162 deg, @ (127, 90, 22, 1)\n", "Edge 385 / 2048 - Max activity : 0.190 phase= 129.916 deg, @ (170, 92, 17, 1)\n", "Edge 386 / 2048 - Max activity : 0.190 phase= -126.667 deg, @ (156, 110, 21, 4)\n", "Edge 387 / 2048 - Max activity : 0.189 phase= 64.921 deg, @ (99, 168, 19, 2)\n", "Edge 388 / 2048 - Max activity : 0.189 phase= -14.870 deg, @ (125, 71, 19, 2)\n", "Edge 389 / 2048 - Max activity : 0.189 phase= 154.440 deg, @ (179, 56, 22, 0)\n", "Edge 390 / 2048 - Max activity : 0.189 phase= 146.045 deg, @ (195, 160, 7, 1)\n", "Edge 391 / 2048 - Max activity : 0.188 phase= -28.817 deg, @ (125, 183, 23, 1)\n", "Edge 392 / 2048 - Max activity : 0.188 phase= 164.720 deg, @ (103, 112, 19, 2)\n", "Edge 393 / 2048 - Max activity : 0.187 phase= 81.649 deg, @ (138, 138, 9, 2)\n", "Edge 394 / 2048 - Max activity : 0.187 phase= 42.498 deg, @ (142, 154, 0, 6)\n", "Edge 395 / 2048 - Max activity : 0.186 phase= -57.318 deg, @ (193, 66, 2, 1)\n", "Edge 396 / 2048 - Max activity : 0.186 phase= -165.439 deg, @ (53, 164, 0, 4)\n", "Edge 397 / 2048 - Max activity : 0.186 phase= -88.480 deg, @ (95, 140, 19, 4)\n", "Edge 398 / 2048 - Max activity : 0.186 phase= -95.973 deg, @ (144, 85, 9, 2)\n", "Edge 399 / 2048 - Max activity : 0.196 phase= -11.846 deg, @ (145, 77, 8, 1)\n", "Edge 400 / 2048 - Max activity : 0.185 phase= -25.209 deg, @ (133, 139, 22, 1)\n", "Edge 401 / 2048 - Max activity : 0.184 phase= 141.732 deg, @ (137, 61, 2, 1)\n", "Edge 402 / 2048 - Max activity : 0.184 phase= -53.856 deg, @ (119, 82, 21, 1)\n", "Edge 403 / 2048 - Max activity : 0.184 phase= -129.883 deg, @ (101, 131, 5, 2)\n", "Edge 404 / 2048 - Max activity : 0.183 phase= -27.001 deg, @ (219, 74, 3, 2)\n", "Edge 405 / 2048 - Max activity : 0.183 phase= 38.084 deg, @ (159, 63, 0, 1)\n", "Edge 406 / 2048 - Max activity : 0.183 phase= -91.920 deg, @ (204, 169, 4, 6)\n", "Edge 407 / 2048 - Max activity : 0.183 phase= 168.739 deg, @ (135, 164, 14, 1)\n", "Edge 408 / 2048 - Max activity : 0.183 phase= -118.331 deg, @ (135, 62, 19, 1)\n", "Edge 409 / 2048 - Max activity : 0.182 phase= 95.588 deg, @ (150, 67, 23, 5)\n", "Edge 410 / 2048 - Max activity : 0.182 phase= -117.668 deg, @ (85, 124, 14, 2)\n", "Edge 411 / 2048 - Max activity : 0.182 phase= 122.639 deg, @ (173, 76, 23, 1)\n", "Edge 412 / 2048 - Max activity : 0.182 phase= -4.024 deg, @ (222, 94, 9, 2)\n", "Edge 413 / 2048 - Max activity : 0.182 phase= 161.317 deg, @ (151, 59, 14, 2)\n", "Edge 414 / 2048 - Max activity : 0.182 phase= -74.729 deg, @ (143, 67, 18, 1)\n", "Edge 415 / 2048 - Max activity : 0.181 phase= 153.250 deg, @ (66, 60, 22, 1)\n", "Edge 416 / 2048 - Max activity : 0.181 phase= -96.385 deg, @ (206, 116, 1, 2)\n", "Edge 417 / 2048 - Max activity : 0.181 phase= -97.451 deg, @ (151, 179, 23, 1)\n", "Edge 418 / 2048 - Max activity : 0.181 phase= 17.402 deg, @ (134, 81, 4, 1)\n", "Edge 419 / 2048 - Max activity : 0.181 phase= 32.286 deg, @ (106, 184, 20, 3)\n", "Edge 420 / 2048 - Max activity : 0.180 phase= 24.567 deg, @ (104, 73, 19, 0)\n", "Edge 421 / 2048 - Max activity : 0.180 phase= -168.039 deg, @ (96, 101, 1, 1)\n", "Edge 422 / 2048 - Max activity : 0.180 phase= -149.415 deg, @ (55, 108, 16, 1)\n", "Edge 423 / 2048 - Max activity : 0.180 phase= 83.156 deg, @ (190, 155, 23, 2)\n", "Edge 424 / 2048 - Max activity : 0.180 phase= -103.651 deg, @ (43, 128, 14, 1)\n", "Edge 425 / 2048 - Max activity : 0.179 phase= -139.838 deg, @ (190, 187, 23, 0)\n", "Edge 426 / 2048 - Max activity : 0.179 phase= 55.292 deg, @ (124, 63, 1, 1)\n", "Edge 427 / 2048 - Max activity : 0.179 phase= 37.608 deg, @ (104, 214, 20, 2)\n", "Edge 428 / 2048 - Max activity : 0.179 phase= 128.715 deg, @ (113, 91, 0, 1)\n", "Edge 429 / 2048 - Max activity : 0.179 phase= 70.334 deg, @ (70, 100, 16, 1)\n", "Edge 430 / 2048 - Max activity : 0.178 phase= 61.736 deg, @ (98, 179, 2, 2)\n", "Edge 431 / 2048 - Max activity : 0.178 phase= -141.930 deg, @ (135, 55, 12, 2)\n", "Edge 432 / 2048 - Max activity : 0.177 phase= -141.714 deg, @ (140, 83, 20, 1)\n", "Edge 433 / 2048 - Max activity : 0.177 phase= 23.034 deg, @ (198, 64, 9, 1)\n", "Edge 434 / 2048 - Max activity : 0.176 phase= 157.798 deg, @ (129, 133, 12, 3)\n", "Edge 435 / 2048 - Max activity : 0.176 phase= 150.738 deg, @ (181, 65, 6, 1)\n", "Edge 436 / 2048 - Max activity : 0.176 phase= -173.741 deg, @ (141, 79, 3, 2)\n", "Edge 437 / 2048 - Max activity : 0.175 phase= 5.670 deg, @ (138, 73, 23, 0)\n", "Edge 438 / 2048 - Max activity : 0.175 phase= 138.724 deg, @ (97, 32, 23, 4)\n", "Edge 439 / 2048 - Max activity : 0.175 phase= -168.068 deg, @ (163, 89, 9, 2)\n", "Edge 440 / 2048 - Max activity : 0.174 phase= -62.293 deg, @ (105, 168, 1, 2)\n", "Edge 441 / 2048 - Max activity : 0.174 phase= -20.883 deg, @ (216, 87, 21, 3)\n", "Edge 442 / 2048 - Max activity : 0.173 phase= 70.382 deg, @ (133, 134, 15, 0)\n", "Edge 443 / 2048 - Max activity : 0.173 phase= 18.981 deg, @ (72, 175, 15, 1)\n", "Edge 444 / 2048 - Max activity : 0.173 phase= 147.804 deg, @ (105, 172, 5, 1)\n", "Edge 445 / 2048 - Max activity : 0.173 phase= 166.865 deg, @ (106, 132, 11, 2)\n", "Edge 446 / 2048 - Max activity : 0.173 phase= 96.273 deg, @ (180, 39, 19, 1)\n", "Edge 447 / 2048 - Max activity : 0.172 phase= -8.431 deg, @ (213, 94, 22, 0)\n", "Edge 448 / 2048 - Max activity : 0.172 phase= 152.564 deg, @ (136, 158, 23, 2)\n", "Edge 449 / 2048 - Max activity : 0.171 phase= -130.491 deg, @ (35, 143, 6, 4)\n", "Edge 450 / 2048 - Max activity : 0.170 phase= -132.549 deg, @ (63, 193, 16, 1)\n", "Edge 451 / 2048 - Max activity : 0.169 phase= -34.038 deg, @ (160, 145, 22, 2)\n", "Edge 452 / 2048 - Max activity : 0.169 phase= -174.526 deg, @ (190, 121, 8, 3)\n", "Edge 453 / 2048 - Max activity : 0.169 phase= 121.505 deg, @ (154, 103, 17, 0)\n", "Edge 454 / 2048 - Max activity : 0.168 phase= -109.706 deg, @ (188, 225, 22, 3)\n", "Edge 455 / 2048 - Max activity : 0.168 phase= -56.717 deg, @ (109, 128, 18, 1)\n", "Edge 456 / 2048 - Max activity : 0.167 phase= 140.152 deg, @ (107, 81, 16, 1)\n", "Edge 457 / 2048 - Max activity : 0.167 phase= -92.603 deg, @ (164, 154, 14, 2)\n", "Edge 458 / 2048 - Max activity : 0.167 phase= -74.161 deg, @ (110, 103, 4, 0)\n", "Edge 459 / 2048 - Max activity : 0.166 phase= -118.946 deg, @ (169, 71, 21, 1)\n", "Edge 460 / 2048 - Max activity : 0.166 phase= 23.938 deg, @ (166, 71, 1, 0)\n", "Edge 461 / 2048 - Max activity : 0.166 phase= -138.816 deg, @ (170, 107, 23, 1)\n", "Edge 462 / 2048 - Max activity : 0.166 phase= -100.897 deg, @ (90, 115, 13, 1)\n", "Edge 463 / 2048 - Max activity : 0.166 phase= -64.636 deg, @ (133, 57, 6, 1)\n", "Edge 464 / 2048 - Max activity : 0.166 phase= 94.000 deg, @ (149, 167, 22, 8)\n", "Edge 465 / 2048 - Max activity : 0.166 phase= 119.250 deg, @ (116, 113, 12, 1)\n", "Edge 466 / 2048 - Max activity : 0.166 phase= -114.989 deg, @ (129, 55, 16, 1)\n", "Edge 467 / 2048 - Max activity : 0.166 phase= 175.274 deg, @ (138, 47, 18, 2)\n", "Edge 468 / 2048 - Max activity : 0.166 phase= 62.959 deg, @ (129, 97, 4, 1)\n", "Edge 469 / 2048 - Max activity : 0.165 phase= -152.468 deg, @ (134, 141, 2, 1)\n", "Edge 470 / 2048 - Max activity : 0.165 phase= -15.290 deg, @ (160, 100, 0, 2)\n", "Edge 471 / 2048 - Max activity : 0.165 phase= -108.369 deg, @ (130, 107, 19, 1)\n", "Edge 472 / 2048 - Max activity : 0.165 phase= 73.179 deg, @ (118, 109, 5, 1)\n", "Edge 473 / 2048 - Max activity : 0.164 phase= -142.787 deg, @ (171, 80, 11, 2)\n", "Edge 474 / 2048 - Max activity : 0.164 phase= -5.466 deg, @ (89, 132, 17, 1)\n", "Edge 475 / 2048 - Max activity : 0.164 phase= 33.790 deg, @ (171, 154, 9, 4)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Edge 476 / 2048 - Max activity : 0.165 phase= -115.883 deg, @ (162, 149, 9, 1)\n", "Edge 477 / 2048 - Max activity : 0.164 phase= -42.380 deg, @ (138, 45, 1, 1)\n", "Edge 478 / 2048 - Max activity : 0.163 phase= -27.990 deg, @ (162, 194, 21, 2)\n", "Edge 479 / 2048 - Max activity : 0.163 phase= 165.123 deg, @ (85, 124, 1, 1)\n", "Edge 480 / 2048 - Max activity : 0.163 phase= -97.717 deg, @ (90, 143, 11, 2)\n", "Edge 481 / 2048 - Max activity : 0.163 phase= 2.799 deg, @ (203, 48, 10, 1)\n", "Edge 482 / 2048 - Max activity : 0.162 phase= -62.865 deg, @ (173, 75, 19, 1)\n", "Edge 483 / 2048 - Max activity : 0.162 phase= 53.969 deg, @ (126, 76, 14, 1)\n", "Edge 484 / 2048 - Max activity : 0.162 phase= -3.040 deg, @ (217, 90, 1, 1)\n", "Edge 485 / 2048 - Max activity : 0.161 phase= 71.795 deg, @ (120, 96, 19, 2)\n", "Edge 486 / 2048 - Max activity : 0.161 phase= -34.658 deg, @ (114, 109, 17, 1)\n", "Edge 487 / 2048 - Max activity : 0.161 phase= -60.423 deg, @ (135, 130, 6, 1)\n", "Edge 488 / 2048 - Max activity : 0.161 phase= 106.540 deg, @ (198, 81, 23, 2)\n", "Edge 489 / 2048 - Max activity : 0.160 phase= 129.037 deg, @ (90, 142, 16, 1)\n", "Edge 490 / 2048 - Max activity : 0.160 phase= 113.494 deg, @ (229, 88, 20, 1)\n", "Edge 491 / 2048 - Max activity : 0.160 phase= -55.877 deg, @ (69, 170, 2, 1)\n", "Edge 492 / 2048 - Max activity : 0.160 phase= 136.491 deg, @ (64, 209, 23, 1)\n", "Edge 493 / 2048 - Max activity : 0.160 phase= -7.450 deg, @ (94, 146, 16, 1)\n", "Edge 494 / 2048 - Max activity : 0.160 phase= 36.667 deg, @ (121, 168, 4, 5)\n", "Edge 495 / 2048 - Max activity : 0.160 phase= 17.982 deg, @ (171, 48, 20, 1)\n", "Edge 496 / 2048 - Max activity : 0.159 phase= 113.941 deg, @ (47, 189, 3, 4)\n", "Edge 497 / 2048 - Max activity : 0.159 phase= -138.468 deg, @ (97, 190, 15, 1)\n", "Edge 498 / 2048 - Max activity : 0.159 phase= 159.716 deg, @ (91, 133, 13, 5)\n", "Edge 499 / 2048 - Max activity : 0.158 phase= -162.715 deg, @ (156, 88, 1, 1)\n", "Edge 500 / 2048 - Max activity : 0.158 phase= 131.885 deg, @ (135, 53, 1, 3)\n", "Edge 501 / 2048 - Max activity : 0.158 phase= -89.750 deg, @ (178, 175, 22, 1)\n", "Edge 502 / 2048 - Max activity : 0.157 phase= -144.990 deg, @ (162, 184, 0, 1)\n", "Edge 503 / 2048 - Max activity : 0.157 phase= 151.183 deg, @ (68, 123, 16, 1)\n", "Edge 504 / 2048 - Max activity : 0.157 phase= -120.901 deg, @ (48, 156, 7, 2)\n", "Edge 505 / 2048 - Max activity : 0.158 phase= -99.292 deg, @ (40, 149, 4, 1)\n", "Edge 506 / 2048 - Max activity : 0.157 phase= -63.990 deg, @ (183, 150, 14, 2)\n", "Edge 507 / 2048 - Max activity : 0.157 phase= 142.782 deg, @ (204, 72, 5, 1)\n", "Edge 508 / 2048 - Max activity : 0.156 phase= 26.720 deg, @ (121, 70, 11, 1)\n", "Edge 509 / 2048 - Max activity : 0.156 phase= -87.318 deg, @ (77, 225, 19, 3)\n", "Edge 510 / 2048 - Max activity : 0.156 phase= -154.884 deg, @ (132, 126, 17, 2)\n", "Edge 511 / 2048 - Max activity : 0.156 phase= 155.343 deg, @ (91, 200, 17, 1)\n", "Edge 512 / 2048 - Max activity : 0.156 phase= -21.976 deg, @ (140, 46, 6, 2)\n", "Edge 513 / 2048 - Max activity : 0.156 phase= -111.228 deg, @ (112, 131, 23, 1)\n", "Edge 514 / 2048 - Max activity : 0.156 phase= 42.083 deg, @ (123, 169, 14, 2)\n", "Edge 515 / 2048 - Max activity : 0.155 phase= 52.227 deg, @ (144, 60, 21, 0)\n", "Edge 516 / 2048 - Max activity : 0.155 phase= 141.751 deg, @ (122, 124, 2, 4)\n", "Edge 517 / 2048 - Max activity : 0.154 phase= -39.471 deg, @ (174, 71, 13, 1)\n", "Edge 518 / 2048 - Max activity : 0.154 phase= 15.754 deg, @ (111, 88, 9, 2)\n", "Edge 519 / 2048 - Max activity : 0.154 phase= -37.128 deg, @ (151, 89, 7, 1)\n", "Edge 520 / 2048 - Max activity : 0.154 phase= -71.011 deg, @ (192, 188, 23, 4)\n", "Edge 521 / 2048 - Max activity : 0.154 phase= 104.081 deg, @ (214, 79, 23, 1)\n", "Edge 522 / 2048 - Max activity : 0.154 phase= -58.171 deg, @ (158, 37, 14, 1)\n", "Edge 523 / 2048 - Max activity : 0.153 phase= -26.983 deg, @ (168, 86, 17, 4)\n", "Edge 524 / 2048 - Max activity : 0.153 phase= 53.857 deg, @ (126, 147, 3, 3)\n", "Edge 525 / 2048 - Max activity : 0.153 phase= 69.628 deg, @ (188, 115, 1, 1)\n", "Edge 526 / 2048 - Max activity : 0.153 phase= -111.755 deg, @ (187, 35, 22, 3)\n", "Edge 527 / 2048 - Max activity : 0.153 phase= -96.259 deg, @ (207, 65, 4, 1)\n", "Edge 528 / 2048 - Max activity : 0.153 phase= 31.794 deg, @ (201, 176, 23, 1)\n", "Edge 529 / 2048 - Max activity : 0.152 phase= -99.966 deg, @ (102, 102, 18, 1)\n", "Edge 530 / 2048 - Max activity : 0.152 phase= 12.849 deg, @ (204, 58, 15, 1)\n", "Edge 531 / 2048 - Max activity : 0.152 phase= -34.618 deg, @ (92, 178, 15, 1)\n", "Edge 532 / 2048 - Max activity : 0.152 phase= -3.816 deg, @ (110, 116, 10, 1)\n", "Edge 533 / 2048 - Max activity : 0.152 phase= -167.757 deg, @ (155, 190, 23, 1)\n", "Edge 534 / 2048 - Max activity : 0.151 phase= 114.279 deg, @ (114, 93, 19, 1)\n", "Edge 535 / 2048 - Max activity : 0.151 phase= 14.007 deg, @ (140, 70, 15, 2)\n", "Edge 536 / 2048 - Max activity : 0.151 phase= -148.057 deg, @ (148, 97, 18, 1)\n", "Edge 537 / 2048 - Max activity : 0.151 phase= -150.669 deg, @ (150, 45, 15, 1)\n", "Edge 538 / 2048 - Max activity : 0.150 phase= 178.952 deg, @ (127, 134, 20, 1)\n", "Edge 539 / 2048 - Max activity : 0.150 phase= 22.383 deg, @ (135, 160, 3, 1)\n", "Edge 540 / 2048 - Max activity : 0.150 phase= -179.533 deg, @ (154, 160, 0, 1)\n", "Edge 541 / 2048 - Max activity : 0.150 phase= 142.671 deg, @ (112, 117, 20, 3)\n", "Edge 542 / 2048 - Max activity : 0.151 phase= 98.479 deg, @ (133, 111, 19, 2)\n", "Edge 543 / 2048 - Max activity : 0.150 phase= -100.915 deg, @ (113, 84, 13, 1)\n", "Edge 544 / 2048 - Max activity : 0.150 phase= -162.639 deg, @ (137, 171, 17, 2)\n", "Edge 545 / 2048 - Max activity : 0.150 phase= 61.984 deg, @ (109, 101, 0, 2)\n", "Edge 546 / 2048 - Max activity : 0.149 phase= -110.695 deg, @ (226, 183, 1, 1)\n", "Edge 547 / 2048 - Max activity : 0.149 phase= -72.458 deg, @ (177, 110, 23, 0)\n", "Edge 548 / 2048 - Max activity : 0.149 phase= -1.494 deg, @ (217, 88, 10, 1)\n", "Edge 549 / 2048 - Max activity : 0.149 phase= 161.430 deg, @ (176, 77, 3, 2)\n", "Edge 550 / 2048 - Max activity : 0.149 phase= -167.239 deg, @ (88, 192, 15, 1)\n", "Edge 551 / 2048 - Max activity : 0.148 phase= -117.853 deg, @ (105, 92, 8, 1)\n", "Edge 552 / 2048 - Max activity : 0.148 phase= -3.795 deg, @ (102, 110, 23, 2)\n", "Edge 553 / 2048 - Max activity : 0.148 phase= 166.383 deg, @ (50, 115, 16, 1)\n", "Edge 554 / 2048 - Max activity : 0.148 phase= 115.153 deg, @ (122, 93, 13, 1)\n", "Edge 555 / 2048 - Max activity : 0.148 phase= 29.366 deg, @ (193, 76, 9, 1)\n", "Edge 556 / 2048 - Max activity : 0.148 phase= 72.543 deg, @ (188, 85, 23, 7)\n", "Edge 557 / 2048 - Max activity : 0.148 phase= -163.589 deg, @ (138, 138, 16, 2)\n", "Edge 558 / 2048 - Max activity : 0.147 phase= -154.078 deg, @ (93, 103, 18, 2)\n", "Edge 559 / 2048 - Max activity : 0.147 phase= -157.222 deg, @ (97, 123, 15, 2)\n", "Edge 560 / 2048 - Max activity : 0.147 phase= -3.339 deg, @ (169, 40, 18, 1)\n", "Edge 561 / 2048 - Max activity : 0.147 phase= 106.420 deg, @ (183, 158, 19, 1)\n", "Edge 562 / 2048 - Max activity : 0.147 phase= 135.145 deg, @ (174, 47, 1, 1)\n", "Edge 563 / 2048 - Max activity : 0.146 phase= 47.849 deg, @ (137, 167, 10, 2)\n", "Edge 564 / 2048 - Max activity : 0.146 phase= 49.191 deg, @ (149, 109, 18, 2)\n", "Edge 565 / 2048 - Max activity : 0.146 phase= -107.180 deg, @ (175, 156, 13, 1)\n", "Edge 566 / 2048 - Max activity : 0.146 phase= -120.023 deg, @ (102, 128, 21, 1)\n", "Edge 567 / 2048 - Max activity : 0.146 phase= -122.724 deg, @ (134, 127, 22, 2)\n", "Edge 568 / 2048 - Max activity : 0.146 phase= 137.693 deg, @ (126, 127, 16, 1)\n", "Edge 569 / 2048 - Max activity : 0.146 phase= -145.741 deg, @ (83, 77, 17, 1)\n", "Edge 570 / 2048 - Max activity : 0.145 phase= -37.318 deg, @ (114, 68, 3, 1)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Edge 571 / 2048 - Max activity : 0.145 phase= 8.983 deg, @ (155, 86, 7, 1)\n", "Edge 572 / 2048 - Max activity : 0.145 phase= 106.275 deg, @ (127, 188, 1, 1)\n", "Edge 573 / 2048 - Max activity : 0.144 phase= -18.909 deg, @ (134, 92, 20, 1)\n", "Edge 574 / 2048 - Max activity : 0.144 phase= -36.900 deg, @ (121, 77, 21, 1)\n", "Edge 575 / 2048 - Max activity : 0.144 phase= 146.019 deg, @ (186, 57, 5, 3)\n", "Edge 576 / 2048 - Max activity : 0.144 phase= 112.682 deg, @ (158, 52, 20, 3)\n", "Edge 577 / 2048 - Max activity : 0.144 phase= 12.121 deg, @ (167, 63, 22, 1)\n", "Edge 578 / 2048 - Max activity : 0.143 phase= 27.971 deg, @ (200, 56, 22, 1)\n", "Edge 579 / 2048 - Max activity : 0.143 phase= 2.979 deg, @ (172, 78, 6, 1)\n", "Edge 580 / 2048 - Max activity : 0.143 phase= 61.625 deg, @ (223, 85, 2, 1)\n", "Edge 581 / 2048 - Max activity : 0.143 phase= -110.393 deg, @ (119, 172, 1, 2)\n", "Edge 582 / 2048 - Max activity : 0.143 phase= -57.707 deg, @ (229, 72, 3, 2)\n", "Edge 583 / 2048 - Max activity : 0.142 phase= -78.041 deg, @ (195, 157, 7, 5)\n", "Edge 584 / 2048 - Max activity : 0.142 phase= -109.446 deg, @ (56, 197, 14, 1)\n", "Edge 585 / 2048 - Max activity : 0.142 phase= 94.705 deg, @ (67, 208, 23, 5)\n", "Edge 586 / 2048 - Max activity : 0.142 phase= 171.265 deg, @ (103, 115, 3, 1)\n", "Edge 587 / 2048 - Max activity : 0.141 phase= -34.852 deg, @ (133, 64, 23, 1)\n", "Edge 588 / 2048 - Max activity : 0.141 phase= -155.495 deg, @ (202, 62, 21, 2)\n", "Edge 589 / 2048 - Max activity : 0.141 phase= 17.857 deg, @ (153, 78, 23, 1)\n", "Edge 590 / 2048 - Max activity : 0.141 phase= -24.426 deg, @ (97, 62, 3, 1)\n", "Edge 591 / 2048 - Max activity : 0.140 phase= 123.078 deg, @ (172, 67, 8, 3)\n", "Edge 592 / 2048 - Max activity : 0.140 phase= 71.765 deg, @ (96, 100, 22, 1)\n", "Edge 593 / 2048 - Max activity : 0.140 phase= 11.129 deg, @ (166, 177, 22, 0)\n", "Edge 594 / 2048 - Max activity : 0.140 phase= 65.136 deg, @ (172, 152, 10, 1)\n", "Edge 595 / 2048 - Max activity : 0.140 phase= -71.869 deg, @ (220, 109, 20, 4)\n", "Edge 596 / 2048 - Max activity : 0.140 phase= -84.701 deg, @ (54, 161, 3, 1)\n", "Edge 597 / 2048 - Max activity : 0.140 phase= 87.022 deg, @ (162, 96, 14, 2)\n", "Edge 598 / 2048 - Max activity : 0.140 phase= 137.559 deg, @ (150, 53, 18, 0)\n", "Edge 599 / 2048 - Max activity : 0.139 phase= -92.021 deg, @ (179, 87, 18, 1)\n", "Edge 600 / 2048 - Max activity : 0.139 phase= 48.424 deg, @ (36, 77, 19, 1)\n", "Edge 601 / 2048 - Max activity : 0.139 phase= 60.076 deg, @ (228, 76, 7, 1)\n", "Edge 602 / 2048 - Max activity : 0.139 phase= 79.393 deg, @ (196, 43, 1, 2)\n", "Edge 603 / 2048 - Max activity : 0.139 phase= -15.031 