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|
{
"cells": [
{
"cell_type": "code",
"execution_count": 85,
"id": "1ebba6a4-0f66-4e99-8363-7d9e227b4949",
"metadata": {},
"outputs": [],
"source": [
"from matplotlib import pyplot as plt\n",
"import numpy as np\n",
"from pathlib import Path\n",
"%matplotlib widget"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "5f1575d2-d501-46ef-97d5-9d20d1259e4f",
"metadata": {
"jupyter": {
"source_hidden": true
}
},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7f00864ea990>]"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "7a7200ccaf1f4ffbbb6e253f529fa35c",
"version_major": 2,
"version_minor": 0
},
"image/png": 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",
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"\n",
" <div style=\"display: inline-block;\">\n",
" <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
" Figure\n",
" </div>\n",
" <img 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"source": [
"d = np.array([16811, 16732, 16768, 16811, 16799, 16812, 16784, 16725, 16799, 16817, 16819, 16768, 16763, 16760, 16791, 16788, 16773, 16813, 16813, \n",
" 16806, 16818, 16816, 16817, 16816, 16773, 16784, 16766, 16759, 16752, 16756, 16766, 16772, 16770, 16776, 16774, 16759, 16757, 16759, \n",
" 16786, 16766, 16777, 16780, 16780, 16807, 16797, 16791, 16766, 16739, 16730, 16753, 16791, 16788, 16783, 16782, 16799, 16777, 16759, \n",
" 16746, 16740, 16761, 16775, 16762, 16750, 16741, 16783, 16788, 16753, 16732, 16717, 16752, 16776, 16750, 16747, 16732, 16791, 16756, \n",
" 16742, 16751, 16784, 16761, 16738, 16778, 16780, 16781, 16734, 16705, 16748, 16807, 16781, 16742, 16718, 16746, 16757, 16762, 16750, \n",
" 16740, 16721, 16783, 16776, 16762, 16761, 16769, 16765, 16758, 16738, 16732, 16713, 16758, 16788, 16758, 16734, 16754, 16761, 16767, \n",
" 16757, 16741, 16749, 16757, 16736, 16719, 16726, 16725, 16775, 16770, 16753, 16722, 16725, 16752, 16754, 16715, 16720, 16744, 16764, \n",
" 16737, 16730, 16728, 16748, 16767, 16750, 16697, 16712, 16723, 16728, 16748, 16766, 16753, 16771, 16751, 16727, 16705, 16703, 16740, \n",
" 16755, 16769, 16754, 16719, 16725, 16732, 16743, 16769, 16754, 16728, 16706, 16748, 16739, 16742, 16732, 16748, 16727, 16810, 16855, \n",
" 16855, 16914, 16954, 17022, 17069, 17140, 17242, 17291, 17312, 17328, 17461, 17546, 17597, 17695, 17892, 18061, 18165, 18281, 18593, \n",
" 18843, 18916, 18981, 19363, 19653, 19764, 19899, 20397, 20768, 20898, 20932, 21468, 21858, 21995, 21958, 22456, 22917, 23046, 22952, \n",
" 23425, 23944, 24075, 23929, 24355, 24983, 25185, 25034, 25395, 26125, 26359, 26225, 26500, 27240, 27582, 27458, 27641, 28395, 28821, \n",
" 28716, 28859, 29570, 30079, 29944, 30013, 30641, 31246, 31149, 31177, 31690, 32377, 32412, 32491, 33302, 34007, 34034, 33972, 34326, \n",
" 34947, 35047, 35013, 35327, 35917, 36097, 36064, 36288, 36796, 37067, 37055, 37264, 37676, 37965, 37960, 38111, 38379, 38609, 38565, \n",
" 38695, 38934, 39201, 39155, 39180, 39342, 39507, 39505, 39564, 39702, 39850, 39843, 39862, 39934, 40039, 40107, 40193, 40292, 40389, \n",
" 40435, 40440, 40531, 40637, 40691, 40737, 40792, 40868, 40888, 40866, 40837, 40900, 40907, 40867, 40816, 40804, 40824, 40783, 40773, \n",
" 40786, 40762, 40720, 40710, 40744, 40746, 40690, 40682, 40778, 40749, 40711, 40693, 40736, 40749, 40741, 40736, 40749, 40749, 40743, \n",
" 40747, 40781, 40754, 40731, 40733, 40760, 40729, 40717, 40755, 40788, 40753, 40715, 40702, 40755, 40772, 40740, 40702, 40727, 40744, \n",
" 40716, 40707, 40702, 40720, 40749, 40752, 40720, 40758, 40728, 40704, 40765, 40751, 40726, 40708, 40738, 40744, 40683, 40729, 40787, \n",
" 40747, 40691, 40702, 40785, 40742, 40709, 40737, 40769, 40728, 40700, 40738, 40769, 40763, 40705, 40707, 40759, 40761, 40753, 40747, \n",
" 40754, 40737, 40703, 40696, 40731, 40732, 40701, 40686, 40736, 40751, 40745, 40756, 40756, 40743, 40724, 40712, 40729, 40726, 40733, \n",
" 40746, 40771, 40744, 40737, 40709, 40733, 40758, 40728, 40714, 40708, 40709, 40681, 40728, 40761, 40739, 40719, 40697, 40735, 40728, \n",
" 40719, 40695, 40690, 40723, 40711, 40764, 40745, 40725, 40696, 40719, 40757, 40724, 40716, 40704, 40740, 40737, 40703, 40714, 40739, \n",
" 40772, 40737, 40726, 40730, 40713, 40717, 40686, 40701, 40719, 40712, 40738, 40746, 40777, 40747, 40739, 40730, 40735, 40697, 40687, \n",
" 40717, 40744, 40718, 40719, 40713, 40744, 40707, 40706, 40741, 40751, 40731, 40727, 40747, 40716, 40745, 40716, 40730, 40729, 40729, \n",
" 40702, 40721, 40707, 40693, 40705, 40701, 40720, 40734, 40758, 40732, 40770, 40755, 40761, 40739, 40743, 40708, 40693, 40707, 40739, \n",
" 40705, 40699, 40691, 40759, 40711, 40733, 40697, 40715, 40703, 40694, 40715, 40717, 40762, 40722, 40712, 40717, 40713, 40709, 40711, \n",
" 40743, 40748, 40747, 40743, 40794, 40755, 40710, 40727, 40728, 40722, 40689, 40704, 40699, 40733, 40741, 40720, 40732, 40699, 40707, \n",
" 40685, 40697, 40707, 40710, 40719, 40743, 40751, 40734, 40695, 40718, 40722, 40689, 40680, 40748, 40726, 40712, 40709, 40739, 40747, \n",
" 40723, 40704, 40718, 40692, 40694, 40700, 40705, 40716, 40739, 40734, 40760, 40762, 40730, 40708, 40724, 40739, 40744, 40722, 40702, \n",
" 40705, 40699, 40702, 40771, 40730, 40733, 40707, 40758, 40732, 40708, 40722, 40724, 40728, 40726, 40710, 40695, 40715, 40699, 40678, \n",
" 40728, 40735, 40711, 40720, 40720, 40748, 40729, 40727, 40729, 40759, 40700, 40701, 40675, 40713, 40717, 40715, 40747, 40726, 40731, \n",
" 40716, 40718, 40745, 40721, 40700, 40731, 40747, 40713, 40701, 40720, 40708, 40694, 40698, 40699, 40711, 40711, 40668, 40718, 40694, \n",
" 40673, 40684, 40683, 40698, 40659, 40681, 40709, 40722, 40728, 40736, 40725, 40733, 40718, 40710, 40726, 40735, 40754, 40724, 40741, \n",
" 40757, 40745, 40741, 40745, 40757, 40731, 40725, 40709, 40705, 40707, 40698, 40703, 40722, 40700, 40687, 40703, 40720, 40681, 40691, \n",
" 40692, 40691, 40707, 40722, 40702, 40713, 40741, 40718, 40687, 40705, 40674, 40688, 40710, 40757, 40747, 40728, 40719, 40714, 40693, \n",
" 40661, 40682, 40704, 40693, 40700, 40695, 40654, 40584, 40520, 40500, 40458, 40338, 40278, 40260, 40209, 40099, 40040, 40039, 39996, \n",
" 39834, 39709, 39661, 39537, 39261, 39117, 39064, 38864, 38469, 38245, 38181, 37857, 37424, 37180, 37130, 36742, 36216, 35946, 35961, \n",
" 35508, 34982, 34802, 34846, 34399, 33829, 33660, 33759, 33075, 32114, 32022, 32069, 31526, 30905, 30905, 30891, 30254, 29699, 29753, \n",
" 29695, 28990, 28405, 28498, 28369, 27722, 27189, 27295, 27083, 26404, 25901, 26023, 25823, 25166, 24762, 24833, 24578, 23967, 23659, \n",
" 23735, 23463, 22880, 22618, 22649, 22413, 21876, 21729, 21687, 21384, 20915, 20765, 20761, 20546, 20200, 20114, 20105, 19928, 19632, \n",
" 19603, 19591, 19427, 19174, 19152, 19153, 19016, 18765, 18623, 18543, 18373, 18095, 17963, 17915, 17693, 17477, 17418, 17334, 17286, \n",
" 17250, 17232, 17215, 17210, 17195, 17177, 17133, 17150, 17126, 17104, 17096, 17099, 17116, 17078, 17017, 17017, 17021, 17007, 16995, \n",
" 17003, 17045, 17045, 17033, 17046, 17013, 17002, 17007, 17029, 16994, 16976, 16976, 16990, 17011, 17038, 17002, 16991, 16997, 17014, \n",
" 16989, 17001, 17006, 16987, 16927, 16920, 16902, 16939, 16967, 16979, 16962, 16946, 16938, 16942, 16945, 16927, 16957, 16962, 16927, \n",
" 16936, 16903, 16894, 16894, 16866, 16878, 16894, 16909, 16915, 16935, 16941, 16931, 16905, 16892, 16872, 16886, 16858, 16871, 16856, \n",
" 16880, 16878, 16872, 16903, 16894, 16859, 16858, 16870, 16884, 16865, 16895, 16877, 16890, 16873, 16907, 16899, 16846, 16834, 16842, \n",
" 16852, 16865, 16891, 16861, 16841, 16848, 16820, 16820, 16827, 16847, 16849, 16870, 16849, 16827, 16800, 16843, 16840, 16822, 16845, \n",
" 16849, 16816, 16810, 16822, 16817, 16801, 16800, 16790, 16796, 16793, 16824, 16854, 16859, 16793, 16793, 16798, 16822, 16831, 16810, \n",
" 16788, 16793, 16827, 16834, 16831, 16794, 16799, 16813, 16786, 16788, 16793, 16796, 16789, 16807, 16812, 16827, 16813, 16815, 16798, \n",
" 16805, 16817, 16821, 16796, 16797, 16813, 16767, 16781, 16778, 16794, 16776, 16802, 16770, 16790, 16779, 16790, 16816, 16812, 16827, \n",
" 16814, 16835, 16809, 16809, 16791, 16821, 16800, 16819, 16825, 16822, 16817, 16833, 16830, 16829, 16820, 16800, 16762, 16749, 16748, \n",
" 16761, 16739, 16732, 16760, 16778, 16783, 16777, 16781, 16762, 16782, 16802, 16775, 16782, 16801, 16797, 16779, 16773, 16764, 16772, \n",
" 16759, 16745, 16747, 16781, 16788, 16785, 16773, 16768, 16761, 16784, 16766, 16797, 16753, 16768, 16743, 16751, 16779, 16789, 16769, \n",
" 16755, 16757, 16739, 16740, 16761, 16770, 16776, 16792, 16791, 16798, 16792, 16795, 16756, 16734, 16712, 16735, 16741, 16725, 16751, \n",
" 16777, 16784, 16770, 16736, 16774, 16799, 16786, 16791, 16793, 16787, 16766, 16780, 16781, 16750, 16758, 16773, 16782, 16756, 16784, \n",
" 16769, 16783, 16781, 16781, 16804, 16807, 16825, 16833, 16914, 16993, 17039, 17062, 17141, 17223, 17314, 17327, 17430, 17533, 17584, \n",
" 17605, 17756, 17954, 18107, 18159, 18328, 18667, 18853, 18956, 19125, 19477, 19705, 19825, 20009, 20520, 20813, 20891, 21008, 21567, \n",
" 21894, 21934, 22013, 22623, 23028, 23054, 23017, 23612, 24017, 24083, 23982, 24587, 25131, 25223, 25128, 25684, 26262, 26362, 26242, \n",
" 26715, 27398, 27610, 27467, 27859, 28641, 28882, 28720, 29022, 29821, 30107, 29937, 30174, 30947, 31314, 31145, 31285, 31987, 32843, \n",
" 32468, 32721, 33594, 34134, 34017, 34062, 34505, 35117, 35074, 35129, 35515, 36103, 36121, 36165, 36477, 37008, 37067, 37140, 37429, \n",
" 37883, 38016, 37996, 38199, 38577, 38707, 38692, 38817, 39057, 39188, 39176, 39290, 39514, 39617, 39567, 39623, 39727, 39780, 39798, \n",
" 39839, 39974, 40075, 40085, 40170, 40298, 40398, 40452, 40510, 40616, 40662, 40724, 40787, 40825, 40889, 40872, 40887, 40897, 40899, \n",
" 40857, 40819, 40812, 40813, 40766, 40740, 40722, 40721, 40602, 40517, 40464, 40437, 40369, 40305, 40273, 40169, 40104, 40039, 40006, \n",
" 39985, 39726, 39624, 39601, 39465, 39182, 39012, 38968, 38824, 38455, 38203, 38085, 37813, 37373, 37140, 37050, 36749, 36200, 35938, \n",
" 35956, 35611, 35000, 34769, 34832, 34464, 33844, 33629, 33756, 33199, 32110, 31899, 31996, 31516, 30923, 30825, 30882, 30320, 29736, \n",
" 29705, 29671, 29082, 28485, 28529, 28443, 27792, 27196, 27255, 27149, 26464, 25929, 26051, 25867, 25256, 24735, 24878, 24638, 24010, \n",
" 23631, 23732, 23456, 22904, 22618, 22678, 22395, 21884, 21686, 21677, 21409, 20946, 20770, 20799, 20623, 20266, 20096, 20081, 19925, \n",
" 19669, 19568, 19579, 19444, 19165, 19108, 19111, 18973, 18735, 18618, 18578, 18414, 18160, 18005, 17893, 17696, 17491, 17357, 17309, \n",
" 17212, 17096, 17021, 17017, 17004, 17016, 16971, 16937, 16960, 16959, 16942, 16912, 16884, 16880, 16869, 16887, 16922, 16970, 16973, \n",
" 17050, 17120, 17164, 17256, 17318, 17369, 17381, 17480, 17582, 17680, 17701, 17863, 18069, 18225, 18288, 18459, 18732, 18898, 18966, \n",
" 19136, 19560, 19810, 19881, 20071, 20543, 20826, 20935, 21052, 21620, 21970, 22041, 22041, 22607, 22993, 23075, 23043, 23659, 24075, \n",
" 24133, 24057, 24599, 25125, 25183, 25030, 25526, 26172, 26333, 26291, 26705, 27450, 27659, 27502, 27814, 28570, 28871, 28744, 29020, \n",
" 29792, 30160, 30014, 30161, 30847, 31289, 31134, 31271, 31905, 32944, 32376, 32388, 33505, 34083, 34015, 34032, 34452, 35052, 35012, \n",
" 35063, 35439, 36052, 36092, 36138, 36480, 37012, 37100, 37118, 37401, 37897, 38040, 38026, 38189, 38529, 38677, 38655, 38807, 39064, \n",
" 39270, 39206, 39246, 39448, 39611, 39601, 39610, 39738, 39785, 39797, 39853, 39961, 40039, 40088, 40185, 40289, 40397, 40414, 40473, \n",
" 40597, 40729, 40714, 40712, 40754, 40848, 40781, 40779, 40795, 40826, 40800, 40749, 40771, 40818, 40783, 40754, 40737, 40708, 40704, \n",
" 40687, 40701, 40702, 40714, 40699, 40723, 40668, 40716, 40727, 40743, 40756, 40739, 40734, 40725, 40753, 40706, 40700, 40712, 40722, \n",
" 40746, 40752, 40722, 40693, 40725, 40745, 40715, 40765, 40742, 40722, 40718, 40735, 40736, 40730, 40700, 40711, 40706, 40699, 40727, \n",
" 40713, 40728, 40730, 40761, 40749, 40704, 40707, 40712, 40760, 40743, 40756, 40759, 40772, 40768, 40753, 40730, 40737, 40749, 40704, \n",
" 40760, 40754, 40786, 40747, 40728, 40722, 40734, 40683, 40695, 40709, 40691, 40692, 40709, 40723, 40733, 40691, 40723, 40724, 40737, \n",
" 40676, 40691, 40743, 40749, 40758, 40741, 40748, 40742, 40734, 40730, 40727, 40725, 40694, 40707, 40725, 40717, 40695, 40701, 40731, \n",
" 40724, 40738, 40732, 40745, 40736, 40714, 40744, 40743, 40752, 40735, 40728, 40743, 40726, 40717, 40725, 40718, 40728, 40688, 40721, \n",
" 40763, 40756, 40751, 40732, 40749, 40734, 40751, 40709, 40729, 40733, 40695, 40677, 40697, 40655, 40548, 40492, 40497, 40387, 40291, \n",
" 40268, 40240, 40150, 40069, 40048, 40058, 39935, 39791, 39702, 39676, 39456, 39210, 39107, 39057, 38731, 38390, 38219, 38136, 37706, \n",
" 37335, 37138, 37089, 36589, 36148, 35990, 35951, 35368, 34949, 34841, 34820, 34226, 33796, 33779, 33716, 32673, 32083, 32129, 32098, \n",
" 31257, 30883, 30982, 30769, 30069, 29713, 29856, 29570, 28871, 28513, 28613, 28273, 27530, 27241, 27333, 26954, 26299, 26018, 26051, \n",
" 25665, 24992, 24837, 24862, 24481, 23877, 23783, 23741, 23361, 22803, 22703, 22678, 22291, 21752, 21752, 21593, 21270, 20868, 20837, \n",
" 20769, 20500, 20169, 20178, 20102, 19825, 19587, 19579, 19529, 19356, 19091, 19180, 19108, 18906, 18668, 18638, 18517, 18296, 18053, \n",
" 17953, 17807, 17609, 17450, 17418, 17358, 17299, 17214, 17218, 17197, 17222, 17217, 17169, 17164, 17127, 17111, 17064, 17088, 17098, \n",
