path: root/center_fw/match_test.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "1ebba6a4-0f66-4e99-8363-7d9e227b4949",
   "metadata": {},
   "outputs": [],
   "source": [
    "from matplotlib import pyplot as plt\n",
    "import numpy as np\n",
    "%matplotlib widget"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "5f1575d2-d501-46ef-97d5-9d20d1259e4f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f00f40e7750>]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "6cd50366fc7340b5ba8722e4aab0faf9",
       "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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' 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       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
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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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",
      "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": [
    "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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",
      "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": [
    "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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",
      "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": [
    "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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",
      "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": [
    "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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",
      "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": [
    "fig, ax = plt.subplots()\n",
    "ax.plot(ds)\n",
    "ds.mean() / 125 / 16 / 32 * 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "fbf9f80d-4c73-46d7-8a85-b36dccec4a7d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f00eaf68d10>]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "f5b8e2363da44e2bb4f32a9b53136ba8",
       "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": [
    "fig, ax = plt.subplots()\n",
    "ax.plot([40584, 38872, 34697, 30136, 25532, 18781, 18782, 18782, 18790, 18790, 18791, 18792, 37552, 39772, 40843, 40859, 40855, 40869, 18862, \n",
    "  18873, 18892, 18911, 18926, 40789, 39685, 35891, 31468, 26707, 22816, 20659, 19221, 19052, 19005, 18960, 18928, 18902, 18877, 18852, 18839, \n",
    "  18818, 18816, 18806, 18793, 18799, 18798, 18793, 18791, 19047, 20700, 24534, 28564, 33020, 36892, 39464, 40682, 40894, 39868, 36454, 31982, \n",
    "  27287, 23257, 20890, 19082, 19099, 20595, 24283, 28251, 32690, 36661, 39444, 40616, 40890, 40877, 40874, 40883, 40883, 40871, 40880, 40878, \n",
    "  40869, 40878, 40878, 40870, 40879, 40867, 40870, 40868, 40855, 40165, 37103, 32751, 28052, 23829, 21183, 19271, 19060, 19017, 18960, 18933, \n",
    "  18896, 18879, 18862, 18839, 18899, 20105, 23570, 27566, 32004, 36069, 39162, 40402, 40968, 40899, 40902, 40895, 40885, 40896, 40887, 40885, \n",
    "  40873, 40272, 37650, 33305, 28668, 24291, 21396, 19350, 19035, 18993, 18940, 18908, 18869, 18858, 18843, 18843, 18814, 18809, 18804, 18802, \n",
    "  18798, 18797, 18784, 18779, 18785, 19719, 22851, 26739, 31264, 35375, 38779, 40209, 41000, 40895, 40892, 40888, 40891, 40887, 40890, 40886, \n",
    "  40881, 40432, 38354, 34057, 29523, 24959, 21702, 19648, 19029, 19693, 22542, 26498, 30827, 35009, 38547, 40086, 40900, 40507, 38622, 34373, \n",
    "  29790, 25246, 21893, 19820, 19153, 19691, 22296, 26180, 30467, 34756, 38395, 40030, 40854])"
   ]
  }
 ],
 "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
}