deg, @ (117, 115, 3, 1)\n", "Edge 604 / 2048 - Max activity : 0.139 phase= 164.007 deg, @ (91, 120, 6, 3)\n", "Edge 605 / 2048 - Max activity : 0.139 phase= 90.800 deg, @ (62, 167, 4, 1)\n", "Edge 606 / 2048 - Max activity : 0.139 phase= 111.496 deg, @ (160, 59, 1, 1)\n", "Edge 607 / 2048 - Max activity : 0.139 phase= 121.930 deg, @ (110, 89, 17, 1)\n", "Edge 608 / 2048 - Max activity : 0.139 phase= -127.210 deg, @ (80, 200, 17, 1)\n", "Edge 609 / 2048 - Max activity : 0.138 phase= 103.136 deg, @ (149, 65, 3, 1)\n", "Edge 610 / 2048 - Max activity : 0.138 phase= -127.920 deg, @ (188, 117, 4, 2)\n", "Edge 611 / 2048 - Max activity : 0.138 phase= 48.980 deg, @ (72, 86, 17, 1)\n", "Edge 612 / 2048 - Max activity : 0.138 phase= 91.056 deg, @ (166, 80, 2, 2)\n", "Edge 613 / 2048 - Max activity : 0.138 phase= -172.587 deg, @ (126, 170, 17, 2)\n", "Edge 614 / 2048 - Max activity : 0.138 phase= 159.582 deg, @ (202, 48, 20, 2)\n", "Edge 615 / 2048 - Max activity : 0.137 phase= 14.014 deg, @ (138, 65, 16, 0)\n", "Edge 616 / 2048 - Max activity : 0.137 phase= 149.966 deg, @ (192, 152, 11, 4)\n", "Edge 617 / 2048 - Max activity : 0.136 phase= -106.935 deg, @ (207, 85, 22, 0)\n", "Edge 618 / 2048 - Max activity : 0.136 phase= -67.858 deg, @ (100, 71, 4, 1)\n", "Edge 619 / 2048 - Max activity : 0.136 phase= -108.313 deg, @ (29, 134, 6, 1)\n", "Edge 620 / 2048 - Max activity : 0.136 phase= 172.927 deg, @ (118, 203, 20, 5)\n", "Edge 621 / 2048 - Max activity : 0.136 phase= -30.198 deg, @ (212, 186, 22, 1)\n", "Edge 622 / 2048 - Max activity : 0.135 phase= -50.059 deg, @ (159, 95, 10, 1)\n", "Edge 623 / 2048 - Max activity : 0.135 phase= 121.241 deg, @ (121, 107, 20, 0)\n", "Edge 624 / 2048 - Max activity : 0.135 phase= -12.588 deg, @ (133, 165, 18, 0)\n", "Edge 625 / 2048 - Max activity : 0.135 phase= -61.991 deg, @ (65, 185, 15, 1)\n", "Edge 626 / 2048 - Max activity : 0.134 phase= -176.980 deg, @ (211, 54, 23, 1)\n", "Edge 627 / 2048 - Max activity : 0.134 phase= 67.107 deg, @ (102, 133, 20, 0)\n", "Edge 628 / 2048 - Max activity : 0.134 phase= -134.010 deg, @ (109, 125, 14, 3)\n", "Edge 629 / 2048 - Max activity : 0.134 phase= 161.732 deg, @ (175, 136, 7, 3)\n", "Edge 630 / 2048 - Max activity : 0.133 phase= -118.416 deg, @ (131, 169, 4, 2)\n", "Edge 631 / 2048 - Max activity : 0.133 phase= -7.356 deg, @ (116, 87, 20, 1)\n", "Edge 632 / 2048 - Max activity : 0.133 phase= -45.497 deg, @ (94, 135, 0, 2)\n", "Edge 633 / 2048 - Max activity : 0.133 phase= -87.255 deg, @ (160, 72, 15, 1)\n", "Edge 634 / 2048 - Max activity : 0.133 phase= -158.703 deg, @ (196, 59, 4, 0)\n", "Edge 635 / 2048 - Max activity : 0.133 phase= 10.622 deg, @ (125, 86, 4, 1)\n", "Edge 636 / 2048 - Max activity : 0.132 phase= 177.809 deg, @ (111, 115, 1, 0)\n", "Edge 637 / 2048 - Max activity : 0.132 phase= 136.074 deg, @ (123, 139, 9, 1)\n", "Edge 638 / 2048 - Max activity : 0.132 phase= -103.544 deg, @ (143, 14, 23, 4)\n", "Edge 639 / 2048 - Max activity : 0.131 phase= -26.302 deg, @ (146, 85, 0, 1)\n", "Edge 640 / 2048 - Max activity : 0.131 phase= 28.562 deg, @ (134, 57, 19, 4)\n", "Edge 641 / 2048 - Max activity : 0.131 phase= 111.326 deg, @ (107, 175, 4, 3)\n", "Edge 642 / 2048 - Max activity : 0.131 phase= -57.596 deg, @ (132, 138, 5, 3)\n", "Edge 643 / 2048 - Max activity : 0.131 phase= 140.246 deg, @ (183, 64, 22, 1)\n", "Edge 644 / 2048 - Max activity : 0.131 phase= 109.893 deg, @ (161, 149, 4, 2)\n", "Edge 645 / 2048 - Max activity : 0.131 phase= -157.673 deg, @ (132, 77, 0, 2)\n", "Edge 646 / 2048 - Max activity : 0.131 phase= 128.580 deg, @ (83, 192, 19, 1)\n", "Edge 647 / 2048 - Max activity : 0.130 phase= -83.280 deg, @ (90, 111, 17, 0)\n", "Edge 648 / 2048 - Max activity : 0.130 phase= 45.581 deg, @ (134, 118, 17, 0)\n", "Edge 649 / 2048 - Max activity : 0.130 phase= -17.895 deg, @ (105, 113, 17, 1)\n", "Edge 650 / 2048 - Max activity : 0.130 phase= 144.938 deg, @ (121, 72, 14, 2)\n", "Edge 651 / 2048 - Max activity : 0.130 phase= 60.792 deg, @ (202, 95, 23, 1)\n", "Edge 652 / 2048 - Max activity : 0.130 phase= 34.193 deg, @ (177, 58, 1, 1)\n", "Edge 653 / 2048 - Max activity : 0.130 phase= -112.325 deg, @ (121, 121, 18, 1)\n", "Edge 654 / 2048 - Max activity : 0.130 phase= -116.995 deg, @ (38, 141, 13, 2)\n", "Edge 655 / 2048 - Max activity : 0.130 phase= 154.845 deg, @ (61, 184, 21, 5)\n", "Edge 656 / 2048 - Max activity : 0.130 phase= -92.620 deg, @ (205, 64, 0, 1)\n", "Edge 657 / 2048 - Max activity : 0.130 phase= 39.798 deg, @ (83, 164, 15, 2)\n", "Edge 658 / 2048 - Max activity : 0.129 phase= -135.301 deg, @ (22, 117, 10, 2)\n", "Edge 659 / 2048 - Max activity : 0.129 phase= -103.916 deg, @ (99, 114, 19, 5)\n", "Edge 660 / 2048 - Max activity : 0.129 phase= -114.860 deg, @ (193, 70, 1, 1)\n", "Edge 661 / 2048 - Max activity : 0.129 phase= -120.191 deg, @ (157, 230, 20, 3)\n", "Edge 662 / 2048 - Max activity : 0.129 phase= -3.413 deg, @ (104, 121, 8, 2)\n", "Edge 663 / 2048 - Max activity : 0.129 phase= 84.710 deg, @ (145, 81, 17, 4)\n", "Edge 664 / 2048 - Max activity : 0.128 phase= 129.426 deg, @ (134, 107, 11, 1)\n", "Edge 665 / 2048 - Max activity : 0.128 phase= -35.063 deg, @ (130, 80, 20, 0)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Edge 666 / 2048 - Max activity : 0.128 phase= -91.038 deg, @ (96, 94, 18, 1)\n", "Edge 667 / 2048 - Max activity : 0.128 phase= -143.423 deg, @ (112, 184, 0, 1)\n", "Edge 668 / 2048 - Max activity : 0.128 phase= -129.401 deg, @ (37, 146, 8, 1)\n", "Edge 669 / 2048 - Max activity : 0.128 phase= 15.580 deg, @ (97, 179, 9, 4)\n", "Edge 670 / 2048 - Max activity : 0.128 phase= -24.839 deg, @ (163, 74, 0, 1)\n", "Edge 671 / 2048 - Max activity : 0.128 phase= 122.438 deg, @ (115, 116, 17, 1)\n", "Edge 672 / 2048 - Max activity : 0.128 phase= 163.715 deg, @ (193, 151, 16, 4)\n", "Edge 673 / 2048 - Max activity : 0.127 phase= 39.780 deg, @ (189, 79, 4, 1)\n", "Edge 674 / 2048 - Max activity : 0.127 phase= 32.207 deg, @ (167, 51, 16, 2)\n", "Edge 675 / 2048 - Max activity : 0.127 phase= 153.411 deg, @ (129, 166, 12, 5)\n", "Edge 676 / 2048 - Max activity : 0.126 phase= 8.187 deg, @ (194, 36, 14, 2)\n", "Edge 677 / 2048 - Max activity : 0.126 phase= -39.982 deg, @ (139, 64, 4, 1)\n", "Edge 678 / 2048 - Max activity : 0.126 phase= 73.052 deg, @ (128, 136, 15, 1)\n", "Edge 679 / 2048 - Max activity : 0.126 phase= 120.924 deg, @ (121, 68, 2, 4)\n", "Edge 680 / 2048 - Max activity : 0.125 phase= -156.648 deg, @ (204, 89, 2, 3)\n", "Edge 681 / 2048 - Max activity : 0.125 phase= -44.855 deg, @ (204, 75, 23, 1)\n", "Edge 682 / 2048 - Max activity : 0.125 phase= -179.880 deg, @ (175, 140, 11, 2)\n", "Edge 683 / 2048 - Max activity : 0.125 phase= -142.233 deg, @ (133, 135, 20, 0)\n", "Edge 684 / 2048 - Max activity : 0.125 phase= -30.214 deg, @ (131, 184, 0, 0)\n", "Edge 685 / 2048 - Max activity : 0.125 phase= 45.386 deg, @ (172, 154, 21, 1)\n", "Edge 686 / 2048 - Max activity : 0.125 phase= 28.446 deg, @ (117, 93, 4, 1)\n", "Edge 687 / 2048 - Max activity : 0.125 phase= 15.493 deg, @ (200, 36, 18, 2)\n", "Edge 688 / 2048 - Max activity : 0.125 phase= 173.395 deg, @ (141, 144, 21, 2)\n", "Edge 689 / 2048 - Max activity : 0.125 phase= 112.693 deg, @ (154, 80, 16, 1)\n", "Edge 690 / 2048 - Max activity : 0.125 phase= -72.750 deg, @ (122, 68, 21, 0)\n", "Edge 691 / 2048 - Max activity : 0.124 phase= 88.761 deg, @ (158, 54, 18, 0)\n", "Edge 692 / 2048 - Max activity : 0.124 phase= 81.976 deg, @ (96, 112, 14, 1)\n", "Edge 693 / 2048 - Max activity : 0.124 phase= 73.877 deg, @ (182, 46, 22, 1)\n", "Edge 694 / 2048 - Max activity : 0.124 phase= -90.346 deg, @ (162, 80, 19, 1)\n", "Edge 695 / 2048 - Max activity : 0.124 phase= 105.731 deg, @ (100, 171, 5, 0)\n", "Edge 696 / 2048 - Max activity : 0.124 phase= -78.714 deg, @ (189, 94, 23, 1)\n", "Edge 697 / 2048 - Max activity : 0.124 phase= 52.758 deg, @ (79, 103, 15, 1)\n", "Edge 698 / 2048 - Max activity : 0.124 phase= 161.999 deg, @ (243, 103, 14, 2)\n", "Edge 699 / 2048 - Max activity : 0.123 phase= 14.722 deg, @ (149, 61, 1, 2)\n", "Edge 700 / 2048 - Max activity : 0.123 phase= -134.630 deg, @ (218, 75, 20, 2)\n", "Edge 701 / 2048 - Max activity : 0.124 phase= 144.545 deg, @ (217, 82, 20, 1)\n", "Edge 702 / 2048 - Max activity : 0.123 phase= -65.240 deg, @ (183, 182, 22, 2)\n", "Edge 703 / 2048 - Max activity : 0.123 phase= -106.623 deg, @ (230, 82, 23, 1)\n", "Edge 704 / 2048 - Max activity : 0.123 phase= 23.244 deg, @ (218, 87, 22, 1)\n", "Edge 705 / 2048 - Max activity : 0.122 phase= 142.780 deg, @ (81, 58, 22, 1)\n", "Edge 706 / 2048 - Max activity : 0.122 phase= -153.026 deg, @ (147, 188, 2, 1)\n", "Edge 707 / 2048 - Max activity : 0.122 phase= 111.738 deg, @ (191, 176, 23, 1)\n", "Edge 708 / 2048 - Max activity : 0.122 phase= 90.942 deg, @ (104, 71, 22, 1)\n", "Edge 709 / 2048 - Max activity : 0.122 phase= -86.345 deg, @ (162, 154, 18, 5)\n", "Edge 710 / 2048 - Max activity : 0.122 phase= 71.669 deg, @ (85, 125, 4, 1)\n", "Edge 711 / 2048 - Max activity : 0.122 phase= 41.749 deg, @ (186, 79, 18, 1)\n", "Edge 712 / 2048 - Max activity : 0.122 phase= -96.531 deg, @ (61, 91, 16, 1)\n", "Edge 713 / 2048 - Max activity : 0.122 phase= 51.501 deg, @ (86, 144, 6, 2)\n", "Edge 714 / 2048 - Max activity : 0.121 phase= 20.342 deg, @ (135, 54, 21, 1)\n", "Edge 715 / 2048 - Max activity : 0.121 phase= -32.725 deg, @ (88, 146, 22, 2)\n", "Edge 716 / 2048 - Max activity : 0.121 phase= -101.967 deg, @ (121, 102, 23, 1)\n", "Edge 717 / 2048 - Max activity : 0.121 phase= -67.142 deg, @ (194, 153, 10, 1)\n", "Edge 718 / 2048 - Max activity : 0.120 phase= 37.120 deg, @ (171, 70, 3, 1)\n", "Edge 719 / 2048 - Max activity : 0.120 phase= -14.660 deg, @ (108, 108, 1, 0)\n", "Edge 720 / 2048 - Max activity : 0.120 phase= -129.428 deg, @ (210, 112, 21, 1)\n", "Edge 721 / 2048 - Max activity : 0.120 phase= -7.967 deg, @ (172, 83, 15, 2)\n", "Edge 722 / 2048 - Max activity : 0.120 phase= 125.609 deg, @ (154, 62, 16, 1)\n", "Edge 723 / 2048 - Max activity : 0.120 phase= -29.238 deg, @ (103, 174, 13, 3)\n", "Edge 724 / 2048 - Max activity : 0.119 phase= -70.670 deg, @ (46, 150, 6, 7)\n", "Edge 725 / 2048 - Max activity : 0.119 phase= -164.053 deg, @ (210, 72, 5, 1)\n", "Edge 726 / 2048 - Max activity : 0.119 phase= 50.303 deg, @ (121, 93, 8, 2)\n", "Edge 727 / 2048 - Max activity : 0.119 phase= -153.728 deg, @ (132, 63, 14, 0)\n", "Edge 728 / 2048 - Max activity : 0.119 phase= 117.812 deg, @ (220, 82, 7, 2)\n", "Edge 729 / 2048 - Max activity : 0.119 phase= 148.765 deg, @ (229, 115, 20, 1)\n", "Edge 730 / 2048 - Max activity : 0.119 phase= 108.972 deg, @ (156, 96, 18, 2)\n", "Edge 731 / 2048 - Max activity : 0.119 phase= 125.886 deg, @ (127, 135, 4, 0)\n", "Edge 732 / 2048 - Max activity : 0.119 phase= -14.595 deg, @ (223, 68, 21, 1)\n", "Edge 733 / 2048 - Max activity : 0.119 phase= 114.446 deg, @ (62, 66, 23, 3)\n", "Edge 734 / 2048 - Max activity : 0.119 phase= 92.512 deg, @ (100, 121, 21, 0)\n", "Edge 735 / 2048 - Max activity : 0.119 phase= -69.422 deg, @ (212, 82, 2, 0)\n", "Edge 736 / 2048 - Max activity : 0.118 phase= -170.793 deg, @ (125, 72, 6, 0)\n", "Edge 737 / 2048 - Max activity : 0.118 phase= -147.918 deg, @ (152, 109, 0, 2)\n", "Edge 738 / 2048 - Max activity : 0.118 phase= -45.862 deg, @ (138, 172, 22, 1)\n", "Edge 739 / 2048 - Max activity : 0.118 phase= -119.814 deg, @ (57, 206, 6, 3)\n", "Edge 740 / 2048 - Max activity : 0.118 phase= -164.550 deg, @ (218, 91, 18, 1)\n", "Edge 741 / 2048 - Max activity : 0.118 phase= 129.755 deg, @ (66, 106, 16, 0)\n", "Edge 742 / 2048 - Max activity : 0.117 phase= -161.435 deg, @ (124, 84, 0, 1)\n", "Edge 743 / 2048 - Max activity : 0.117 phase= 76.427 deg, @ (143, 55, 16, 1)\n", "Edge 744 / 2048 - Max activity : 0.117 phase= -55.535 deg, @ (88, 127, 13, 1)\n", "Edge 745 / 2048 - Max activity : 0.117 phase= 143.990 deg, @ (130, 82, 18, 7)\n", "Edge 746 / 2048 - Max activity : 0.117 phase= 142.241 deg, @ (91, 69, 2, 3)\n", "Edge 747 / 2048 - Max activity : 0.117 phase= 171.213 deg, @ (172, 154, 1, 2)\n", "Edge 748 / 2048 - Max activity : 0.117 phase= -3.527 deg, @ (153, 41, 18, 1)\n", "Edge 749 / 2048 - Max activity : 0.117 phase= 53.015 deg, @ (163, 83, 7, 1)\n", "Edge 750 / 2048 - Max activity : 0.117 phase= 43.728 deg, @ (141, 102, 17, 1)\n", "Edge 751 / 2048 - Max activity : 0.117 phase= -117.164 deg, @ (108, 124, 18, 1)\n", "Edge 752 / 2048 - Max activity : 0.117 phase= 142.139 deg, @ (140, 79, 7, 2)\n", "Edge 753 / 2048 - Max activity : 0.116 phase= -49.692 deg, @ (176, 34, 17, 1)\n", "Edge 754 / 2048 - Max activity : 0.116 phase= -19.015 deg, @ (106, 111, 4, 2)\n", "Edge 755 / 2048 - Max activity : 0.116 phase= 11.679 deg, @ (185, 78, 12, 1)\n", "Edge 756 / 2048 - Max activity : 0.116 phase= 160.313 deg, @ (92, 141, 9, 5)\n", "Edge 757 / 2048 - Max activity : 0.116 phase= 9.526 deg, @ (87, 132, 9, 0)\n", "Edge 758 / 2048 - Max activity : 0.116 phase= 24.231 deg, @ (130, 76, 11, 3)\n", "Edge 759 / 2048 - Max activity : 0.116 phase= -167.274 deg, @ (58, 119, 15, 1)\n", "Edge 760 / 2048 - Max activity : 0.116 phase= -117.879 deg, @ (121, 205, 21, 2)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Edge 761 / 2048 - Max activity : 0.116 phase= -53.535 deg, @ (198, 52, 0, 1)\n", "Edge 762 / 2048 - Max activity : 0.116 phase= -15.781 deg, @ (153, 37, 2, 1)\n", "Edge 763 / 2048 - Max activity : 0.115 phase= 102.314 deg, @ (176, 46, 17, 1)\n", "Edge 764 / 2048 - Max activity : 0.115 phase= -141.769 deg, @ (64, 184, 17, 6)\n", "Edge 765 / 2048 - Max activity : 0.115 phase= -22.387 deg, @ (228, 87, 16, 2)\n", "Edge 766 / 2048 - Max activity : 0.115 phase= 150.017 deg, @ (159, 171, 20, 1)\n", "Edge 767 / 2048 - Max activity : 0.115 phase= 54.215 deg, @ (83, 121, 9, 1)\n", "Edge 768 / 2048 - Max activity : 0.115 phase= 6.858 deg, @ (141, 111, 18, 0)\n", "Edge 769 / 2048 - Max activity : 0.114 phase= -90.543 deg, @ (117, 130, 0, 0)\n", "Edge 770 / 2048 - Max activity : 0.114 phase= 94.814 deg, @ (108, 71, 17, 2)\n", "Edge 771 / 2048 - Max activity : 0.114 phase= 139.201 deg, @ (111, 87, 1, 1)\n", "Edge 772 / 2048 - Max activity : 0.114 phase= -16.111 deg, @ (185, 159, 22, 0)\n", "Edge 773 / 2048 - Max activity : 0.114 phase= 13.496 deg, @ (97, 133, 17, 0)\n", "Edge 774 / 2048 - Max activity : 0.114 phase= 86.206 deg, @ (174, 65, 5, 1)\n", "Edge 775 / 2048 - Max activity : 0.114 phase= 140.019 deg, @ (92, 199, 13, 1)\n", "Edge 776 / 2048 - Max activity : 0.114 phase= 165.532 deg, @ (192, 129, 11, 1)\n", "Edge 777 / 2048 - Max activity : 0.114 phase= 19.565 deg, @ (103, 97, 5, 2)\n", "Edge 778 / 2048 - Max activity : 0.114 phase= 112.859 deg, @ (104, 129, 1, 2)\n", "Edge 779 / 2048 - Max activity : 0.113 phase= 174.178 deg, @ (82, 128, 15, 1)\n", "Edge 780 / 2048 - Max activity : 0.114 phase= -172.621 deg, @ (73, 138, 16, 1)\n", "Edge 781 / 2048 - Max activity : 0.113 phase= 67.455 deg, @ (132, 165, 9, 1)\n", "Edge 782 / 2048 - Max activity : 0.113 phase= -24.825 deg, @ (185, 191, 22, 1)\n", "Edge 783 / 2048 - Max activity : 0.113 phase= -145.531 deg, @ (150, 78, 7, 0)\n", "Edge 784 / 2048 - Max activity : 0.113 phase= 62.939 deg, @ (97, 193, 18, 1)\n", "Edge 785 / 2048 - Max activity : 0.113 phase= -39.175 deg, @ (113, 55, 16, 1)\n", "Edge 786 / 2048 - Max activity : 0.113 phase= 21.078 deg, @ (169, 69, 5, 5)\n", "Edge 787 / 2048 - Max activity : 0.113 phase= 67.699 deg, @ (181, 58, 21, 2)\n", "Edge 788 / 2048 - Max activity : 0.113 phase= -111.826 deg, @ (184, 73, 16, 2)\n", "Edge 789 / 2048 - Max activity : 0.113 phase= -15.048 deg, @ (223, 92, 21, 1)\n", "Edge 790 / 2048 - Max activity : 0.112 phase= -162.048 deg, @ (87, 108, 14, 1)\n", "Edge 791 / 2048 - Max activity : 0.112 phase= -99.938 deg, @ (70, 184, 16, 1)\n", "Edge 792 / 2048 - Max activity : 0.112 phase= 168.313 deg, @ (98, 96, 10, 0)\n", "Edge 793 / 2048 - Max activity : 0.112 phase= 97.594 deg, @ (111, 32, 23, 7)\n", "Edge 794 / 2048 - Max activity : 0.112 phase= -83.438 deg, @ (102, 131, 14, 0)\n", "Edge 795 / 2048 - Max activity : 0.112 phase= 122.549 deg, @ (104, 185, 13, 1)\n", "Edge 796 / 2048 - Max activity : 0.112 phase= 64.940 deg, @ (209, 59, 4, 2)\n", "Edge 797 / 2048 - Max activity : 0.112 phase= -171.970 deg, @ (104, 63, 5, 3)\n", "Edge 798 / 2048 - Max activity : 0.111 phase= -14.297 deg, @ (115, 181, 20, 0)\n", "Edge 799 / 2048 - Max activity : 0.111 phase= -169.945 deg, @ (90, 217, 20, 2)\n", "Edge 800 / 2048 - Max activity : 0.111 phase= 148.072 deg, @ (182, 147, 11, 1)\n", "Edge 801 / 2048 - Max activity : 0.111 phase= -86.113 deg, @ (169, 72, 15, 1)\n", "Edge 802 / 2048 - Max activity : 0.111 phase= -88.795 deg, @ (134, 180, 22, 0)\n", "Edge 803 / 2048 - Max activity : 0.111 phase= 177.640 deg, @ (91, 72, 15, 2)\n", "Edge 804 / 2048 - Max activity : 0.111 phase= 179.492 deg, @ (52, 185, 23, 3)\n", "Edge 805 / 2048 - Max activity : 0.110 phase= -143.229 deg, @ (201, 59, 6, 2)\n", "Edge 806 / 2048 - Max activity : 0.110 phase= -13.744 deg, @ (55, 162, 23, 1)\n", "Edge 807 / 2048 - Max activity : 0.110 phase= 92.571 deg, @ (130, 161, 20, 4)\n", "Edge 808 / 2048 - Max activity : 0.110 phase= -157.254 deg, @ (97, 175, 5, 2)\n", "Edge 809 / 2048 - Max activity : 0.110 phase= 133.307 deg, @ (138, 46, 22, 1)\n", "Edge 810 / 2048 - Max activity : 0.111 phase= 99.180 deg, @ (144, 50, 19, 1)\n", "Edge 811 / 2048 - Max activity : 0.110 phase= -121.448 deg, @ (142, 137, 4, 7)\n", "Edge 812 / 2048 - Max activity : 0.110 phase= 172.642 deg, @ (124, 87, 20, 1)\n", "Edge 813 / 2048 - Max activity : 0.110 phase= 150.192 deg, @ (142, 70, 11, 1)\n", "Edge 814 / 2048 - Max activity : 0.110 phase= 36.459 deg, @ (169, 189, 22, 0)\n", "Edge 815 / 2048 - Max activity : 0.112 phase= -124.336 deg, @ (164, 191, 1, 1)\n", "Edge 816 / 2048 - Max activity : 0.110 phase= 127.293 deg, @ (124, 32, 23, 3)\n", "Edge 817 / 2048 - Max activity : 0.110 phase= 154.410 deg, @ (172, 150, 16, 2)\n", "Edge 818 / 2048 - Max activity : 0.110 phase= 162.676 deg, @ (112, 76, 17, 1)\n", "Edge 819 / 2048 - Max activity : 0.110 phase= -169.482 deg, @ (113, 111, 7, 0)\n", "Edge 820 / 2048 - Max activity : 0.110 phase= -150.972 deg, @ (61, 100, 16, 0)\n", "Edge 821 / 2048 - Max activity : 0.110 phase= 155.443 deg, @ (83, 87, 17, 1)\n", "Edge 822 / 2048 - Max activity : 0.109 