" 17099, 17059, 17070, 17049, 17055, 17045, 17036, 17026, 17036, 17003, 17007, 17002, 16981, 16992, 16975, 16966, 16978, 16967, 16968, \n",
" 17004, 17029, 17020, 16999, 16956, 16946, 16960, 16937, 16913, 16940, 16953, 16966, 16986, 16957, 16957, 16964, 16951, 16947, 16942, \n",
" 16941, 16910, 16916, 16891, 16894, 16906, 16894, 16913, 16887, 16883, 16898, 16903, 16903, 16907, 16914, 16910, 16913, 16908, 16924, \n",
" 16933, 16922, 16906, 16874, 16834, 16855, 16848, 16844, 16833, 16823, 16852, 16851, 16843, 16827, 16829, 16875, 16878, 16878, 16889, \n",
" 16886, 16884, 16864, 16860, 16868, 16851, 16852, 16832, 16813, 16816, 16809, 16838, 16824, 16850, 16870, 16879, 16866, 16860, 16829, \n",
" 16830, 16832, 16832, 16777, 16850, 16867, 16831, 16810, 16810, 16807, 16786, 16791, 16805, 16828, 16854, 16861, 16865, 16822, 16770, \n",
" 16791, 16788, 16792, 16814, 16829, 16841, 16797, 16840, 16821, 16835, 16833, 16837, 16845, 16830, 16833, 16812, 16818, 16842, 16854, \n",
" 16930, 17015, 17070, 17132, 17194, 17292, 17357, 17380, 17449, 17574, 17634, 17667, 17791, 17968, 18151, 18212, 18363, 18647, 18835, \n",
" 18910, 19055, 19475, 19759, 19855, 19998, 20494, 20806, 20904, 21008, 21566, 21917, 22008, 21992, 22559, 22998, 23100, 23034, 23599, \n",
" 24053, 24125, 24009, 24522, 25090, 25252, 25130, 25573, 26251, 26426, 26290, 26672, 27394, 27630, 27462, 27755, 28530, 28879, 28752, \n",
" 28985, 29759, 30155, 30016, 30158, 30849, 31339, 31150, 31273, 31894, 32718, 32324, 32558, 33475, 34066, 34009, 34035, 34459, 35022, \n",
" 35001, 35043, 35401, 35990, 36096, 36133, 36423, 36977, 37103, 37100, 37308, 37770, 37936, 37922, 38101, 38463, 38655, 38637, 38780, \n",
" 39060, 39205, 39149, 39223, 39411, 39580, 39492, 39580, 39683, 39820, 39771, 39849, 39966, 40072, 40083, 40141, 40268, 40366, 40443, \n",
" 40480, 40588, 40672, 40726, 40777, 40817, 40861, 40861, 40868, 40850, 40823, 40804, 40787, 40772, 40829, 40758, 40732, 40744, 40770, \n",
" 40757, 40734, 40752, 40761, 40759, 40739, 40709, 40737, 40746, 40757, 40768, 40808, 40751, 40754, 40758, 40765, 40727, 40752, 40711, \n",
" 40709, 40727, 40694, 40736, 40739, 40701, 40703, 40724, 40749, 40747, 40753, 40770, 40771, 40758, 40751, 40758, 40770, 40728, 40731, \n",
" 40743, 40755, 40751, 40756, 40741, 40777, 40768, 40766, 40745, 40762, 40758, 40755, 40748, 40761, 40760, 40735, 40740, 40772, 40764, \n",
" 40748, 40771, 40771, 40762, 40741, 40734, 40771, 40762, 40762, 40747, 40787, 40750, 40741, 40747, 40733, 40714, 40733, 40741, 40733, \n",
" 40719, 40718, 40719, 40742, 40760, 40755, 40724, 40744, 40759, 40753, 40749, 40760, 40764, 40685, 40695, 40736, 40748, 40735, 40758, \n",
" 40768, 40765, 40736, 40707, 40704, 40716, 40710, 40731, 40739, 40749, 40747, 40745, 40722, 40707, 40709, 40708, 40755, 40758, 40750, \n",
" 40706, 40750, 40712, 40688, 40715, 40746, 40751, 40695, 40692, 40744, 40762, 40708, 40686, 40663, 40594, 40503, 40460, 40440, 40353, \n",
" 40275, 40243, 40286, 40208, 40085, 40018, 40023, 39939, 39776, 39637, 39610, 39405, 39196, 39074, 39002, 38688, 38374, 38208, 38147, \n",
" 37685, 37249, 37064, 37068, 36581, 36102, 35950, 35932, 35392, 34905, 34828, 34794, 34209, 33767, 33680, 33703, 32874, 32091, 32106, \n",
" 32075, 31342, 30903, 30958, 30847, 30125, 29687, 29822, 29624, 28900, 28502, 28574, 28270, 27489, 27210, 27287, 26996, 26308, 26006, \n",
" 26057, 25708, 25081, 24828, 24876, 24542, 23856, 23754, 23784, 23408, 22775, 22652, 22612, 22282, 21778, 21701, 21596, 21298, 20877, \n",
" 20825, 20764, 20478, 20094, 20084, 20030, 19839, 19552, 19577, 19493, 19338, 19091, 19108, 19078, 18930, 18697, 18625, 18494, 18284, \n",
" 18036, 17961, 17868, 17668, 17444, 17349, 17281, 17270, 17239, 17195, 17181, 17145, 17096, 17135, 17114, 17107, 17079, 17051, 17021, \n",
" 17039, 17034, 17040, 17072, 17067, 17106, 17140, 17168, 17233, 17285, 17386, 17466, 17503, 17532, 17592, 17683, 17759, 17815, 18011, \n",
" 18214, 18315, 18371, 18541, 18812, 18938, 19033, 19384, 19689, 19883, 19893, 20257, 20673, 20882, 20915, 21266, 21817, 22068, 22010, \n",
" 22249, 22814, 23085, 23093, 23253, 23870, 24139, 24102, 24164, 24868, 25242, 25202, 25216, 25906, 26362, 26337, 26289, 26988, 27541, \n",
" 27579, 27502, 28098, 28794, 28888, 28766, 29235, 29970, 30115, 30011, 30366, 31072, 31247, 31079, 31357, 32133, 32511, 32267, 32806, \n",
" 33753, 34069, 33912, 34138, 34717, 35112, 35028, 35173, 35672, 36152, 36110, 36249, 36653, 37105, 37073, 37198, 37570, 38021, 38005, \n",
" 38059, 38300, 38670, 38710, 38749, 38908, 39178, 39201, 39243, 39359, 39534, 39551, 39561, 39681, 39829, 39813, 39756, 39892, 40066, \n",
" 40108, 40110, 40228, 40375, 40401, 40408, 40508, 40600, 40662, 40708, 40712, 40738, 40732, 40737, 40758, 40760, 40783, 40750, 40723, \n",
" 40730, 40723, 40740, 40711, 40704, 40706, 40738, 40741, 40677, 40691, 40705, 40722, 40683, 40673, 40711, 40730, 40703, 40707, 40725, \n",
" 40686, 40695, 40702, 40698, 40718, 40717, 40703, 40688, 40739, 40711, 40697, 40697, 40751, 40706, 40677, 40685, 40744, 40734, 40711, \n",
" 40682, 40683, 40696, 40712, 40720, 40720, 40717, 40725, 40705, 40692, 40697, 40686, 40702, 40717, 40718, 40704, 40699, 40688, 40685, \n",
" 40748, 40701, 40737, 40704, 40704, 40706, 40677, 40674, 40690, 40692, 40660, 40695, 40734, 40741, 40703, 40686, 40698, 40704, 40720, \n",
" 40745, 40720, 40684, 40714, 40738, 40728, 40739, 40692, 40706, 40751, 40740, 40709, 40684, 40704, 40724, 40682, 40688, 40706, 40737, \n",
" 40711, 40713, 40696, 40711, 40710, 40717, 40756, 40726, 40722, 40739, 40759, 40734, 40699, 40674, 40735, 40723, 40716, 40699, 40721, \n",
" 40702, 40696, 40708, 40723, 40705, 40700, 40706, 40732, 40740, 40749, 40716, 40748, 40744, 40754, 40731, 40733, 40696, 40678, 40653, \n",
" 40670, 40579, 40510, 40489, 40488, 40410, 40329, 40313, 40300, 40180, 40064, 40080, 40094, 39879, 39742, 39637, 39570, 39359, 39155, \n",
" 39092, 39004, 38616, 38324, 38187, 38044, 37515, 37224, 37113, 36923, 36404, 36042, 36014, 35784, 35195, 34875, 34865, 34644, 33998, \n",
" 33748, 33812, 33493, 32334, 31998, 32137, 31812, 31096, 30914, 31030, 30605, 29897, 29715, 29816, 29356, 28681, 28500, 28543, 28062, \n",
" 27347, 27257, 27288, 26729, 26068, 26046, 26012, 25517, 24900, 24889, 24773, 24261, 23799, 23824, 23656, 23101, 22628, 22709, 22573, \n",
" 22105, 21709, 21703, 21572, 21163, 20841, 20831, 20689, 20372, 20137, 20179, 20055, 19784, 19567, 19575, 19502, 19322, 19147, 19124, \n",
" 19071, 18869, 18669, 18616, 18458, 18192, 17991, 17928, 17789, 17619, 17477, 17399, 17340, 17310, 17269, 17310, 17264, 17253, 17231, \n",
" 17226, 17194, 17217, 17175, 17116, 17130, 17090, 17089, 17087, 17120, 17135, 17183, 17227, 17256, 17290, 17323, 17449, 17504, 17575, \n",
" 17598, 17712, 17765, 17819, 17894, 18138, 18277, 18369, 18414, 18701, 18924, 19028, 19113, 19476, 19799, 19893, 19953, 20419, 20807, \n",
" 20931, 20983, 21511, 21940, 22097, 22014, 22530, 22974, 23112, 23079, 23521, 24083, 24228, 24057, 24465, 25060, 25260, 25119, 25433, \n",
" 26153, 26422, 26286, 26500, 27250, 27598, 27479, 27667, 28431, 28864, 28755, 28874, 29525, 30123, 30029, 30061, 30640, 31206, 31123, \n",
" 31133, 31662, 32543, 32475, 32531, 33211, 34013, 34028, 33945, 34315, 34946, 35082, 35069, 35380, 35957, 36147, 36136, 36398, 36929, \n",
" 37191, 37131, 37327, 37736, 38050, 37994, 38172, 38513, 38771, 38689, 38776, 38989, 39227, 39222, 39267, 39429, 39661, 39582, 39617, \n",
" 39735, 39889, 39827, 39885, 39992, 40098, 40112, 40161, 40235, 40350, 40397, 40494, 40600, 40640, 40649, 40688, 40715, 40730, 40709, \n",
" 40726, 40715, 40678, 40696, 40710, 40701, 40721, 40705, 40672, 40664, 40634, 40633, 40523, 40524, 40539, 40455, 40349, 40294, 40230, \n",
" 40120, 40051, 39994, 40004, 39851, 39757, 39705, 39673, 39401, 39186, 39103, 39083, 38651, 38358, 38213, 38094, 37625, 37248, 37135, \n",
" 36978, 36452, 36129, 36051, 35895, 35277, 34916, 34893, 34705, 34067, 33749, 33799, 33504, 32406, 31951, 32042, 31780, 31077, 30827, \n",
" 30944, 30641, 29892, 29670, 29771, 29323, 28619, 28463, 28512, 28047, 27337, 27239, 27248, 26770, 26110, 26061, 26014, 25524, 24846, \n",
" 24817, 24749, 24279, 23748, 23764, 23638, 23184, 22682, 22710, 22564, 22126, 21704, 21740, 21552, 21193, 20855, 20852, 20723, 20409, \n",
" 20169, 20190, 20074, 19774, 19588, 19607, 19517, 19307, 19160, 19139, 19043, 18829, 18598, 18570, 18458, 18255, 18065, 17967, 17797, \n",
" 17644, 17537, 17507, 17454, 17426, 17392, 17352, 17335, 17335, 17313, 17290, 17269, 17226, 17229, 17216, 17187, 17169, 17164, 17168, \n",
" 17189, 17195, 17199, 17233, 17280, 17333, 17375, 17484, 17590, 17610, 17649, 17756, 17851, 17866, 17894, 18146, 18307, 18384, 18475, \n",
" 18739, 18974, 19057, 19144, 19552, 19782, 19927, 19999, 20462, 20816, 20964, 21006, 21498, 21912, 22063, 22038, 22531, 22981, 23181, \n",
" 23077, 23472, 24007, 24182, 24076, 24436, 25088, 25328, 25213, 25446, 26158, 26480, 26355, 26475, 27230, 27600, 27485, 27621, 28378, \n",
" 28860, 28790, 28866, 29562, 30093, 30021, 30013, 30589, 31198, 31200, 31173, 31666, 32412, 32565, 32368, 33232, 33976, 34059, 34015, \n",
" 34350, 34989, 35157, 35063, 35322, 35943, 36155, 36139, 36399, 36913, 37187, 37137, 37313, 37720, 38034, 38016, 38159, 38477, 38757, \n",
" 38723, 38795, 39013, 39253, 39228, 39296, 39455, 39662, 39545, 39576, 39720, 39794, 39776, 39837, 39949, 40084, 40089, 40121, 40216, \n",
" 40409, 40459, 40473, 40507, 40607, 40619, 40645, 40678, 40709, 40676, 40654, 40683, 40687, 40706, 40712, 40704, 40719, 40693, 40690, \n",
" 40711, 40686, 40684, 40679, 40669, 40664, 40623, 40643, 40634, 40641, 40621, 40688, 40702, 40691, 40679, 40647, 40644, 40645, 40652, \n",
" 40674, 40662, 40651, 40678, 40673, 40665, 40671, 40651, 40658, 40670, 40682, 40659, 40686, 40658, 40664, 40664, 40668, 40668, 40638, \n",
" 40654, 40651, 40661, 40655, 40666, 40652, 40664, 40701, 40680, 40662, 40690, 40673, 40690, 40669, 40655, 40665, 40684, 40695, 40697, \n",
" 40698, 40707, 40684, 40642, 40674, 40719, 40708, 40723, 40713, 40708, 40707, 40701, 40690])\n",
"d = d.reshape(-1, 16).mean(axis=1)\n",
"fig, ax = plt.subplots()\n",
"ax.plot(d, '-+')"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "ccf1af9a-a47d-4922-84cb-5934fa5d1cd1",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7f00f56747d0>]"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "b14397020d7a404b823fe66fee107899",
"version_major": 2,
"version_minor": 0
},
"image/png": 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",
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" <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
" Figure\n",
" </div>\n",
" <img 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' width=640.0/>\n",
" </div>\n",
" "
],
"text/plain": [
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"d_s = d.copy()\n",
"d_s.sort()\n",
"frac = 0.1\n",
"bottom = d_s[int(len(d_s)*frac)].mean()\n",
"top = d_s[int(len(d_s)*(1-frac))].mean()\n",
"middle = (top + bottom)/2\n",
"\n",
"fig, ax = plt.subplots()\n",
"ax.axhline(top, color='orange')\n",
"ax.axhline(bottom, color='orange')\n",
"ax.axhline(middle, color='orange')\n",
"ax.plot(d, '-+')"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "eb350503-090c-4203-a73a-422c281479ed",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"thr_bot=26379.8875 thr_top=31163.1125\n",
"--------------0+\n",
"++++++++++++++++++++++++++++++0-\n",
"----------------------0+\n",
"++++++0-\n",
"------0+\n",
"++++++++++++++0-\n",
"--------------0+\n",
"++++++++++++++0-\n",
"------0+\n",
"++++++++++++++0-\n",
"------0+\n",
"+++++++-\n",
"------0+\n",
"++++++++"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "911465a6063e49908ac54b58e8f760f6",
"version_major": 2,
"version_minor": 0
},
"image/png": 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",
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" </div>\n",
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' width=640.0/>\n",
" </div>\n",
" "
],
"text/plain": [
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots()\n",
"ax.axhline(top, color='orange')\n",
"ax.axhline(bottom, color='orange')\n",
"ax.axhline(middle, color='orange')\n",
"ax.plot(d, '-+')\n",
"\n",
"thr_top = middle + (top - bottom) * 0.1\n",
"thr_bot = middle - (top - bottom) * 0.1\n",
"print(f'{thr_bot=} {thr_top=}')\n",
"\n",
"state = -1\n",
"run_length = 0\n",
"indices = []\n",
"for i in range(len(d)):\n",
" old_run_length = run_length\n",
" if d[i] < thr_bot:\n",
" next_state = -1\n",
" run_length = 1\n",
" print('-', end='')\n",
" elif d[i] > thr_top:\n",
" next_state = 1\n",
" run_length = 1\n",
" print('+', end='')\n",
" else:\n",
" next_state = state\n",
" run_length += 1\n",
" print('0', end='')\n",
"\n",
" if next_state != state:\n",
" color = 'red' if state == 1 else 'blue'\n",
" #ax.axvline(i - run_length/2, color=color)\n",
" slope = d[i-1] - d[i-1-old_run_length]\n",
" intersect_x = i-1 - (d[i-1] - middle) / slope\n",
" indices.append(intersect_x)\n",
" print()\n",
" ax.plot(intersect_x, middle, 'o', color=color)\n",
" state = next_state\n",
"\n",
"indices = np.array(indices)\n",
"indices = indices[1:] - indices[:-1]"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "6834328b-6324-4c12-b3a5-eae619186bd9",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(array([1., 4., 1., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
" 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
" 0., 0., 0., 0., 0., 0., 0., 0., 0., 4., 0., 0., 0., 0., 0., 0., 0.,\n",
" 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
" 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
" 1., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
" 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
" 0., 0., 0., 0., 0., 0., 0., 0., 1.]),\n",
" array([ 7.77950663, 7.96952698, 8.15954733, 8.34956768, 8.53958803,\n",
" 8.72960838, 8.91962873, 9.10964909, 9.29966944, 9.48968979,\n",
" 9.67971014, 9.86973049, 10.05975084, 10.24977119, 10.43979154,\n",
" 10.62981189, 10.81983225, 11.0098526 , 11.19987295, 11.3898933 ,\n",
" 11.57991365, 11.769934 , 11.95995435, 12.1499747 , 12.33999506,\n",
" 12.53001541, 12.72003576, 12.91005611, 13.10007646, 13.29009681,\n",
" 13.48011716, 13.67013751, 13.86015787, 14.05017822, 14.24019857,\n",
" 14.43021892, 14.62023927, 14.81025962, 15.00027997, 15.19030032,\n",
" 15.38032067, 15.57034103, 15.76036138, 15.95038173, 16.14040208,\n",
" 16.33042243, 16.52044278, 16.71046313, 16.90048348, 17.09050384,\n",
" 17.28052419, 17.47054454, 17.66056489, 17.85058524, 18.04060559,\n",
" 18.23062594, 18.42064629, 18.61066664, 18.800687 , 18.99070735,\n",
" 19.1807277 , 19.37074805, 19.5607684 , 19.75078875, 19.9408091 ,\n",
" 20.13082945, 20.32084981, 20.51087016, 20.70089051, 20.89091086,\n",
" 21.08093121, 21.27095156, 21.46097191, 21.65099226, 21.84101262,\n",
" 22.03103297, 22.22105332, 22.41107367, 22.60109402, 22.79111437,\n",
" 22.98113472, 23.17115507, 23.36117542, 23.55119578, 23.74121613,\n",
" 23.93123648, 24.12125683, 24.31127718, 24.50129753, 24.69131788,\n",
" 24.88133823, 25.07135859, 25.26137894, 25.45139929, 25.64141964,\n",
" 25.83143999, 26.02146034, 26.21148069, 26.40150104, 26.59152139,\n",
" 26.78154175, 26.9715621 , 27.16158245, 27.3516028 , 27.54162315,\n",
" 27.7316435 , 27.92166385, 28.1116842 , 28.30170456, 28.49172491,\n",
" 28.68174526, 28.87176561, 29.06178596, 29.25180631, 29.44182666,\n",
" 29.63184701, 29.82186737, 30.01188772, 30.20190807, 30.39192842,\n",
" 30.58194877, 30.77196912, 30.96198947, 31.15200982, 31.34203017,\n",
" 31.53205053, 31.72207088, 31.91209123, 32.10211158]),\n",
" <BarContainer object of 128 artists>)"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "ecf0066ffd6d42d59be18825599ac424",
"version_major": 2,
"version_minor": 0
},
"image/png": 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",
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" <div style=\"display: inline-block;\">\n",
" <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
" Figure\n",
" </div>\n",
" <img 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' width=640.0/>\n",
" </div>\n",
" "
],
"text/plain": [
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots()\n",
"ax.hist(indices, bins=128)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "30ca1765-2b98-430c-a0bd-92dc101140db",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7f00eb5bbf10>]"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "966e1b91961e413d8ee2b69ec30cb237",
"version_major": 2,
"version_minor": 0
},
"image/png": 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",
"text/html": [
"\n",
" <div style=\"display: inline-block;\">\n",
" <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
" Figure\n",
" </div>\n",
" <img 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' width=640.0/>\n",
" </div>\n",
" "
],
"text/plain": [
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"intervals = np.linspace(4, 12, 100)\n",
"error = np.array([np.sqrt((((indices + ivl/2) % ivl - ivl/2)**2).mean()) for ivl in intervals])\n",
"fig, ax = plt.subplots()\n",
"ax.plot(intervals, error)"
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "73f1bfdb-8da5-4d6f-b4db-99d8fa5933c5",
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "f50eea7839c7441fb07e783bf0eb6a0b",
"version_major": 2,
"version_minor": 0
},
"image/png": 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",
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" <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
" Figure\n",
" </div>\n",
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' width=640.0/>\n",
" </div>\n",
" "
],
"text/plain": [
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots()\n",
"ax.plot([\n",
" 19145, 28853, 33523, 36950, 39377, 40548, 41127, 40778, 39370, 36195, 32127, 26914, 22551, 20253, 19584, 20183, 23572, 28477, 33224, \n",
" 36791, 39192, 40377, 41142, 41145, 41155, 41151, 41164, 41206, 41179, 41189, 41225, 40860, 39625, 36540, 32613, 27527, 22896, 20371, 19441, \n",
" 19961, 23036, 27958, 32617, 36497, 38928, 40279, 41193, 40894, 39777, 36802, 32963, 27845, 23121, 20481, 19570, 19945, 22708, 27568, 32369, \n",
" 36219, 38918, 40251, 41059, 40960, 39898, 37092, 33284, 28441, 23447, 20680, 19654, 19855, 22361, 27237, 32040, 35971, 38608, 40137, 40995, \n",
" 40939, 40074, 37291, 33583, 28669, 23794, 20806, 19671, 19824, 22037, 26862, 31623, 35628, 38479, 40114, 40992, 41050, 40206, 37592, 33751, \n",
" 29113, 24019, 21069, 19733, 19516, 19490, 19293, 19309, 19270, 19181, 19237, 19307, 19462, 21556, 26365, 31132, 35368, 38244, 39985, 40991, \n",
" 41150, 40348, 37885, 34337, 29618, 24477, 21256, 19476, 19504, 21336, 25938, 30799, 35143, 38069, 39908, 40704, 41238, 40381, 38131, 34636, \n",
" 30092, 24887, 21360, 19806, 19569, 21208, 25570, 30476, 34763, 37867, 39787, 40869, 41178, 41109, 41071, 41235, 41240, 41253, 41267, 41087, \n",
" 41136, 40547, 38476, 35027, 30548, 25312, 21634, 19764, 19388, 19298, 19381, 19188, 19159, 19185, 19237, 19107, 19167, 19148, 19162, 19132, \n",
" 19060, 19058, 19108, 19109, 19086, 19079, 19070, 19059, 19054, 18999, 18960, 19030, 19167])\n",
"ax.axhline(19611, color='red')\n",
"ax.axhline(41034, color='red')\n",
"a = [5258, 40000, 69554, 136000, 166029, 200000, 230294, 264000, 294569, 328000, 359157, 392000, 455516, 488000, 519810, 552000, 584135, \n",
" 648000, 716000, 839537133, -4784102, 541178376, -5281376, 134662379][:18]\n",
"a = np.array(a)\n",
"for i in a:\n",
" plt.axvline(i/(32*125), color='orange')\n",
"ds = a[1:] - a[:-1]\n",
"ds = np.array([ d / round(d / 30000) for d in ds ])"
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "5d16c10a-e7a9-4bdc-a58d-d89426eaf3cf",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"1.003361213235294"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "c9373e97d505493da28fab7f4ba56c8d",
"version_major": 2,
"version_minor": 0
},
"image/png": 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",
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"\n",
" <div style=\"display: inline-block;\">\n",
" <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
" Figure\n",
" </div>\n",
" <img 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' width=640.0/>\n",
" </div>\n",
" "
],
"text/plain": [
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots()\n",
"ax.plot(ds)\n",
"ds.mean() / 125 / 16 / 32 * 2"
]
},
{
"cell_type": "code",
"execution_count": 26,
"id": "fbf9f80d-4c73-46d7-8a85-b36dccec4a7d",
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "1c5536b32baa4429bad0aba0b8217d23",
"version_major": 2,
"version_minor": 0
},
"image/png": 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",
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"\n",
" <div style=\"display: inline-block;\">\n",
" <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
" Figure\n",
" </div>\n",
" <img 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' width=640.0/>\n",
" </div>\n",
" "
],
"text/plain": [
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots()\n",
"a = [19166, 19162, 19141, 19144, 19160, 19128, 19168, 19121, 19127, 19154, 19143, 19129, 19131, 19124, 19116, 19126, 19106, 19132, 19136, \n",
" 19109, 19112, 19133, 19106, 19094, 19121, 19128, 19126, 19096, 19104, 19140, 19371, 19965, 21371, 23597, 26099, 28423, 30739, 33104, 35052, \n",
" 36551, 37808, 38868, 39480, 39923, 40502, 40821, 40732, 40392, 40005, 38335, 36767, 35084, 33159, 30709, 28156, 25549, 23267, 21803, 20729, \n",
" 19793, 19610, 19524, 19769, 20494, 22141, 24522, 26942, 29241, 31548, 33802, 35587, 36979, 38225, 39122, 39652, 40118, 40610, 40657, 40641, \n",
" 40630, 40651, 40675, 40660, 40659, 40662, 40656, 40687, 40669, 40661, 40671, 40670, 40669, 40670, 40669, 40597, 40224, 39714, 38608, 37053, \n",
" 35397, 33496, 31101, 28562, 25944, 23613, 21985, 20925, 19822, 19557, 19445, 19395, 19401, 19350, 19327, 19297, 19278, 19292, 19252, 19237, \n",
" 19220, 19218, 19201, 19204, 19190, 19182, 19189, 19140, 19189]\n",
"ax.plot(a)\n",
"for i, v in enumerate([0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, \n",
" 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0]):\n",
" if v:\n",
" ax.axvline(i, color='red')\n",
" ax.axvline(i + len(a)//2, color='red')"
]
},
{
"cell_type": "code",
"execution_count": 151,
"id": "7aec49eb-6f78-4aaf-b0e4-e9b7e2ce517e",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\u001b[38;5;2m00\u001b[38;5;2m11\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;4m1111\u001b[38;5;4m0000\u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;2m11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;2m11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;4m1111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;4m1111\u001b[38;5;4m0000\u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;2m11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;4m1111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;4m1111\u001b[38;5;4m0000\u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;2m11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;4m1111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;4m1111\u001b[38;5;4m0000\u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;2m11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;4m1111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;5m00000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;4m1111\u001b[38;5;4m0000\u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;2m11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;4m1111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;4m1111\u001b[38;5;4m0000\u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;2m11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;4m1111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0"
]
}
],
"source": [
"def print_rl(*bits, break_groups={}, split_each=None, split_offset=0):\n",
" import itertools\n",
" split_char = ' '\n",
"\n",
" def out(c):\n",
" nonlocal split_each, split_offset, split_char\n",
" print(c, end='')\n",
" \n",
" if split_each:\n",
" split_offset += 1\n",
" if split_offset == split_each:\n",
" split_offset = 0\n",
" print(split_char, end='')\n",
" split_char = ' '\n",
" \n",
" for key, group in itertools.groupby(bits):\n",
" group = list(group)\n",
" print(f'\\033[38;5;{hash(len(group))&0xff}m', end='')\n",
" group = ''.join(map(str, group))\n",
" for c in group:\n",
" out(c)\n",
" if group in break_groups:\n",
" if split_each:\n",
" split_char = '\\n'\n",
" else:\n",
" print()\n",
"\n",
"print_rl(0, 0, 1, 1, 0, 0, 1, 1, 1, 0, 0, 1, 0, 1, 0, 1, 0, 1, 0, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 1, 0, 1, 0, 1, 0, 0, 1, 1, 1, 1, 0, 0, 0, 0, 1, \n",
" 1, 1, 0, 1, 0, 0, 1, 1, 0, 0, 1, 0, 0, 1, 0, 1, 0, 0, 1, 1, 0, 1, 1, 1, 0, 1, 0, 0, 1, 1, 0, 0, 1, 0, 0, 1, 0, 1, 0, 0, 1, 1, 1, 1, 0, 1, 0, \n",
" 0, 1, 0, 0, 1, 1, 1, 0, 1, 0, 0, 0, 1, 1, 0, 0, 1, 1, 1, 0, 0, 1, 0, 1, 0, 1, 0, 1, 0, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 1, 0, 1, 0, 1, 0, 0, 1, \n",
" 1, 1, 1, 0, 0, 0, 0, 1, 1, 1, 0, 1, 0, 0, 1, 1, 0, 0, 1, 0, 0, 1, 0, 1, 0, 0, 1, 1, 1, 1, 0, 1, 0, 0, 1, 0, 0, 1, 1, 1, 0, 1, 0, 0, 0, 1, 1, \n",
" 0, 0, 1, 1, 1, 0, 0, 1, 0, 1, 0, 1, 0, 1, 0, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 1, 0, 1, 0, 1, 0, 0, 1, 1, 1, 1, 0, 0, 0, 0, 1, 1, 1, 0, 1, 0, 0, \n",
" 1, 1, 0, 0, 1, 0, 0, 1, 0, 1, 0, 0, 1, 1, 1, 1, 0, 1, 0, 0, 1, 0, 0, 1, 1, 1, 0, 1, 0, 0, 0, 1, 1, 0, 0, 1, 1, 1, 0, 0, 1, 0, 1, 0, 1, 0, 1, \n",
" 0, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 1, 0, 1, 0, 1, 0, 0, 1, 1, 1, 1, 0, 0, 0, 0, 1, 1, 1, 0, 1, 0, 0, 1, 1, 0, 0, 1, 0, 0, 1, 0, 1, 0, 0, 1, 1, \n",
" 1, 1, 0, 1, 0, 0, 1, 0, 0, 1, 1, 0, 1, 0, 1, 0, 0, 0, 0, 0, 1, 1, 0, 1, 0, 0, 0, 1, 1, 0, 0, 1, 1, 1, 0, 0, 1, 0, 1, 0, 1, 0, 1, 0, 0, 1, 0, \n",
" 1, 0, 1, 0, 1, 0, 1, 1, 0, 1, 0, 1, 0, 0, 1, 1, 1, 1, 0, 0, 0, 0, 1, 1, 1, 0, 1, 0, 0, 1, 1, 0, 0, 1, 0, 0, 1, 0, 1, 0, 0, 1, 1, 1, 1, 0, 1, \n",
" 0, 0, 1, 0, 0, 1, 1, 1, 0, 1, 0, 0, 0, 1, 1, 0, 0, 1, 1, 1, 0, 0, 1, 0, 1, 0, 1, 0, 1, 0, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 1, 0, 1, 0, 1, 0, 0, \n",
" 1, 1, 1, 1, 0, 0, 0, 0, 1, 1, 1, 0, 1, 0, 0, 1, 1, 0, 0, 1, 0, 0, 1, 0, 1, 0, 0, 1, 1, 1, 1, 0, 1, 0, 0, 1, 0, 0, 1, 1, 1, 0, 1, 0)"
]
},
{
"cell_type": "code",
"execution_count": 40,
"id": "c1e0d614-32ac-4f26-8460-fbf518fd1c83",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