phase= -95.082 deg, @ (135, 55, 2, 0)\n", "Edge 823 / 2048 - Max activity : 0.109 phase= 137.511 deg, @ (192, 73, 6, 0)\n", "Edge 824 / 2048 - Max activity : 0.109 phase= 78.039 deg, @ (162, 54, 1, 1)\n", "Edge 825 / 2048 - Max activity : 0.109 phase= 98.318 deg, @ (147, 102, 16, 3)\n", "Edge 826 / 2048 - Max activity : 0.109 phase= 7.835 deg, @ (81, 204, 20, 0)\n", "Edge 827 / 2048 - Max activity : 0.109 phase= 65.463 deg, @ (161, 146, 17, 2)\n", "Edge 828 / 2048 - Max activity : 0.109 phase= -137.208 deg, @ (120, 116, 10, 2)\n", "Edge 829 / 2048 - Max activity : 0.109 phase= 155.787 deg, @ (188, 49, 0, 1)\n", "Edge 830 / 2048 - Max activity : 0.109 phase= 52.904 deg, @ (185, 56, 1, 1)\n", "Edge 831 / 2048 - Max activity : 0.109 phase= 93.667 deg, @ (161, 98, 17, 0)\n", "Edge 832 / 2048 - Max activity : 0.108 phase= 26.039 deg, @ (203, 51, 17, 2)\n", "Edge 833 / 2048 - Max activity : 0.108 phase= 91.498 deg, @ (96, 179, 15, 1)\n", "Edge 834 / 2048 - Max activity : 0.108 phase= 156.596 deg, @ (80, 108, 17, 1)\n", "Edge 835 / 2048 - Max activity : 0.108 phase= -176.063 deg, @ (209, 83, 7, 1)\n", "Edge 836 / 2048 - Max activity : 0.108 phase= -75.274 deg, @ (141, 204, 21, 2)\n", "Edge 837 / 2048 - Max activity : 0.108 phase= -169.614 deg, @ (206, 126, 16, 1)\n", "Edge 838 / 2048 - Max activity : 0.107 phase= -69.677 deg, @ (89, 119, 19, 1)\n", "Edge 839 / 2048 - Max activity : 0.107 phase= 162.416 deg, @ (204, 81, 5, 1)\n", "Edge 840 / 2048 - Max activity : 0.107 phase= 111.016 deg, @ (75, 113, 6, 1)\n", "Edge 841 / 2048 - Max activity : 0.107 phase= -1.113 deg, @ (113, 135, 22, 3)\n", "Edge 842 / 2048 - Max activity : 0.107 phase= -103.084 deg, @ (106, 156, 15, 2)\n", "Edge 843 / 2048 - Max activity : 0.107 phase= 142.372 deg, @ (99, 198, 16, 4)\n", "Edge 844 / 2048 - Max activity : 0.107 phase= 89.560 deg, @ (127, 172, 13, 1)\n", "Edge 845 / 2048 - Max activity : 0.107 phase= -36.234 deg, @ (123, 63, 17, 1)\n", "Edge 846 / 2048 - Max activity : 0.107 phase= 64.211 deg, @ (89, 90, 17, 1)\n", "Edge 847 / 2048 - Max activity : 0.106 phase= 163.822 deg, @ (169, 166, 20, 1)\n", "Edge 848 / 2048 - Max activity : 0.106 phase= -36.162 deg, @ (141, 188, 23, 0)\n", "Edge 849 / 2048 - Max activity : 0.106 phase= 13.344 deg, @ (189, 44, 2, 1)\n", "Edge 850 / 2048 - Max activity : 0.106 phase= 112.721 deg, @ (105, 77, 19, 1)\n", "Edge 851 / 2048 - Max activity : 0.106 phase= -30.783 deg, @ (146, 41, 14, 1)\n", "Edge 852 / 2048 - Max activity : 0.106 phase= 76.851 deg, @ (174, 94, 1, 2)\n", "Edge 853 / 2048 - Max activity : 0.105 phase= 114.104 deg, @ (71, 208, 21, 0)\n", "Edge 854 / 2048 - Max activity : 0.105 phase= -58.982 deg, @ (180, 70, 10, 1)\n", "Edge 855 / 2048 - Max activity : 0.105 phase= 171.741 deg, @ (177, 110, 1, 5)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Edge 856 / 2048 - Max activity : 0.104 phase= 49.114 deg, @ (158, 57, 22, 1)\n", "Edge 857 / 2048 - Max activity : 0.104 phase= 148.933 deg, @ (132, 100, 22, 1)\n", "Edge 858 / 2048 - Max activity : 0.104 phase= 116.756 deg, @ (187, 71, 23, 0)\n", "Edge 859 / 2048 - Max activity : 0.104 phase= 171.471 deg, @ (140, 71, 1, 3)\n", "Edge 860 / 2048 - Max activity : 0.104 phase= -60.750 deg, @ (162, 177, 21, 3)\n", "Edge 861 / 2048 - Max activity : 0.104 phase= -68.527 deg, @ (46, 123, 15, 1)\n", "Edge 862 / 2048 - Max activity : 0.104 phase= -88.863 deg, @ (131, 81, 16, 1)\n", "Edge 863 / 2048 - Max activity : 0.104 phase= 95.937 deg, @ (156, 65, 22, 3)\n", "Edge 864 / 2048 - Max activity : 0.104 phase= -19.474 deg, @ (128, 141, 8, 1)\n", "Edge 865 / 2048 - Max activity : 0.104 phase= -81.908 deg, @ (159, 49, 21, 1)\n", "Edge 866 / 2048 - Max activity : 0.104 phase= 75.596 deg, @ (173, 158, 22, 1)\n", "Edge 867 / 2048 - Max activity : 0.106 phase= 75.653 deg, @ (160, 159, 20, 2)\n", "Edge 868 / 2048 - Max activity : 0.103 phase= -168.513 deg, @ (127, 103, 7, 1)\n", "Edge 869 / 2048 - Max activity : 0.103 phase= 137.560 deg, @ (133, 130, 2, 0)\n", "Edge 870 / 2048 - Max activity : 0.103 phase= -141.675 deg, @ (106, 64, 23, 1)\n", "Edge 871 / 2048 - Max activity : 0.103 phase= -35.600 deg, @ (96, 139, 14, 0)\n", "Edge 872 / 2048 - Max activity : 0.103 phase= 6.479 deg, @ (181, 78, 21, 0)\n", "Edge 873 / 2048 - Max activity : 0.103 phase= 82.961 deg, @ (164, 64, 5, 2)\n", "Edge 874 / 2048 - Max activity : 0.103 phase= -39.235 deg, @ (165, 47, 2, 1)\n", "Edge 875 / 2048 - Max activity : 0.103 phase= 55.138 deg, @ (171, 102, 1, 1)\n", "Edge 876 / 2048 - Max activity : 0.103 phase= -76.186 deg, @ (174, 77, 21, 5)\n", "Edge 877 / 2048 - Max activity : 0.103 phase= 16.599 deg, @ (153, 90, 22, 1)\n", "Edge 878 / 2048 - Max activity : 0.103 phase= -120.062 deg, @ (141, 194, 21, 1)\n", "Edge 879 / 2048 - Max activity : 0.103 phase= -158.378 deg, @ (63, 131, 15, 1)\n", "Edge 880 / 2048 - Max activity : 0.102 phase= -179.453 deg, @ (119, 81, 20, 3)\n", "Edge 881 / 2048 - Max activity : 0.102 phase= -173.822 deg, @ (207, 79, 18, 2)\n", "Edge 882 / 2048 - Max activity : 0.102 phase= -157.321 deg, @ (137, 81, 22, 0)\n", "Edge 883 / 2048 - Max activity : 0.102 phase= 178.069 deg, @ (132, 132, 9, 0)\n", "Edge 884 / 2048 - Max activity : 0.102 phase= -24.515 deg, @ (197, 80, 1, 0)\n", "Edge 885 / 2048 - Max activity : 0.102 phase= -11.191 deg, @ (184, 37, 0, 2)\n", "Edge 886 / 2048 - Max activity : 0.102 phase= 58.474 deg, @ (174, 48, 5, 2)\n", "Edge 887 / 2048 - Max activity : 0.101 phase= -33.452 deg, @ (230, 80, 1, 2)\n", "Edge 888 / 2048 - Max activity : 0.101 phase= 143.148 deg, @ (202, 189, 21, 2)\n", "Edge 889 / 2048 - Max activity : 0.101 phase= -148.909 deg, @ (208, 93, 23, 0)\n", "Edge 890 / 2048 - Max activity : 0.101 phase= 21.429 deg, @ (111, 114, 15, 2)\n", "Edge 891 / 2048 - Max activity : 0.102 phase= 29.086 deg, @ (125, 105, 17, 3)\n", "Edge 892 / 2048 - Max activity : 0.101 phase= -104.759 deg, @ (164, 153, 12, 4)\n", "Edge 893 / 2048 - Max activity : 0.101 phase= -13.070 deg, @ (102, 166, 23, 4)\n", "Edge 894 / 2048 - Max activity : 0.101 phase= -136.431 deg, @ (193, 55, 0, 1)\n", "Edge 895 / 2048 - Max activity : 0.101 phase= 33.349 deg, @ (91, 141, 9, 1)\n", "Edge 896 / 2048 - Max activity : 0.101 phase= -3.759 deg, @ (153, 85, 2, 0)\n", "Edge 897 / 2048 - Max activity : 0.101 phase= -58.210 deg, @ (94, 105, 14, 2)\n", "Edge 898 / 2048 - Max activity : 0.100 phase= -33.150 deg, @ (93, 169, 17, 4)\n", "Edge 899 / 2048 - Max activity : 0.100 phase= -39.650 deg, @ (199, 78, 16, 3)\n", "Edge 900 / 2048 - Max activity : 0.100 phase= 167.954 deg, @ (130, 67, 7, 1)\n", "Edge 901 / 2048 - Max activity : 0.100 phase= 25.668 deg, @ (112, 129, 3, 1)\n", "Edge 902 / 2048 - Max activity : 0.100 phase= 71.825 deg, @ (117, 93, 15, 1)\n", "Edge 903 / 2048 - Max activity : 0.100 phase= -57.430 deg, @ (202, 48, 4, 2)\n", "Edge 904 / 2048 - Max activity : 0.100 phase= 20.820 deg, @ (179, 52, 22, 0)\n", "Edge 905 / 2048 - Max activity : 0.100 phase= -150.219 deg, @ (176, 189, 1, 1)\n", "Edge 906 / 2048 - Max activity : 0.100 phase= 126.720 deg, @ (127, 169, 7, 4)\n", "Edge 907 / 2048 - Max activity : 0.099 phase= -158.181 deg, @ (171, 111, 1, 1)\n", "Edge 908 / 2048 - Max activity : 0.099 phase= -96.649 deg, @ (139, 167, 2, 1)\n", "Edge 909 / 2048 - Max activity : 0.099 phase= 67.495 deg, @ (86, 164, 10, 8)\n", "Edge 910 / 2048 - Max activity : 0.099 phase= -163.425 deg, @ (131, 123, 5, 4)\n", "Edge 911 / 2048 - Max activity : 0.099 phase= -2.969 deg, @ (129, 162, 14, 1)\n", "Edge 912 / 2048 - Max activity : 0.099 phase= 0.746 deg, @ (218, 49, 17, 1)\n", "Edge 913 / 2048 - Max activity : 0.098 phase= 15.518 deg, @ (195, 90, 22, 2)\n", "Edge 914 / 2048 - Max activity : 0.098 phase= -82.731 deg, @ (133, 58, 3, 3)\n", "Edge 915 / 2048 - Max activity : 0.098 phase= 49.105 deg, @ (67, 191, 15, 3)\n", "Edge 916 / 2048 - Max activity : 0.098 phase= 5.057 deg, @ (223, 97, 7, 1)\n", "Edge 917 / 2048 - Max activity : 0.098 phase= -71.869 deg, @ (166, 82, 18, 0)\n", "Edge 918 / 2048 - Max activity : 0.098 phase= -133.104 deg, @ (192, 66, 7, 1)\n", "Edge 919 / 2048 - Max activity : 0.098 phase= 38.166 deg, @ (78, 99, 17, 3)\n", "Edge 920 / 2048 - Max activity : 0.098 phase= -76.822 deg, @ (124, 112, 21, 1)\n", "Edge 921 / 2048 - Max activity : 0.098 phase= 78.492 deg, @ (184, 67, 15, 1)\n", "Edge 922 / 2048 - Max activity : 0.098 phase= 104.086 deg, @ (74, 96, 17, 0)\n", "Edge 923 / 2048 - Max activity : 0.097 phase= 161.365 deg, @ (125, 70, 11, 0)\n", "Edge 924 / 2048 - Max activity : 0.097 phase= 139.578 deg, @ (196, 204, 9, 4)\n", "Edge 925 / 2048 - Max activity : 0.097 phase= 3.774 deg, @ (176, 179, 22, 1)\n", "Edge 926 / 2048 - Max activity : 0.097 phase= 159.978 deg, @ (162, 144, 2, 2)\n", "Edge 927 / 2048 - Max activity : 0.097 phase= -28.705 deg, @ (133, 92, 3, 2)\n", "Edge 928 / 2048 - Max activity : 0.097 phase= 65.763 deg, @ (159, 69, 2, 0)\n", "Edge 929 / 2048 - Max activity : 0.097 phase= 175.022 deg, @ (132, 69, 18, 1)\n", "Edge 930 / 2048 - Max activity : 0.097 phase= 44.394 deg, @ (210, 105, 23, 2)\n", "Edge 931 / 2048 - Max activity : 0.097 phase= -56.479 deg, @ (90, 69, 2, 6)\n", "Edge 932 / 2048 - Max activity : 0.097 phase= 9.740 deg, @ (118, 126, 23, 1)\n", "Edge 933 / 2048 - Max activity : 0.096 phase= 17.619 deg, @ (140, 183, 1, 1)\n", "Edge 934 / 2048 - Max activity : 0.096 phase= -53.504 deg, @ (164, 60, 20, 1)\n", "Edge 935 / 2048 - Max activity : 0.096 phase= 160.318 deg, @ (150, 33, 23, 3)\n", "Edge 936 / 2048 - Max activity : 0.096 phase= 46.705 deg, @ (113, 56, 21, 1)\n", "Edge 937 / 2048 - Max activity : 0.096 phase= 134.791 deg, @ (96, 136, 20, 1)\n", "Edge 938 / 2048 - Max activity : 0.096 phase= 172.022 deg, @ (165, 99, 9, 1)\n", "Edge 939 / 2048 - Max activity : 0.096 phase= 130.027 deg, @ (134, 62, 10, 1)\n", "Edge 940 / 2048 - Max activity : 0.095 phase= -171.313 deg, @ (125, 106, 3, 0)\n", "Edge 941 / 2048 - Max activity : 0.095 phase= 148.519 deg, @ (102, 115, 0, 1)\n", "Edge 942 / 2048 - Max activity : 0.095 phase= 134.974 deg, @ (112, 111, 20, 0)\n", "Edge 943 / 2048 - Max activity : 0.095 phase= 55.160 deg, @ (144, 73, 7, 2)\n", "Edge 944 / 2048 - Max activity : 0.095 phase= -119.504 deg, @ (201, 223, 22, 2)\n", "Edge 945 / 2048 - Max activity : 0.095 phase= -169.858 deg, @ (133, 77, 19, 2)\n", "Edge 946 / 2048 - Max activity : 0.095 phase= -97.356 deg, @ (180, 154, 17, 1)\n", "Edge 947 / 2048 - Max activity : 0.095 phase= 110.692 deg, @ (65, 94, 16, 1)\n", "Edge 948 / 2048 - Max activity : 0.095 phase= -2.315 deg, @ (87, 119, 5, 1)\n", "Edge 949 / 2048 - Max activity : 0.095 phase= -113.444 deg, @ (65, 74, 15, 1)\n", "Edge 950 / 2048 - Max activity : 0.095 phase= -92.910 deg, @ (158, 69, 15, 3)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Edge 951 / 2048 - Max activity : 0.095 phase= 24.464 deg, @ (213, 64, 7, 1)\n", "Edge 952 / 2048 - Max activity : 0.094 phase= 14.554 deg, @ (87, 138, 14, 2)\n", "Edge 953 / 2048 - Max activity : 0.094 phase= 147.192 deg, @ (139, 131, 12, 3)\n", "Edge 954 / 2048 - Max activity : 0.094 phase= 72.940 deg, @ (181, 59, 6, 1)\n", "Edge 955 / 2048 - Max activity : 0.094 phase= 108.495 deg, @ (104, 85, 12, 1)\n", "Edge 956 / 2048 - Max activity : 0.094 phase= -69.483 deg, @ (87, 115, 11, 1)\n", "Edge 957 / 2048 - Max activity : 0.094 phase= 82.057 deg, @ (106, 178, 1, 0)\n", "Edge 958 / 2048 - Max activity : 0.094 phase= -19.406 deg, @ (127, 68, 1, 0)\n", "Edge 959 / 2048 - Max activity : 0.094 phase= -151.260 deg, @ (136, 51, 14, 1)\n", "Edge 960 / 2048 - Max activity : 0.094 phase= 155.895 deg, @ (113, 104, 19, 1)\n", "Edge 961 / 2048 - Max activity : 0.094 phase= -174.127 deg, @ (102, 123, 14, 1)\n", "Edge 962 / 2048 - Max activity : 0.094 phase= -110.279 deg, @ (104, 104, 2, 2)\n", "Edge 963 / 2048 - Max activity : 0.094 phase= 99.113 deg, @ (162, 77, 10, 1)\n", "Edge 964 / 2048 - Max activity : 0.094 phase= -27.550 deg, @ (40, 148, 1, 2)\n", "Edge 965 / 2048 - Max activity : 0.094 phase= -49.939 deg, @ (170, 81, 23, 1)\n", "Edge 966 / 2048 - Max activity : 0.094 phase= 80.619 deg, @ (114, 125, 18, 0)\n", "Edge 967 / 2048 - Max activity : 0.094 phase= 0.439 deg, @ (171, 68, 6, 1)\n", "Edge 968 / 2048 - Max activity : 0.094 phase= -74.895 deg, @ (183, 73, 6, 0)\n", "Edge 969 / 2048 - Max activity : 0.094 phase= 48.416 deg, @ (88, 137, 0, 0)\n", "Edge 970 / 2048 - Max activity : 0.094 phase= -40.303 deg, @ (96, 135, 8, 1)\n", "Edge 971 / 2048 - Max activity : 0.094 phase= 64.766 deg, @ (169, 43, 23, 2)\n", "Edge 972 / 2048 - Max activity : 0.094 phase= -106.656 deg, @ (176, 70, 20, 0)\n", "Edge 973 / 2048 - Max activity : 0.094 phase= -17.191 deg, @ (99, 171, 23, 1)\n", "Edge 974 / 2048 - Max activity : 0.093 phase= 115.989 deg, @ (125, 145, 5, 2)\n", "Edge 975 / 2048 - Max activity : 0.093 phase= -10.404 deg, @ (126, 96, 2, 1)\n", "Edge 976 / 2048 - Max activity : 0.093 phase= -64.775 deg, @ (173, 108, 21, 2)\n", "Edge 977 / 2048 - Max activity : 0.093 phase= -14.499 deg, @ (205, 184, 22, 0)\n", "Edge 978 / 2048 - Max activity : 0.093 phase= 98.702 deg, @ (196, 65, 0, 2)\n", "Edge 979 / 2048 - Max activity : 0.093 phase= -122.762 deg, @ (128, 112, 18, 0)\n", "Edge 980 / 2048 - Max activity : 0.093 phase= 154.027 deg, @ (54, 199, 12, 4)\n", "Edge 981 / 2048 - Max activity : 0.092 phase= -135.850 deg, @ (137, 159, 9, 0)\n", "Edge 982 / 2048 - Max activity : 0.092 phase= 167.920 deg, @ (199, 67, 13, 1)\n", "Edge 983 / 2048 - Max activity : 0.092 phase= -18.895 deg, @ (151, 184, 23, 0)\n", "Edge 984 / 2048 - Max activity : 0.092 phase= 25.445 deg, @ (111, 132, 20, 1)\n", "Edge 985 / 2048 - Max activity : 0.092 phase= 33.421 deg, @ (189, 154, 23, 4)\n", "Edge 986 / 2048 - Max activity : 0.092 phase= 116.433 deg, @ (163, 109, 23, 1)\n", "Edge 987 / 2048 - Max activity : 0.092 phase= -151.022 deg, @ (173, 225, 21, 6)\n", "Edge 988 / 2048 - Max activity : 0.092 phase= 34.012 deg, @ (65, 168, 0, 2)\n", "Edge 989 / 2048 - Max activity : 0.092 phase= 131.871 deg, @ (127, 104, 11, 2)\n", "Edge 990 / 2048 - Max activity : 0.092 phase= -117.657 deg, @ (162, 193, 20, 4)\n", "Edge 991 / 2048 - Max activity : 0.092 phase= -26.925 deg, @ (231, 86, 23, 1)\n", "Edge 992 / 2048 - Max activity : 0.091 phase= -172.101 deg, @ (87, 153, 16, 1)\n", "Edge 993 / 2048 - Max activity : 0.091 phase= -23.075 deg, @ (135, 188, 20, 2)\n", "Edge 994 / 2048 - Max activity : 0.091 phase= 70.083 deg, @ (86, 203, 17, 2)\n", "Edge 995 / 2048 - Max activity : 0.091 phase= 160.848 deg, @ (100, 168, 10, 2)\n", "Edge 996 / 2048 - Max activity : 0.091 phase= -88.864 deg, @ (65, 168, 7, 2)\n", "Edge 997 / 2048 - Max activity : 0.091 phase= 138.561 deg, @ (71, 62, 20, 1)\n", "Edge 998 / 2048 - Max activity : 0.091 phase= -77.842 deg, @ (164, 93, 19, 1)\n", "Edge 999 / 2048 - Max activity : 0.091 phase= 73.799 deg, @ (146, 84, 10, 2)\n", "Edge 1000 / 2048 - Max activity : 0.091 phase= -101.973 deg, @ (135, 111, 14, 2)\n", "Edge 1001 / 2048 - Max activity : 0.091 phase= 41.092 deg, @ (69, 84, 16, 2)\n", "Edge 1002 / 2048 - Max activity : 0.091 phase= 178.201 deg, @ (131, 142, 13, 1)\n", "Edge 1003 / 2048 - Max activity : 0.091 phase= -81.449 deg, @ (103, 69, 6, 1)\n", "Edge 1004 / 2048 - Max activity : 0.091 phase= 10.522 deg, @ (134, 92, 15, 2)\n", "Edge 1005 / 2048 - Max activity : 0.091 phase= 111.891 deg, @ (174, 133, 15, 2)\n", "Edge 1006 / 2048 - Max activity : 0.091 phase= 154.309 deg, @ (133, 144, 3, 0)\n", "Edge 1007 / 2048 - Max activity : 0.090 phase= -98.211 deg, @ (210, 177, 3, 1)\n", "Edge 1008 / 2048 - Max activity : 0.090 phase= 61.678 deg, @ (118, 115, 6, 1)\n", "Edge 1009 / 2048 - Max activity : 0.090 phase= 176.105 deg, @ (102, 104, 9, 2)\n", "Edge 1010 / 2048 - Max activity : 0.090 phase= 85.278 deg, @ (100, 128, 10, 2)\n", "Edge 1011 / 2048 - Max activity : 0.090 phase= 16.649 deg, @ (92, 57, 1, 1)\n", "Edge 1012 / 2048 - Max activity : 0.090 phase= 135.282 deg, @ (91, 113, 5, 2)\n", "Edge 1013 / 2048 - Max activity : 0.090 phase= -18.270 deg, @ (126, 79, 7, 1)\n", "Edge 1014 / 2048 - Max activity : 0.090 phase= -54.192 deg, @ (162, 80, 3, 1)\n", "Edge 1015 / 2048 - Max activity : 0.090 phase= 150.615 deg, @ (182, 72, 2, 1)\n", "Edge 1016 / 2048 - Max activity : 0.090 phase= -128.973 deg, @ (60, 111, 15, 1)\n", "Edge 1017 / 2048 - Max activity : 0.089 phase= -13.745 deg, @ (105, 92, 18, 1)\n", "Edge 1018 / 2048 - Max activity : 0.089 phase= 119.322 deg, @ (158, 86, 17, 1)\n", "Edge 1019 / 2048 - Max activity : 0.089 phase= -83.104 deg, @ (133, 139, 0, 3)\n", "Edge 1020 / 2048 - Max activity : 0.089 phase= 84.701 deg, @ (92, 123, 23, 2)\n", "Edge 1021 / 2048 - Max activity : 0.089 phase= -158.410 deg, @ (58, 208, 3, 1)\n", "Edge 1022 / 2048 - Max activity : 0.089 phase= -89.671 deg, @ (182, 106, 1, 1)\n", "Edge 1023 / 2048 - Max activity : 0.089 phase= -167.072 deg, @ (142, 70, 21, 1)\n", "Edge 1024 / 2048 - Max activity : 0.088 phase= -20.272 deg, @ (119, 132, 17, 2)\n", "Edge 1025 / 2048 - Max activity : 0.089 phase= 111.295 deg, @ (111, 146, 17, 1)\n", "Edge 1026 / 2048 - Max activity : 0.088 phase= 86.801 deg, @ (161, 73, 18, 1)\n", "Edge 1027 / 2048 - Max activity : 0.088 phase= 99.230 deg, @ (67, 100, 5, 0)\n", "Edge 1028 / 2048 - Max activity : 0.088 phase= -49.530 deg, @ (192, 76, 13, 2)\n", "Edge 1029 / 2048 - Max activity : 0.088 phase= -26.323 deg, @ (142, 80, 16, 0)\n", "Edge 1030 / 2048 - Max activity : 0.088 phase= -14.202 deg, @ (162, 146, 6, 1)\n", "Edge 1031 / 2048 - Max activity : 0.088 phase= 80.106 deg, @ (178, 161, 19, 0)\n", "Edge 1032 / 2048 - Max activity : 0.088 phase= 170.096 deg, @ (149, 56, 7, 2)\n", "Edge 1033 / 2048 - Max activity : 0.088 phase= -99.655 deg, @ (139, 87, 21, 1)\n", "Edge 1034 / 2048 - Max activity : 0.088 phase= 21.739 deg, @ (213, 79, 0, 4)\n", "Edge 1035 / 2048 - Max activity : 0.088 phase= 120.167 deg, @ (213, 98, 23, 1)\n", "Edge 1036 / 2048 - Max activity : 0.087 phase= -25.555 deg, @ (120, 87, 3, 1)\n", "Edge 1037 / 2048 - Max activity : 0.087 phase= -43.279 deg, @ (137, 139, 8, 1)\n", "Edge 1038 / 2048 - Max activity : 0.087 phase= 157.685 deg, @ (158, 101, 21, 1)\n", "Edge 1039 / 2048 - Max activity : 0.087 phase= 26.513 deg, @ (172, 95, 17, 2)\n", "Edge 1040 / 2048 - Max activity : 0.087 phase= 122.764 deg, @ (185, 82, 18, 6)\n", "Edge 1041 / 2048 - Max activity : 