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1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;4m0000\u001b[38;5;4m1111\u001b[38;5;3m000\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;2m00\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;4m0000\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;4m0000\u001b[38;5;4m1111\u001b[38;5;3m000\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;2m00\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;4m0000\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;4m0000\u001b[38;5;4m1111\u001b[38;5;3m000\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;2m00\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;4m0000\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;5m11111\u001b[38;5;2m00\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;4m1111\u001b[38;5;4m0000\u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;2m00\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;4m1111\u001b[38;5;4m0000\u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;2m00\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;4m1111\u001b[38;5;4m0000\u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;2m00\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;4m1111\u001b[38;5;4m0000\u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;2m00\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;5m00000\u001b[38;5;2m11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;4m0000\u001b[38;5;4m1111\u001b[38;5;3m000\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;2m00\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;4m0000\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;4m0000\u001b[38;5;4m1111\u001b[38;5;3m000\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;2m00\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;4m0000\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;4m0000\u001b[38;5;4m1111\u001b[38;5;3m000\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;2m00\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;4m0000\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;4m0000\u001b[38;5;4m1111\u001b[38;5;3m000\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;2m00\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;4m0000\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;5m11111\u001b[38;5;2m00\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;4m1111\u001b[38;5;4m0000\u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;2m00\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1"
]
}
],
"source": [
"print_rl(0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 1, 0, 0, 1, 1, 1, 1, 1, 0, 0, 1, 1, 0, 1, 0, 0, 0, 1, 1, 0, 0, 1, 1, 1, 0, 0, 1, 0, 1, 0, 0, 1, 0, 1, 1, \n",
" 0, 1, 0, 1, 0, 1, 0, 1, 0, 0, 1, 0, 1, 0, 1, 0, 1, 1, 1, 1, 0, 0, 0, 0, 1, 1, 1, 0, 1, 0, 0, 1, 1, 0, 0, 0, 1, 1, 0, 1, 0, 1, 1, 0, 0, 1, 1, \n",
" 0, 1, 0, 0, 1, 0, 0, 1, 1, 1, 0, 1, 0, 0, 0, 1, 1, 0, 0, 1, 1, 1, 0, 0, 1, 0, 1, 0, 0, 1, 0, 1, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 0, 1, 0, 1, 0, \n",
" 1, 0, 1, 1, 1, 1, 0, 0, 0, 0, 1, 1, 1, 0, 1, 0, 0, 1, 1, 0, 0, 0, 1, 1, 0, 1, 0, 1, 1, 0, 0, 1, 1, 0, 1, 0, 0, 1, 0, 0, 1, 1, 1, 0, 1, 0, 0, \n",
" 0, 1, 1, 0, 0, 1, 1, 1, 0, 0, 1, 0, 1, 0, 0, 1, 0, 1, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 0, 1, 0, 1, 0, 1, 0, 1, 1, 1, 1, 0, 0, 0, 0, 1, 1, 1, 0, \n",
" 1, 0, 0, 1, 1, 0, 0, 0, 1, 1, 0, 1, 0, 1, 1, 0, 0, 1, 1, 0, 1, 0, 0, 1, 0, 0, 1, 1, 1, 0, 1, 0, 0, 0, 1, 1, 0, 0, 1, 1, 1, 0, 0, 1, 0, 1, 0, \n",
" 0, 1, 0, 1, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 0, 1, 0, 1, 0, 1, 0, 1, 1, 1, 1, 0, 0, 0, 0, 1, 1, 1, 0, 1, 0, 0, 1, 1, 0, 0, 0, 1, 1, 0, 1, 0, 1, \n",
" 1, 0, 0, 1, 1, 0, 1, 0, 0, 1, 0, 0, 1, 0, 1, 1, 0, 0, 0, 0, 0, 1, 1, 0, 0, 1, 0, 1, 1, 1, 0, 0, 1, 1, 0, 0, 0, 1, 1, 0, 1, 0, 1, 0, 1, 0, 1, \n",
" 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 0, 1, 0, 1, 0, 1, 1, 0, 0, 0, 0, 1, 1, 1, 1, 0, 0, 0, 1, 0, 1, 1, 0, 0, 1, 1, 0, 1, 1, 0, 1, 0, 1, 1, 0, 0, 0, \n",
" 0, 1, 0, 1, 1, 0, 1, 1, 0, 0, 0, 1, 0, 1, 1, 1, 0, 0, 1, 1, 0, 0, 0, 1, 1, 0, 1, 0, 1, 0, 1, 0, 1, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 0, 1, 0, 1, \n",
" 0, 1, 1, 0, 0, 0, 0, 1, 1, 1, 1, 0, 0, 0, 1, 0, 1, 1, 0, 0, 1, 1, 0, 1, 1, 0, 1, 0, 1, 1, 0, 0, 0, 0, 1, 0, 1, 1, 0, 1, 1, 0, 0, 0, 1, 0, 1, \n",
" 1, 1, 0, 0, 1, 1, 0, 0, 0, 1, 1, 0, 1, 0, 1, 0, 1, 0, 1, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 0, 1, 0, 1, 0, 1, 1, 0, 0, 0, 0, 1, 1, 1, 1, 0, 0, 0, \n",
" 1, 0, 1, 1, 0, 0, 1, 1, 0, 1, 1, 0, 1, 0, 1, 1, 0, 0, 0, 0, 1, 0, 1, 1, 0, 1, 1, 0, 0, 0, 1, 0, 1, 1, 1, 0, 0, 1, 1, 0, 0, 0, 1, 1, 0, 1, 0, \n",
" 1, 0, 1, 0, 1, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 0, 1, 0, 1, 0, 1, 1, 0, 0, 0, 0, 1, 1, 1, 1, 0, 0, 0, 1, 0, 1, 1, 0, 0, 1, 1, 0, 1, 1, 0, 1, 0, \n",
" 1, 1, 0, 0, 0, 0, 1, 0, 1, 1, 0, 1, 1, 0, 1, 0, 0, 1, 1, 1, 1, 1, 0, 0, 1, 1, 0, 1, 0, 0, 0, 1, 1, 0, 0, 1, 1, 1, 0, 0, 1, 0, 1, 0, 0, 1, 0, \n",
" 1, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 0, 1, 0, 1, 0, 1, 0, 1, 1, 1, 1, 0, 0, 0, 0, 1, 1, 1, 0, 1, 0, 0, 1, 1, 0, 0, 0, 1, 1, 0, 1, 0, 1, 1, 0, 0, \n",
" 1, 1, 0, 1, 0, 0, 1, 0, 0, 1, 1, 1, 0, 1, 0, 0, 0, 1, 1, 0, 0, 1, 1, 1, 0, 0, 1, 0, 1, 0, 0, 1, 0, 1, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 0, 1, 0, \n",
" 1, 0, 1, 0, 1, 1, 1, 1, 0, 0, 0, 0, 1, 1, 1, 0, 1, 0, 0, 1, 1, 0, 0, 0, 1, 1, 0, 1, 0, 1, 1, 0, 0, 1, 1, 0, 1, 0, 0, 1, 0, 0, 1, 1, 1, 0, 1, \n",
" 0, 0, 0, 1, 1, 0, 0, 1, 1, 1, 0, 0, 1, 0, 1, 0, 0, 1, 0, 1, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 0, 1, 0, 1, 0, 1, 0, 1, 1, 1, 1, 0, 0, 0, 0, 1, 1, \n",
" 1, 0, 1, 0, 0, 1, 1, 0, 0, 0, 1, 1, 0, 1, 0, 1, 1, 0, 0, 1, 1, 0, 1, 0, 0, 1, 0, 0, 1, 1, 1, 0, 1, 0, 0, 0, 1, 1, 0, 0, 1, 1, 1, 0, 0, 1, 0, \n",
" 1, 0, 0, 1, 0, 1, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 0, 1, 0, 1, 0, 1, 0, 1, 1, 1, 1, 0, 0, 0, 0, 1, 1, 1, 0, 1, 0, 0, 1, 1, 0, 0, 0, 1, 1, 0, 1, \n",
" 0, 1, 1, 0, 0, 1, 1, 0, 1, 0, 0, 1, 0, 0, 1, 0, 1, 1, 0, 0, 0, 0, 0, 1, 1, 0, 0, 1, 0, 1, 1, 1, 0, 0, 1, 1, 0, 0, 0, 1, 1, 0, 1, 0, 1, 0, 1, \n",
" 0, 1, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 0, 1, 0, 1, 0, 1, 1, 0, 0, 0, 0, 1, 1, 1, 1, 0, 0, 0, 1, 0, 1, 1, 0, 0, 1, 1, 0, 1, 1, 0, 1, 0, 1, 1, 0, \n",
" 0, 0, 0, 1, 0, 1, 1, 0, 1, 1, 0, 0, 0, 1, 0, 1, 1, 1, 0, 0, 1, 1, 0, 0, 0, 1, 1, 0, 1, 0, 1, 0, 1, 0, 1, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 0, 1, \n",
" 0, 1, 0, 1, 1, 0, 0, 0, 0, 1, 1, 1, 1, 0, 0, 0, 1, 0, 1, 1, 0, 0, 1, 1, 0, 1, 1, 0, 1, 0, 1, 1, 0, 0, 0, 0, 1, 0, 1, 1, 0, 1, 1, 0, 0, 0, 1, \n",
" 0, 1, 1, 1, 0, 0, 1, 1, 0, 0, 0, 1, 1, 0, 1, 0, 1, 0, 1, 0, 1, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 0, 1, 0, 1, 0, 1, 1, 0, 0, 0, 0, 1, 1, 1, 1, 0, \n",
" 0, 0, 1, 0, 1, 1, 0, 0, 1, 1, 0, 1, 1, 0, 1, 0, 1, 1, 0, 0, 0, 0, 1, 0, 1, 1, 0, 1, 1, 0, 0, 0, 1, 0, 1, 1, 1, 0, 0, 1, 1, 0, 0, 0, 1, 1, 0, \n",
" 1, 0, 1, 0, 1, 0, 1, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 0, 1, 0, 1, 0, 1, 1, 0, 0, 0, 0, 1, 1, 1, 1, 0, 0, 0, 1, 0, 1, 1, 0, 0, 1, 1, 0, 1, 1, 0, \n",
" 1, 0, 1, 1, 0, 0, 0, 0, 1, 0, 1, 1, 0, 1, 1, 0, 1, 0, 0, 1, 1, 1, 1, 1, 0, 0, 1, 1, 0, 1, 0, 0, 0, 1, 1, 0, 0, 1, 1, 1, 0, 0, 1, 0, 1, 0, 0, \n",
" 1, 0, 1, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 0, 1, 0, 1, 0, 1, 0, 1, 1, 1, 1, 0, 0, 0, 0, 1, 1, 1, 0, 1, 0, 0, 1, 1, 0, 0, 0, 1, 1, 0, 1, 0, 1, 1, \n",
" 0, 0, 1, 1, 0, 1, 0, 0, 1, 0, 0, 1, 1, 1, 0, 1, 0, 0, 0, 1, 1, 0, 0, 1, 1, 1, 0, 0, 1, 0, 1, 0, 0, 1, 0, 1, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 0, \n",
" 1, 0, 1, 0, 1, 0, 1, 1, 1, 1, 0, 0, 0, 0, 1, 1, 1, 0, 1, 0, 0, 1, 1, 0, 0, 0, 1, 1, 0, 1, 0, 1, 1, 0, 0, 1, 1, 0, 1, 0, 0, 1, 0, 0, 1, 1, 1, \n",
" 0, 1, 0, 0, 0, 1, 1, 0, 0, 1, 1, 1, 0, 0, 1, 0, 1, 0, 0, 1, 0, 1, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 0, 1, 0, 1, 0, 1, 0, 1, 1, 1, 1, 0, 0, 0, 0, \n",
" 1, 1, 1, 0, 1, 0, 0, 1, 1, 0, 0, 0, 1, 1, 0, 1, 0, 1, 1, 0, 0, 1, 1, 0, 1, 0, 0, 1, 0, 0, 1, 1, 1, 0, 1, 0, 0, 0, 1, 1, 0, 0, 1, 1, 1, 0, 0, \n",
" 1, 0, 1, 0, 0, 1, 0, 1, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 0, 1, 0, 1, 0, 1, 0, 1, 1, 1, 1, 0, 0, 0, 0, 1, 1, 1, 0, 1, 0, 0, 1, 1, 0, 0, 0, 1, 1, \n",
" 0, 1, 0, 1, 1, 0, 0, 1, 1, 0, 1, 0, 0, 1, 0, 0, 1, 0, 1, 1, 0, 0, 0, 0, 0, 1, 1, 0, 0, 1, 0, 1, 1, 1, 0, 0, 1, 1, 0, 0, 0, 1, 1, 0, 1, 0, 1, \n",
" 0, 1, 0, 1, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 0, 1, 0, 1, 0, 1, 1, 0, 0, 0, 0, 1, 1, 1, 1, 0, 0, 0, 1, 0, 1, 1, 0, 0, 1, 1, 0, 1, 1, 0, 1, 0, 1, \n",
" 1, 0, 0, 0, 0, 1, 0, 1, 1, 0, 1, 1, 0, 0, 0, 1, 0, 1, 1, 1, 0, 0, 1, 1, 0, 0, 0, 1, 1, 0, 1, 0, 1, 0, 1, 0, 1, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, \n",
" 0, 1, 0, 1, 0, 1, 1, 0, 0, 0, 0, 1, 1, 1, 1, 0, 0, 0, 1, 0, 1, 1, 0, 0, 1, 1, 0, 1, 1, 0, 1, 0, 1, 1, 0, 0, 0, 0, 1, 0, 1, 1, 0, 1, 1, 0, 0, \n",
" 0, 1, 0, 1, 1, 1, 0, 0, 1, 1, 0, 0, 0, 1, 1, 0, 1, 0, 1, 0, 1, 0, 1, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 0, 1, 0, 1, 0, 1, 1, 0, 0, 0, 0, 1, 1, 1, \n",
" 1, 0, 0, 0, 1, 0, 1, 1, 0, 0, 1, 1, 0, 1, 1, 0, 1, 0, 1, 1, 0, 0, 0, 0, 1, 0, 1, 1, 0, 1, 1, 0, 0, 0, 1, 0, 1, 1, 1, 0, 0, 1, 1, 0, 0, 0, 1, \n",
" 1, 0, 1, 0, 1, 0, 1, 0, 1, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 0, 1, 0, 1, 0, 1, 1, 0, 0, 0, 0, 1, 1, 1, 1, 0, 0, 0, 1, 0, 1, 1, 0, 0, 1, 1, 0, 1, \n",
" 1, 0, 1, 0, 1, 1, 0, 0, 0, 0, 1, 0, 1, 1, 0, 1, 1, 0, 1, 0, 0, 1, 1, 1, 1, 1, 0, 0, 1, 1, 0, 1, 0, 0, 0, 1, 1, 0, 0, 1, 1, 1, 0, 0, 1, 0, 1, \n",
" 0, 0, 1, 0, 1, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 0, 1, 0, 1, 0, 1, 0, 1, 1, 1, 1, 0, 0, 0, 0, 1, 1, 1, 0, 1, 0, 0, 1, 1, 0, 0, 0, 1, 1, 0, 1, 0, \n",
" 1, 1, 0, 0, 1, 1, 0, 1, 0, 0, 1, 0, 0, 1, 1, 1, 0, 1, 0, 0, 0, 1, 1, 0, 0, 1, 1, 1, 0, 0, 1, 0, 1, 0, 0, 1, 0, 1, 1, 0, 1, 0, 1, 0, 1, 0, 1, \n",
" 0, 0, 1, 0, 1, 0, 1, 0, 1, 1, 1, 1, 0, 0, 0, 0, 1, 1, 1, 0, 1, 0, 0, 1, 1, 0, 0, 0, 1, 1, 0, 1, 0, 1, 1, 0, 0, 1, 1, 0, 1, 0, 0, 1, 0, 0, 1, \n",
" 1, 1, 0, 1, 0, 0, 0, 1, 1, 0, 0, 1, 1, 1, 0, 0, 1, 0, 1, 0, 0, 1, 0, 1, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 0, 1, 0, 1, 0, 1, 0, 1, 1, 1, 1, 0, 0, \n",
" 0, 0, 1, 1, 1, 0, 1, 0, 0, 1, 1, 0, 0, 0, 1, 1, 0, 1, 0, 1, 1, 0, 0, 1, 1, 0, 1, 0, 0, 1, 0, 0, 1, 1, 1, 0, 1, 0, 0, 0, 1, 1, 0, 0, 1, 1, 1, \n",
" 0, 0, 1, 0, 1, 0, 0, 1, 0, 1, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 0, 1, 0, 1, 0, 1, 0, 1, 1, 1, 1, 0, 0, 0, 0, 1, 1, 1, 0, 1, 0, 0, 1, 1, 0, 0, 0, \n",
" 1, 1, 0, 1, 0, 1, 1, 0, 0, 1, 1, 0, 1, 0, 0, 1, 0, 0, 1, 0, 1, 1, 0, 0, 0, 0, 0, 1, 1, 0, 0, 1, 0, 1, 1, 1, 0, 0, 1, 1, 0, 0, 0, 1, 1, 0, 1, \n",
" 0, 1, 0, 1, 0, 1, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 0, 1, 0, 1, 0, 1, 1, 0, 0, 0, 0, 1, 1, 1, 1, 0, 0, 0, 1, 0, 1, 1, 0, 0, 1, 1, 0, 1, 1, 0, 1, \n",
" 0, 1, 1, 0, 0, 0, 0, 1, 0, 1, 1, 0, 1, 1, 0, 0, 0, 1, 0, 1, 1, 1, 0, 0, 1, 1, 0, 0, 0, 1, 1, 0, 1, 0, 1, 0, 1, 0, 1, 1, 0, 1, 0, 1, 0, 1, 0, \n",
" 1, 0, 0, 1, 0, 1, 0, 1, 1, 0, 0, 0, 0, 1, 1, 1, 1, 0, 0, 0, 1, 0, 1, 1, 0, 0, 1, 1, 0, 1, 1, 0, 1, 0, 1, 1, 0, 0, 0, 0, 1, 0, 1, 1, 0, 1, 1, \n",
" 0, 0, 0, 1, 0, 1, 1, 1, 0, 0, 1, 1, 0, 0, 0, 1, 1, 0, 1, 0, 1, 0, 1, 0, 1, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 0, 1, 0, 1, 0, 1, 1, 0, 0, 0, 0, 1, \n",
" 1, 1, 1, 0, 0, 0, 1, 0, 1, 1, 0, 0, 1, 1, 0, 1, 1, 0, 1, 0, 1, 1, 0, 0, 0, 0, 1, 0, 1, 1, 0, 1, 1, 0, 0, 0, 1, 0, 1, 1, 1, 0, 0, 1, 1, 0, 0, \n",
" 0, 1, 1, 0, 1, 0, 1, 0, 1, 0, 1, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 0, 1, 0, 1, 0, 1, 1, 0, 0, 0, 0, 1, 1, 1, 1, 0, 0, 0, 1, 0, 1, 1, 0, 0, 1, 1, \n",
" 0, 1, 1, 0, 1, 0, 1, 1, 0, 0, 0, 0, 1, 0, 1, 1, 0, 1, 1, 0, 1, 0, 0, 1, 1, 1, 1, 1, 0, 0, 1, 1, 0, 1, 0, 0, 0, 1, 1, 0, 0, 1, 1, 1, 0, 0, 1, \n",
" 0, 1, 0, 0, 1, 0, 1, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 0, 1, 0, 1, 0, 1, 0, 1, 1, 1, 1, 0, 0, 0, 0, 1, 1, 1, 0, 1, 0, 0, 1, 1, 0, 0, 0, 1, 1, 0, \n",
" 1, 0, 1, 1, 0, 0, 1, 1, 0, 1, 0, 0, 1, 0, 0, 1, 1, 1, 0, 1, 0, 0, 0, 1, 1, 0, 0, 1, 1, 1, 0, 0, 1, 0, 1, 0, 0, 1, 0, 1, 1, 0, 1, 0, 1, 0, 1, \n",
" 0, 1, 0, 0, 1, 0, 1, 0, 1, 0, 1, 1, 1, 1, 0, 0, 0, 0, 1, 1, 1, 0, 1, 0, 0, 1, 1, 0, 0, 0, 1, 1, 0, 1, 0, 1, 1, 0, 0, 1, 1, 0, 1, 0, 0, 1, 0, \n",
" 0, 1, 1, 1, 0, 1, 0, 0, 0, 1, 1, 0, 0, 1, 1, 1, 0, 0, 1, 0, 1, 0, 0, 1, 0, 1, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 0, 1, 0, 1, 0, 1, 0, 1, 1, 1, 1, \n",
" 0, 0, 0, 0, 1, 1, 1, 0, 1, 0, 0, 1, 1, 0, 0, 0, 1, 1, 0, 1, 0, 1, 1, 0, 0, 1, 1, 0, 1, 0, 0, 1, 0, 0, 1, 1, 1, 0, 1, 0, 0, 0, 1, 1, 0, 0, 1, \n",
" 1, 1, 0, 0, 1, 0, 1, 0, 0, 1, 0, 1, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 0, 1, 0, 1, 0, 1, 0, 1, 1, 1, 1, 0, 0, 0, 0, 1, 1, 1, 0, 1, 0, 0, 1, 1, 0, \n",
" 0, 0, 1, 1, 0, 1, 0, 1, 1, 0, 0, 1, 1, 0, 1, 0, 0, 1, 0, 0, 1, 0, 1, 1, 0, 0, 0, 0, 0, 1, 1, 0, 0, 1, 0, 1, 1, 1, 0, 0, 1, 1, 0, 0, 0, 1, 1, \n",
" 0, 1, 0, 1, 0, 1, 0, 1, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 0, 1, 0, 1, 0, 1, 1, 0, 0, 0, 0, 1, 1, 1, 1, 0, 0, 0, 1, 0, 1, 1, 0, 0, 1, 1, 0, 1, 1, \n",
" 0, 1, 0, 1, 1, 0, 0, 0, 0, 1, 0, 1, 1, 0, 1, 1, 0, 0, 0, 1, 0, 1, 1, 1, 0, 0, 1, 1, 0, 0, 0, 1, 1, 0, 1, 0, 1, 0, 1, 0, 1, 1, 0, 1, 0, 1, 0, \n",
" 1, 0, 1, 0, 0, 1, 0, 1, 0, 1, 1, 0, 0, 0, 0, 1, 1, 1, 1, 0, 0, 0, 1, 0, 1, 1, 0, 0, 1, 1, 0, 1, 1, 0, 1, 0, 1, 1, 0, 0, 0, 0, 1, 0, 1, 1, 0, \n",
" 1, 1, 0, 0, 0, 1, 0, 1, 1, 1, 0, 0, 1, 1, 0, 0, 0, 1, 1, 0, 1, 0, 1, 0, 1, 0, 1, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 0, 1, 0, 1, 0, 1, 1, 0, 0, 0, \n",
" 0, 1, 1, 1, 1, 0, 0, 0, 1, 0, 1, 1, 0, 0, 1, 1, 0, 1, 1, 0, 1, 0, 1, 1, 0, 0, 0, 0, 1, 0, 1, 1, 0, 1, 1, 0, 0, 0, 1, 0, 1, 1, 1, 0, 0, 1, 1, \n",
" 0, 0, 0, 1, 1, 0, 1, 0, 1, 0, 1, 0, 1, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 0, 1, 0, 1, 0, 1, 1, 0, 0, 0, 0, 1, 1, 1, 1, 0, 0, 0, 1, 0, 1, 1, 0, 0, \n",
" 1, 1, 0, 1, 1, 0, 1, 0, 1, 1, 0, 0, 0, 0, 1, 0, 1, 1, 0, 1, 1, 0, 1, 0, 0, 1, 1, 1, 1, 1, 0, 0, 1, 1, 0, 1, 0, 0, 0, 1, 1, 0, 0, 1, 1, 1, 0, \n",
" 0, 1, 0, 1, 0, 0, 1, 0, 1, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 0, 1, 0, 1, 0, 1, 0, 1, 1, 1, 1, 0, 0, 0, 0, 1, 1, 1, 0, 1, 0, 0, 1, 1, 0, 0, 0, 1, \n",
" 1, 0, 1, 0, 1, 1, 0, 0, 1, 1, 0, 1, 0, 0, 1, 0, 0, 1, 1, 1, 0, 1, 0, 0, 0, 1, 1, 0, 0, 1, 1, 1, 0, 0, 1, 0, 1, 0, 0, 1, 0, 1, 1, 0, 1, 0, 1, \n",
" 0, 1, 0, 1, 0, 0, 1, 0, 1, 0, 1, 0, 1, 1, 1, 1, 0, 0, 0, 0, 1, 1, 1, 0, 1, 0, 0, 1, 1, 0, 0, 0, 1, 1, 0, 1, 0, 1, 1, 0, 0, 1, 1, 0, 1, 0, 0, \n",
" 1, 0, 0, 1, 1, 1, 0, 1, 0, 0, 0, 1, 1, 0, 0, 1, 1, 1, 0, 0, 1, 0, 1, 0, 0, 1, 0, 1, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 0, 1, 0, 1, 0, 1, 0, 1, 1, \n",
" 1, 1, 0, 0, 0, 0, 1, 1, 1, 0, 1, 0, 0, 1, 1, 0, 0, 0, 1, 1, 0, 1, 0, 1, 1, 0, 0, 1, 1, 0, 1, 0, 0, 1, 0, 0, 1, 1, 1, 0, 1, 0, 0, 0, 1, 1, 0, \n",
" 0, 1, 1, 1, 0, 0, 1, 0, 1, 0, 0, 1, 0, 1, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 0, 1, 0, 1, 0, 1, 0, 1, 1, 1, 1, 0, 0, 0, 0, 1, 1, 1, 0, 1, 0, 0, 1, \n",
" 1, 0, 0, 0, 1, 1, 0, 1, 0, 1, 1, 0, 0, 1, 1, 0, 1, 0, 0, 1, 0, 0, 1, 0, 1, 1, 0, 0, 0, 0, 0, 1, 1, 0, 0, 1, 0, 1, 1, 1, 0, 0, 1, 1, 0, 0, 0, \n",
" 1, 1, 0, 1, 0, 1, 0, 1, 0, 1, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 0, 1, 0, 1, 0, 1, 1, 0, 0, 0, 0, 1, 1, 1, 1, 0, 0, 0, 1, 0, 1, 1, 0, 0, 1, 1, 0, \n",
" 1, 1, 0, 1, 0, 1, 1, 0, 0, 0, 0, 1, 0, 1, 1, 0, 1, 1, 0, 0, 0, 1, 0, 1, 1, 1, 0, 0, 1, 1, 0, 0, 0, 1, 1, 0, 1, 0, 1, 0, 1, 0, 1, 1, 0, 1, 0, \n",
" 1, 0, 1, 0, 1, 0, 0, 1, 0, 1, 0, 1, 1, 0, 0, 0, 0, 1, 1, 1, 1, 0, 0, 0, 1, 0, 1, 1, 0, 0, 1, 1, 0, 1, 1, 0, 1, 0, 1, 1, 0, 0, 0, 0, 1, 0, 1, \n",
" 1, 0, 1, 1, 0, 0, 0, 1, 0, 1, 1, 1, 0, 0, 1, 1, 0, 0, 0, 1, 1, 0, 1, 0, 1, 0, 1, 0, 1, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 0, 1, 0, 1, 0, 1, 1, 0, \n",
" 0, 0, 0, 1, 1, 1, 1, 0, 0, 0, 1, 0, 1, 1, 0, 0, 1, 1, 0, 1, 1, 0, 1, 0, 1, 1, 0, 0, 0, 0, 1, 0, 1, 1, 0, 1, 1, 0, 0, 0, 1, 0, 1, 1, 1, 0, 0, \n",
" 1, 1, 0, 0, 0, 1, 1, 0, 1, 0, 1, 0, 1, 0, 1, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 0, 1, 0, 1, 0, 1, 1, 0, 0, 0, 0, 1, 1, 1, 1, 0, 0, 0, 1, 0, 1, 1, \n",
" 0, 0, 1, 1, 0, 1, 1, 0, 1, 0, 1, 1, 0, 0, 0, 0, 1, 0, 1, 1, 0, 1, 1, 0, 1, 0, 0, 1, 1, 1, 1, 1, 0, 0, 1, 1, 0, 1, 0, 0, 0, 1, 1, 0, 0, 1, 1, \n",
" 1, 0, 0, 1, 0, 1, 0, 0, 1, 0, 1, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 0, 1, 0, 1, 0, 1, 0, 1, 1, 1, 1, 0, 0, 0, 0, 1, 1, 1, 0, 1, 0, 0, 1, 1, 0, 0, \n",
" 0, 1, 1, 0, 1, 0, 1, 1, 0, 0, 1, 1, 0, 1, 0, 0, 1, 0, 0, 1, 1, 1, 0, 1, 0, 0, 0, 1, 1, 0, 0, 1, 1, 1, 0, 0, 1, 0, 1, 0, 0, 1, 0, 1, 1, 0, 1, \n",
" 0, 1, 0, 1, 0, 1, 0, 0, 1)\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "3d259cd0-831c-4e2e-aba4-29bb0482c4a1",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 38,
"id": "a8ceb032-ae6a-4d8e-9f51-55d348527249",
"metadata": {
"jupyter": {
"source_hidden": true
}
},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "5bc82354e8b449cf96cf36cf8c046c0e",
"version_major": 2,
"version_minor": 0
},
"image/png": 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"\n",
" <div style=\"display: inline-block;\">\n",
" <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
" Figure\n",
" </div>\n",
" <img 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' width=640.0/>\n",
" </div>\n",
" "
],
"text/plain": [
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"buf = np.array([0x4f, 0x41, 0x3d, 0x38, 0x32, 0x2e, 0x2b, 0x28, 0x26, 0xa6, 0x26, 0x26, 0x27, 0x2a, 0x2e, 0x33, 0x37, 0x3c, 0x41, 0x44, 0x47, 0xca, \n",
" 0x4c, 0x4d, 0x4e, 0x4f, 0x4f, 0x4f, 0x4f, 0x4f, 0x4f, 0x4f, 0x4f, 0x4f, 0x4f, 0x4f, 0x4f, 0x4f, 0xcf, 0x4f, 0x4f, 0x4f, 0x4f, 0x4f, 0x4e, \n",
" 0x4d, 0x4c, 0x49, 0x46, 0x42, 0x3e, 0x39, 0x34, 0x2f, 0x2b, 0x29, 0x27, 0xa6, 0x26, 0x25, 0x25, 0x25, 0x25, 0x25, 0x4f, 0x4f, 0x4f, 0x4f, \n",
" 0x4f, 0xcf, 0x4f, 0x4f, 0x4f, 0x4f, 0x4f, 0x4f, 0x4f, 0x4f, 0x4f, 0x4f, 0x4f, 0x4f, 0x4e, 0x4e, 0x4c, 0x49, 0xc6, 0x42, 0x3e, 0x39, 0x34, \n",
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" 0x25, 0xa5, 0x25, 0x25, 0x25, 0x25, 0x25, 0x25, 0x25, 0x25, 0x25, 0x25, 0x25, 0x25, 0x25, 0x25, 0x25, 0x25, 0xa5, 0x26, 0x28, 0x2b, 0x30, \n",
" 0x35, 0x39, 0x3e, 0x42, 0x45, 0x48, 0xca, 0x4c, 0x4d, 0x4e, 0x4f, 0x4f, 0x4f, 0x4f, 0x4f, 0x4f, 0x4f, 0x4f, 0x4f, 0x4f, 0x4f, 0x4f, 0x4f, \n",
" 0xcf, 0x4f, 0x4f, 0x4f, 0x4f, 0x4f, 0x4e, 0x4d, 0x4b, 0x48, 0x44, 0x41, 0x3c, 0x37, 0x32, 0x2d, 0x2a, 0x28, 0xa6, 0x25, 0x25, 0x26, 0x27, \n",
" 0x2a, 0x2f, 0x34, 0x38, 0x3d, 0x41, 0x45, 0x48, 0xca, 0x4c, 0x4d, 0x4e, 0x4f, 0x4f, 0x4f, 0x4e, 0x4d, 0x4b, 0x48, 0x45, 0x41, 0x3c, 0x37, \n",
" 0x32, 0x2e, 0x2b, 0x28, 0x26, 0xa6, 0x26, 0x26, 0x27, 0x2a, 0x2e, 0x33, 0x38, 0x3c, 0x41, 0x44, 0x47, 0xca, 0x4c, 0x4d, 0x4e, 0x4f, 0x4f, \n",
" 0x4f, 0x4e, 0x4d, 0x4b, 0x48, 0x45, 0x42, 0x3d, 0x38, 0x33, 0x2e, 0x2b, 0x29, 0x27, 0xa6, 0x26, 0x26, 0x27, 0x29, 0x2e, 0x33, 0x37, 0x3c, \n",
" 0x40, 0x44, 0x47, 0x49, 0xcb, 0x4d, 0x4e, 0x4f, 0x4f, 0x4f, 0x4e, 0x4d, 0x4c, 0x49, 0x46, 0x42, 0x3e, 0x39, 0x34, 0x2f, 0x2b, 0x29, 0x27, \n",
" 0xa6, 0x26, 0x26, 0x27, 0x29, 0x2d, 0x32, 0x37, 0x3b, 0x40, 0x44, 0x47, 0x49, 0xcb, 0x4d, 0x4d, 0x4f, 0x4f, 0x4f, 0x4f, 0x4f, 0x4f, 0x4f, \n",
" 0x4f, 0x4f, 0x4f, 0x4f, 0x4f, 0x4f, 0x4f, 0xcf, 0x4f, 0x4f, 0x4f, 0x4f, 0x4e, 0x4e, 0x4c, 0x49, 0x46, 0x43, 0x3e, 0x3a, 0x35, 0x30, 0x2c, \n",
" 0x29, 0x27, 0xa6, 0x26, 0x26, 0x26, 0x28, 0x2c, 0x31, 0x36, 0x3a, 0x3f, 0x43, 0x46, 0x49, 0xcb, 0x4c, 0x4d, 0x4e, 0x4f, 0x4f, 0x4f, 0x4e, \n",
" 0x4c, 0x4a, 0x47, 0x43, 0x3f, 0x3a, 0x35, 0x30, 0x2c, 0x2a, 0x27, 0xa6, 0x26, 0x26, 0x26, 0x28, 0x2c, 0x31, 0x35, 0x3a, 0x3e, 0x43, 0x46, \n",
" 0x48, 0xcb, 0x4c, 0x4d, 0x4e, 0x4f, 0x4f, 0x4f, 0x4e, 0x4d, 0x4a, 0x47, 0x44, 0x40, 0x3b, 0x36, 0x31, 0x2d, 0x2a, 0x28, 0xa6, 0x26, 0x26, \n",
" 0x26, 0x28, 0x2b, 0x30, 0x35, 0x39, 0x3e, 0x42, 0x46, 0x48, 0xca, 0x4c, 0x4d, 0x4e, 0x4f, 0x4f, 0x4f, 0x4e, 0x4d, 0x4a, 0x47, 0x44, 0x40, \n",
" 0x3b, 0x37, 0x31, 0x2d, 0x2a, 0x28, 0xa6, 0x26, 0x26, 0x26, 0x28, 0x2b, 0x2f, 0x34, 0x39, 0x3d, 0x42, 0x45, 0x48, 0xca, 0x4c, 0x4d, 0x4e, \n",
" 0x4f, 0x4f, 0x4f, 0x4e, 0x4d, 0x4b, 0x48, 0x44, 0x41, 0x3c, 0x37, 0x32, 0x2d, 0x2a, 0x28, 0xa6, 0x26, 0x26, 0x26, 0x26, 0x25, 0x25, 0x25, \n",
" 0x25, 0x25, 0x25, 0x25, 0x25, 0x25, 0x25, 0x25, 0x25, 0xa5, 0x25, 0x26, 0x27, 0x2a, 0x2e, 0x33, 0x38, 0x3c, 0x41, 0x45, 0x47, 0xca, 0x4c, \n",
" 0x4d, 0x4e, 0x4f, 0x4f, 0x4f, 0x4e, 0x4d, 0x4b, 0x48, 0x45, 0x42, 0x3d, 0x38, 0x33, 0x2e, 0x2b, 0x29, 0x26, 0xa5, 0x25, 0x26, 0x27, 0x29, \n",
" 0x2e, 0x33, 0x37, 0x3c, 0x41, 0x44, 0x47, 0xca, 0x4c, 0x4d, 0x4d, 0x4f, 0x4f, 0x4f, 0x4e, 0x4d, 0x4c, 0x49, 0x45, 0x42, 0x3d, 0x39, 0x34, \n",
" 0x2f, 0x2b, 0x29, 0x27, 0xa6, 0x26, 0x26, 0x27, 0x29, 0x2d, 0x32, 0x37, 0x3b, 0x40, 0x44, 0x47, 0x49, 0xcb, 0x4d, 0x4d, 0x4f, 0x4f, 0x4f, \n",
" 0x4f, 0x4f, 0x4f, 0x4f, 0x4f, 0x4f, 0x4f, 0x4f, 0x4f, 0x4f, 0x4f, 0xcf, 0x4f, 0x4f, 0x4f, 0x4f, 0x4e, 0x4e, 0x4c, 0x49, 0x46, 0x43, 0x3e, \n",
" 0x39, 0x34, 0x2f, 0x2c, 0x29, 0x27, 0xa6, 0x26, 0x25, 0x25, 0x25, 0x25, 0x25, 0x25, 0x25, 0x25, 0x25, 0x25, 0x25, 0x25, 0x25, 0x25, 0x25, \n",
" 0xa5, 0x25, 0x25, 0x25, 0x25, 0x25, 0x25, 0x25, 0x25, 0x25, 0x25, 0x25, 0x25, 0x25, 0x25, 0x25, 0x25, 0xa5, 0x25, 0x25, 0x25, 0x25, 0x25, \n",
" 0x25, 0x25, 0x25, 0x25, 0x25, 0x25, 0x25, 0x25, 0x25, 0x25, 0x25, 0xa6, 0x28, 0x2c, 0x30, 0x35, 0x3a, 0x3e, 0x42, 0x46, 0x48, 0xcb, 0x4c, \n",
" 0x4d, 0x4e, 0x4f, 0x4f, 0x4f, 0x4f, 0x4f, 0x4f, 0x4f, 0x4f, 0x4f, 0x4f, 0x4f, 0x4f, 0x4f, 0xcf, 0x4f, 0x4f, 0x4f, 0x4f, 0x4f, 0x4f, 0x4f, \n",
" 0x4f, 0x4f, 0x4f, 0x4f, 0x4f, 0x4f, 0x4f, 0x4f, 0x4f, 0xcf, 0x4f, 0x4f, 0x4f, 0x4f, 0x4f, 0x4f, 0x4f, 0x4f, 0x4f, 0x4f, 0x4f, 0x4f, 0x4f, \n",
" 0x4f, 0x4f, 0x4f, 0xcf, 0x4f, 0x4f, 0x4f, 0x4e, 0x4d, 0x4b, 0x48, 0x44, 0x41, 0x3c, 0x37, 0x32, 0x2d, 0x2a, 0x28, 0xa6, 0x26, 0x25, 0x25, \n",
" 0x25, 0x25, 0x25, 0x25, 0x25, 0x25, 0x25, 0x25, 0x25, 0x25, 0x25, 0x25, 0x25, 0xa5, 0x25, 0x25, 0x25, 0x25, 0x25, 0x25, 0x25, 0x25, 0x25, \n",
" 0x25, 0x25, 0x25, 0x25, 0x25, 0x25, 0x25, 0xa5, 0x25, 0x27, 0x2a, 0x2e, 0x33, 0x38, 0x3c, 0x41, 0x44, 0x47, 0xca, 0x4c, 0x4d, 0x4e, 0x4f, \n",
" 0x4f, 0x4f, 0x4e, 0x4d, 0x4b, 0x48, 0x45, 0x42, 0x3d, 0x38, 0x33, 0x2e, 0x2b, 0x29, 0x26, 0xa5, 0x25, 0x26, 0x27, 0x29, 0x2e, 0x33, 0x37, \n",
" 0x3c, 0x40, 0x44, 0x47, 0x49, 0xcb, 0x4d, 0x4d, 0x4f, 0x4f, 0x4f, 0x4f, 0x4f, 0x4f, 0x4f, 0x4f, 0x4f, 0x4f, 0x4f, 0x4f, 0x4f, 0x4f, 0xcf, \n",
" 0x4f, 0x4f, 0x4f])\n",
"\n",
"fig, ax = plt.subplots()\n",
"ax.plot(buf & 0x7f)\n",
"\n",
"for i, e in enumerate(buf):\n",
" if e & 0x80:\n",
" ax.axvline(i, color='red', alpha=0.3)\n"
]
},
{
"cell_type": "code",
"execution_count": 46,
"id": "db1e1830-4f9f-4bb8-af7e-cd9355ce95a2",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.lines.Line2D at 0x7f007a121b90>"
]
},
"execution_count": 46,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "d7314bc3068844b88615378c06e67eaa",
"version_major": 2,
"version_minor": 0
},
"image/png": 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",
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" Figure\n",
" </div>\n",
" <img 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' 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" </div>\n",
" "
],
"text/plain": [
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"x = np.linspace(0, np.pi, 1000)\n",
"fig, ax = plt.subplots()\n",
"ax.plot(x/np.pi * 100, np.sin(x) * 24)\n",
"ax.axhline(14)"
]
},
{
"cell_type": "code",
"execution_count": 55,
"id": "0804e140-cc2c-47cc-9b21-96f94b6af205",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([ 0, 54, 247, 604, 1137, 1857, 2774, 3894, 5223,\n",
" 6768, 8534, 10525, 12745, 15199, 17891, 20823, 24000])"
]
},
"execution_count": 55,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "6a74cd1c7a8e486891e0b64f4d053a91",
"version_major": 2,
"version_minor": 0
},
"image/png": 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",
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" <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
" Figure\n",
" </div>\n",
" <img 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' width=640.0/>\n",
" </div>\n",
" "
],
"text/plain": [
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"gamma = 2.2\n",
"out = np.linspace(0, 1, 17) ** 2.2\n",
"fig, ax = plt.subplots()\n",
"ax.plot(out)\n",
"np.round(out * 24000).astype(int)"
]
},
{
"cell_type": "code",
"execution_count": 201,
"id": "b07a95c8-5350-41a4-abc5-9b1ced18364c",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[]\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "6f636ff3a35c4483af942cd4e8d23bb6",
"version_major": 2,
"version_minor": 0
},
"image/png": 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",
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" <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
" Figure\n",
" </div>\n",
" <img 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' width=1900.0/>\n",
" </div>\n",
" "
],
"text/plain": [
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, axs = plt.subplots(4, 1, figsize=(19, 16))\n",
"fig.tight_layout()\n",
"ys_all = np.fromfile('/tmp/dump_adc.bin', dtype=np.uint8)\n",
"indices = np.argwhere(ys_all & 0x80)\n",
"deltas = indices[1:] - indices[:-1]\n",
"print(np.argwhere(deltas < 12))\n",
"for i, ax in enumerate(axs):\n",
" ys = ys_all[i*1024:][:1024]\n",
" for x, y in enumerate(ys):\n",
" if y & 0x80:\n",
" ax.axvline(x, color='red', alpha=0.5)\n",
" if y & 0x40:\n",
" ax.axvline(x, color='blue', alpha=0.1)\n",
" ax.plot(ys & 0x3f, color='black', alpha=0.8)"
]
},
{
"cell_type": "code",
"execution_count": 232,
"id": "677321ff-247c-44aa-9b67-1930e7d870ec",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"3e 0e \n",
"CONTROL: -10\n",
"33 33 33 33 33 33 33 33 33 33 33 33 33 33 33 33 ff ff ff ff ff ff ff ff 00 b1 f7 3e 0e \n",
"CONTROL: -2\n",
"33 33 33 33 33 33 33 33 33 33 33 33 33 33 33 33 ff ff ff ff ff ff ff ff 00 b1 f7 3e 0e \n",
"CONTROL: -10\n",
"33 33 33 33 33 33 33 33 33 33 33 33 33 33 33 33 ff ff ff ff ff ff ff ff 00 b1 f7 3e 0e \n",
"CONTROL: -10\n",
"33 33 33 33 33 33 33 33 33 33 33 33 33 33 33 33 ff ff ff ff ff ff ff ff 00 b1 f7 3e 0e \n",
"CONTROL: -2\n",
"33 33 33 33 33 33 33 33 33 33 33 33 33 33 33 33 ff ff ff ff ff ff ff ff 00 b1 f7 3e 0e \n",
"CONTROL: -10\n",
"33 33 33 33 33 33 33 33 33 33 33 33 33 33 33 33 ff ff ff ff ff ff ff ff 00 b1 f7 3e 0e \n",
"CONTROL: -10\n",
"33 33 33 33 33 33 33 33 33 33 33 33 33 33 33 33 ff ff ff ff ff ff ff ff 00 b1 f7 3e 0e \n",
"CONTROL: -2\n",
"33 33 33 33 33 33 33 33 33 33 33 33 33 33 33 33 ff ff ff ff ff ff ff ff 00 b1 f7 3e 0e \n",
"CONTROL: -10\n",
"33 33 33 33 33 33 33 33 33 33 33 33 33 33 33 33 ff ff ff ff ff ff ff ff 00 b1 f7 3e 0e \n",
"CONTROL: -10\n",
"33 33 33 33 33 33 33 33 33 33 33 33 33 33 33 33 ff ff ff ff ff ff ff ff 00 b1 f7 3e 0e \n",
"CONTROL: -2\n",
"33 33 33 33 33 33 33 33 33 33 33 33 33 33 33 33 ff ff ff ff ff ff ff ff 00 b1 f7 3e 0e \n",
"CONTROL: -10\n",
"33 33 33 33 33 33 33 33 33 33 33 33 33 33 33 33 ff ff ff ff ff ff ff ff 00 b1 f7 3e 0e \n",
"CONTROL: -10\n",
"33 33 33 33 33 33 33 33 33 33 33 33 33 33 33 33 ff ff ff ff ff ff ff ff 00 b1 f7 3e 0e \n",
"CONTROL: -2\n",
"33 33 33 33 33 33 33 33 33 33 33 33 33 33 33 33 ff ff ff ff ff ff ff ff 00 b1 f7 3e f7 3e 0e \n",
"CONTROL: -10\n",
"33 33 33 33 33 33 33 33 33 33 33 33 33 33 33 33 ff ff ff ff ff ff ff ff 00 b1 f7 3e 0e \n",
"CONTROL: -2\n",
"33 33 33 33 33 33 33 33 33 33 33 33 33 33 33 33 ff ff ff ff ff ff ff ff 00 b1 f7 3e 0e \n",
"CONTROL: -10\n",
"33 33 33 33 33 33 33 33 33 33 33 33 33 33 33 33 ff ff ff ff ff ff ff ff 00 b1 f7 "
]
}
],
"source": [
"s = np.fromfile('/tmp/dump_sym.bin', dtype=np.int16)\n",
"for elem in s:\n",
" if elem < 0:\n",
" print()\n",
" print('CONTROL:', elem)\n",
" else:\n",
" print(f'{elem:02x}', end=' ')"
]
},
{
"cell_type": "code",
"execution_count": 96,
"id": "495cbeca-edd5-426a-b360-c5520239afa4",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"33 33 33 33 33 33 33 33 33 33 33 33 33 33 ff ff ff ff ff ff ff ff 00 b1 f7 3e 0e \n",
"CONTROL: -10\n",
"33 33 33 33 33 33 33 33 33 33 33 33 33 33 33 33 ff ff ff ff ff ff ff ff 00 b1 f7 3e 0e \n",
"CONTROL: -2\n",
"33 33 33 33 33 33 33 33 33 33 33 33 33 33 33 33 ff ff ff ff ff ff ff ff 00 b1 f7 3e 0e \n",
"CONTROL: -10\n",
"33 33 33 33 33 33 33 33 33 33 33 33 33 33 33 33 ff ff ff ff ff ff ff ff 00 b1 f7 3e 0e \n",
"CONTROL: -10\n",
"33 33 33 33 33 33 33 33 33 33 33 33 33 33 33 33 ff ff ff ff ff ff ff ff 00 b1 f7 3e 0e \n",