0.087 phase= 84.733 deg, @ (225, 72, 4, 0)\n", "Edge 1042 / 2048 - Max activity : 0.087 phase= -130.074 deg, @ (152, 45, 0, 1)\n", "Edge 1043 / 2048 - Max activity : 0.087 phase= -173.179 deg, @ (160, 97, 2, 1)\n", "Edge 1044 / 2048 - Max activity : 0.087 phase= 10.506 deg, @ (30, 84, 13, 2)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Edge 1045 / 2048 - Max activity : 0.087 phase= -18.948 deg, @ (221, 88, 4, 1)\n", "Edge 1046 / 2048 - Max activity : 0.087 phase= 116.945 deg, @ (154, 46, 19, 1)\n", "Edge 1047 / 2048 - Max activity : 0.087 phase= -126.618 deg, @ (114, 213, 20, 2)\n", "Edge 1048 / 2048 - Max activity : 0.087 phase= -37.325 deg, @ (201, 168, 6, 1)\n", "Edge 1049 / 2048 - Max activity : 0.086 phase= 118.459 deg, @ (198, 69, 20, 2)\n", "Edge 1050 / 2048 - Max activity : 0.086 phase= -122.261 deg, @ (133, 165, 23, 3)\n", "Edge 1051 / 2048 - Max activity : 0.086 phase= 52.426 deg, @ (207, 110, 0, 1)\n", "Edge 1052 / 2048 - Max activity : 0.086 phase= 70.918 deg, @ (151, 55, 15, 3)\n", "Edge 1053 / 2048 - Max activity : 0.086 phase= -78.699 deg, @ (144, 54, 11, 1)\n", "Edge 1054 / 2048 - Max activity : 0.086 phase= -33.903 deg, @ (180, 63, 2, 0)\n", "Edge 1055 / 2048 - Max activity : 0.086 phase= -67.238 deg, @ (101, 168, 14, 1)\n", "Edge 1056 / 2048 - Max activity : 0.086 phase= -147.274 deg, @ (68, 118, 5, 1)\n", "Edge 1057 / 2048 - Max activity : 0.086 phase= -135.082 deg, @ (55, 202, 10, 1)\n", "Edge 1058 / 2048 - Max activity : 0.086 phase= -132.276 deg, @ (171, 226, 22, 3)\n", "Edge 1059 / 2048 - Max activity : 0.086 phase= -121.161 deg, @ (162, 66, 21, 1)\n", "Edge 1060 / 2048 - Max activity : 0.086 phase= 161.402 deg, @ (118, 69, 15, 1)\n", "Edge 1061 / 2048 - Max activity : 0.086 phase= 54.894 deg, @ (219, 68, 0, 1)\n", "Edge 1062 / 2048 - Max activity : 0.085 phase= 48.267 deg, @ (56, 161, 6, 1)\n", "Edge 1063 / 2048 - Max activity : 0.085 phase= 120.528 deg, @ (107, 180, 6, 1)\n", "Edge 1064 / 2048 - Max activity : 0.085 phase= -89.065 deg, @ (215, 119, 23, 1)\n", "Edge 1065 / 2048 - Max activity : 0.085 phase= -26.926 deg, @ (156, 200, 21, 2)\n", "Edge 1066 / 2048 - Max activity : 0.085 phase= -91.470 deg, @ (190, 43, 20, 1)\n", "Edge 1067 / 2048 - Max activity : 0.085 phase= -2.820 deg, @ (117, 97, 20, 0)\n", "Edge 1068 / 2048 - Max activity : 0.085 phase= 106.573 deg, @ (52, 211, 18, 3)\n", "Edge 1069 / 2048 - Max activity : 0.085 phase= 150.125 deg, @ (72, 32, 23, 4)\n", "Edge 1070 / 2048 - Max activity : 0.085 phase= -107.797 deg, @ (193, 183, 0, 1)\n", "Edge 1071 / 2048 - Max activity : 0.085 phase= -138.368 deg, @ (133, 93, 0, 1)\n", "Edge 1072 / 2048 - Max activity : 0.085 phase= -167.909 deg, @ (125, 101, 3, 2)\n", "Edge 1073 / 2048 - Max activity : 0.085 phase= -15.924 deg, @ (233, 82, 14, 1)\n", "Edge 1074 / 2048 - Max activity : 0.085 phase= 125.617 deg, @ (86, 144, 1, 2)\n", "Edge 1075 / 2048 - Max activity : 0.085 phase= 142.518 deg, @ (74, 55, 22, 3)\n", "Edge 1076 / 2048 - Max activity : 0.085 phase= -151.250 deg, @ (92, 198, 22, 1)\n", "Edge 1077 / 2048 - Max activity : 0.085 phase= 110.823 deg, @ (121, 65, 0, 0)\n", "Edge 1078 / 2048 - Max activity : 0.085 phase= -108.501 deg, @ (181, 85, 20, 3)\n", "Edge 1079 / 2048 - Max activity : 0.085 phase= 104.724 deg, @ (120, 109, 13, 0)\n", "Edge 1080 / 2048 - Max activity : 0.084 phase= -23.905 deg, @ (100, 139, 17, 1)\n", "Edge 1081 / 2048 - Max activity : 0.084 phase= 9.370 deg, @ (57, 116, 6, 2)\n", "Edge 1082 / 2048 - Max activity : 0.084 phase= -156.178 deg, @ (65, 114, 15, 1)\n", "Edge 1083 / 2048 - Max activity : 0.084 phase= -73.195 deg, @ (234, 185, 1, 1)\n", "Edge 1084 / 2048 - Max activity : 0.084 phase= 86.568 deg, @ (216, 179, 23, 4)\n", "Edge 1085 / 2048 - Max activity : 0.084 phase= -171.579 deg, @ (139, 163, 12, 1)\n", "Edge 1086 / 2048 - Max activity : 0.084 phase= 86.434 deg, @ (58, 191, 17, 1)\n", "Edge 1087 / 2048 - Max activity : 0.084 phase= 29.463 deg, @ (150, 61, 1, 0)\n", "Edge 1088 / 2048 - Max activity : 0.083 phase= 30.841 deg, @ (127, 132, 11, 1)\n", "Edge 1089 / 2048 - Max activity : 0.083 phase= -9.692 deg, @ (132, 158, 19, 1)\n", "Edge 1090 / 2048 - Max activity : 0.083 phase= -133.933 deg, @ (144, 238, 17, 3)\n", "Edge 1091 / 2048 - Max activity : 0.083 phase= -171.844 deg, @ (148, 65, 14, 0)\n", "Edge 1092 / 2048 - Max activity : 0.083 phase= -97.119 deg, @ (226, 86, 9, 3)\n", "Edge 1093 / 2048 - Max activity : 0.083 phase= 88.126 deg, @ (135, 82, 14, 0)\n", "Edge 1094 / 2048 - Max activity : 0.083 phase= 37.782 deg, @ (173, 92, 20, 0)\n", "Edge 1095 / 2048 - Max activity : 0.083 phase= 60.539 deg, @ (137, 50, 8, 2)\n", "Edge 1096 / 2048 - Max activity : 0.083 phase= 165.754 deg, @ (139, 108, 19, 0)\n", "Edge 1097 / 2048 - Max activity : 0.083 phase= 70.045 deg, @ (161, 145, 13, 2)\n", "Edge 1098 / 2048 - Max activity : 0.083 phase= 23.929 deg, @ (105, 102, 21, 1)\n", "Edge 1099 / 2048 - Max activity : 0.083 phase= 21.212 deg, @ (138, 131, 23, 0)\n", "Edge 1100 / 2048 - Max activity : 0.083 phase= -156.638 deg, @ (163, 48, 6, 1)\n", "Edge 1101 / 2048 - Max activity : 0.083 phase= 162.042 deg, @ (221, 128, 3, 8)\n", "Edge 1102 / 2048 - Max activity : 0.083 phase= -152.591 deg, @ (76, 144, 5, 2)\n", "Edge 1103 / 2048 - Max activity : 0.083 phase= 48.343 deg, @ (93, 129, 0, 0)\n", "Edge 1104 / 2048 - Max activity : 0.083 phase= 50.077 deg, @ (145, 75, 3, 1)\n", "Edge 1105 / 2048 - Max activity : 0.083 phase= 168.703 deg, @ (117, 107, 0, 2)\n", "Edge 1106 / 2048 - Max activity : 0.083 phase= -159.513 deg, @ (194, 158, 3, 3)\n", "Edge 1107 / 2048 - Max activity : 0.083 phase= -82.843 deg, @ (160, 182, 23, 0)\n", "Edge 1108 / 2048 - Max activity : 0.083 phase= -74.391 deg, @ (151, 58, 17, 1)\n", "Edge 1109 / 2048 - Max activity : 0.082 phase= -101.269 deg, @ (193, 190, 22, 0)\n", "Edge 1110 / 2048 - Max activity : 0.082 phase= 86.772 deg, @ (108, 90, 12, 1)\n", "Edge 1111 / 2048 - Max activity : 0.082 phase= 66.699 deg, @ (118, 67, 21, 3)\n", "Edge 1112 / 2048 - Max activity : 0.082 phase= -96.496 deg, @ (68, 230, 19, 2)\n", "Edge 1113 / 2048 - Max activity : 0.082 phase= 124.085 deg, @ (197, 117, 1, 2)\n", "Edge 1114 / 2048 - Max activity : 0.082 phase= 46.689 deg, @ (108, 91, 22, 0)\n", "Edge 1115 / 2048 - Max activity : 0.082 phase= -128.656 deg, @ (127, 141, 15, 4)\n", "Edge 1116 / 2048 - Max activity : 0.082 phase= 126.399 deg, @ (170, 81, 8, 3)\n", "Edge 1117 / 2048 - Max activity : 0.082 phase= 10.903 deg, @ (65, 205, 21, 3)\n", "Edge 1118 / 2048 - Max activity : 0.082 phase= -33.116 deg, @ (73, 104, 16, 1)\n", "Edge 1119 / 2048 - Max activity : 0.082 phase= 160.053 deg, @ (136, 76, 3, 0)\n", "Edge 1120 / 2048 - Max activity : 0.081 phase= 178.694 deg, @ (106, 124, 1, 1)\n", "Edge 1121 / 2048 - Max activity : 0.081 phase= 153.153 deg, @ (158, 96, 7, 1)\n", "Edge 1122 / 2048 - Max activity : 0.081 phase= 178.438 deg, @ (213, 82, 16, 2)\n", "Edge 1123 / 2048 - Max activity : 0.081 phase= 35.215 deg, @ (83, 97, 16, 1)\n", "Edge 1124 / 2048 - Max activity : 0.081 phase= -162.955 deg, @ (216, 91, 8, 2)\n", "Edge 1125 / 2048 - Max activity : 0.081 phase= 91.292 deg, @ (79, 157, 16, 3)\n", "Edge 1126 / 2048 - Max activity : 0.081 phase= 2.633 deg, @ (175, 151, 9, 1)\n", "Edge 1127 / 2048 - Max activity : 0.081 phase= 134.489 deg, @ (114, 120, 20, 0)\n", "Edge 1128 / 2048 - Max activity : 0.081 phase= -157.249 deg, @ (97, 116, 17, 1)\n", "Edge 1129 / 2048 - Max activity : 0.081 phase= 44.770 deg, @ (121, 133, 13, 1)\n", "Edge 1130 / 2048 - Max activity : 0.081 phase= -61.338 deg, @ (201, 81, 12, 1)\n", "Edge 1131 / 2048 - Max activity : 0.081 phase= 24.914 deg, @ (153, 50, 6, 1)\n", "Edge 1132 / 2048 - Max activity : 0.081 phase= 47.941 deg, @ (110, 172, 0, 1)\n", "Edge 1133 / 2048 - Max activity : 0.081 phase= -129.105 deg, @ (196, 83, 5, 0)\n", "Edge 1134 / 2048 - Max activity : 0.081 phase= -142.601 deg, @ (142, 64, 6, 1)\n", "Edge 1135 / 2048 - Max activity : 0.081 phase= 39.815 deg, @ (90, 79, 18, 1)\n", "Edge 1136 / 2048 - Max activity : 0.081 phase= -13.511 deg, @ (186, 54, 3, 1)\n", "Edge 1137 / 2048 - Max activity : 0.081 phase= -161.820 deg, @ (127, 134, 0, 1)\n", "Edge 1138 / 2048 - Max activity : 0.080 phase= -115.408 deg, @ (168, 93, 3, 1)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Edge 1139 / 2048 - Max activity : 0.080 phase= 86.627 deg, @ (80, 109, 5, 0)\n", "Edge 1140 / 2048 - Max activity : 0.080 phase= 127.028 deg, @ (135, 57, 16, 0)\n", "Edge 1141 / 2048 - Max activity : 0.080 phase= 47.899 deg, @ (132, 168, 0, 1)\n", "Edge 1142 / 2048 - Max activity : 0.080 phase= -101.547 deg, @ (164, 75, 5, 1)\n", "Edge 1143 / 2048 - Max activity : 0.080 phase= 11.006 deg, @ (153, 42, 14, 1)\n", "Edge 1144 / 2048 - Max activity : 0.080 phase= -87.627 deg, @ (101, 72, 11, 1)\n", "Edge 1145 / 2048 - Max activity : 0.080 phase= -133.116 deg, @ (176, 74, 13, 1)\n", "Edge 1146 / 2048 - Max activity : 0.080 phase= -33.395 deg, @ (202, 51, 14, 1)\n", "Edge 1147 / 2048 - Max activity : 0.080 phase= -140.556 deg, @ (134, 173, 17, 6)\n", "Edge 1148 / 2048 - Max activity : 0.080 phase= -163.008 deg, @ (149, 51, 13, 0)\n", "Edge 1149 / 2048 - Max activity : 0.080 phase= -154.055 deg, @ (213, 58, 23, 1)\n", "Edge 1150 / 2048 - Max activity : 0.080 phase= 69.598 deg, @ (94, 126, 13, 1)\n", "Edge 1151 / 2048 - Max activity : 0.080 phase= -39.663 deg, @ (116, 96, 23, 2)\n", "Edge 1152 / 2048 - Max activity : 0.079 phase= 21.259 deg, @ (176, 173, 19, 2)\n", "Edge 1153 / 2048 - Max activity : 0.079 phase= 93.271 deg, @ (150, 85, 21, 0)\n", "Edge 1154 / 2048 - Max activity : 0.079 phase= 147.299 deg, @ (186, 126, 12, 7)\n", "Edge 1155 / 2048 - Max activity : 0.079 phase= -81.281 deg, @ (165, 87, 18, 1)\n", "Edge 1156 / 2048 - Max activity : 0.079 phase= -175.333 deg, @ (162, 155, 3, 3)\n", "Edge 1157 / 2048 - Max activity : 0.079 phase= 47.756 deg, @ (120, 195, 20, 2)\n", "Edge 1158 / 2048 - Max activity : 0.079 phase= -156.626 deg, @ (57, 165, 3, 5)\n", "Edge 1159 / 2048 - Max activity : 0.079 phase= 104.083 deg, @ (136, 135, 16, 0)\n", "Edge 1160 / 2048 - Max activity : 0.079 phase= 70.318 deg, @ (172, 84, 1, 4)\n", "Edge 1161 / 2048 - Max activity : 0.079 phase= -15.863 deg, @ (96, 180, 6, 2)\n", "Edge 1162 / 2048 - Max activity : 0.079 phase= 53.139 deg, @ (160, 194, 1, 3)\n", "Edge 1163 / 2048 - Max activity : 0.079 phase= 25.273 deg, @ (222, 97, 13, 1)\n", "Edge 1164 / 2048 - Max activity : 0.079 phase= -86.244 deg, @ (120, 70, 9, 2)\n", "Edge 1165 / 2048 - Max activity : 0.079 phase= -126.278 deg, @ (129, 58, 22, 1)\n", "Edge 1166 / 2048 - Max activity : 0.079 phase= 16.208 deg, @ (199, 47, 21, 1)\n", "Edge 1167 / 2048 - Max activity : 0.079 phase= 46.188 deg, @ (143, 64, 15, 1)\n", "Edge 1168 / 2048 - Max activity : 0.079 phase= 91.025 deg, @ (157, 85, 14, 4)\n", "Edge 1169 / 2048 - Max activity : 0.078 phase= -161.959 deg, @ (189, 69, 2, 0)\n", "Edge 1170 / 2048 - Max activity : 0.078 phase= 118.475 deg, @ (124, 181, 20, 3)\n", "Edge 1171 / 2048 - Max activity : 0.078 phase= -129.849 deg, @ (205, 34, 22, 0)\n", "Edge 1172 / 2048 - Max activity : 0.078 phase= -162.088 deg, @ (230, 85, 7, 1)\n", "Edge 1173 / 2048 - Max activity : 0.078 phase= -112.236 deg, @ (93, 109, 21, 2)\n", "Edge 1174 / 2048 - Max activity : 0.078 phase= -117.473 deg, @ (98, 101, 5, 1)\n", "Edge 1175 / 2048 - Max activity : 0.078 phase= 46.052 deg, @ (105, 91, 17, 4)\n", "Edge 1176 / 2048 - Max activity : 0.079 phase= -76.729 deg, @ (128, 61, 14, 4)\n", "Edge 1177 / 2048 - Max activity : 0.078 phase= 166.047 deg, @ (110, 82, 5, 2)\n", "Edge 1178 / 2048 - Max activity : 0.078 phase= -7.073 deg, @ (178, 84, 15, 1)\n", "Edge 1179 / 2048 - Max activity : 0.078 phase= -77.050 deg, @ (184, 185, 23, 0)\n", "Edge 1180 / 2048 - Max activity : 0.078 phase= 7.492 deg, @ (201, 52, 19, 0)\n", "Edge 1181 / 2048 - Max activity : 0.078 phase= -101.649 deg, @ (125, 175, 9, 2)\n", "Edge 1182 / 2048 - Max activity : 0.078 phase= 143.578 deg, @ (127, 64, 4, 1)\n", "Edge 1183 / 2048 - Max activity : 0.078 phase= 74.001 deg, @ (174, 132, 19, 2)\n", "Edge 1184 / 2048 - Max activity : 0.077 phase= 114.289 deg, @ (66, 148, 15, 2)\n", "Edge 1185 / 2048 - Max activity : 0.077 phase= -101.055 deg, @ (182, 112, 0, 1)\n", "Edge 1186 / 2048 - Max activity : 0.077 phase= -172.623 deg, @ (130, 146, 1, 2)\n", "Edge 1187 / 2048 - Max activity : 0.077 phase= 44.295 deg, @ (170, 75, 23, 1)\n", "Edge 1188 / 2048 - Max activity : 0.077 phase= -9.736 deg, @ (88, 126, 8, 0)\n", "Edge 1189 / 2048 - Max activity : 0.077 phase= -168.785 deg, @ (146, 83, 15, 1)\n", "Edge 1190 / 2048 - Max activity : 0.077 phase= 142.346 deg, @ (187, 79, 23, 0)\n", "Edge 1191 / 2048 - Max activity : 0.077 phase= -57.366 deg, @ (195, 125, 14, 4)\n", "Edge 1192 / 2048 - Max activity : 0.077 phase= -94.972 deg, @ (118, 130, 5, 1)\n", "Edge 1193 / 2048 - Max activity : 0.077 phase= 2.525 deg, @ (76, 116, 16, 1)\n", "Edge 1194 / 2048 - Max activity : 0.077 phase= 138.073 deg, @ (85, 198, 13, 2)\n", "Edge 1195 / 2048 - Max activity : 0.077 phase= 55.260 deg, @ (167, 93, 11, 2)\n", "Edge 1196 / 2048 - Max activity : 0.077 phase= 140.407 deg, @ (52, 156, 1, 3)\n", "Edge 1197 / 2048 - Max activity : 0.077 phase= -80.923 deg, @ (147, 118, 22, 9)\n", "Edge 1198 / 2048 - Max activity : 0.077 phase= -112.726 deg, @ (113, 83, 10, 1)\n", "Edge 1199 / 2048 - Max activity : 0.077 phase= -12.340 deg, @ (58, 107, 14, 3)\n", "Edge 1200 / 2048 - Max activity : 0.076 phase= -45.871 deg, @ (98, 221, 20, 3)\n", "Edge 1201 / 2048 - Max activity : 0.076 phase= 33.060 deg, @ (225, 86, 22, 0)\n", "Edge 1202 / 2048 - Max activity : 0.076 phase= -134.337 deg, @ (131, 106, 18, 0)\n", "Edge 1203 / 2048 - Max activity : 0.076 phase= 125.098 deg, @ (223, 84, 17, 3)\n", "Edge 1204 / 2048 - Max activity : 0.076 phase= -149.294 deg, @ (120, 190, 1, 4)\n", "Edge 1205 / 2048 - Max activity : 0.076 phase= -173.881 deg, @ (192, 75, 17, 1)\n", "Edge 1206 / 2048 - Max activity : 0.076 phase= 110.591 deg, @ (78, 135, 15, 1)\n", "Edge 1207 / 2048 - Max activity : 0.076 phase= -31.932 deg, @ (240, 80, 6, 1)\n", "Edge 1208 / 2048 - Max activity : 0.076 phase= -143.033 deg, @ (74, 61, 0, 0)\n", "Edge 1209 / 2048 - Max activity : 0.076 phase= -144.829 deg, @ (189, 119, 5, 4)\n", "Edge 1210 / 2048 - Max activity : 0.078 phase= -114.897 deg, @ (175, 133, 3, 4)\n", "Edge 1211 / 2048 - Max activity : 0.076 phase= -10.975 deg, @ (154, 90, 3, 4)\n", "Edge 1212 / 2048 - Max activity : 0.076 phase= -49.268 deg, @ (153, 64, 11, 3)\n", "Edge 1213 / 2048 - Max activity : 0.076 phase= -153.000 deg, @ (109, 185, 18, 2)\n", "Edge 1214 / 2048 - Max activity : 0.076 phase= 163.201 deg, @ (152, 79, 12, 0)\n", "Edge 1215 / 2048 - Max activity : 0.076 phase= -48.943 deg, @ (135, 135, 20, 3)\n", "Edge 1216 / 2048 - Max activity : 0.076 phase= 35.694 deg, @ (103, 149, 19, 3)\n", "Edge 1217 / 2048 - Max activity : 0.076 phase= 159.288 deg, @ (224, 183, 22, 1)\n", "Edge 1218 / 2048 - Max activity : 0.075 phase= -113.771 deg, @ (140, 142, 12, 1)\n", "Edge 1219 / 2048 - Max activity : 0.075 phase= 134.942 deg, @ (59, 109, 2, 1)\n", "Edge 1220 / 2048 - Max activity : 0.075 phase= 134.710 deg, @ (152, 101, 20, 0)\n", "Edge 1221 / 2048 - Max activity : 0.075 phase= 144.022 deg, @ (140, 127, 8, 2)\n", "Edge 1222 / 2048 - Max activity : 0.075 phase= 126.054 deg, @ (173, 67, 2, 0)\n", "Edge 1223 / 2048 - Max activity : 0.075 phase= 89.701 deg, @ (172, 84, 17, 0)\n", "Edge 1224 / 2048 - Max activity : 0.075 phase= -166.847 deg, @ (86, 58, 23, 0)\n", "Edge 1225 / 2048 - Max activity : 0.075 phase= 18.963 deg, @ (136, 95, 18, 1)\n", "Edge 1226 / 2048 - Max activity : 0.075 phase= -23.481 deg, @ (174, 163, 16, 3)\n", "Edge 1227 / 2048 - Max activity : 0.075 phase= -64.447 deg, @ (145, 62, 21, 1)\n", "Edge 1228 / 2048 - Max activity : 0.075 phase= -56.248 deg, @ (233, 74, 7, 3)\n", "Edge 1229 / 2048 - Max activity : 0.075 phase= 173.777 deg, @ (98, 108, 13, 3)\n", "Edge 1230 / 2048 - Max activity : 0.075 phase= 91.923 deg, @ (156, 39, 8, 1)\n", "Edge 1231 / 2048 - Max activity : 0.075 phase= 161.137 deg, @ (132, 125, 15, 2)\n", "Edge 1232 / 2048 - Max activity : 0.075 phase= 0.534 deg, @ (76, 130, 6, 1)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Edge 1233 / 2048 - Max activity : 0.075 phase= 99.560 deg, @ (88, 119, 0, 4)\n", "Edge 1234 / 2048 - Max activity : 0.074 phase= 126.703 deg, @ (225, 116, 22, 2)\n", "Edge 1235 / 2048 - Max activity : 0.074 phase= 25.082 deg, @ (135, 159, 13, 1)\n", "Edge 1236 / 2048 - Max activity : 0.074 phase= -120.775 deg, @ (124, 175, 4, 2)\n", "Edge 1237 / 2048 - Max activity : 0.074 phase= -7.253 deg, @ (205, 86, 18, 1)\n", "Edge 1238 / 2048 - Max activity : 0.074 phase= 98.834 deg, @ (137, 82, 4, 1)\n", "Edge 1239 / 2048 - Max activity : 0.074 phase= -101.860 deg, @ (187, 78, 9, 0)\n", "Edge 1240 / 2048 - Max activity : 0.074 phase= 109.327 deg, @ (105, 131, 9, 1)\n", "Edge 1241 / 2048 - Max activity : 0.074 phase= -99.251 deg, @ (119, 85, 11, 1)\n", "Edge 1242 / 2048 - Max activity : 0.074 phase= 147.647 deg, @ (168, 50, 22, 1)\n", "Edge 1243 / 2048 - Max activity : 0.074 phase= -158.274 deg, @ (188, 169, 21, 1)\n", "Edge 1244 / 2048 - Max activity : 0.074 phase= 124.003 deg, @ (210, 76, 22, 0)\n", "Edge 1245 / 2048 - Max activity : 0.074 phase= -0.470 deg, @ (215, 112, 21, 2)\n", "Edge 1246 / 2048 - Max activity : 0.074 phase= 28.632 deg, @ (140, 45, 4, 1)\n", "Edge 1247 / 2048 - Max activity : 0.074 phase= 8.805 deg, @ (192, 36, 18, 2)\n", "Edge 1248 / 2048 - Max activity : 0.074 phase= -64.289 deg, @ (174, 190, 20, 1)\n", "Edge 1249 / 2048 - Max activity : 0.073 phase= -15.989 deg, @ (218, 72, 23, 1)\n", "Edge 1250 / 2048 - Max activity : 0.073 phase= -165.762 deg, @ (136, 168, 19, 0)\n", "Edge 1251 / 2048 - Max activity : 0.073 phase= -23.389 deg, @ (130, 99, 7, 1)\n", "Edge 1252 / 2048 - Max activity : 0.073 phase= -13.409 deg, @ (186, 60, 4, 1)\n", "Edge 1253 / 2048 - Max activity : 0.073 phase= -132.629 deg, @ (165, 66, 1, 0)\n", "Edge 1254 / 2048 - Max activity : 0.073 phase= 155.261 deg, @ (59, 198, 15, 1)\n", "Edge 1255 / 2048 - Max activity : 0.073 phase= 123.471 deg, @ (238, 107, 17, 4)\n", "Edge 1256 / 2048 - Max activity : 0.073 phase= -153.617 deg, @ (118, 185, 23, 0)\n", "Edge 1257 / 2048 - Max activity : 0.073 phase= 85.381 deg, @ (103, 97, 13, 0)\n", "Edge 1258 / 2048 - Max activity : 0.073 phase= -128.011 deg, @ (87, 74, 0, 3)\n", "Edge 1259 / 2048 - Max activity : 0.073 phase= -94.470 deg, @ (200, 63, 10, 0)\n", "Edge 1260 / 2048 - Max activity : 0.073 phase= 134.585 deg, @ (90, 133, 20, 2)\n", "Edge 1261 / 2048 - Max activity : 0.074 phase= -134.178 deg, @ (95, 138, 17, 4)\n", "Edge 1262 / 2048 - Max activity : 0.073 phase= -140.523 deg, @ (113, 102, 5, 1)\n", "Edge 1263 / 2048 - Max activity : 0.073 phase= -49.445 deg, @ (192, 166, 23, 3)\n", "Edge 1264 / 2048 - Max activity : 0.073 phase= -62.694 deg, @ (122, 64, 13, 0)\n", "Edge 1265 / 2048 - Max activity : 0.073 phase= -128.931 deg, @ (118, 88, 18, 0)\n", "Edge 1266 / 2048 - Max activity : 0.073 phase= -60.648 deg, @ (125, 84, 15, 1)\n", "Edge 1267 / 2048 - Max activity : 0.073 phase= -117.018 deg, @ (206, 81, 1, 0)\n", "Edge 1268 / 2048 - Max activity : 0.072 phase= 81.512 deg, @ (203, 45, 8, 1)\n", "Edge 1269 / 2048 - Max activity : 0.072 phase= -172.553 deg, @ (71, 141, 11, 1)\n", "Edge 1270 / 2048 - Max activity : 0.072 phase= 89.256 deg, @ (63, 63, 23, 0)\n", "Edge 1271 / 2048 - Max activity : 0.072 phase= -66.152 deg, @ (177, 151, 13, 1)\n", "Edge 1272 / 2048 - Max activity : 0.072 phase= -153.869 deg, @ (149, 83, 21, 3)\n", "Edge 1273 / 2048 - Max activity : 0.072 phase= 27.737 deg, @ (131, 65, 20, 0)\n", "Edge 1274 / 2048 - Max activity : 0.072 phase= 110.804 deg, @ (153, 180, 1, 4)\n", "Edge 1275 / 2048 - Max activity : 0.072 phase= 117.969 deg, @ (196, 73, 5, 1)\n", "Edge 1276 / 2048 - Max activity : 0.072 phase= 87.975 deg, @ (139, 86, 8, 1)\n", "Edge 1277 / 2048 - Max activity : 0.072 phase= 12.179 deg, @ (153, 37, 22, 1)\n", "Edge 1278 / 2048 - Max activity : 0.072 phase= -120.122 deg, @ (168, 67, 16, 1)\n", "Edge 1279 / 2048 - Max activity : 0.072 phase= -102.700 deg, @ (190, 66, 20, 1)\n", "Edge 1280 / 2048 - Max activity : 0.072 phase= -27.045 deg, @ (142, 79, 6, 6)\n", "Edge 1281 / 2048 - Max activity : 0.072 phase= 179.367 deg, @ (122, 78, 17, 0)\n", "Edge 1282 / 2048 - Max activity : 0.072 phase= 141.539 deg, @ (135, 74, 16, 0)\n", "Edge 1283 / 2048 - Max activity : 0.072 phase= 106.002 deg, @ (122, 102, 17, 1)\n", "Edge 1284 / 2048 - Max activity : 0.072 phase= -173.236 deg, @ (165, 152, 0, 1)\n", "Edge 1285 / 2048 - Max activity : 0.072 phase= 134.622 deg, @ (157, 187, 2, 0)\n", "Edge 1286 / 2048 - Max activity : 0.072 phase= -106.962 deg, @ (84, 138, 5, 1)\n", "Edge 1287 / 2048 - Max activity : 0.071 phase= -15.845 deg, @ (136, 130, 10, 1)\n", "Edge 1288 / 2048 - Max activity : 0.071 phase= 21.596 deg, @ (169, 184, 2, 1)\n", "Edge 1289 / 2048 - Max activity : 0.071 phase= -175.151 deg, @ (214, 114, 16, 2)\n", "Edge 1290 / 2048 - Max activity : 0.071 phase= 93.402 deg, @ (171, 53, 5, 1)\n", "Edge 1291 / 2048 - Max activity : 0.072 phase= -100.610 deg, @ (166, 44, 4, 1)\n", "Edge 1292 / 2048 - Max activity : 0.071 phase= 122.138 deg, @ (106, 32, 23, 2)\n", "Edge 1293 / 2048 - Max activity : 0.071 phase= -137.880 deg, @ (86, 99, 5, 1)\n", "Edge 1294 / 2048 - Max activity : 0.071 phase= -106.442 deg, @ (119, 92, 7, 0)\n", "Edge 1295 / 2048 - Max activity : 0.071 phase= -83.742 deg, @ (97, 174, 3, 0)\n", "Edge 1296 / 2048 - Max activity : 0.071 phase= 82.954 deg, @ (159, 80, 11, 1)\n", "Edge 1297 / 2048 - Max activity : 0.071 phase= 30.507 deg, @ (78, 154, 4, 2)\n", "Edge 1298 / 2048 - Max activity : 0.071 phase= -3.999 deg, @ (148, 109, 19, 0)\n", "Edge 1299 / 2048 - Max activity : 0.071 phase= 1.464 deg, @ (218, 81, 7, 0)\n", "Edge 1300 / 2048 - Max activity : 0.071 phase= -59.102 deg, @ (110, 116, 8, 5)\n", "Edge 1301 / 2048 - Max activity : 0.071 phase= 92.721 deg, @ (159, 142, 23, 1)\n", "Edge 1302 / 2048 - Max activity : 0.070 phase= 59.528 deg, @ (172, 74, 4, 0)\n", "Edge 1303 / 2048 - Max activity : 0.071 phase= 163.420 deg, @ (173, 76, 9, 1)\n", "Edge 1304 / 2048 - Max activity : 0.070 phase= -128.814 deg, @ (48, 154, 12, 2)\n", "Edge 1305 / 2048 - Max activity : 0.070 phase= -40.977 deg, @ (145, 161, 2, 3)\n", "Edge 1306 / 2048 - Max activity : 0.070 phase= 67.672 deg, @ (124, 167, 14, 0)\n", "Edge 1307 / 2048 - Max activity : 0.070 phase= 93.287 deg, @ (234, 112, 18, 1)\n", "Edge 1308 / 2048 - Max activity : 0.070 phase= -136.011 deg, @ (106, 104, 16, 3)\n", "Edge 1309 / 2048 - Max activity : 0.070 phase= -162.983 deg, @ (220, 182, 1, 6)\n", "Edge 1310 / 2048 - Max activity : 0.070 phase= 92.325 deg, @ (145, 90, 1, 1)\n", "Edge 1311 / 2048 - Max activity : 0.070 phase= -69.109 deg, @ (157, 85, 23, 1)\n", "Edge 1312 / 2048 - Max activity : 0.070 phase= 144.081 deg, @ (198, 180, 23, 1)\n", "Edge 1313 / 2048 - Max activity : 0.070 phase= 102.480 deg, @ (148, 173, 22, 1)\n", "Edge 1314 / 2048 - Max activity : 0.070 phase= 144.904 deg, @ (129, 80, 4, 0)\n", "Edge 1315 / 2048 - Max activity : 0.070 phase= 157.483 deg, @ (92, 145, 18, 1)\n", "Edge 1316 / 2048 - Max activity : 0.070 phase= -123.248 deg, @ (75, 175, 14, 2)\n", "Edge 1317 / 2048 - Max activity : 0.070 phase= 67.281 deg, @ (152, 62, 21, 0)\n", "Edge 1318 / 2048 - Max activity : 0.070 phase= 40.730 deg, @ (146, 78, 20, 1)\n", "Edge 1319 / 2048 - Max activity : 0.070 phase= 40.553 deg, @ (210, 86, 1, 0)\n", "Edge 1320 / 2048 - Max activity : 0.070 phase= 179.810 deg, @ (97, 72, 7, 1)\n", "Edge 1321 / 2048 - Max activity : 0.070 phase= -78.548 deg, @ (114, 112, 11, 2)\n", "Edge 1322 / 2048 - Max activity : 0.070 phase= -5.382 deg, @ (131, 90, 20, 1)\n", "Edge 1323 / 2048 - Max activity : 0.070 phase= 134.526 deg, @ (164, 46, 12, 2)\n", "Edge 1324 / 2048 - Max activity : 0.070 phase= -32.114 deg, @ (24, 121, 9, 1)\n", "Edge 1325 / 2048 - Max activity : 0.070 phase= -115.323 deg, @ (77, 164, 15, 1)\n", "Edge 1326 / 2048 - Max activity : 0.070 phase= 40.734 deg, @ (36, 142, 5, 1)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Edge 1327 / 2048 - Max activity : 0.070 phase= 35.630 deg, @ (62, 164, 2, 0)\n", "Edge 1328 / 2048 - Max activity : 0.070 phase= -157.031 deg, @ (189, 61, 9, 1)\n", "Edge 1329 / 2048 - Max activity : 0.070 phase= -113.418 deg, @ (104, 62, 3, 1)\n", "Edge 1330 / 2048 - Max activity : 0.070 phase= -28.072 deg, @ (137, 50, 23, 0)\n", "Edge 1331 / 2048 - Max activity : 0.069 phase= 179.191 deg, @ (100, 68, 23, 1)\n", "Edge 1332 / 2048 - Max activity : 0.069 phase= 140.101 deg, @ (162, 87, 14, 1)\n", "Edge 1333 / 2048 - Max activity : 0.069 phase= -107.958 deg, @ (88, 137, 7, 0)\n", "Edge 1334 / 2048 - Max activity : 0.069 phase= 55.206 deg, @ (110, 126, 21, 4)\n", "Edge 1335 / 2048 - Max activity : 0.069 phase= -145.968 deg, @ (194, 168, 8, 7)\n", "Edge 1336 / 2048 - Max activity : 0.069 phase= -29.792 deg, @ (161, 91, 23, 0)\n", "Edge 1337 / 2048 - Max activity : 0.069 phase= -119.723 deg, @ (107, 105, 4, 0)\n", "Edge 1338 / 2048 - Max activity : 0.069 phase= 80.966 deg, @ (204, 179, 4, 3)\n", "Edge 1339 / 2048 - Max activity : 0.069 phase= -84.381 deg, @ (198, 170, 7, 1)\n", "Edge 1340 / 2048 - Max activity : 0.068 phase= -159.754 deg, @ (157, 65, 17, 0)\n", "Edge 1341 / 2048 - Max activity : 0.068 phase= -102.432 deg, @ (40, 135, 14, 1)\n", "Edge 1342 / 2048 - Max activity : 0.068 phase= -140.768 deg, @ (106, 65, 18, 3)\n", "Edge 1343 / 2048 - Max activity : 0.068 phase= 94.912 deg, @ (197, 158, 8, 0)\n", "Edge 1344 / 2048 - Max activity : 0.068 phase= -49.373 deg, @ (226, 84, 3, 1)\n", "Edge 1345 / 2048 - Max activity : 0.069 phase= 32.372 deg, @ (220, 74, 6, 2)\n", "Edge 1346 / 2048 - Max activity : 0.068 phase= 114.885 deg, @ (172, 155, 17, 1)\n", "Edge 1347 / 2048 - Max activity : 0.068 phase= 111.585 deg, @ (93, 180, 20, 2)\n", "Edge 1348 / 2048 - Max activity : 0.068 phase= 37.988 deg, @ (95, 174, 15, 0)\n", "Edge 1349 / 2048 - Max activity : 0.068 phase= -139.146 deg, @ (187, 153, 20, 1)\n", "Edge 1350 / 2048 - Max activity : 0.068 phase= -79.101 deg, @ (135, 201, 21, 2)\n", "Edge 1351 / 2048 - Max activity : 0.068 phase= 7.172 deg, @ (81, 70, 0, 1)\n", "Edge 1352 / 2048 - Max activity : 0.068 phase= 130.645 deg, @ (98, 82, 18, 0)\n", "Edge 1353 / 2048 - Max activity : 0.068 phase= 119.123 deg, @ (119, 116, 15, 1)\n", "Edge 1354 / 2048 - Max activity : 0.068 phase= -15.110 deg, @ (108, 94, 5, 1)\n", "Edge 1355 / 2048 - Max activity : 0.068 phase= 147.039 deg, @ (55, 93, 16, 1)\n", "Edge 1356 / 2048 - Max activity : 0.068 phase= -111.335 deg, @ (112, 131, 8, 1)\n", "Edge 1357 / 2048 - Max activity : 0.068 phase= -103.358 deg, @ (83, 209, 19, 2)\n", "Edge 1358 / 2048 - Max activity : 0.068 phase= -121.388 deg, @ (231, 82, 20, 2)\n", "Edge 1359 / 2048 - Max activity : 0.067 phase= 179.570 deg, @ (214, 83, 22, 0)\n", "Edge 1360 / 2048 - Max activity : 0.067 phase= -102.955 deg, @ (23, 107, 12, 3)\n", "Edge 1361 / 2048 - Max activity : 0.067 phase= 129.397 deg, @ (155, 102, 16, 1)\n", "Edge 1362 / 2048 - Max activity : 0.067 phase= -158.242 deg, @ (137, 102, 20, 0)\n", "Edge 1363 / 2048 - Max activity : 0.067 phase= -177.727 deg, @ (71, 107, 5, 1)\n", "Edge 1364 / 2048 - Max activity : 0.067 phase= 145.662 deg, @ (171, 175, 23, 0)\n", "Edge 1365 / 2048 - Max activity : 0.067 phase= -131.318 deg, @ (169, 57, 20, 5)\n", "Edge 1366 / 2048 - Max activity : 0.067 phase= 40.986 deg, @ (193, 39, 23, 1)\n", "Edge 1367 / 2048 - Max activity : 0.067 phase= 37.570 deg, @ (202, 60, 19, 1)\n", "Edge 1368 / 2048 - Max activity : 0.067 phase= -148.984 deg, @ (87, 107, 8, 1)\n", "Edge 1369 / 2048 - Max activity : 0.067 phase= -89.113 deg, @ (142, 114, 0, 3)\n", "Edge 1370 / 2048 - Max activity : 0.067 phase= -164.802 deg, @ (119, 104, 1, 0)\n", "Edge 1371 / 2048 - Max activity : 0.067 phase= -101.143 deg, @ (114, 14, 23, 4)\n", "Edge 1372 / 2048 - Max activity : 0.067 phase= -100.433 deg, @ (103, 183, 17, 1)\n", "Edge 1373 / 2048 - Max activity : 0.066 phase= 25.228 deg, @ (198, 90, 23, 0)\n", "Edge 1374 / 2048 - Max activity : 0.066 phase= 162.007 deg, @ (126, 173, 23, 1)\n", "Edge 1375 / 2048 - Max activity : 0.066 phase= 36.660 deg, @ (134, 163, 7, 0)\n", "Edge 1376 / 2048 - Max activity : 0.066 phase= 45.403 deg, @ (166, 59, 8, 1)\n", "Edge 1377 / 2048 - Max activity : 0.066 phase= 134.190 deg, @ (205, 69, 4, 0)\n", "Edge 1378 / 2048 - Max activity : 0.066 phase= 104.408 deg, @ (159, 158, 2, 1)\n", "Edge 1379 / 2048 - Max activity : 0.066 phase= -162.391 deg, @ (61, 185, 20, 2)\n", "Edge 1380 / 2048 - Max activity : 0.066 phase= 104.441 deg, @ (186, 68, 11, 4)\n", "Edge 1381 / 2048 - Max activity : 0.066 phase= -174.276 deg, @ (125, 122, 20, 2)\n", "Edge 1382 / 2048 - Max activity : 0.066 phase= 173.660 deg, @ (191, 60, 1, 0)\n", "Edge 1383 / 2048 - Max activity : 0.067 phase= -2.091 deg, @ (194, 57, 21, 1)\n", "Edge 1384 / 2048 - Max activity : 0.066 phase= -15.751 deg, @ (217, 89, 14, 2)\n", "Edge 1385 / 2048 - Max activity : 0.066 phase= -55.690 deg, @ (169, 155, 7, 4)\n", "Edge 1386 / 2048 - Max activity : 0.066 phase= -112.563 deg, @ (162, 148, 19, 1)\n", "Edge 1387 / 2048 - Max activity : 0.066 phase= -127.350 deg, @ (48, 156, 7, 1)\n", "Edge 1388 / 2048 - Max activity : 0.066 phase= -72.503 deg, @ (213, 87, 5, 1)\n", "Edge 1389 / 2048 - Max activity : 0.066 phase= -18.759 deg, @ (120, 133, 9, 2)\n", "Edge 1390 / 2048 - Max activity : 0.066 phase= -47.515 deg, @ (104, 114, 7, 1)\n", "Edge 1391 / 2048 - Max activity : 0.066 phase= -160.870 deg, @ (204, 86, 6, 0)\n", "Edge 1392 / 2048 - Max activity : 0.066 phase= 82.617 deg, @ (57, 92, 16, 4)\n", "Edge 1393 / 2048 - Max activity : 0.066 phase= 50.674 deg, @ (85, 126, 21, 1)\n", "Edge 1394 / 2048 - Max activity : 0.066 phase= 117.053 deg, @ (128, 190, 23, 1)\n", "Edge 1395 / 2048 - Max activity : 0.066 phase= -165.827 deg, @ (175, 141, 12, 1)\n", "Edge 1396 / 2048 - Max activity : 0.066 phase= 115.472 deg, @ (198, 136, 23, 6)\n", "Edge 1397 / 2048 - Max activity : 0.066 phase= 81.007 deg, @ (224, 98, 2, 1)\n", "Edge 1398 / 2048 - Max activity : 0.065 phase= -59.810 deg, @ (119, 111, 1, 1)\n", "Edge 1399 / 2048 - Max activity : 0.065 phase= -51.790 deg, @ (153, 65, 4, 1)\n", "Edge 1400 / 2048 - Max activity : 0.065 phase= 75.509 deg, @ (117, 133, 23, 0)\n", "Edge 1401 / 2048 - Max activity : 0.065 phase= 175.594 deg, @ (102, 168, 3, 0)\n", "Edge 1402 / 2048 - Max activity : 0.065 phase= 71.498 deg, @ (98, 169, 17, 0)\n", "Edge 1403 / 2048 - Max activity : 0.065 phase= 172.430 deg, @ (129, 53, 16, 2)\n", "Edge 1404 / 2048 - Max activity : 0.065 phase= -67.116 deg, @ (64, 190, 12, 6)\n", "Edge 1405 / 2048 - Max activity : 0.065 phase= -48.950 deg, @ (164, 72, 12, 1)\n", "Edge 1406 / 2048 - Max activity : 0.065 phase= -4.117 deg, @ (85, 222, 19, 2)\n", "Edge 1407 / 2048 - Max activity : 0.065 phase= -122.739 deg, @ (157, 47, 4, 1)\n", "Edge 1408 / 2048 - Max activity : 0.065 phase= -73.388 deg, @ (208, 86, 13, 1)\n", "Edge 1409 / 2048 - Max activity : 0.065 phase= -39.856 deg, @ (134, 121, 18, 0)\n", "Edge 1410 / 2048 - Max activity : 0.065 phase= 75.817 deg, @ (171, 56, 21, 0)\n", "Edge 1411 / 2048 - Max activity : 0.065 phase= -77.042 deg, @ (168, 88, 15, 0)\n", "Edge 1412 / 2048 - Max activity : 0.065 phase= 7.023 deg, @ (159, 36, 16, 2)\n", "Edge 1413 / 2048 - Max activity : 0.065 phase= 144.910 deg, @ (212, 66, 0, 0)\n", "Edge 1414 / 2048 - Max activity : 0.065 phase= 48.824 deg, @ (196, 78, 12, 0)\n", "Edge 1415 / 2048 - Max activity : 0.065 phase= 69.809 deg, @ (151, 77, 0, 0)\n", "Edge 1416 / 2048 - Max activity : 0.065 phase= -157.616 deg, @ (113, 70, 23, 1)\n", "Edge 1417 / 2048 - Max activity : 0.065 phase= -51.162 deg, @ (176, 167, 20, 1)\n", "Edge 1418 / 2048 - Max activity : 0.065 phase= 38.583 deg, @ (171, 46, 16, 0)\n", "Edge 1419 / 2048 - Max activity : 0.065 phase= -33.530 deg, @ (129, 55, 23, 3)\n", "Edge 1420 / 2048 - Max activity : 0.065 phase= 34.049 deg, @ (122, 118, 14, 6)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Edge 1421 / 2048 - Max activity : 0.065 phase= 148.115 deg, @ (78, 122, 6, 0)\n", "Edge 1422 / 2048 - Max activity : 0.065 phase= -142.874 deg, @ (59, 139, 14, 1)\n", "Edge 1423 / 2048 - Max activity : 0.065 phase= 36.084 deg, @ (133, 136, 2, 0)\n", "Edge 1424 / 2048 - Max activity : 0.065 phase= 115.993 deg, @ (148, 51, 0, 1)\n", "Edge 1425 / 2048 - Max activity : 0.065 phase= -85.595 deg, @ (218, 75, 12, 2)\n", "Edge 1426 / 2048 - Max activity : 0.065 phase= -66.549 deg, @ (175, 183, 1, 0)\n", "Edge 1427 / 2048 - Max activity : 0.064 phase= 97.684 deg, @ (141, 157, 22, 2)\n", "Edge 1428 / 2048 - Max activity : 0.064 phase= 114.377 deg, @ (137, 74, 22, 0)\n", "Edge 1429 / 2048 - Max activity : 0.064 phase= 125.107 deg, @ (129, 90, 7, 2)\n", "Edge 1430 / 2048 - Max activity : 0.064 phase= -25.926 deg, @ (86, 174, 13, 4)\n", "Edge 1431 / 2048 - Max activity : 0.064 phase= 43.246 deg, @ (68, 79, 19, 1)\n", "Edge 1432 / 2048 - Max activity : 0.064 phase= -15.386 deg, @ (86, 145, 5, 0)\n", "Edge 1433 / 2048 - Max activity : 0.064 phase= 146.360 deg, @ (32, 80, 23, 1)\n", "Edge 1434 / 2048 - Max activity : 0.064 phase= 46.177 deg, @ (100, 118, 3, 0)\n", "Edge 1435 / 2048 - Max activity : 0.064 phase= -9.093 deg, @ (110, 115, 13, 0)\n", "Edge 1436 / 2048 - Max activity : 0.064 phase= -101.165 deg, @ (112, 96, 20, 3)\n", "Edge 1437 / 2048 - Max activity : 0.064 phase= 1.762 deg, @ (47, 142, 13, 1)\n", "Edge 1438 / 2048 - Max activity : 0.064 phase= -29.306 deg, @ (103, 175, 11, 1)\n", "Edge 1439 / 2048 - Max activity : 0.064 phase= 157.462 deg, @ (114, 180, 1, 1)\n", "Edge 1440 / 2048 - Max activity : 0.064 phase= 159.846 deg, @ (123, 186, 4, 1)\n", "Edge 1441 / 2048 - Max activity : 0.064 phase= -134.475 deg, @ (201, 65, 16, 0)\n", "Edge 1442 / 2048 - Max activity : 0.064 phase= 83.407 deg, @ (177, 150, 5, 1)\n", "Edge 1443 / 2048 - Max activity : 0.064 phase= -30.259 deg, @ (160, 192, 0, 0)\n", "Edge 1444 / 2048 - Max activity : 0.064 phase= 83.481 deg, @ (80, 114, 7, 1)\n", "Edge 1445 / 2048 - Max activity : 0.064 phase= -95.841 deg, @ (98, 127, 18, 0)\n", "Edge 1446 / 2048 - Max activity : 0.064 phase= -7.506 deg, @ (149, 101, 3, 3)\n", "Edge 1447 / 2048 - Max activity : 0.064 phase= 132.864 deg, @ (92, 199, 9, 2)\n", "Edge 1448 / 2048 - Max activity : 0.063 phase= -93.113 deg, @ (190, 100, 1, 1)\n", "Edge 1449 / 2048 - Max activity : 0.063 phase= 18.138 deg, @ (153, 100, 23, 1)\n", "Edge 1450 / 2048 - Max activity : 0.063 phase= -138.247 deg, @ (102, 172, 16, 2)\n", "Edge 1451 / 2048 - Max activity : 0.063 phase= 124.216 deg, @ (123, 75, 2, 1)\n", "Edge 1452 / 2048 - Max activity : 0.063 phase= 116.273 deg, @ (155, 179, 0, 0)\n", "Edge 1453 / 2048 - Max activity : 0.063 phase= 158.386 deg, @ (81, 121, 14, 1)\n", "Edge 1454 / 2048 - Max activity : 0.063 phase= 37.961 deg, @ (117, 93, 2, 0)\n", "Edge 1455 / 2048 - Max activity : 0.063 phase= -88.369 deg, @ (77, 222, 21, 6)\n", "Edge 1456 / 2048 - Max activity : 0.063 phase= 170.093 deg, @ (100, 73, 19, 1)\n", "Edge 1457 / 2048 - Max activity : 0.063 phase= 122.130 deg, @ (137, 47, 17, 1)\n", "Edge 1458 / 2048 - Max activity : 0.063 phase= -160.775 deg, @ (147, 189, 21, 0)\n", "Edge 1459 / 2048 - Max activity : 0.064 phase= -145.864 deg, @ (148, 193, 0, 1)\n", "Edge 1460 / 2048 - Max activity : 0.063 phase= 130.688 deg, @ (178, 54, 3, 0)\n", "Edge 1461 / 2048 - Max activity : 0.063 phase= 104.592 deg, @ (177, 67, 15, 1)\n", "Edge 1462 / 2048 - Max activity : 0.063 phase= -17.283 deg, @ (210, 77, 2, 1)\n", "Edge 1463 / 2048 - Max activity : 0.063 phase= -97.691 deg, @ (138, 171, 14, 1)\n", "Edge 1464 / 2048 - Max activity : 0.063 phase= -58.415 deg, @ (54, 162, 19, 2)\n", "Edge 1465 / 2048 - Max activity : 0.063 phase= -150.599 deg, @ (136, 65, 14, 2)\n", "Edge 1466 / 2048 - Max activity : 0.063 phase= -151.723 deg, @ (124, 209, 20, 1)\n", "Edge 1467 / 2048 - Max activity : 0.063 phase= -159.222 deg, @ (23, 125, 8, 5)\n", "Edge 1468 / 2048 - Max activity : 0.063 phase= 169.692 deg, @ (154, 82, 5, 2)\n", "Edge 1469 / 2048 - Max activity : 0.063 phase= -144.423 deg, @ (160, 153, 6, 1)\n", "Edge 1470 / 2048 - Max activity : 0.063 phase= 59.959 deg, @ (142, 59, 0, 0)\n", "Edge 1471 / 2048 - Max activity : 0.062 phase= -139.959 deg, @ (156, 13, 23, 2)\n", "Edge 1472 / 2048 - Max activity : 0.062 phase= -173.885 deg, @ (188, 52, 23, 0)\n", "Edge 1473 / 2048 - Max activity : 0.062 phase= -98.884 