"CONTROL: -2\n",
"33 33 33 33 33 33 33 33 33 33 33 33 33 33 33 33 ff ff ff ff ff ff ff ff 00 b1 f7 3e 0e \n",
"CONTROL: -10\n",
"33 33 33 33 33 33 33 33 33 33 33 33 33 33 33 33 ff ff ff ff ff ff ff ff 00 b1 f7 3e 0e \n",
"CONTROL: -10\n",
"33 33 33 33 33 33 33 33 33 33 33 33 33 33 33 33 ff ff ff ff ff ff ff ff 00 b1 f7 3e 0e \n",
"CONTROL: -2\n",
"33 33 33 33 33 33 33 33 33 33 33 33 33 33 33 33 ff ff ff ff ff ff ff ff 00 b1 f7 3e 0e \n",
"CONTROL: -10\n",
"33 33 33 33 33 33 33 33 33 33 33 33 33 33 33 33 ff ff ff ff ff ff ff ff 00 b1 f7 3e 0e \n",
"CONTROL: -10\n",
"33 33 33 33 33 33 33 33 33 33 33 33 33 33 33 33 ff ff ff ff ff ff ff ff 00 b1 f7 3e 0e \n",
"CONTROL: -2\n",
"33 33 33 33 33 33 33 33 33 33 33 33 33 33 33 33 ff ff ff ff ff ff ff ff 00 b1 f7 3e 0e \n",
"CONTROL: -10\n",
"33 33 33 33 33 33 33 33 33 33 33 33 33 33 33 33 ff ff ff ff ff ff ff ff 00 b1 f7 3e 0e \n",
"CONTROL: -10\n",
"33 33 33 33 33 33 33 33 33 33 33 33 33 33 33 33 ff ff ff ff ff ff ff ff 00 b1 f7 3e 0e \n",
"CONTROL: -2\n",
"33 33 33 33 33 33 33 33 33 33 33 33 33 33 33 33 ff ff ff ff ff ff ff ff 00 b1 f7 3e 0e \n",
"CONTROL: -10\n",
"33 33 33 33 33 33 33 33 33 33 33 33 33 33 33 33 ff ff ff ff ff ff ff ff 00 b1 f7 3e 0e \n",
"CONTROL: -10\n",
"33 33 33 33 33 33 33 33 33 33 33 33 33 33 33 33 ff ff ff ff ff ff ff ff 00 b1 f7 3e 0e \n",
"CONTROL: -2\n",
"33 33 33 33 "
]
}
],
"source": [
"s = np.fromfile('/tmp/dump_txsym.bin', dtype=np.int16)\n",
"for elem in s:\n",
" if elem < 0:\n",
" print()\n",
" print('CONTROL:', elem)\n",
" else:\n",
" print(f'{elem:02x}', end=' ')"
]
},
{
"cell_type": "code",
"execution_count": 111,
"id": "443956dc-3aa2-4572-8735-f9aa9066c6ce",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"10301"
]
},
"execution_count": 111,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# https://docs.xilinx.com/r/en-US/am002-versal-gty-transceivers/8B/10B-Valid-Characters\n",
"codes = {}\n",
"for line in Path('/tmp/bar').read_text().splitlines():\n",
" byte, rd_neg, rd_pos = line.strip().split()\n",
" byte = int(byte, 2)\n",
" codes[int(rd_neg, 2)] = ('D', byte, -1)\n",
" codes[int(rd_pos, 2)] = ('D', byte, +1)\n",
"\n",
"for line in Path('/tmp/baz').read_text().splitlines():\n",
" name, byte, rd_neg, rd_pos = line.strip().split()\n",
" byte = int(byte, 2)\n",
" codes[int(rd_neg, 2)] = (name, byte, -1)\n",
" codes[int(rd_pos, 2)] = (name, byte, +1)\n",
"\n",
"import json\n",
"Path('8b10b_table.json').write_text(json.dumps(codes))"
]
},
{
"cell_type": "code",
"execution_count": 125,
"id": "1b1925b8-8674-4c51-bab4-93d5db521c3f",
"metadata": {},
"outputs": [],
"source": [
"code_tables = {\n",
" int(k): v for k, v in json.loads(Path('8b10b_table.json').read_text()).items() }"
]
},
{
"cell_type": "code",
"execution_count": 130,
"id": "4d995fb7-067a-4ab0-8bbf-2cc63f17b0c7",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"-00 -00 -00 -00 -00 -00 -00 -00 -00 -00 -00 -00 -00 -00 -00 -00 -00 -00 -00 -00 -00 -00 -00 -00 -00 -00 -00 -00 -00 \n",
"K28.1 -\n",
"+33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +ff +ff +ff +ff +ff +ff +ff +ff +00 +b1 +f7 +3e -0e \n",
"K27.7 +\n",
"+33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +ff +ff +ff +ff +ff +ff +ff +ff +00 +b1 +f7 +3e -0e \n",
"K27.7 +\n",
"+33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +ff +ff +ff +ff +ff +ff +ff +ff +00 +b1 +f7 +3e -0e \n",
"K28.1 +\n",
"+33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +33 -ff -ff -ff -ff -ff -ff -ff -ff -00 +b1 -f7 -3e +0e \n",
"K27.7 -\n",
"+33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +33 -ff -ff -ff -ff -ff -ff -ff -ff -00 +b1 -f7 -3e +0e \n",
"K27.7 -\n",
"+33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +33 -ff -ff -ff -ff -ff -ff -ff -ff -00 +b1 -f7 -3e +0e \n",
"K28.1 -\n",
"+33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +ff +ff +ff +ff +ff +ff +ff +ff +00 +b1 +f7 +3e -0e \n",
"K27.7 +\n",
"+33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +ff +ff +ff +ff +ff +ff +ff +ff +00 +b1 +f7 +3e -0e \n",
"K27.7 +\n",
"+33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +ff +ff +ff +ff +ff +ff +ff +ff +00 +b1 +f7 +3e -0e \n",
"K28.1 +\n",
"+33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +33 -ff -ff -ff -ff -ff -ff -ff -ff -00 +b1 -f7 -3e +0e \n",
"K27.7 -\n",
"+33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +33 -ff -ff -ff -ff -ff -ff -ff -ff -00 +b1 -f7 -3e +0e \n",
"K27.7 -\n",
"+33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +33 -ff -ff -ff -ff -ff -ff -ff -ff -00 +b1 -f7 -3e +0e \n",
"K28.1 -\n",
"+33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +ff +ff +ff +ff +ff +ff +ff +ff +00 +b1 +f7 +3e -0e \n",
"K27.7 +\n",
"+33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +ff +ff +ff +ff +ff +ff +ff +ff +00 +b1 +f7 +3e -0e \n",
"K27.7 +\n",
"+33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +ff +ff +ff +ff +ff +ff +ff +ff +00 +b1 +f7 +3e -0e \n",
"K28.1 +\n",
"+33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +33 +33 -ff -ff -ff -ff -ff -ff -ff -ff -00 +b1 -f7 -3e +0e \n",
"K27.7 -\n",
"+33 +33 "
]
}
],
"source": [
"s = np.fromfile('/tmp/dump_txsym_10b.bin', dtype=np.uint16)\n",
"\n",
"for elem in s:\n",
" #elem = int(''.join(reversed(f'{elem:010b}')), 2)\n",
" name, byte, rd = code_tables.get(elem, (None, None, None))\n",
" pm = '+' if rd and rd > 0 else '-'\n",
" \n",
" if name == None:\n",
" print('XX', end=' ')\n",
" \n",
" elif name == 'D':\n",
" print(f'{pm}{byte:02x}', end=' ')\n",
" \n",
" else:\n",
" print()\n",
" print(name, pm)"
]
},
{
"cell_type": "code",
"execution_count": 140,
"id": "ccb5e2ab-76d3-4893-8ff4-547c25a05820",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;3m000\u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;4m0000\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;4m1111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;3m111\u001b[38;5;3m000\u001b[38;5;1m1\u001b[38;5;4m0000\u001b[38;5;5m11111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;3m111\u001b[38;5;3m000\u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;4m0000\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;4m1111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;4m0000\u001b[38;5;2m11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;4m1111\u001b[38;5;5m00000\n",
"\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;3m111\u001b[38;5;3m000\u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;4m0000\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;4m1111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;4m0000\u001b[38;5;2m11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;5m11111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;3m111\u001b[38;5;3m000\u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;4m0000\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;4m1111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;4m0000\u001b[38;5;2m11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;5m11111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;3m111\u001b[38;5;3m000\u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;4m0000\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;4m1111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;4m0000\u001b[38;5;2m11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;4m1111\u001b[38;5;5m00000\n",
"\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;3m000\u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;4m0000\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;4m1111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;3m111\u001b[38;5;3m000\u001b[38;5;1m1\u001b[38;5;4m0000\u001b[38;5;5m11111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;3m111\u001b[38;5;3m000\u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;4m0000\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;4m1111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;4m0000\u001b[38;5;2m11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;4m1111\u001b[38;5;5m00000\n",
"\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;3m000\u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;4m0000\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;4m1111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;3m111\u001b[38;5;3m000\u001b[38;5;1m1\u001b[38;5;4m0000\u001b[38;5;5m11111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;3m111\u001b[38;5;3m000\u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;4m0000\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;4m1111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;4m0000\u001b[38;5;2m11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;4m1111\u001b[38;5;5m00000\n",
"\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;3m000\u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;4m0000\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;4m1111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;3m111\u001b[38;5;3m000\u001b[38;5;1m1\u001b[38;5;4m0000\u001b[38;5;5m11111\u001b[38;5;2m00\u001b[38;5;4m1111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;3m111\u001b[38;5;3m000\u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;4m0000\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;4m1111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;4m0000\u001b[38;5;2m11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;4m1111\u001b[38;5;5m00000\n",
"\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;3m000\u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;4m0000\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;4m1111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;3m111\u001b[38;5;3m000\u001b[38;5;1m1\u001b[38;5;4m0000\u001b[38;5;5m11111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;4m1111\u001b[38;5;5m00000\n",
"\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;3m000\u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;4m0000\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;4m1111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;3m111\u001b[38;5;3m000\u001b[38;5;1m1\u001b[38;5;4m0000\u001b[38;5;5m11111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;3m111\u001b[38;5;3m000\u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;4m0000\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;4m1111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;4m0000\u001b[38;5;2m11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;4m1111\u001b[38;5;5m00000\n",
"\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;3m000\u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;4m0000\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;4m1111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;3m111\u001b[38;5;3m000\u001b[38;5;1m1\u001b[38;5;4m0000\u001b[38;5;5m11111\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;3m111\u001b[38;5;3m000\u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;4m0000\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;4m1111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;4m0000\u001b[38;5;2m11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;4m1111\u001b[38;5;5m00000\n",
"\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;3m000\u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;4m0000\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;4m1111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;3m111\u001b[38;5;3m000\u001b[38;5;1m1\u001b[38;5;4m0000\u001b[38;5;5m11111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;3m111\u001b[38;5;3m000\u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;4m0000\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;4m1111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;4m0000\u001b[38;5;2m11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;4m1111\u001b[38;5;5m00000\n",
"\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;3m000\u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;4m0000\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;4m1111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;3m111\u001b[38;5;3m000\u001b[38;5;1m1\u001b[38;5;4m0000\u001b[38;5;5m11111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;4m0000\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;4m1111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;4m0000\u001b[38;5;2m11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;4m1111\u001b[38;5;5m00000\n",
"\u001b[38;5;2m11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;3m000\u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;4m0000\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;4m1111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;3m111\u001b[38;5;3m000\u001b[38;5;1m1\u001b[38;5;4m0000\u001b[38;5;5m11111\u001b[38;5;2m00\u001b[38;5;2m11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;3m111\u001b[38;5;3m000\u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;4m0000\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;4m1111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;4m0000\u001b[38;5;2m11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;4m1111\u001b[38;5;5m00000\n",
"\u001b[38;5;2m11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;3m000\u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;4m0000\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;4m1111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;3m111\u001b[38;5;3m000\u001b[38;5;1m1\u001b[38;5;4m0000\u001b[38;5;5m11111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;3m111\u001b[38;5;3m000\u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;4m0000\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;4m1111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;4m0000\u001b[38;5;2m11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;4m1111\u001b[38;5;5m00000\n",
"\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;3m000\u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;4m0000\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;4m1111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;3m111\u001b[38;5;3m000\u001b[38;5;1m1\u001b[38;5;4m0000\u001b[38;5;5m11111\u001b[38;5;2m00\u001b[38;5;1m1"
]
}
],
"source": [
"bits = np.fromfile('/tmp/dump_bit.bin', dtype=np.uint8)\n",
"pos, = np.fromfile('/tmp/dump_bit_idx.bin', dtype=np.uint32)\n",
"bits = np.hstack([bits[pos:], bits[:pos]])\n",
"print_rl(*bits, break_groups={'00000'})"
]
},
{
"cell_type": "code",
"execution_count": 152,
"id": "0a732c6b-39bf-4173-98bd-78e280f37d8d",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\u001b[38;5;2m00\u001b[38;5;2m1 1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m1 1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m1 1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m1 1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00 \u001b[38;5;1m1\u001b[38;5;3m000\u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;4m0000\u001b[38;5;1m1 \u001b[38;5;1m0\u001b[38;5;4m1111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1 \u001b[38;5;1m0\u001b[38;5;3m111\u001b[38;5;3m000\u001b[38;5;1m1\u001b[38;5;2m00 \u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;3m000 \u001b[38;5;2m11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 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1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m1 1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m1 1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m1 1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00 \u001b[38;5;1m1\u001b[38;5;3m000\u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;4m0000\u001b[38;5;1m1 \u001b[38;5;1m0\u001b[38;5;4m1111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1 \u001b[38;5;1m0\u001b[38;5;3m111\u001b[38;5;3m000\u001b[38;5;1m1\u001b[38;5;2m00 \u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;3m000 \u001b[38;5;2m11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;2m1 1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m1 1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m1 1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m1 1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m1 1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m1 1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m1 1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m1 1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m1 1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00 \u001b[38;5;1m1\u001b[38;5;3m000\u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;4m0000\u001b[38;5;1m1 \u001b[38;5;1m0\u001b[38;5;4m1111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1 \u001b[38;5;1m0\u001b[38;5;3m111\u001b[38;5;3m000\u001b[38;5;1m1\u001b[38;5;4m00 00\u001b[38;5;5m11111\u001b[38;5;2m00\u001b[38;5;3m1\n",
"11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1 \u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m0 0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m0 0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m0 0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m0 0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m0 0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m0 0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m0 0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m0 0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;3m11 1\u001b[38;5;3m000\u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;4m0 000\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;4m1111\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;4m0000\u001b[38;5;2m11\u001b[38;5;2m00\u001b[38;5;1m1 \u001b[38;5;1m0\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11 \u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;5m111 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1\n",
"11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1 \u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m0 0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m0 0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m0 0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m0 0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m0 0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m0 0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m0 0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m0 0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;3m11 1\u001b[38;5;3m000\u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;4m0 000\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;4m1111\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;4m0000\u001b[38;5;2m11\u001b[38;5;2m00\u001b[38;5;1m1 \u001b[38;5;1m0\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11 \u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;5m111 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1\n",
"11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1 \u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m0 0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m0 0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m0 0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m0 0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m0 0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m0 0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m0 0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m0 0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;3m11 1\u001b[38;5;3m000\u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;4m0 000\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;4m1111\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;4m0000\u001b[38;5;2m11\u001b[38;5;2m00\u001b[38;5;1m1 \u001b[38;5;1m0\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;4m11 11\u001b[38;5;5m00000\u001b[38;5;2m11\u001b[38;5;1m0\n",
"\u001b[38;5;2m11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 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\u001b[38;5;2m11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 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1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m1 1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m1 1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m1 1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m1 1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00 \u001b[38;5;1m1\u001b[38;5;3m000\u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;4m0000\u001b[38;5;1m1 \u001b[38;5;1m0\u001b[38;5;4m1111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1 \u001b[38;5;1m0\u001b[38;5;3m111\u001b[38;5;3m000\u001b[38;5;1m1\u001b[38;5;4m00 00\u001b[38;5;5m11111\u001b[38;5;2m00\u001b[38;5;3m1\n",
"11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1 \u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m0 0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m0 0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m0 0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m0 0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m0 0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m0 0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m0 0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m0 0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;3m11 1\u001b[38;5;3m000\u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;4m0 000\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;4m1111\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;4m0000\u001b[38;5;2m11\u001b[38;5;2m00\u001b[38;5;1m1 \u001b[38;5;1m0\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11 \u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;5m111 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1\n",
"11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1 \u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m0 0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m0 0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m0 0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m0 0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m0 0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m0 0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m0 0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m0 0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;3m11 1\u001b[38;5;3m000\u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;4m0 000\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;4m1111\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;4m0000\u001b[38;5;2m11\u001b[38;5;2m00\u001b[38;5;1m1 \u001b[38;5;1m0\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11 \u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;5m111 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1\n",
"11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1 \u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m0 0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m0 0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m0 0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m0 0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m0 0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m0 0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m0 0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m0 0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;3m11 1\u001b[38;5;3m000\u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;4m0 000\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;4m1111\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;4m0000\u001b[38;5;2m11\u001b[38;5;2m00\u001b[38;5;1m1 \u001b[38;5;1m0\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;4m11 11\u001b[38;5;5m00000\u001b[38;5;2m11\u001b[38;5;1m0\n",
"\u001b[38;5;2m11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;2m1 1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m1 1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m1 1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m1 1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m1 1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m1 1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m1 1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m1 1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m1 1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00 \u001b[38;5;1m1\u001b[38;5;3m000\u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;4m0000\u001b[38;5;1m1 \u001b[38;5;1m0\u001b[38;5;4m1111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1 \u001b[38;5;1m0\u001b[38;5;3m111\u001b[38;5;3m000\u001b[38;5;1m1\u001b[38;5;2m00 \u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;3m000 \u001b[38;5;2m11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 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\u001b[38;5;2m11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;1m0"
]
}
],
"source": [
"bits = np.fromfile('/tmp/dump_txbit.bin', dtype=np.uint8)\n",
"print_rl(*bits, break_groups={'00000', '11111'}, split_each=10, split_offset=7)"
]
},
{
"cell_type": "code",
"execution_count": 231,
"id": "84230a8e-5e17-4c3f-a5fa-7ea4c904f2cd",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\u001b[38;5;2m11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11 \u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11 \u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11 \u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11 \u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11 \u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11 \u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11 \u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11 \u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;2m00\u001b[38;5;3m111 \u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;3m000\u001b[38;5;3m11 1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;4m0 000\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;4m1111\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;3m111\u001b[38;5;3m00 0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11 \u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11 \u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11 \u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11 \u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11 \u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11 \u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11 \u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11 \u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;2m00\u001b[38;5;3m111 \u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;3m000\u001b[38;5;3m11 1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;4m0 000\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;4m1111\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;3m111\u001b[38;5;3m00 0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11 \u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11 \u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11 \u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11 \u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11 \u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11 \u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11 \u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11 \u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;2m00\u001b[38;5;3m111 \u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;3m000\u001b[38;5;3m11 1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;4m0 000\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;4m1111\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;3m111\u001b[38;5;3m00 0\u001b[38;5;1m1\u001b[38;5;4m0000\u001b[38;5;5m1111 1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\n",