deg, @ (177, 138, 8, 1)\n", "Edge 1474 / 2048 - Max activity : 0.062 phase= -120.787 deg, @ (164, 153, 13, 1)\n", "Edge 1475 / 2048 - Max activity : 0.062 phase= -6.825 deg, @ (85, 120, 23, 0)\n", "Edge 1476 / 2048 - Max activity : 0.062 phase= 176.220 deg, @ (138, 33, 23, 2)\n", "Edge 1477 / 2048 - Max activity : 0.062 phase= -49.796 deg, @ (173, 71, 22, 1)\n", "Edge 1478 / 2048 - Max activity : 0.062 phase= 61.838 deg, @ (180, 77, 5, 1)\n", "Edge 1479 / 2048 - Max activity : 0.062 phase= 87.669 deg, @ (51, 112, 14, 1)\n", "Edge 1480 / 2048 - Max activity : 0.062 phase= -39.814 deg, @ (143, 112, 15, 1)\n", "Edge 1481 / 2048 - Max activity : 0.062 phase= -10.798 deg, @ (200, 67, 7, 3)\n", "Edge 1482 / 2048 - Max activity : 0.062 phase= 39.629 deg, @ (197, 69, 3, 6)\n", "Edge 1483 / 2048 - Max activity : 0.062 phase= 0.819 deg, @ (80, 82, 17, 3)\n", "Edge 1484 / 2048 - Max activity : 0.062 phase= 45.217 deg, @ (100, 109, 13, 0)\n", "Edge 1485 / 2048 - Max activity : 0.062 phase= 61.391 deg, @ (145, 178, 22, 0)\n", "Edge 1486 / 2048 - Max activity : 0.062 phase= -109.168 deg, @ (181, 166, 19, 4)\n", "Edge 1487 / 2048 - Max activity : 0.062 phase= -31.472 deg, @ (38, 146, 11, 1)\n", "Edge 1488 / 2048 - Max activity : 0.062 phase= -129.321 deg, @ (223, 85, 11, 1)\n", "Edge 1489 / 2048 - Max activity : 0.061 phase= -41.137 deg, @ (189, 142, 5, 2)\n", "Edge 1490 / 2048 - Max activity : 0.061 phase= -164.941 deg, @ (52, 190, 4, 3)\n", "Edge 1491 / 2048 - Max activity : 0.061 phase= 20.376 deg, @ (108, 199, 20, 3)\n", "Edge 1492 / 2048 - Max activity : 0.061 phase= -6.316 deg, @ (32, 79, 15, 1)\n", "Edge 1493 / 2048 - Max activity : 0.061 phase= 101.378 deg, @ (70, 171, 22, 3)\n", "Edge 1494 / 2048 - Max activity : 0.061 phase= -168.349 deg, @ (184, 72, 18, 2)\n", "Edge 1495 / 2048 - Max activity : 0.062 phase= -35.719 deg, @ (184, 66, 18, 0)\n", "Edge 1496 / 2048 - Max activity : 0.061 phase= 97.658 deg, @ (89, 187, 14, 1)\n", "Edge 1497 / 2048 - Max activity : 0.061 phase= 173.000 deg, @ (187, 187, 1, 2)\n", "Edge 1498 / 2048 - Max activity : 0.061 phase= -39.309 deg, @ (188, 76, 2, 0)\n", "Edge 1499 / 2048 - Max activity : 0.061 phase= 9.666 deg, @ (91, 115, 10, 1)\n", "Edge 1500 / 2048 - Max activity : 0.061 phase= -22.152 deg, @ (167, 76, 14, 0)\n", "Edge 1501 / 2048 - Max activity : 0.061 phase= 108.298 deg, @ (66, 207, 0, 1)\n", "Edge 1502 / 2048 - Max activity : 0.061 phase= -14.134 deg, @ (86, 189, 21, 3)\n", "Edge 1503 / 2048 - Max activity : 0.061 phase= -147.056 deg, @ (107, 137, 18, 1)\n", "Edge 1504 / 2048 - Max activity : 0.061 phase= 5.858 deg, @ (167, 70, 8, 0)\n", "Edge 1505 / 2048 - Max activity : 0.061 phase= -27.969 deg, @ (152, 86, 18, 3)\n", "Edge 1506 / 2048 - Max activity : 0.061 phase= 67.869 deg, @ (209, 180, 0, 1)\n", "Edge 1507 / 2048 - Max activity : 0.061 phase= -47.196 deg, @ (158, 70, 16, 0)\n", "Edge 1508 / 2048 - Max activity : 0.061 phase= -34.513 deg, @ (103, 125, 22, 1)\n", "Edge 1509 / 2048 - Max activity : 0.061 phase= -110.473 deg, @ (97, 121, 0, 0)\n", "Edge 1510 / 2048 - Max activity : 0.061 phase= -124.321 deg, @ (207, 64, 20, 1)\n", "Edge 1511 / 2048 - Max activity : 0.060 phase= -170.669 deg, @ (201, 73, 5, 0)\n", "Edge 1512 / 2048 - Max activity : 0.060 phase= -0.743 deg, @ (228, 66, 19, 1)\n", "Edge 1513 / 2048 - Max activity : 0.060 phase= 92.877 deg, @ (179, 33, 14, 2)\n", "Edge 1514 / 2048 - Max activity : 0.060 phase= 39.563 deg, @ (101, 180, 1, 0)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Edge 1515 / 2048 - Max activity : 0.060 phase= 160.615 deg, @ (128, 125, 16, 0)\n", "Edge 1516 / 2048 - Max activity : 0.060 phase= 161.667 deg, @ (207, 123, 23, 1)\n", "Edge 1517 / 2048 - Max activity : 0.060 phase= -80.281 deg, @ (122, 180, 2, 1)\n", "Edge 1518 / 2048 - Max activity : 0.060 phase= 179.785 deg, @ (125, 67, 16, 0)\n", "Edge 1519 / 2048 - Max activity : 0.060 phase= 141.544 deg, @ (171, 151, 21, 1)\n", "Edge 1520 / 2048 - Max activity : 0.060 phase= 51.173 deg, @ (92, 102, 18, 0)\n", "Edge 1521 / 2048 - Max activity : 0.060 phase= 74.055 deg, @ (133, 141, 10, 1)\n", "Edge 1522 / 2048 - Max activity : 0.060 phase= -83.996 deg, @ (87, 132, 0, 0)\n", "Edge 1523 / 2048 - Max activity : 0.060 phase= -172.634 deg, @ (157, 108, 19, 4)\n", "Edge 1524 / 2048 - Max activity : 0.060 phase= 26.768 deg, @ (199, 59, 3, 1)\n", "Edge 1525 / 2048 - Max activity : 0.060 phase= 80.895 deg, @ (161, 49, 0, 1)\n", "Edge 1526 / 2048 - Max activity : 0.060 phase= -152.187 deg, @ (205, 174, 4, 0)\n", "Edge 1527 / 2048 - Max activity : 0.060 phase= 129.262 deg, @ (84, 127, 11, 2)\n", "Edge 1528 / 2048 - Max activity : 0.060 phase= -76.681 deg, @ (170, 90, 19, 0)\n", "Edge 1529 / 2048 - Max activity : 0.060 phase= 42.481 deg, @ (105, 110, 1, 3)\n", "Edge 1530 / 2048 - Max activity : 0.060 phase= 79.851 deg, @ (202, 77, 17, 1)\n", "Edge 1531 / 2048 - Max activity : 0.060 phase= -37.475 deg, @ (166, 91, 7, 1)\n", "Edge 1532 / 2048 - Max activity : 0.060 phase= -71.781 deg, @ (129, 171, 8, 0)\n", "Edge 1533 / 2048 - Max activity : 0.060 phase= 76.636 deg, @ (220, 180, 1, 0)\n", "Edge 1534 / 2048 - Max activity : 0.060 phase= -80.243 deg, @ (107, 105, 13, 1)\n", "Edge 1535 / 2048 - Max activity : 0.060 phase= -27.429 deg, @ (126, 96, 18, 2)\n", "Edge 1536 / 2048 - Max activity : 0.059 phase= 133.014 deg, @ (180, 64, 7, 2)\n", "Edge 1537 / 2048 - Max activity : 0.059 phase= -146.850 deg, @ (173, 62, 3, 4)\n", "Edge 1538 / 2048 - Max activity : 0.059 phase= -147.344 deg, @ (70, 90, 17, 0)\n", "Edge 1539 / 2048 - Max activity : 0.059 phase= -57.618 deg, @ (133, 160, 1, 0)\n", "Edge 1540 / 2048 - Max activity : 0.059 phase= 5.734 deg, @ (164, 44, 19, 1)\n", "Edge 1541 / 2048 - Max activity : 0.059 phase= -46.481 deg, @ (96, 181, 11, 1)\n", "Edge 1542 / 2048 - Max activity : 0.059 phase= 56.662 deg, @ (106, 131, 20, 0)\n", "Edge 1543 / 2048 - Max activity : 0.059 phase= -34.737 deg, @ (88, 128, 12, 0)\n", "Edge 1544 / 2048 - Max activity : 0.059 phase= 173.084 deg, @ (67, 78, 14, 1)\n", "Edge 1545 / 2048 - Max activity : 0.059 phase= 133.321 deg, @ (91, 198, 2, 2)\n", "Edge 1546 / 2048 - Max activity : 0.059 phase= 123.013 deg, @ (141, 67, 18, 0)\n", "Edge 1547 / 2048 - Max activity : 0.059 phase= 131.357 deg, @ (192, 148, 10, 1)\n", "Edge 1548 / 2048 - Max activity : 0.059 phase= 177.957 deg, @ (127, 199, 18, 9)\n", "Edge 1549 / 2048 - Max activity : 0.059 phase= 145.548 deg, @ (222, 77, 21, 0)\n", "Edge 1550 / 2048 - Max activity : 0.059 phase= -128.743 deg, @ (135, 105, 9, 2)\n", "Edge 1551 / 2048 - Max activity : 0.059 phase= 134.172 deg, @ (154, 71, 22, 1)\n", "Edge 1552 / 2048 - Max activity : 0.059 phase= -141.037 deg, @ (112, 83, 0, 1)\n", "Edge 1553 / 2048 - Max activity : 0.059 phase= 129.449 deg, @ (118, 79, 13, 1)\n", "Edge 1554 / 2048 - Max activity : 0.059 phase= 125.285 deg, @ (183, 38, 21, 1)\n", "Edge 1555 / 2048 - Max activity : 0.059 phase= -177.857 deg, @ (160, 82, 6, 0)\n", "Edge 1556 / 2048 - Max activity : 0.058 phase= 46.794 deg, @ (51, 114, 20, 2)\n", "Edge 1557 / 2048 - Max activity : 0.058 phase= -175.387 deg, @ (97, 60, 1, 0)\n", "Edge 1558 / 2048 - Max activity : 0.058 phase= -6.679 deg, @ (130, 86, 4, 0)\n", "Edge 1559 / 2048 - Max activity : 0.058 phase= 18.257 deg, @ (144, 84, 1, 2)\n", "Edge 1560 / 2048 - Max activity : 0.058 phase= -163.035 deg, @ (53, 128, 15, 3)\n", "Edge 1561 / 2048 - Max activity : 0.058 phase= 56.948 deg, @ (179, 43, 3, 2)\n", "Edge 1562 / 2048 - Max activity : 0.058 phase= -169.787 deg, @ (71, 149, 13, 1)\n", "Edge 1563 / 2048 - Max activity : 0.058 phase= -4.435 deg, @ (98, 75, 1, 1)\n", "Edge 1564 / 2048 - Max activity : 0.058 phase= -81.762 deg, @ (53, 65, 20, 1)\n", "Edge 1565 / 2048 - Max activity : 0.058 phase= 139.457 deg, @ (90, 73, 12, 3)\n", "Edge 1566 / 2048 - Max activity : 0.058 phase= -141.163 deg, @ (193, 128, 10, 4)\n", "Edge 1567 / 2048 - Max activity : 0.058 phase= 139.347 deg, @ (206, 57, 10, 2)\n", "Edge 1568 / 2048 - Max activity : 0.058 phase= -114.397 deg, @ (58, 104, 16, 0)\n", "Edge 1569 / 2048 - Max activity : 0.058 phase= 92.270 deg, @ (104, 127, 3, 5)\n", "Edge 1570 / 2048 - Max activity : 0.058 phase= -154.581 deg, @ (155, 189, 18, 1)\n", "Edge 1571 / 2048 - Max activity : 0.058 phase= -131.052 deg, @ (82, 129, 3, 1)\n", "Edge 1572 / 2048 - Max activity : 0.058 phase= 121.316 deg, @ (117, 69, 6, 1)\n", "Edge 1573 / 2048 - Max activity : 0.058 phase= -83.666 deg, @ (97, 215, 20, 1)\n", "Edge 1574 / 2048 - Max activity : 0.058 phase= 76.853 deg, @ (128, 177, 17, 1)\n", "Edge 1575 / 2048 - Max activity : 0.058 phase= -110.625 deg, @ (175, 83, 20, 0)\n", "Edge 1576 / 2048 - Max activity : 0.058 phase= 48.586 deg, @ (100, 167, 21, 2)\n", "Edge 1577 / 2048 - Max activity : 0.058 phase= -2.098 deg, @ (102, 71, 15, 1)\n", "Edge 1578 / 2048 - Max activity : 0.060 phase= -28.119 deg, @ (107, 68, 14, 3)\n", "Edge 1579 / 2048 - Max activity : 0.058 phase= 94.919 deg, @ (125, 108, 20, 0)\n", "Edge 1580 / 2048 - Max activity : 0.058 phase= 88.638 deg, @ (155, 37, 5, 2)\n", "Edge 1581 / 2048 - Max activity : 0.058 phase= -65.587 deg, @ (195, 122, 20, 3)\n", "Edge 1582 / 2048 - Max activity : 0.058 phase= -25.622 deg, @ (154, 85, 9, 1)\n", "Edge 1583 / 2048 - Max activity : 0.058 phase= -106.907 deg, @ (199, 171, 9, 4)\n", "Edge 1584 / 2048 - Max activity : 0.058 phase= 93.515 deg, @ (234, 74, 6, 0)\n", "Edge 1585 / 2048 - Max activity : 0.058 phase= 128.462 deg, @ (108, 90, 1, 1)\n", "Edge 1586 / 2048 - Max activity : 0.058 phase= -152.561 deg, @ (112, 74, 5, 2)\n", "Edge 1587 / 2048 - Max activity : 0.058 phase= 138.337 deg, @ (157, 96, 23, 2)\n", "Edge 1588 / 2048 - Max activity : 0.058 phase= -101.780 deg, @ (196, 97, 23, 1)\n", "Edge 1589 / 2048 - Max activity : 0.058 phase= -111.056 deg, @ (217, 89, 19, 0)\n", "Edge 1590 / 2048 - Max activity : 0.057 phase= -104.447 deg, @ (135, 58, 11, 0)\n", "Edge 1591 / 2048 - Max activity : 0.057 phase= -113.177 deg, @ (134, 127, 23, 1)\n", "Edge 1592 / 2048 - Max activity : 0.057 phase= 75.357 deg, @ (89, 142, 0, 0)\n", "Edge 1593 / 2048 - Max activity : 0.057 phase= 97.485 deg, @ (183, 85, 16, 3)\n", "Edge 1594 / 2048 - Max activity : 0.057 phase= 109.330 deg, @ (75, 104, 7, 2)\n", "Edge 1595 / 2048 - Max activity : 0.057 phase= 39.884 deg, @ (180, 58, 21, 0)\n", "Edge 1596 / 2048 - Max activity : 0.057 phase= -130.372 deg, @ (125, 143, 8, 0)\n", "Edge 1597 / 2048 - Max activity : 0.057 phase= 65.188 deg, @ (88, 73, 21, 1)\n", "Edge 1598 / 2048 - Max activity : 0.057 phase= 107.576 deg, @ (201, 37, 21, 3)\n", "Edge 1599 / 2048 - Max activity : 0.058 phase= 158.280 deg, @ (197, 47, 17, 3)\n", "Edge 1600 / 2048 - Max activity : 0.057 phase= -173.107 deg, @ (122, 62, 22, 1)\n", "Edge 1601 / 2048 - Max activity : 0.057 phase= 120.175 deg, @ (120, 173, 23, 4)\n", "Edge 1602 / 2048 - Max activity : 0.057 phase= 167.481 deg, @ (232, 80, 6, 1)\n", "Edge 1603 / 2048 - Max activity : 0.057 phase= -162.077 deg, @ (163, 102, 7, 1)\n", "Edge 1604 / 2048 - Max activity : 0.057 phase= 6.266 deg, @ (227, 76, 11, 1)\n", "Edge 1605 / 2048 - Max activity : 0.057 phase= -150.895 deg, @ (75, 208, 21, 1)\n", "Edge 1606 / 2048 - Max activity : 0.057 phase= 65.539 deg, @ (128, 202, 3, 1)\n", "Edge 1607 / 2048 - Max activity : 0.057 phase= 159.777 deg, @ (80, 73, 16, 2)\n", "Edge 1608 / 2048 - Max activity : 0.057 phase= -55.380 deg, @ (92, 72, 15, 0)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Edge 1609 / 2048 - Max activity : 0.057 phase= -47.818 deg, @ (72, 172, 10, 2)\n", "Edge 1610 / 2048 - Max activity : 0.057 phase= 99.975 deg, @ (151, 79, 17, 0)\n", "Edge 1611 / 2048 - Max activity : 0.057 phase= 4.722 deg, @ (124, 81, 19, 0)\n", "Edge 1612 / 2048 - Max activity : 0.057 phase= 143.896 deg, @ (156, 64, 12, 1)\n", "Edge 1613 / 2048 - Max activity : 0.057 phase= -99.188 deg, @ (125, 132, 18, 1)\n", "Edge 1614 / 2048 - Max activity : 0.057 phase= 102.542 deg, @ (192, 41, 3, 1)\n", "Edge 1615 / 2048 - Max activity : 0.057 phase= -105.856 deg, @ (72, 116, 3, 0)\n", "Edge 1616 / 2048 - Max activity : 0.057 phase= 26.951 deg, @ (93, 138, 5, 1)\n", "Edge 1617 / 2048 - Max activity : 0.057 phase= -149.985 deg, @ (182, 47, 21, 0)\n", "Edge 1618 / 2048 - Max activity : 0.057 phase= 96.107 deg, @ (115, 96, 17, 0)\n", "Edge 1619 / 2048 - Max activity : 0.056 phase= -121.108 deg, @ (219, 80, 3, 0)\n", "Edge 1620 / 2048 - Max activity : 0.056 phase= 15.906 deg, @ (182, 99, 4, 1)\n", "Edge 1621 / 2048 - Max activity : 0.056 phase= 51.256 deg, @ (87, 140, 18, 1)\n", "Edge 1622 / 2048 - Max activity : 0.056 phase= -80.247 deg, @ (106, 85, 16, 1)\n", "Edge 1623 / 2048 - Max activity : 0.056 phase= -70.597 deg, @ (69, 129, 6, 1)\n", "Edge 1624 / 2048 - Max activity : 0.056 phase= 179.046 deg, @ (126, 115, 22, 2)\n", "Edge 1625 / 2048 - Max activity : 0.056 phase= 59.810 deg, @ (174, 132, 23, 2)\n", "Edge 1626 / 2048 - Max activity : 0.056 phase= 76.375 deg, @ (45, 215, 19, 1)\n", "Edge 1627 / 2048 - Max activity : 0.056 phase= 142.271 deg, @ (148, 47, 16, 1)\n", "Edge 1628 / 2048 - Max activity : 0.056 phase= 118.639 deg, @ (89, 54, 22, 3)\n", "Edge 1629 / 2048 - Max activity : 0.056 phase= -136.447 deg, @ (133, 153, 7, 3)\n", "Edge 1630 / 2048 - Max activity : 0.056 phase= -96.130 deg, @ (100, 173, 20, 1)\n", "Edge 1631 / 2048 - Max activity : 0.056 phase= -42.308 deg, @ (227, 88, 16, 1)\n", "Edge 1632 / 2048 - Max activity : 0.056 phase= 22.764 deg, @ (131, 91, 11, 1)\n", "Edge 1633 / 2048 - Max activity : 0.057 phase= 19.371 deg, @ (125, 92, 12, 1)\n", "Edge 1634 / 2048 - Max activity : 0.056 phase= -35.602 deg, @ (140, 45, 9, 2)\n", "Edge 1635 / 2048 - Max activity : 0.056 phase= -82.419 deg, @ (160, 168, 19, 1)\n", "Edge 1636 / 2048 - Max activity : 0.056 phase= 147.848 deg, @ (99, 97, 0, 2)\n", "Edge 1637 / 2048 - Max activity : 0.056 phase= 81.319 deg, @ (193, 70, 22, 1)\n", "Edge 1638 / 2048 - Max activity : 0.056 phase= 49.417 deg, @ (185, 76, 1, 3)\n", "Edge 1639 / 2048 - Max activity : 0.056 phase= 0.491 deg, @ (198, 69, 3, 2)\n", "Edge 1640 / 2048 - Max activity : 0.056 phase= 84.317 deg, @ (166, 187, 23, 0)\n", "Edge 1641 / 2048 - Max activity : 0.056 phase= -58.103 deg, @ (109, 88, 6, 1)\n", "Edge 1642 / 2048 - Max activity : 0.056 phase= 149.766 deg, @ (137, 121, 2, 1)\n", "Edge 1643 / 2048 - Max activity : 0.056 phase= 75.531 deg, @ (84, 62, 0, 2)\n", "Edge 1644 / 2048 - Max activity : 0.056 phase= -34.812 deg, @ (116, 68, 18, 1)\n", "Edge 1645 / 2048 - Max activity : 0.056 phase= -35.322 deg, @ (133, 110, 16, 0)\n", "Edge 1646 / 2048 - Max activity : 0.056 phase= -35.402 deg, @ (204, 78, 9, 1)\n", "Edge 1647 / 2048 - Max activity : 0.056 phase= -55.860 deg, @ (183, 143, 8, 2)\n", "Edge 1648 / 2048 - Max activity : 0.055 phase= -126.325 deg, @ (83, 150, 3, 0)\n", "Edge 1649 / 2048 - Max activity : 0.055 phase= -22.857 deg, @ (140, 175, 23, 0)\n", "Edge 1650 / 2048 - Max activity : 0.056 phase= 144.918 deg, @ (132, 179, 22, 1)\n", "Edge 1651 / 2048 - Max activity : 0.055 phase= 19.240 deg, @ (155, 85, 13, 0)\n", "Edge 1652 / 2048 - Max activity : 0.055 phase= 152.779 deg, @ (154, 91, 23, 0)\n", "Edge 1653 / 2048 - Max activity : 0.055 phase= -134.231 deg, @ (57, 60, 21, 4)\n", "Edge 1654 / 2048 - Max activity : 0.055 phase= 47.843 deg, @ (90, 67, 20, 3)\n", "Edge 1655 / 2048 - Max activity : 0.055 phase= -100.168 deg, @ (100, 91, 3, 2)\n", "Edge 1656 / 2048 - Max activity : 0.055 phase= -28.747 deg, @ (179, 110, 18, 1)\n", "Edge 1657 / 2048 - Max activity : 0.055 phase= -136.791 deg, @ (122, 175, 18, 1)\n", "Edge 1658 / 2048 - Max activity : 0.055 phase= -12.608 deg, @ (188, 74, 6, 0)\n", "Edge 1659 / 2048 - Max activity : 0.055 phase= -137.622 deg, @ (113, 130, 12, 2)\n", "Edge 1660 / 2048 - Max activity : 0.055 phase= 33.190 deg, @ (103, 185, 9, 2)\n", "Edge 1661 / 2048 - Max activity : 0.055 phase= 23.213 deg, @ (145, 73, 13, 2)\n", "Edge 1662 / 2048 - Max activity : 0.055 phase= -43.689 deg, @ (163, 53, 18, 2)\n", "Edge 1663 / 2048 - Max activity : 0.056 phase= 24.000 deg, @ (158, 50, 18, 0)\n", "Edge 1664 / 2048 - Max activity : 0.055 phase= -54.338 deg, @ (132, 70, 2, 0)\n", "Edge 1665 / 2048 - Max activity : 0.055 phase= -15.444 deg, @ (171, 157, 6, 1)\n", "Edge 1666 / 2048 - Max activity : 0.055 phase= 62.254 deg, @ (229, 186, 20, 3)\n", "Edge 1667 / 2048 - Max activity : 0.055 phase= -152.435 deg, @ (158, 141, 9, 2)\n", "Edge 1668 / 2048 - Max activity : 0.055 phase= 11.017 deg, @ (63, 152, 13, 1)\n", "Edge 1669 / 2048 - Max activity : 0.055 phase= 49.179 deg, @ (143, 141, 17, 1)\n", "Edge 1670 / 2048 - Max activity : 0.055 phase= -134.326 deg, @ (100, 130, 3, 1)\n", "Edge 1671 / 2048 - Max activity : 0.055 phase= 27.587 deg, @ (65, 92, 13, 1)\n", "Edge 1672 / 2048 - Max activity : 0.055 phase= 177.400 deg, @ (86, 143, 10, 1)\n", "Edge 1673 / 2048 - Max activity : 0.055 phase= -35.933 deg, @ (222, 95, 9, 0)\n", "Edge 1674 / 2048 - Max activity : 0.055 phase= -173.017 deg, @ (141, 128, 23, 5)\n", "Edge 1675 / 2048 - Max activity : 0.055 phase= -166.152 deg, @ (158, 80, 23, 1)\n", "Edge 1676 / 2048 - Max activity : 0.055 phase= -153.106 deg, @ (97, 147, 16, 2)\n", "Edge 1677 / 2048 - Max activity : 0.055 phase= -30.277 deg, @ (119, 103, 20, 1)\n", "Edge 1678 / 2048 - Max activity : 0.054 phase= -121.053 deg, @ (129, 74, 13, 1)\n", "Edge 1679 / 2048 - Max activity : 0.054 phase= 54.676 deg, @ (158, 175, 22, 1)\n", "Edge 1680 / 2048 - Max activity : 0.054 phase= 61.702 deg, @ (88, 117, 20, 1)\n", "Edge 1681 / 2048 - Max activity : 0.054 phase= 58.249 deg, @ (177, 67, 10, 1)\n", "Edge 1682 / 2048 - Max activity : 0.054 phase= 63.623 deg, @ (79, 199, 17, 0)\n", "Edge 1683 / 2048 - Max activity : 0.054 phase= 90.298 deg, @ (40, 76, 17, 3)\n", "Edge 1684 / 2048 - Max activity : 0.054 phase= 10.628 deg, @ (212, 190, 23, 2)\n", "Edge 1685 / 2048 - Max activity : 0.054 phase= -151.656 deg, @ (204, 186, 23, 1)\n", "Edge 1686 / 2048 - Max activity : 0.054 phase= 42.012 deg, @ (113, 81, 20, 1)\n", "Edge 1687 / 2048 - Max activity : 0.054 phase= -162.438 deg, @ (141, 53, 14, 0)\n", "Edge 1688 / 2048 - Max activity : 0.054 phase= 155.728 deg, @ (166, 58, 4, 1)\n", "Edge 1689 / 2048 - Max activity : 0.054 phase= -22.736 deg, @ (124, 81, 3, 0)\n", "Edge 1690 / 2048 - Max activity : 