"\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00 \u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00 \u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00 \u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00 \u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00 \u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00 \u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00 \u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00 \u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;2m11\u001b[38;5;3m000 \u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;3m111\u001b[38;5;3m000\u001b[38;5;3m11 1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;4m0000\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;4m1 111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;4m0000\u001b[38;5;2m1 1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;3m111\u001b[38;5;2m00 \u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1 \u001b[38;5;1m0\u001b[38;5;5m11111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\n",
"\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00 \u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00 \u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00 \u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00 \u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00 \u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00 \u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00 \u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00 \u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;2m11\u001b[38;5;3m000 \u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;3m111\u001b[38;5;3m000\u001b[38;5;3m11 1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;4m0000\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;4m1 111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;4m0000\u001b[38;5;2m1 1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;3m111\u001b[38;5;2m00 \u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1 \u001b[38;5;1m0\u001b[38;5;5m11111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\n",
"\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00 \u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00 \u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00 \u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00 \u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00 \u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00 \u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00 \u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00 \u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;2m11\u001b[38;5;3m000 \u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;3m111\u001b[38;5;3m000\u001b[38;5;3m11 1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;4m0000\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;4m1 111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;4m0000\u001b[38;5;2m1 1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;3m111\u001b[38;5;2m00 \u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;4m1111\u001b[38;5;5m0000 0\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\n",
"\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11 \u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11 \u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11 \u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11 \u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11 \u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11 \u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11 \u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11 \u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;2m00\u001b[38;5;3m111 \u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;3m000\u001b[38;5;3m11 1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;4m0 000\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;4m1111\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;3m111\u001b[38;5;3m00 0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 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\u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11 \u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11 \u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11 \u001b[38;5;3m000\u001b[38;5;2m11\u001b[38;5;2m00\u001b[38;5;3m111 \u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;3m000\u001b[38;5;3m11 1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;4m0 000\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;4m1111\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;3m111\u001b[38;5;3m00 0\u001b[38;5;1m1\u001b[38;5;4m0000\u001b[38;5;5m1111 1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\n",
"\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00 \u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00 \u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00 \u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00 \u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00 \u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00 \u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00 \u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00 \u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;2m11\u001b[38;5;3m000 \u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;3m111\u001b[38;5;3m000\u001b[38;5;3m11 1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;4m0000\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;4m1 111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;4m0000\u001b[38;5;2m1 1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;3m111\u001b[38;5;2m00 \u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1 \u001b[38;5;1m0\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;4m11 11\u001b[38;5;5m00000\u001b[38;5;2m11\u001b[38;5;1m0\n",
"\u001b[38;5;2m11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;2m1 1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m1 1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m1 1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m1 1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m1 1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m1 1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m1 1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m1 1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m1 1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00 \u001b[38;5;1m1\u001b[38;5;3m000\u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;4m0000\u001b[38;5;1m1 \u001b[38;5;1m0\u001b[38;5;4m1111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1 \u001b[38;5;1m0\u001b[38;5;3m111\u001b[38;5;3m000\u001b[38;5;1m1\u001b[38;5;2m00 \u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;3m000 \u001b[38;5;2m11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 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1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m1 1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m1 1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m1 1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m1 1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00 \u001b[38;5;1m1\u001b[38;5;3m000\u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;4m0000\u001b[38;5;1m1 \u001b[38;5;1m0\u001b[38;5;4m1111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1 \u001b[38;5;1m0\u001b[38;5;3m111\u001b[38;5;3m000\u001b[38;5;1m1\u001b[38;5;2m00 \u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;3m000 \u001b[38;5;2m11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 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1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m1 1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m1 1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m1 1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;2m1 1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00 \u001b[38;5;1m1\u001b[38;5;3m000\u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;4m0000\u001b[38;5;1m1 \u001b[38;5;1m0\u001b[38;5;4m1111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1 \u001b[38;5;1m0\u001b[38;5;3m111\u001b[38;5;3m000\u001b[38;5;1m1\u001b[38;5;4m00 00\u001b[38;5;5m11111\u001b[38;5;2m00\u001b[38;5;3m1\n",
"11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m1 11\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1 \u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m0 0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m0 0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m0 0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m0 0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m0 0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m0 0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m0 0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;3m111\u001b[38;5;2m0 0\u001b[38;5;2m11\u001b[38;5;3m000\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;3m11 1\u001b[38;5;3m000\u001b[38;5;3m111\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;4m0 000\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;4m1111\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;4m0000\u001b[38;5;2m11\u001b[38;5;2m00\u001b[38;5;1m1 \u001b[38;5;1m0\u001b[38;5;3m111\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11 \u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;2m00\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;3m111 "
]
}
],
"source": [
"bits = np.fromfile('/tmp/dump_bit.bin', dtype=np.uint8)\n",
"pos, = np.fromfile('/tmp/dump_bit_idx.bin', dtype=np.uint32)\n",
"bits = np.hstack([bits[pos:], bits[:pos]])\n",
"print_rl(*bits, break_groups={'00000', '11111'}, split_each=10, split_offset=4)"
]
},
{
"cell_type": "code",
"execution_count": 143,
"id": "7722bfee-c68b-40c3-9d25-d473b41d581f",
"metadata": {},
"outputs": [],
"source": [
"code_table_rev = {}\n",
"for encoded, (name, byte, rd) in code_tables.items():\n",
" if name != 'D':\n",
" byte = None\n",
" code_table_rev[(name, byte, rd)] = encoded"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "15b65829-8db3-475d-b91b-3a631af708e7",
"metadata": {},
"outputs": [],
"source": [
"def encode(symbols):\n",
" for sym in symbols:\n",
" if isinstance(sym, int):\n",
" yield "
]
},
{
"cell_type": "markdown",
"id": "3bdce465-dd5e-4ed6-8b33-4c8309a40ba5",
"metadata": {},
"source": [
"1100101001 1100101001 1100101001 1100101001 1100101001 1100101001 1100101001 1100101001 1100101001 1100101001 1100101001 1100101001 1100101001 1100101001 1100101001 1100101001 1010110001 1010110001 1010110001 1010110001 1010110001 1010110001 1010110001 1010110001 1001110100 1000111010 1110100001 0111101001 0111000100 1101101000\n",
"1100101001 1100101001 1100101001 1100101001 1100101001 1100101001 1100101001 1100101001 1100101001 1100101001 1100101001 1100101001 1100101001 1100101001 1100101001 1100101001 1010110001 1010110001 1010110001 1010110001 1010110001 1010110001 1010110001 1010110001 1001110100 1000111010 1110100001 0111101001 0111000100 1101101000\n",
"1100101001 1100101001 1100101001 1100101001 1100101001 1100101001 1100101001 1100101001 1100101001 1100101001 1100101001 1100101001 1100101001 1100101001 1100101001 1100101001 1010110001 1010110001 1010110001 1010110001 1010110001 1010110001 1010110001 1010110001 1001110100 1000111010 1110100001 0111101001 0111000100 0011111001\n",
"1100101001 1100101001 1100101001 1100101001 1100101001 1100101001 1100101001 1100101001 1100101001 1100101001 1100101001 1100101001 1100101001 1100101001 1100101001 1100101001 0101001110 0101001110 0101001110 0101001110 0101001110 0101001110 0101001110 0101001110 0110001011 1000111010 0001011110 1000011001 0111001011 0010010111\n",
"1100101001 1100101001 1100101001 1100101001 1100101001 1100101001 1100101001 1100101001 1100101001 1100101001 1100101001 1100101001 1100101001 1100101001 1100101001 1100101001 0101001110 0101001110 0101001110 0101001110 0101001110 0101001110 0101001110 0101001110 0110001011 1000111010 0001011110 1000011001 0111001011 0010010111\n",
"1100101001 1100101001 1100101001 1100101001 1100101001 1100101001 1100101001 1100101001 1100101001 1100101001 1100101001 1100101001 1100101001 1100101001 1100101001 1100101001 0101001110 0101001110 0101001110 0101001110 0101001110 0101001110 0101001110 0101001110 0110001011 1000111010 0001011110 1000011001 0111001011 1100000110"
]
},
{
"cell_type": "code",
"execution_count": 221,
"id": "bfd80ba5-b943-4eaa-894c-f87c30ab7735",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;3m00 0\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;3m1 11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;2m00 \u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;2m11\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0 \u001b[38;5;1m1\u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;3m000\u001b[38;5;4m1111 \u001b[38;5;1m0\u001b[38;5;1m1\u001b[38;5;1m0"
]
}
],
"source": [
"bits = np.fromfile('/tmp/dump_bit.bin', dtype=np.uint8)\n",
"pos, = np.fromfile('/tmp/dump_bit_idx.bin', dtype=np.uint32)\n",
"bits = bits[:pos]\n",
"print_rl(*bits, break_groups={'00000', '11111'}, split_each=10, split_offset=0)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"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": "3.11.5"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
|