0.054 phase= -123.262 deg, @ (228, 76, 2, 1)\n", "Edge 1691 / 2048 - Max activity : 0.054 phase= 140.233 deg, @ (78, 201, 9, 3)\n", "Edge 1692 / 2048 - Max activity : 0.054 phase= -109.067 deg, @ (113, 184, 3, 2)\n", "Edge 1693 / 2048 - Max activity : 0.054 phase= -111.453 deg, @ (115, 138, 23, 2)\n", "Edge 1694 / 2048 - Max activity : 0.054 phase= 87.766 deg, @ (65, 139, 3, 1)\n", "Edge 1695 / 2048 - Max activity : 0.054 phase= 94.299 deg, @ (200, 37, 17, 1)\n", "Edge 1696 / 2048 - Max activity : 0.054 phase= -109.228 deg, @ (160, 81, 16, 0)\n", "Edge 1697 / 2048 - Max activity : 0.054 phase= 165.159 deg, @ (178, 79, 10, 2)\n", "Edge 1698 / 2048 - Max activity : 0.054 phase= -170.221 deg, @ (140, 169, 5, 3)\n", "Edge 1699 / 2048 - Max activity : 0.054 phase= 58.462 deg, @ (204, 60, 23, 1)\n", "Edge 1700 / 2048 - Max activity : 0.054 phase= -140.128 deg, @ (186, 83, 21, 1)\n", "Edge 1701 / 2048 - Max activity : 0.054 phase= -74.367 deg, @ (159, 105, 0, 2)\n", "Edge 1702 / 2048 - Max activity : 0.054 phase= -61.179 deg, @ (132, 55, 7, 0)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Edge 1703 / 2048 - Max activity : 0.054 phase= 154.246 deg, @ (169, 33, 23, 2)\n", "Edge 1704 / 2048 - Max activity : 0.054 phase= 34.038 deg, @ (89, 121, 14, 3)\n", "Edge 1705 / 2048 - Max activity : 0.054 phase= -77.537 deg, @ (132, 105, 2, 0)\n", "Edge 1706 / 2048 - Max activity : 0.054 phase= -76.346 deg, @ (107, 133, 13, 0)\n", "Edge 1707 / 2048 - Max activity : 0.054 phase= -128.006 deg, @ (96, 124, 8, 2)\n", "Edge 1708 / 2048 - Max activity : 0.054 phase= -70.357 deg, @ (65, 146, 5, 0)\n", "Edge 1709 / 2048 - Max activity : 0.054 phase= -62.454 deg, @ (118, 87, 0, 2)\n", "Edge 1710 / 2048 - Max activity : 0.054 phase= -102.333 deg, @ (207, 116, 2, 3)\n", "Edge 1711 / 2048 - Max activity : 0.054 phase= 112.896 deg, @ (149, 49, 8, 1)\n", "Edge 1712 / 2048 - Max activity : 0.053 phase= 123.494 deg, @ (118, 62, 11, 1)\n", "Edge 1713 / 2048 - Max activity : 0.053 phase= -15.342 deg, @ (157, 150, 16, 4)\n", "Edge 1714 / 2048 - Max activity : 0.053 phase= 88.420 deg, @ (54, 118, 15, 0)\n", "Edge 1715 / 2048 - Max activity : 0.053 phase= -109.795 deg, @ (144, 141, 7, 3)\n", "Edge 1716 / 2048 - Max activity : 0.054 phase= 61.592 deg, @ (135, 140, 6, 1)\n", "Edge 1717 / 2048 - Max activity : 0.053 phase= 170.481 deg, @ (28, 134, 7, 1)\n", "Edge 1718 / 2048 - Max activity : 0.053 phase= 106.506 deg, @ (195, 191, 19, 2)\n", "Edge 1719 / 2048 - Max activity : 0.053 phase= -175.727 deg, @ (175, 194, 23, 2)\n", "Edge 1720 / 2048 - Max activity : 0.053 phase= 136.691 deg, @ (72, 110, 15, 5)\n", "Edge 1721 / 2048 - Max activity : 0.053 phase= -104.770 deg, @ (117, 115, 9, 0)\n", "Edge 1722 / 2048 - Max activity : 0.053 phase= -141.356 deg, @ (149, 106, 14, 2)\n", "Edge 1723 / 2048 - Max activity : 0.053 phase= 105.911 deg, @ (145, 81, 5, 0)\n", "Edge 1724 / 2048 - Max activity : 0.053 phase= 88.699 deg, @ (135, 54, 7, 4)\n", "Edge 1725 / 2048 - Max activity : 0.053 phase= -79.672 deg, @ (134, 142, 20, 2)\n", "Edge 1726 / 2048 - Max activity : 0.053 phase= 122.812 deg, @ (134, 137, 22, 1)\n", "Edge 1727 / 2048 - Max activity : 0.053 phase= -22.821 deg, @ (77, 105, 0, 1)\n", "Edge 1728 / 2048 - Max activity : 0.053 phase= 62.716 deg, @ (96, 103, 21, 0)\n", "Edge 1729 / 2048 - Max activity : 0.053 phase= -106.366 deg, @ (170, 154, 11, 1)\n", "Edge 1730 / 2048 - Max activity : 0.053 phase= -159.076 deg, @ (202, 58, 16, 2)\n", "Edge 1731 / 2048 - Max activity : 0.053 phase= 149.853 deg, @ (158, 143, 18, 1)\n", "Edge 1732 / 2048 - Max activity : 0.053 phase= -43.967 deg, @ (131, 86, 18, 1)\n", "Edge 1733 / 2048 - Max activity : 0.053 phase= 132.123 deg, @ (122, 70, 20, 1)\n", "Edge 1734 / 2048 - Max activity : 0.053 phase= -72.900 deg, @ (87, 146, 20, 2)\n", "Edge 1735 / 2048 - Max activity : 0.053 phase= -66.581 deg, @ (195, 83, 8, 3)\n", "Edge 1736 / 2048 - Max activity : 0.052 phase= -18.036 deg, @ (136, 127, 17, 1)\n", "Edge 1737 / 2048 - Max activity : 0.052 phase= 70.514 deg, @ (215, 56, 1, 2)\n", "Edge 1738 / 2048 - Max activity : 0.052 phase= -142.857 deg, @ (99, 190, 22, 1)\n", "Edge 1739 / 2048 - Max activity : 0.052 phase= -107.339 deg, @ (109, 149, 13, 1)\n", "Edge 1740 / 2048 - Max activity : 0.052 phase= 3.608 deg, @ (171, 71, 19, 1)\n", "Edge 1741 / 2048 - Max activity : 0.052 phase= -93.237 deg, @ (192, 37, 13, 1)\n", "Edge 1742 / 2048 - Max activity : 0.052 phase= 166.185 deg, @ (135, 186, 1, 0)\n", "Edge 1743 / 2048 - Max activity : 0.052 phase= 167.924 deg, @ (60, 91, 14, 1)\n", "Edge 1744 / 2048 - Max activity : 0.052 phase= -34.013 deg, @ (87, 191, 18, 0)\n", "Edge 1745 / 2048 - Max activity : 0.052 phase= -53.335 deg, @ (93, 191, 14, 1)\n", "Edge 1746 / 2048 - Max activity : 0.052 phase= 88.556 deg, @ (137, 160, 19, 1)\n", "Edge 1747 / 2048 - Max activity : 0.052 phase= -15.858 deg, @ (69, 95, 5, 1)\n", "Edge 1748 / 2048 - Max activity : 0.052 phase= -33.149 deg, @ (231, 87, 0, 2)\n", "Edge 1749 / 2048 - Max activity : 0.052 phase= 111.343 deg, @ (172, 43, 22, 0)\n", "Edge 1750 / 2048 - Max activity : 0.052 phase= -30.901 deg, @ (104, 100, 16, 1)\n", "Edge 1751 / 2048 - Max activity : 0.052 phase= 160.841 deg, @ (55, 196, 13, 2)\n", "Edge 1752 / 2048 - Max activity : 0.052 phase= 2.667 deg, @ (75, 80, 22, 1)\n", "Edge 1753 / 2048 - Max activity : 0.052 phase= -150.956 deg, @ (181, 174, 22, 1)\n", "Edge 1754 / 2048 - Max activity : 0.052 phase= -169.631 deg, @ (133, 63, 1, 0)\n", "Edge 1755 / 2048 - Max activity : 0.052 phase= -150.836 deg, @ (147, 54, 21, 1)\n", "Edge 1756 / 2048 - Max activity : 0.052 phase= -155.103 deg, @ (112, 76, 22, 5)\n", "Edge 1757 / 2048 - Max activity : 0.052 phase= 59.235 deg, @ (85, 109, 15, 0)\n", "Edge 1758 / 2048 - Max activity : 0.052 phase= 127.467 deg, @ (73, 166, 9, 5)\n", "Edge 1759 / 2048 - Max activity : 0.052 phase= 6.713 deg, @ (171, 70, 13, 0)\n", "Edge 1760 / 2048 - Max activity : 0.052 phase= 9.920 deg, @ (72, 121, 16, 1)\n", "Edge 1761 / 2048 - Max activity : 0.052 phase= 160.408 deg, @ (117, 109, 19, 0)\n", "Edge 1762 / 2048 - Max activity : 0.052 phase= 136.014 deg, @ (106, 127, 12, 4)\n", "Edge 1763 / 2048 - Max activity : 0.052 phase= 97.796 deg, @ (44, 115, 14, 3)\n", "Edge 1764 / 2048 - Max activity : 0.052 phase= 29.957 deg, @ (136, 74, 8, 1)\n", "Edge 1765 / 2048 - Max activity : 0.052 phase= 162.397 deg, @ (119, 176, 0, 0)\n", "Edge 1766 / 2048 - Max activity : 0.052 phase= 71.609 deg, @ (162, 91, 8, 4)\n", "Edge 1767 / 2048 - Max activity : 0.052 phase= 92.228 deg, @ (154, 51, 14, 1)\n", "Edge 1768 / 2048 - Max activity : 0.052 phase= -59.266 deg, @ (173, 101, 21, 2)\n", "Edge 1769 / 2048 - Max activity : 0.051 phase= -93.999 deg, @ (58, 206, 3, 4)\n", "Edge 1770 / 2048 - Max activity : 0.051 phase= -69.276 deg, @ (170, 65, 22, 0)\n", "Edge 1771 / 2048 - Max activity : 0.051 phase= -54.567 deg, @ (200, 36, 0, 1)\n", "Edge 1772 / 2048 - Max activity : 0.051 phase= -39.710 deg, @ (104, 122, 9, 0)\n", "Edge 1773 / 2048 - Max activity : 0.051 phase= -157.860 deg, @ (67, 148, 20, 2)\n", "Edge 1774 / 2048 - Max activity : 0.051 phase= -40.176 deg, @ (138, 199, 4, 2)\n", "Edge 1775 / 2048 - Max activity : 0.051 phase= 98.965 deg, @ (99, 142, 1, 1)\n", "Edge 1776 / 2048 - Max activity : 0.051 phase= -86.838 deg, @ (159, 75, 21, 0)\n", "Edge 1777 / 2048 - Max activity : 0.051 phase= 174.995 deg, @ (195, 177, 0, 0)\n", "Edge 1778 / 2048 - Max activity : 0.051 phase= -43.785 deg, @ (152, 57, 2, 0)\n", "Edge 1779 / 2048 - Max activity : 0.051 phase= 11.654 deg, @ (91, 146, 12, 1)\n", "Edge 1780 / 2048 - Max activity : 0.051 phase= -99.542 deg, @ (156, 88, 4, 0)\n", "Edge 1781 / 2048 - Max activity : 0.053 phase= -108.380 deg, @ (151, 90, 3, 0)\n", "Edge 1782 / 2048 - Max activity : 0.051 phase= 85.890 deg, @ (161, 151, 9, 0)\n", "Edge 1783 / 2048 - Max activity : 0.051 phase= -129.198 deg, @ (135, 13, 23, 2)\n", "Edge 1784 / 2048 - Max activity : 0.051 phase= -173.488 deg, @ (133, 122, 9, 1)\n", "Edge 1785 / 2048 - Max activity : 0.051 phase= 72.086 deg, @ (46, 155, 3, 0)\n", "Edge 1786 / 2048 - Max activity : 0.051 phase= 1.642 deg, @ (228, 86, 12, 1)\n", "Edge 1787 / 2048 - Max activity : 0.051 phase= -62.358 deg, @ (124, 88, 7, 4)\n", "Edge 1788 / 2048 - Max activity : 0.051 phase= -25.692 deg, @ (137, 68, 20, 2)\n", "Edge 1789 / 2048 - Max activity : 0.051 phase= 91.007 deg, @ (127, 131, 5, 0)\n", "Edge 1790 / 2048 - Max activity : 0.051 phase= 122.056 deg, @ (193, 62, 17, 1)\n", "Edge 1791 / 2048 - Max activity : 0.051 phase= -78.538 deg, @ (69, 59, 1, 1)\n", "Edge 1792 / 2048 - Max activity : 0.051 phase= -15.126 deg, @ (76, 57, 22, 1)\n", "Edge 1793 / 2048 - Max activity : 0.051 phase= 3.903 deg, @ (198, 102, 2, 2)\n", "Edge 1794 / 2048 - Max activity : 0.051 phase= -169.428 deg, @ (71, 88, 20, 2)\n", "Edge 1795 / 2048 - Max activity : 0.051 phase= 126.052 deg, @ (177, 78, 1, 0)\n", "Edge 1796 / 2048 - Max activity : 0.051 phase= -42.052 deg, @ (159, 39, 10, 2)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Edge 1797 / 2048 - Max activity : 0.051 phase= -25.146 deg, @ (113, 55, 13, 1)\n", "Edge 1798 / 2048 - Max activity : 0.051 phase= 26.854 deg, @ (91, 149, 3, 4)\n", "Edge 1799 / 2048 - Max activity : 0.051 phase= 32.192 deg, @ (78, 160, 0, 2)\n", "Edge 1800 / 2048 - Max activity : 0.051 phase= -145.773 deg, @ (164, 59, 17, 1)\n", "Edge 1801 / 2048 - Max activity : 0.051 phase= 74.382 deg, @ (146, 124, 5, 4)\n", "Edge 1802 / 2048 - Max activity : 0.051 phase= -35.288 deg, @ (136, 131, 6, 0)\n", "Edge 1803 / 2048 - Max activity : 0.051 phase= 38.259 deg, @ (133, 116, 20, 0)\n", "Edge 1804 / 2048 - Max activity : 0.051 phase= -79.551 deg, @ (107, 73, 22, 1)\n", "Edge 1805 / 2048 - Max activity : 0.051 phase= -162.717 deg, @ (129, 82, 21, 0)\n", "Edge 1806 / 2048 - Max activity : 0.051 phase= -154.791 deg, @ (211, 79, 7, 1)\n", "Edge 1807 / 2048 - Max activity : 0.051 phase= -4.372 deg, @ (130, 130, 13, 0)\n", "Edge 1808 / 2048 - Max activity : 0.051 phase= -105.877 deg, @ (127, 143, 14, 2)\n", "Edge 1809 / 2048 - Max activity : 0.051 phase= 126.876 deg, @ (83, 104, 17, 1)\n", "Edge 1810 / 2048 - Max activity : 0.050 phase= 1.643 deg, @ (130, 167, 5, 0)\n", "Edge 1811 / 2048 - Max activity : 0.050 phase= 92.369 deg, @ (138, 133, 0, 1)\n", "Edge 1812 / 2048 - Max activity : 0.050 phase= -124.475 deg, @ (123, 103, 7, 1)\n", "Edge 1813 / 2048 - Max activity : 0.050 phase= -65.843 deg, @ (63, 103, 5, 1)\n", "Edge 1814 / 2048 - Max activity : 0.050 phase= 18.183 deg, @ (205, 119, 22, 0)\n", "Edge 1815 / 2048 - Max activity : 0.050 phase= 84.248 deg, @ (189, 159, 21, 0)\n", "Edge 1816 / 2048 - Max activity : 0.050 phase= 153.029 deg, @ (226, 73, 15, 1)\n", "Edge 1817 / 2048 - Max activity : 0.050 phase= -34.320 deg, @ (138, 183, 22, 0)\n", "Edge 1818 / 2048 - Max activity : 0.050 phase= -112.866 deg, @ (94, 113, 13, 0)\n", "Edge 1819 / 2048 - Max activity : 0.050 phase= 124.400 deg, @ (116, 82, 8, 1)\n", "Edge 1820 / 2048 - Max activity : 0.050 phase= -78.579 deg, @ (112, 112, 4, 0)\n", "Edge 1821 / 2048 - Max activity : 0.050 phase= 112.128 deg, @ (165, 156, 17, 1)\n", "Edge 1822 / 2048 - Max activity : 0.050 phase= -83.618 deg, @ (195, 157, 5, 2)\n", "Edge 1823 / 2048 - Max activity : 0.050 phase= -93.707 deg, @ (89, 131, 16, 0)\n", "Edge 1824 / 2048 - Max activity : 0.050 phase= 113.524 deg, @ (143, 76, 22, 0)\n", "Edge 1825 / 2048 - Max activity : 0.050 phase= -29.271 deg, @ (172, 76, 19, 1)\n", "Edge 1826 / 2048 - Max activity : 0.050 phase= 158.056 deg, @ (148, 96, 20, 1)\n", "Edge 1827 / 2048 - Max activity : 0.050 phase= 83.337 deg, @ (106, 174, 3, 1)\n", "Edge 1828 / 2048 - Max activity : 0.050 phase= 172.681 deg, @ (103, 113, 16, 1)\n", "Edge 1829 / 2048 - Max activity : 0.050 phase= 69.824 deg, @ (177, 50, 16, 1)\n", "Edge 1830 / 2048 - Max activity : 0.050 phase= 111.320 deg, @ (132, 168, 14, 0)\n", "Edge 1831 / 2048 - Max activity : 0.050 phase= -54.515 deg, @ (206, 82, 13, 3)\n", "Edge 1832 / 2048 - Max activity : 0.050 phase= 79.935 deg, @ (95, 179, 22, 1)\n", "Edge 1833 / 2048 - Max activity : 0.050 phase= -124.896 deg, @ (73, 173, 19, 2)\n", "Edge 1834 / 2048 - Max activity : 0.050 phase= 164.869 deg, @ (98, 172, 13, 8)\n", "Edge 1835 / 2048 - Max activity : 0.050 phase= -79.209 deg, @ (168, 96, 21, 0)\n", "Edge 1836 / 2048 - Max activity : 0.050 phase= 68.995 deg, @ (165, 81, 4, 0)\n", "Edge 1837 / 2048 - Max activity : 0.050 phase= -154.591 deg, @ (184, 225, 23, 1)\n", "Edge 1838 / 2048 - Max activity : 0.050 phase= 7.908 deg, @ (141, 104, 7, 1)\n", "Edge 1839 / 2048 - Max activity : 0.050 phase= -153.614 deg, @ (119, 131, 21, 1)\n", "Edge 1840 / 2048 - Max activity : 0.050 phase= 147.385 deg, @ (113, 178, 14, 2)\n", "Edge 1841 / 2048 - Max activity : 0.050 phase= 23.859 deg, @ (155, 96, 18, 0)\n", "Edge 1842 / 2048 - Max activity : 0.050 phase= -57.682 deg, @ (71, 167, 3, 1)\n", "Edge 1843 / 2048 - Max activity : 0.050 phase= 61.833 deg, @ (112, 116, 21, 1)\n", "Edge 1844 / 2048 - Max activity : 0.050 phase= -160.004 deg, @ (109, 103, 0, 1)\n", "Edge 1845 / 2048 - Max activity : 0.050 phase= -74.055 deg, @ (163, 94, 3, 1)\n", "Edge 1846 / 2048 - Max activity : 0.050 phase= 111.386 deg, @ (208, 77, 18, 1)\n", "Edge 1847 / 2048 - Max activity : 0.050 phase= 33.955 deg, @ (135, 87, 7, 1)\n", "Edge 1848 / 2048 - Max activity : 0.050 phase= 110.186 deg, @ (92, 128, 20, 0)\n", "Edge 1849 / 2048 - Max activity : 0.050 phase= -52.631 deg, @ (159, 100, 12, 2)\n", "Edge 1850 / 2048 - Max activity : 0.050 phase= 146.579 deg, @ (117, 185, 16, 0)\n", "Edge 1851 / 2048 - Max activity : 0.050 phase= 17.419 deg, @ (146, 103, 20, 0)\n", "Edge 1852 / 2048 - Max activity : 0.050 phase= 44.803 deg, @ (191, 125, 13, 1)\n", "Edge 1853 / 2048 - Max activity : 0.049 phase= -155.499 deg, @ (150, 233, 19, 2)\n", "Edge 1854 / 2048 - Max activity : 0.049 phase= -131.316 deg, @ (210, 71, 9, 2)\n", "Edge 1855 / 2048 - Max activity : 0.049 phase= -159.553 deg, @ (135, 109, 23, 0)\n", "Edge 1856 / 2048 - Max activity : 0.049 phase= 17.468 deg, @ (184, 95, 23, 1)\n", "Edge 1857 / 2048 - Max activity : 0.049 phase= 134.771 deg, @ (166, 172, 22, 1)\n", "Edge 1858 / 2048 - Max activity : 0.049 phase= -130.552 deg, @ (101, 111, 0, 1)\n", "Edge 1859 / 2048 - Max activity : 0.049 phase= -5.986 deg, @ (194, 76, 23, 0)\n", "Edge 1860 / 2048 - Max activity : 0.049 phase= 78.395 deg, @ (146, 78, 9, 0)\n", "Edge 1861 / 2048 - Max activity : 0.049 phase= -27.868 deg, @ (92, 60, 20, 0)\n", "Edge 1862 / 2048 - Max activity : 0.049 phase= -30.349 deg, @ (216, 50, 19, 2)\n", "Edge 1863 / 2048 - Max activity : 0.049 phase= -41.501 deg, @ (218, 58, 20, 1)\n", "Edge 1864 / 2048 - Max activity : 0.049 phase= -54.258 deg, @ (223, 95, 22, 0)\n", "Edge 1865 / 2048 - Max activity : 0.049 phase= -160.740 deg, @ (137, 171, 20, 2)\n", "Edge 1866 / 2048 - Max activity : 0.049 phase= 116.344 deg, @ (79, 84, 4, 1)\n", "Edge 1867 / 2048 - Max activity : 0.049 phase= -6.715 deg, @ (169, 52, 1, 1)\n", "Edge 1868 / 2048 - Max activity : 0.049 phase= -46.565 deg, @ (164, 64, 15, 0)\n", "Edge 1869 / 2048 - Max activity : 0.049 phase= 20.682 deg, @ (105, 167, 6, 3)\n", "Edge 1870 / 2048 - Max activity : 0.049 phase= 98.483 deg, @ (171, 64, 19, 2)\n", "Edge 1871 / 2048 - Max activity : 0.049 phase= -90.263 deg, @ (134, 164, 3, 1)\n", "Edge 1872 / 2048 - Max activity : 0.049 phase= 41.592 deg, @ (177, 34, 18, 0)\n", "Edge 1873 / 2048 - Max activity : 0.049 phase= 6.546 deg, @ (199, 74, 18, 0)\n", "Edge 1874 / 2048 - Max activity : 0.049 phase= -87.512 deg, @ (153, 96, 14, 0)\n", "Edge 1875 / 2048 - Max activity : 0.049 phase= -104.486 deg, @ (217, 91, 1, 1)\n", "Edge 1876 / 2048 - Max activity : 0.049 phase= 161.103 deg, @ (128, 152, 22, 3)\n", "Edge 1877 / 2048 - Max activity : 0.049 phase= -33.403 deg, @ (137, 157, 2, 5)\n", "Edge 1878 / 2048 - Max activity : 0.049 phase= 42.942 deg, @ (63, 184, 14, 1)\n", "Edge 1879 / 2048 - Max activity : 0.049 phase= 171.349 deg, @ (210, 106, 23, 1)\n", "Edge 1880 / 2048 - Max activity : 0.049 phase= 126.304 deg, @ (127, 142, 20, 0)\n", "Edge 1881 / 2048 - Max activity : 0.049 phase= -128.603 deg, @ (126, 64, 9, 0)\n", "Edge 1882 / 2048 - Max activity : 0.049 phase= -32.339 deg, @ (209, 43, 20, 1)\n", "Edge 1883 / 2048 - Max activity : 0.048 phase= 17.009 deg, @ (146, 65, 1, 0)\n", "Edge 1884 / 2048 - Max activity : 0.048 phase= -17.031 deg, @ (117, 108, 20, 4)\n", "Edge 1885 / 2048 - Max activity : 0.048 phase= 63.024 deg, @ (130, 100, 19, 1)\n", "Edge 1886 / 2048 - Max activity : 0.048 phase= -109.301 deg, @ (194, 162, 15, 7)\n", "Edge 1887 / 2048 - Max activity : 0.048 phase= 164.703 deg, @ (75, 100, 17, 0)\n", "Edge 1888 / 2048 - Max activity : 0.048 phase= 48.750 deg, @ (97, 96, 9, 2)\n", "Edge 1889 / 2048 - Max activity : 0.049 phase= -165.184 deg, @ (101, 97, 6, 0)\n", "Edge 1890 / 2048 - Max activity : 0.048 phase= -112.864 deg, @ (155, 13, 23, 6)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Edge 1891 / 2048 - Max activity : 0.048 phase= -67.139 deg, @ (166, 54, 12, 1)\n", "Edge 1892 / 2048 - Max activity : 0.048 phase= 105.676 deg, @ (214, 64, 19, 2)\n", "Edge 1893 / 2048 - Max activity : 0.048 phase= -57.550 deg, @ (125, 139, 4, 0)\n", "Edge 1894 / 2048 - Max activity : 0.048 phase= -84.100 deg, @ (63, 118, 5, 1)\n", "Edge 1895 / 2048 - Max activity : 0.048 phase= -87.339 deg, @ (178, 181, 19, 2)\n", "Edge 1896 / 2048 - Max activity : 0.048 phase= -144.002 deg, @ (84, 152, 16, 1)\n", "Edge 1897 / 2048 - Max activity : 0.048 phase= 29.160 deg, @ (112, 82, 4, 0)\n", "Edge 1898 / 2048 - Max activity : 0.048 phase= -96.771 deg, @ (127, 161, 17, 1)\n", "Edge 1899 / 2048 - Max activity : 0.048 phase= -166.549 deg, @ (127, 166, 10, 0)\n", "Edge 1900 / 2048 - Max activity : 0.048 phase= -78.290 deg, @ (38, 146, 21, 2)\n", "Edge 1901 / 2048 - Max activity : 0.048 phase= 6.190 deg, @ (203, 176, 23, 0)\n", "Edge 1902 / 2048 - Max activity : 0.048 phase= -174.310 deg, @ (150, 189, 7, 1)\n", "Edge 1903 / 2048 - Max activity : 0.048 phase= -147.950 deg, @ (54, 127, 14, 0)\n", "Edge 1904 / 2048 - Max activity : 0.048 phase= 49.313 deg, @ (130, 57, 15, 1)\n", "Edge 1905 / 2048 - Max activity : 0.048 phase= -113.566 deg, @ (55, 215, 17, 5)\n", "Edge 1906 / 2048 - Max activity : 0.048 phase= 94.003 deg, @ (214, 84, 12, 1)\n", "Edge 1907 / 2048 - Max activity : 0.048 phase= 52.750 deg, @ (74, 78, 9, 1)\n", "Edge 1908 / 2048 - Max activity : 0.048 phase= -51.696 deg, @ (94, 132, 14, 0)\n", "Edge 1909 / 2048 - Max activity : 0.048 phase= -67.371 deg, @ (60, 208, 0, 0)\n", "Edge 1910 / 2048 - Max activity : 0.048 phase= -162.354 deg, @ (62, 76, 18, 1)\n", "Edge 1911 / 2048 - Max activity : 0.048 phase= -71.431 deg, @ (198, 67, 0, 1)\n", "Edge 1912 / 2048 - Max activity : 0.048 phase= 98.345 deg, @ (84, 159, 21, 1)\n", "Edge 1913 / 2048 - Max activity : 0.048 phase= 78.579 deg, @ (90, 97, 17, 0)\n", "Edge 1914 / 2048 - Max activity : 0.048 phase= 38.862 deg, @ (144, 99, 17, 0)\n", "Edge 1915 / 2048 - Max activity : 0.048 phase= 70.204 deg, @ (120, 125, 1, 3)\n", "Edge 1916 / 2048 - Max activity : 0.048 phase= 76.015 deg, @ (133, 96, 5, 1)\n", "Edge 1917 / 2048 - Max activity : 0.048 phase= 130.372 deg, @ (85, 132, 7, 3)\n", "Edge 1918 / 2048 - Max activity : 0.048 phase= 76.108 deg, @ (45, 121, 16, 0)\n", "Edge 1919 / 2048 - Max activity : 0.048 phase= -8.555 deg, @ (131, 56, 2, 0)\n", "Edge 1920 / 2048 - Max activity : 0.048 phase= -54.481 deg, @ (87, 200, 22, 4)\n", "Edge 1921 / 2048 - Max activity : 0.048 phase= -49.043 deg, @ (118, 174, 7, 6)\n", "Edge 1922 / 2048 - Max activity : 0.048 phase= 170.560 deg, @ (63, 181, 16, 4)\n", "Edge 1923 / 2048 - Max activity : 0.048 phase= -76.911 deg, @ (68, 187, 18, 2)\n", "Edge 1924 / 2048 - Max activity : 0.048 phase= -25.673 deg, @ (173, 48, 8, 1)\n", "Edge 1925 / 2048 - Max activity : 0.048 phase= 20.059 deg, @ (129, 97, 1, 3)\n", "Edge 1926 / 2048 - Max activity : 0.048 phase= 112.543 deg, @ (110, 102, 4, 4)\n", "Edge 1927 / 2048 - Max activity : 0.047 phase= 161.397 deg, @ (198, 63, 21, 0)\n", "Edge 1928 / 2048 - Max activity : 0.047 phase= -26.739 deg, @ (215, 78, 20, 1)\n", "Edge 1929 / 2048 - Max activity : 0.047 phase= -165.173 deg, @ (160, 58, 0, 3)\n", "Edge 1930 / 2048 - Max activity : 0.047 phase= -121.210 deg, @ (133, 110, 5, 1)\n", "Edge 1931 / 2048 - Max activity : 0.047 phase= 120.046 deg, @ (133, 126, 4, 2)\n", "Edge 1932 / 2048 - Max activity : 0.047 phase= -9.843 deg, @ (190, 44, 22, 1)\n", "Edge 1933 / 2048 - Max activity : 0.047 phase= 168.439 deg, @ (179, 150, 11, 0)\n", "Edge 1934 / 2048 - Max activity : 0.047 phase= -100.862 deg, @ (179, 160, 10, 2)\n", "Edge 1935 / 2048 - Max activity : 0.047 phase= 76.622 deg, @ (173, 94, 10, 1)\n", "Edge 1936 / 2048 - Max activity : 0.047 phase= -137.909 deg, @ (139, 137, 16, 1)\n", "Edge 1937 / 2048 - Max activity : 0.047 phase= 96.343 deg, @ (141, 82, 9, 0)\n", "Edge 1938 / 2048 - Max activity : 0.047 phase= 47.909 deg, @ (139, 82, 19, 0)\n", "Edge 1939 / 2048 - Max activity : 0.047 phase= -101.037 deg, @ (174, 81, 3, 2)\n", "Edge 1940 / 2048 - Max activity : 0.047 phase= -134.678 deg, @ (116, 227, 8, 4)\n", "Edge 1941 / 2048 - Max activity : 0.047 phase= 91.290 deg, @ (150, 60, 9, 0)\n", "Edge 1942 / 2048 - Max activity : 0.047 phase= -58.040 deg, @ (169, 164, 20, 0)\n", "Edge 1943 / 2048 - Max activity : 0.047 phase= 14.022 deg, @ (200, 158, 8, 2)\n", "Edge 1944 / 2048 - Max activity : 0.047 phase= 60.286 deg, @ (80, 145, 6, 1)\n", "Edge 1945 / 2048 - Max activity : 0.047 phase= 122.993 deg, @ (142, 56, 18, 4)\n", "Edge 1946 / 2048 - Max activity : 0.047 phase= -177.677 deg, @ (56, 67, 23, 1)\n", "Edge 1947 / 2048 - Max activity : 0.047 phase= -73.797 deg, @ (237, 83, 3, 1)\n", "Edge 1948 / 2048 - Max activity : 0.047 phase= -147.848 deg, @ (181, 44, 18, 1)\n", "Edge 1949 / 2048 - Max activity : 0.047 phase= -177.624 deg, @ (110, 125, 21, 0)\n", "Edge 1950 / 2048 - Max activity : 0.048 phase= 79.467 deg, @ (105, 125, 17, 1)\n", "Edge 1951 / 2048 - Max activity : 0.047 phase= -119.558 deg, @ (205, 35, 4, 1)\n", "Edge 1952 / 2048 - Max activity : 0.047 phase= 47.386 deg, @ (128, 73, 8, 1)\n", "Edge 1953 / 2048 - Max activity : 0.047 phase= 19.926 deg, @ (200, 75, 1, 0)\n", "Edge 1954 / 2048 - Max activity : 0.047 phase= 96.883 deg, @ (124, 103, 13, 0)\n", "Edge 1955 / 2048 - Max activity : 0.047 phase= 118.280 deg, @ (134, 96, 22, 0)\n", "Edge 1956 / 2048 - Max activity : 0.047 phase= -54.040 deg, @ (39, 168, 23, 4)\n", "Edge 1957 / 2048 - Max activity : 0.047 phase= 8.141 deg, @ (195, 42, 9, 2)\n", "Edge 1958 / 2048 - Max activity : 0.047 phase= -109.345 deg, @ (166, 156, 23, 0)\n", "Edge 1959 / 2048 - Max activity : 0.047 phase= -127.074 deg, @ (186, 190, 23, 0)\n", "Edge 1960 / 2048 - Max activity : 0.047 phase= 129.175 deg, @ (71, 208, 2, 0)\n", "Edge 1961 / 2048 - Max activity : 0.047 phase= 79.376 deg, @ (113, 182, 7, 1)\n", "Edge 1962 / 2048 - Max activity : 0.047 phase= 118.721 deg, @ (168, 59, 0, 0)\n", "Edge 1963 / 2048 - Max activity : 0.047 phase= 139.308 deg, @ (160, 56, 1, 0)\n", "Edge 1964 / 2048 - Max activity : 0.047 phase= 62.132 deg, @ (192, 69, 15, 0)\n", "Edge 1965 / 2048 - Max activity : 0.046 phase= -16.585 deg, @ (93, 117, 4, 1)\n", "Edge 1966 / 2048 - Max activity : 0.046 phase= 159.289 deg, @ (89, 211, 20, 2)\n", "Edge 1967 / 2048 - Max activity : 0.046 phase= 50.574 deg, @ (216, 183, 22, 1)\n", "Edge 1968 / 2048 - Max activity : 0.046 phase= -47.956 deg, @ (173, 110, 23, 0)\n", "Edge 1969 / 2048 - Max activity : 0.046 phase= 130.041 deg, @ (130, 137, 9, 0)\n", "Edge 1970 / 2048 - Max activity : 0.046 phase= -173.606 deg, @ (145, 127, 1, 1)\n", "Edge 1971 / 2048 - Max activity : 0.046 phase= 28.061 deg, @ (131, 100, 12, 1)\n", "Edge 1972 / 2048 - Max activity : 0.046 phase= 38.457 deg, @ (167, 87, 21, 0)\n", "Edge 1973 / 2048 - Max activity : 0.047 phase= 82.897 deg, @ (172, 92, 22, 1)\n", "Edge 1974 / 2048 - Max activity : 0.046 phase= -67.767 deg, @ (141, 153, 1, 1)\n", "Edge 1975 / 2048 - Max activity : 0.046 phase= 20.716 deg, @ (145, 161, 5, 1)\n", "Edge 1976 / 2048 - Max activity : 0.046 phase= 1.315 deg, @ (222, 97, 16, 0)\n", "Edge 1977 / 2048 - Max activity : 0.046 phase= -138.753 deg, @ (115, 134, 15, 2)\n", "Edge 1978 / 2048 - Max activity : 0.046 phase= -7.056 deg, @ (182, 78, 15, 0)\n", "Edge 1979 / 2048 - Max activity : 0.046 phase= 155.105 deg, @ (143, 197, 22, 1)\n", "Edge 1980 / 2048 - Max activity : 0.046 phase= -50.650 deg, @ (89, 77, 5, 1)\n", "Edge 1981 / 2048 - Max activity : 0.047 phase= 71.970 deg, @ (87, 68, 7, 2)\n", "Edge 1982 / 2048 - Max activity : 0.046 phase= -80.304 deg, @ (126, 181, 0, 0)\n", "Edge 1983 / 2048 - Max activity : 0.046 phase= -147.036 deg, @ (141, 75, 2, 0)\n", "Edge 1984 / 2048 - Max activity : 0.046 phase= 34.854 deg, @ (94, 178, 2, 1)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Edge 1985 / 2048 - Max activity : 0.046 phase= -148.479 deg, @ (173, 58, 15, 4)\n", "Edge 1986 / 2048 - Max activity : 0.046 phase= 143.116 deg, @ (155, 132, 11, 6)\n", "Edge 1987 / 2048 - Max activity : 0.046 phase= -126.757 deg, @ (62, 119, 15, 1)\n", "Edge 1988 / 2048 - Max activity : 0.046 phase= 46.834 deg, @ (158, 43, 21, 2)\n", "Edge 1989 / 2048 - Max activity : 0.046 phase= -90.399 deg, @ (100, 91, 18, 1)\n", "Edge 1990 / 2048 - Max activity : 0.046 phase= -130.101 deg, @ (89, 126, 3, 1)\n", "Edge 1991 / 2048 - Max activity : 0.046 phase= 7.599 deg, @ (105, 136, 22, 1)\n", "Edge 1992 / 2048 - Max activity : 0.046 phase= -46.978 deg, @ (70, 138, 16, 2)\n", "Edge 1993 / 2048 - Max activity : 0.046 phase= -158.640 deg, @ (68, 174, 5, 3)\n", "Edge 1994 / 2048 - Max activity : 0.046 phase= -178.750 deg, @ (134, 112, 11, 0)\n", "Edge 1995 / 2048 - Max activity : 0.046 phase= 10.054 deg, @ (217, 75, 0, 0)\n", "Edge 1996 / 2048 - Max activity : 0.046 phase= 60.250 deg, @ (87, 196, 19, 1)\n", "Edge 1997 / 2048 - Max activity : 0.046 phase= 130.221 deg, @ (145, 183, 3, 2)\n", "Edge 1998 / 2048 - Max activity : 0.046 phase= 119.065 deg, @ (155, 161, 1, 2)\n", "Edge 1999 / 2048 - Max activity : 0.046 phase= -63.608 deg, @ (105, 91, 7, 1)\n", "Edge 2000 / 2048 - Max activity : 0.046 phase= 3.680 deg, @ (114, 57, 7, 2)\n", "Edge 2001 / 2048 - Max activity : 0.046 phase= 114.018 deg, @ (109, 184, 20, 0)\n", "Edge 2002 / 2048 - Max activity : 0.046 phase= 57.897 deg, @ (192, 155, 18, 1)\n", "Edge 2003 / 2048 - Max activity : 0.046 phase= 178.638 deg, @ (220, 109, 22, 1)\n", "Edge 2004 / 2048 - Max activity : 0.046 phase= 127.370 deg, @ (148, 96, 3, 1)\n", "Edge 2005 / 2048 - Max activity : 0.046 phase= 144.909 deg, @ (147, 87, 14, 0)\n", "Edge 2006 / 2048 - Max activity : 0.046 phase= -127.387 deg, @ (146, 87, 23, 0)\n", "Edge 2007 / 2048 - Max activity : 0.046 phase= -103.257 deg, @ (97, 136, 15, 2)\n", "Edge 2008 / 2048 - Max activity : 0.045 phase= 51.697 deg, @ (146, 56, 14, 1)\n", "Edge 2009 / 2048 - Max activity : 0.045 phase= 76.135 deg, @ (93, 86, 17, 0)\n", "Edge 2010 / 2048 - Max activity : 0.045 phase= 152.067 deg, @ (167, 56, 8, 3)\n", "Edge 2011 / 2048 - Max activity : 0.045 phase= 124.881 deg, @ (103, 150, 16, 1)\n", "Edge 2012 / 2048 - Max activity : 0.045 phase= -171.669 deg, @ (82, 104, 8, 0)\n", "Edge 2013 / 2048 - Max activity : 0.045 phase= -106.793 deg, @ (140, 53, 6, 0)\n", "Edge 2014 / 2048 - Max activity : 0.045 phase= -153.057 deg, @ (189, 180, 21, 1)\n", "Edge 2015 / 2048 - Max activity : 0.045 phase= 25.900 deg, @ (227, 65, 0, 2)\n", "Edge 2016 / 2048 - Max activity : 0.045 phase= -77.698 deg, @ (135, 145, 17, 1)\n", "Edge 2017 / 2048 - Max activity : 0.045 phase= -129.619 deg, @ (205, 92, 11, 1)\n", "Edge 2018 / 2048 - Max activity : 0.045 phase= 137.626 deg, @ (191, 38, 19, 0)\n", "Edge 2019 / 2048 - Max activity : 0.045 phase= -170.571 deg, @ (139, 69, 10, 0)\n", "Edge 2020 / 2048 - Max activity : 0.045 phase= -176.121 deg, @ (170, 107, 3, 3)\n", "Edge 2021 / 2048 - Max activity : 0.046 phase= -23.940 deg, @ (162, 111, 3, 2)\n", "Edge 2022 / 2048 - Max activity : 0.045 phase= 17.108 deg, @ (123, 63, 4, 2)\n", "Edge 2023 / 2048 - Max activity : 0.045 phase= 8.412 deg, @ (67, 103, 16, 0)\n", "Edge 2024 / 2048 - Max activity : 0.045 phase= 120.615 deg, @ (123, 97, 1, 0)\n", "Edge 2025 / 2048 - Max activity : 0.045 phase= 121.659 deg, @ (69, 172, 2, 1)\n", "Edge 2026 / 2048 - Max activity : 0.045 phase= 155.538 deg, @ (161, 73, 8, 1)\n", "Edge 2027 / 2048 - Max activity : 0.045 phase= -55.212 deg, @ (85, 88, 16, 3)\n", "Edge 2028 / 2048 - Max activity : 0.045 phase= 125.880 deg, @ (53, 209, 22, 2)\n", "Edge 2029 / 2048 - Max activity : 0.045 phase= -20.271 deg, @ (132, 58, 19, 0)\n", "Edge 2030 / 2048 - Max activity : 0.045 phase= 141.937 deg, @ (172, 150, 7, 2)\n", "Edge 2031 / 2048 - Max activity : 0.045 phase= -27.627 deg, @ (123, 73, 13, 0)\n", "Edge 2032 / 2048 - Max activity : 0.045 phase= 169.271 deg, @ (158, 193, 21, 1)\n", "Edge 2033 / 2048 - Max activity : 0.045 phase= -60.616 deg, @ (51, 153, 4, 1)\n", "Edge 2034 / 2048 - Max activity : 0.045 phase= -29.846 deg, @ (80, 66, 3, 0)\n", "Edge 2035 / 2048 - Max activity : 0.045 phase= 142.982 deg, @ (98, 119, 21, 0)\n", "Edge 2036 / 2048 - Max activity : 0.045 phase= -69.352 deg, @ (93, 196, 6, 2)\n", "Edge 2037 / 2048 - Max activity : 0.045 phase= 70.526 deg, @ (106, 174, 19, 3)\n", "Edge 2038 / 2048 - Max activity : 0.045 phase= 83.056 deg, @ (124, 125, 13, 1)\n", "Edge 2039 / 2048 - Max activity : 0.045 phase= -56.418 deg, @ (113, 55, 19, 2)\n", "Edge 2040 / 2048 - Max activity : 0.045 phase= 164.667 deg, @ (66, 65, 19, 1)\n", "Edge 2041 / 2048 - Max activity : 0.045 phase= -50.505 deg, @ (134, 124, 13, 1)\n", "Edge 2042 / 2048 - Max activity : 0.045 phase= -104.600 deg, @ (166, 150, 22, 5)\n", "Edge 2043 / 2048 - Max activity : 0.045 phase= -116.495 deg, @ (191, 186, 22, 6)\n", "Edge 2044 / 2048 - Max activity : 0.045 phase= -119.898 deg, @ (198, 46, 5, 2)\n", "Edge 2045 / 2048 - Max activity : 0.045 phase= -137.154 deg, @ (86, 123, 17, 0)\n", "Edge 2046 / 2048 - Max activity : 0.045 phase= 157.941 deg, @ (242, 105, 15, 1)\n", "Edge 2047 / 2048 - Max activity : 0.045 phase= 7.525 deg, @ (64, 134, 7, 3)\n" ] } ], "source": [ "%run experiment_example.py" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's show the results of the sparse edge extraction with the edges overlaid on the original image:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mp.pe.figsize_edges = 12\n", "mp.pe.line_width = 3.\n", "mp.pe.scale = .5\n", "\n", "fig, a = mp.show_edges(edges, image=mp.dewhitening(white), show_phase=False, show_mask=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note the dashed circle which (as in Geisler, 2001) shows the limit after which we discard edges. Indeed, when computing statistics (our main goal) we wish to be not perturbed by the fact that images are rectangular.\n", "\n", "Let's show the results of the sparse edge extraction with the edges overlaid on the image reconstructed from the edges:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "image_rec = mp.reconstruct(edges) \n", "fig, a = mp.show_edges(edges, image=mp.dewhitening(image_rec), show_phase=False, show_mask=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "Check out [this blog post](https://laurentperrinet.github.io/sciblog/posts/2015-05-22-a-hitchhiker-guide-to-matching-pursuit.html) to learn more about Matching Pursuit.\n", "\n", "## more examples\n", "First, some tests are available as separate notebooks:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/html": [ "../notebooks/
\n", "  test-co-occurrences.ipynb
\n", "  test-scales.ipynb
\n", "  test-SparseEdges.ipynb
\n", "  textured-noise.ipynb
\n", "  test-parameters.ipynb
\n", "  nb_synthesis.ipynb
" ], "text/plain": [ "../notebooks/\n", " test-co-occurrences.ipynb\n", " test-scales.ipynb\n", " test-SparseEdges.ipynb\n", " textured-noise.ipynb\n", " test-parameters.ipynb\n", " nb_synthesis.ipynb" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from IPython.display import FileLink, FileLinks, Image\n", "FileLinks('../notebooks', recursive=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[Back to top](#SparseEdges)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Effect of parameters on edge extraction: image size\n" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "scrolled": true }, "outputs": [], "source": [ "# TODO include figure" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Effect of parameters on edge extraction: filter parameters\n", "\n" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "# TODO include figure" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we test different parameters for the filters, we measured the gain in efficiency for the algorithm as the ratio of the code length to achieve $85\\%$ of energy extraction relative to that for the default parameters (white bar). The average is computed on the same database of natural images and error bars denote the standard deviation of gain over the database. First, we studied the effect of the bandwidth of filters respectively in the $\\textsf{(A)}$ spatial frequency and $\\textsf{(B)}$ orientation spaces. The minimum is reached for the default parameters: this shows that default parameters provide an optimal compromise between the precision of filters in the frequency and position domains for this database. We may also compare pyramids with different number of filters. Indeed, efficiency (in bits) is equal to the number of selected filters times the coding cost for the address of each edge in the pyramid.\n", "We plot here the average gain in efficiency which shows an optimal compromise respectively for respectively $\\textsf{(C)}$ the number of orientations and $\\textsf{(D)}$ the number of spatial frequencies (scales). Note first that with more than 12 directions, the gain remains stable. Note also that a dyadic scale ratio (that is of 2) is efficient but that other solutions ---such as using the golden section $\\phi$--- prove to be significantly more efficient, though the average gain is relatively small (inferior to $5\\%$)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## some book keeping for the notebook" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2018-06-18T17:54:55+02:00\n", "\n", "CPython 3.6.5\n", "IPython 6.4.0\n", "\n", "compiler : GCC 4.2.1 Compatible Apple LLVM 9.1.0 (clang-902.0.39.2)\n", "system : Darwin\n", "release : 17.6.0\n", "machine : x86_64\n", "processor : i386\n", "CPU cores : 36\n", "interpreter: 64bit\n" ] } ], "source": [ "%load_ext watermark\n", "%watermark" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "application/json": { "Software versions": [ { "module": "Python", "version": "3.6.5 64bit [GCC 4.2.1 Compatible Apple LLVM 9.1.0 (clang-902.0.39.2)]" }, { "module": "IPython", "version": "6.4.0" }, { "module": "OS", "version": "Darwin 17.6.0 x86_64 i386 64bit" }, { "module": "numpy", "version": "1.14.5" }, { "module": "scipy", "version": "1.1.0" }, { "module": "matplotlib", "version": "2.2.2" }, { "module": "sympy", "version": "1.1.1" } ] }, "text/html": [ "
SoftwareVersion
Python3.6.5 64bit [GCC 4.2.1 Compatible Apple LLVM 9.1.0 (clang-902.0.39.2)]
IPython6.4.0
OSDarwin 17.6.0 x86_64 i386 64bit
numpy1.14.5
scipy1.1.0
matplotlib2.2.2
sympy1.1.1
Mon Jun 18 17:54:56 2018 CEST
" ], "text/latex": [ "\\begin{tabular}{|l|l|}\\hline\n", "{\\bf Software} & {\\bf Version} \\\\ \\hline\\hline\n", "Python & 3.6.5 64bit [GCC 4.2.1 Compatible Apple LLVM 9.1.0 (clang-902.0.39.2)] \\\\ \\hline\n", "IPython & 6.4.0 \\\\ \\hline\n", "OS & Darwin 17.6.0 x86\\_64 i386 64bit \\\\ \\hline\n", "numpy & 1.14.5 \\\\ \\hline\n", "scipy & 1.1.0 \\\\ \\hline\n", "matplotlib & 2.2.2 \\\\ \\hline\n", "sympy & 1.1.1 \\\\ \\hline\n", "\\hline \\multicolumn{2}{|l|}{Mon Jun 18 17:54:56 2018 CEST} \\\\ \\hline\n", "\\end{tabular}\n" ], "text/plain": [ "Software versions\n", "Python 3.6.5 64bit [GCC 4.2.1 Compatible Apple LLVM 9.1.0 (clang-902.0.39.2)]\n", "IPython 6.4.0\n", "OS Darwin 17.6.0 x86_64 i386 64bit\n", "numpy 1.14.5\n", "scipy 1.1.0\n", "matplotlib 2.2.2\n", "sympy 1.1.1\n", "Mon Jun 18 17:54:56 2018 CEST" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%load_ext version_information\n", "%version_information numpy, scipy, matplotlib, sympy" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "%cd -q .." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.5" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": false } }, "nbformat": 4, "nbformat_minor": 1 }