diff options
| author | jaseg <git-bigdata-wsl-arch@jaseg.de> | 2020-02-20 12:59:48 +0000 |
|---|---|---|
| committer | jaseg <git-bigdata-wsl-arch@jaseg.de> | 2020-02-20 12:59:48 +0000 |
| commit | 4eb0fab200969044221d8b93680371c4e3908076 (patch) | |
| tree | 4d23362d7198590a31a3f4bfbbe7b60ce31774ea /lab-windows | |
| parent | c610043761a2db42e789e6964675e89b30a7c77c (diff) | |
| download | master-thesis-4eb0fab200969044221d8b93680371c4e3908076.tar.gz master-thesis-4eb0fab200969044221d8b93680371c4e3908076.tar.bz2 master-thesis-4eb0fab200969044221d8b93680371c4e3908076.zip | |
Prototype receiver: add more plots
Diffstat (limited to 'lab-windows')
11 files changed, 1753 insertions, 804 deletions
diff --git a/lab-windows/data/dsss_experiments_res-2020-02-19 16:45:45.json b/lab-windows/data/dsss_experiments_res-2020-02-19 16:45:45.json new file mode 100644 index 0000000..e69de29 --- /dev/null +++ b/lab-windows/data/dsss_experiments_res-2020-02-19 16:45:45.json diff --git a/lab-windows/data/dsss_experiments_res-2020-02-19 16:46:32.json b/lab-windows/data/dsss_experiments_res-2020-02-19 16:46:32.json new file mode 100644 index 0000000..e69de29 --- /dev/null +++ b/lab-windows/data/dsss_experiments_res-2020-02-19 16:46:32.json diff --git a/lab-windows/data/dsss_experiments_res-2020-02-19 16:47:31.json b/lab-windows/data/dsss_experiments_res-2020-02-19 16:47:31.json new file mode 100644 index 0000000..1e2dc7b --- /dev/null +++ b/lab-windows/data/dsss_experiments_res-2020-02-19 16:47:31.json @@ -0,0 +1 @@ +{"5": [[0.9739583333333334, 0.00736569563735987], [0.9895833333333334, 0.00736569563735987], [0.96875, 0.01275775907699572], [0.9739583333333334, 0.00736569563735987], [0.9739583333333334, 0.00736569563735987], [0.9479166666666666, 0.01948779888944761], [0.78125, 0.02551551815399144], [0.2864583333333333, 0.03682847818679935], [0.0625, 0.03375385780420761], [0.005208333333333333, 0.00736569563735987]], "6": [[0.9895833333333334, 0.00736569563735987], [0.9791666666666666, 0.01473139127471974], [0.984375, 0.0], [0.984375, 0.0], [0.9791666666666666, 0.01948779888944761], [0.6822916666666666, 0.09051118331761858], [0.15104166666666666, 0.05155986946151909], [0.015625, 0.0], [0.015625, 0.0], [0.0, 0.0]]}
\ No newline at end of file diff --git a/lab-windows/data/dsss_experiments_res-2020-02-19-19-30-05.json b/lab-windows/data/dsss_experiments_res-2020-02-19-19-30-05.json new file mode 100755 index 0000000..b82eeba --- /dev/null +++ b/lab-windows/data/dsss_experiments_res-2020-02-19-19-30-05.json @@ -0,0 +1 @@ +{"5": [[[0.9921875, 4.39453125, null], [0.9765625, 13.18359375, null], [0.984375, 8.7890625, null], [0.984375, 8.7890625, null], [0.9921875, 4.39453125, null], [0.9921875, 4.39453125, null], [0.984375, 8.7890625, null], [0.984375, 8.7890625, null], [0.9921875, 4.39453125, null], [0.9765625, 13.18359375, null], [0.9921875, 4.39453125, null], [0.9921875, 4.39453125, null], [0.9765625, 13.18359375, null], [0.9921875, 4.39453125, null], [0.9765625, 13.18359375, null], [0.9921875, 4.39453125, null], [0.9921875, 4.39453125, null], [0.9765625, 13.18359375, null], [0.984375, 8.7890625, null], [0.9921875, 4.39453125, null], [0.984375, 8.7890625, null], [0.984375, 8.7890625, null], 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\ No newline at end of file diff --git a/lab-windows/dsss_experiments-ber.ipynb b/lab-windows/dsss_experiments-ber.ipynb index be04687..f490f36 100644 --- a/lab-windows/dsss_experiments-ber.ipynb +++ b/lab-windows/dsss_experiments-ber.ipynb @@ -2,20 +2,26 @@ "cells": [ { "cell_type": "code", - "execution_count": 92, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ - "from matplotlib import pyplot as plt\n", - "import numpy as np\n", - "from scipy import signal as sig\n", "import struct\n", "import random\n", - "import ipywidgets\n", "import itertools\n", - "from multiprocessing import Pool\n", + "import datetime\n", + "import multiprocessing\n", "from collections import defaultdict\n", + "import json\n", + "\n", + "\n", + "from matplotlib import pyplot as plt\n", + "import matplotlib\n", + "import numpy as np\n", + "from scipy import signal as sig\n", + "import ipywidgets\n", "\n", + "from tqdm.notebook import tqdm\n", "import colorednoise\n", "\n", "np.set_printoptions(linewidth=240)" @@ -23,7 +29,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -32,7 +38,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -41,7 +47,7 @@ }, { "cell_type": "code", - "execution_count": 59, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -67,7 +73,7 @@ }, { "cell_type": "code", - "execution_count": 112, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -84,7 +90,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -98,27 +104,27 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "mean: 49.98625\n" + "mean: 49.98625 len: 166118\n" ] } ], "source": [ "with open('/mnt/c/Users/jaseg/shared/raw_freq.bin', 'rb') as f:\n", " mains_noise = np.copy(np.frombuffer(f.read(), dtype='float32'))\n", - " print('mean:', np.mean(mains_noise))\n", + " print('mean:', np.mean(mains_noise), 'len:', len(mains_noise))\n", " mains_noise -= np.mean(mains_noise)" ] }, { "cell_type": "code", - "execution_count": 72, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -133,7 +139,7 @@ }, { "cell_type": "code", - "execution_count": 189, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -147,21 +153,13 @@ }, { "cell_type": "code", - "execution_count": 190, + "execution_count": 10, "metadata": {}, "outputs": [ { - "name": "stderr", - "output_type": "stream", - "text": [ - "<ipython-input-189-882fdfbdc9fa>:4: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n", - " fig, ax = plt.subplots()\n" - ] - }, - { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "dd7efc421e1b4f00b6061eaacd60f58c", + "model_id": "ac41374377284feaa0d8dc20bcb4a341", "version_major": 2, "version_minor": 0 }, @@ -179,7 +177,7 @@ }, { "cell_type": "code", - "execution_count": 120, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -188,11 +186,11 @@ }, { "cell_type": "code", - "execution_count": 241, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ - "def run_ser_test(sample_duration=128, nbits=6, signal_amplitude=2.0e-3, decimation=10, threshold_factor=4.0, power_avg_width=2.5, max_lookahead=6.5, seed=0, ax=None, print=print, ser_maxshift=3, debug_range=None):\n", + "def run_ser_test(sample_duration=128, nbits=6, signal_amplitude=2.0e-3, decimation=10, threshold_factor=4.0, power_avg_width=2.5, max_lookahead=6.5, pol_score_factor=1.0, seed=0, ax=None, print=print, ser_maxshift=3, debug_range=None):\n", "\n", " test_data, signal = generate_test_signal(sample_duration, nbits, signal_amplitude, decimation, seed)\n", " cor_an = correlate(signal, nbits=nbits, decimation=decimation)\n", @@ -201,6 +199,7 @@ "\n", " bit_period = (2**nbits) * decimation\n", " peak_group_threshold = 0.05 * bit_period\n", + " hole_patching_threshold = 0.01 * bit_period\n", " \n", " cwt_res = np.array([ sig.cwt(row, sig.ricker, [0.73 * decimation]).flatten() for row in cor_an ])\n", " if ax:\n", @@ -215,12 +214,14 @@ " return np.any(np.abs(val) > th*threshold_factor)\n", "\n", " peaks = [ list(group) for val, group in itertools.groupby(enumerate(zip(th.T, cwt_res.T)), compare_th) if val ]\n", + " peaks_processed = []\n", " peak_group = []\n", " for group in peaks:\n", " pos = np.mean([idx for idx, _val in group])\n", " #pol = np.mean([max(val.min(), val.max(), key=abs) for _idx, (_th, val) in group])\n", " pol = max([max(val.min(), val.max(), key=abs) for _idx, (_th, val) in group], key=abs)\n", " pol_idx = np.argmax(np.bincount([ np.argmax(np.abs(val)) for _idx, (_th, val) in group ]))\n", + " peaks_processed.append((pos, pol, pol_idx))\n", " #print(f'group', pos, pol, pol_idx)\n", " #for pol, (_idx, (_th, val)) in zip([max(val.min(), val.max(), key=abs) for _idx, (_th, val) in group], group):\n", " # print(' ', pol, val)\n", @@ -258,8 +259,6 @@ " msg += f'new group: {(pos, pos, pol, pos, pol_idx)} '\n", " peak_group.append((pos, pos, pol, pos, pol_idx))\n", " if ax:\n", - " if 16100 < pos < 16700:\n", - " print(f'cyan@{pos}')\n", " ax.axvline(pos, color='cyan', alpha=0.5)\n", " \n", " if debug_range:\n", @@ -274,13 +273,13 @@ " noprint = lambda *args, **kwargs: None\n", " def mle_decode(peak_groups, print=print):\n", " peak_groups = [ (pos, pol, idx) for _1, _2, pol, pos, idx in peak_groups ]\n", - " candidates = [ (0, [(pos, pol, idx)]) for pos, pol, idx in peak_groups if pos < bit_period*2.5 ]\n", + " candidates = [ (abs(pol)/avg_peak, [(pos, pol, idx)]) for pos, pol, idx in peak_groups if pos < bit_period*2.5 ]\n", "\n", " while candidates:\n", " chain_candidates = []\n", " for chain_score, chain in candidates:\n", " pos, ampl, _idx = chain[-1]\n", - " score_fun = lambda pos, npos, npol: abs(npol)/avg_peak + nonlinear_distance((npos-pos)/bit_period)\n", + " score_fun = lambda pos, npos, npol: pol_score_factor*abs(npol)/avg_peak + nonlinear_distance((npos-pos)/bit_period)\n", " next_candidates = sorted([ (score_fun(pos, npos, npol), npos, npol, nidx) for npos, npol, nidx in peak_groups if pos < npos < pos + bit_period*max_lookahead ], reverse=True)\n", "\n", " print(f' candidates for {pos}, {ampl}:')\n", @@ -308,15 +307,29 @@ " # print(f'Chain {i}@{score:.4f}: {chain}')\n", " (_score, chain), *_ = res\n", "\n", - " def viz(chain):\n", + " def viz(chain, peaks):\n", " last_pos = None\n", " for pos, pol, nidx in chain:\n", " if last_pos:\n", " delta = int(round((pos - last_pos) / bit_period))\n", " if delta > 1:\n", - " print(f'skipped {delta} symbols at {pos}')\n", - " for i in range(delta-1):\n", - " yield None\n", + " print(f'skipped {delta-1} symbols at {pos}/{last_pos}')\n", + " \n", + " # Hole patching routine\n", + " for i in range(1, delta):\n", + " est_pos = last_pos + (pos - last_pos) / delta * i\n", + "\n", + " icandidates = [ (ipos, ipol, iidx) for ipos, ipol, iidx in peaks if abs(est_pos - ipos) < hole_patching_threshold ]\n", + " if not icandidates:\n", + " yield None\n", + " continue\n", + "\n", + " ipos, ipol, iidx = max(icandidates, key = lambda e: abs(e[1]))\n", + "\n", + " decoded = iidx*2 + (0 if ipol < 0 else 1)\n", + " print(f'interpolating, last_pos={last_pos}, delta={delta}, pos={pos}, est={est_pos} dec={decoded}')\n", + " yield decoded\n", + " \n", " decoded = nidx*2 + (0 if pol < 0 else 1)\n", " yield decoded\n", " if ax:\n", @@ -325,24 +338,27 @@ "\n", " last_pos = pos\n", "\n", - " decoded = list(viz(chain))\n", + " decoded = list(viz(chain, peaks_processed))\n", " print('decoding [ref|dec]:')\n", - " failures = defaultdict(lambda: 0)\n", + " match_result = []\n", " for shift in range(-ser_maxshift, ser_maxshift):\n", - " print(f'=== shift = {shift} ===')\n", + " msg = f'=== shift = {shift} ===\\n'\n", + " failures = -shift if shift < 0 else 0 # we're skipping the first $shift symbols\n", " a = test_data if shift > 0 else test_data[-shift:]\n", " b = decoded if shift < 0 else decoded[shift:]\n", " for i, (ref, found) in enumerate(itertools.zip_longest(a, b)):\n", " if ref is None: # end of signal\n", " break\n", - " print(f'{ref if ref is not None else -1:>3d}|{found if found is not None else -1:>3d} {\"✔\" if ref==found else \"✘\" if found else \" \"}', end=' ')\n", + " msg += f'{ref if ref is not None else -1:>3d}|{found if found is not None else -1:>3d} {\"✔\" if ref==found else \"✘\" if found else \" \"} '\n", " if ref != found:\n", - " failures[shift] += 1\n", + " failures += 1\n", " if i%8 == 7:\n", - " print()\n", - " print()\n", - " ser = min(failures.values())/len(test_data)\n", - " print(f'Symbol error rate e={ser}')\n", + " msg += '\\n'\n", + " match_result.append((failures, msg))\n", + " failures, msg = min(match_result, key=lambda e: e[0])\n", + " print(msg)\n", + " ser = failures/len(test_data)\n", + " print(f'Symbol error rate e={ser}: {failures}/{len(test_data)}')\n", " br = sampling_rate / decimation / (2**nbits) * nbits * (1 - ser) * 3600\n", " print(f'maximum bitrate r={br} b/h')\n", " return ser, br" @@ -350,13 +366,13 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "9b7546a233fb4b6cb6e8f809250ba768", + "model_id": "b4952032e6ed4d62b23ddf7889a0efb9", "version_major": 2, "version_minor": 0 }, @@ -366,66 +382,65 @@ }, "metadata": {}, "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(63,) (63,)\n", - "(63,) (63,)\n", - "avg_peak 1.6845488102985742\n", - "skipped 2 symbols at 10079.0\n", - "skipped 2 symbols at 30870.0\n", - "skipped 2 symbols at 42209.5\n", - "decoding [ref|dec]:\n", - " 44| 44 ✔ 47| 47 ✔ 117|117 ✔ 64| 64 ✔ 67| 67 ✔ 123|123 ✔ 67| 67 ✔ 103|103 ✔ \n", - " 9| 9 ✔ 83| 83 ✔ 21| 21 ✔ 114|114 ✔ 36| 36 ✔ 87| 87 ✔ 70| -1 88| 88 ✔ \n", - " 88| 88 ✔ 12| 12 ✔ 58| 58 ✔ 65| 65 ✔ 102|102 ✔ 39| 39 ✔ 87| 87 ✔ 46| 46 ✔ \n", - " 88| 88 ✔ 81| 81 ✔ 37| 37 ✔ 25| 25 ✔ 77| 77 ✔ 72| 72 ✔ 9| 9 ✔ 20| 20 ✔ \n", - "115|115 ✔ 80| 80 ✔ 115|115 ✔ 69| 69 ✔ 126|126 ✔ 79| 79 ✔ 47| 47 ✔ 64| 64 ✔ \n", - " 82| 82 ✔ 99| 99 ✔ 88| 88 ✔ 49| 49 ✔ 115|115 ✔ 29| 29 ✔ 19| 19 ✔ 19| -1 \n", - " 14| 14 ✔ 39| 39 ✔ 32| 32 ✔ 65| 65 ✔ 9| 9 ✔ 57| 57 ✔ 127|127 ✔ 32| 32 ✔ \n", - " 31| 31 ✔ 74| 74 ✔ 116|116 ✔ 23| 23 ✔ 35| 35 ✔ 126|126 ✔ 75| 75 ✔ 114|114 ✔ \n", - " 55| 55 ✔ 28| -1 34| 34 ✔ -1| -1 ✔ -1| -1 ✔ 36| 36 ✔ 53| 53 ✔ 5| 5 ✔ \n", - " 38| 38 ✔ 104|104 ✔ 116|116 ✔ 17| 17 ✔ 79| 79 ✔ 4| 4 ✔ 105|105 ✔ 42| 42 ✔ \n", - " 58| 58 ✔ 31| 31 ✔ 120|120 ✔ 1| 1 ✔ 65| 65 ✔ 103|103 ✔ 41| 41 ✔ 57| 57 ✔ \n", - " 35| 35 ✔ 102|103 ✘ 119|119 ✔ 11| 11 ✔ 46| 46 ✔ 82| 82 ✔ 91| 91 ✔ -1| -1 ✔ \n", - " 14| 14 ✔ 99| 99 ✔ 53| 53 ✔ 12| 12 ✔ 121|121 ✔ 42| 42 ✔ 84| 84 ✔ 75| 75 ✔ \n", - " 68| 68 ✔ 6| 6 ✔ 68| 68 ✔ 47| 47 ✔ 127|127 ✔ 116|116 ✔ 3| 3 ✔ 76| 76 ✔ \n", - "100|100 ✔ 52| 52 ✔ 104|104 ✔ 78| 78 ✔ 15| 15 ✔ 20| 20 ✔ 99| 99 ✔ 58| 58 ✔ \n", - " 23| 23 ✔ 79| 79 ✔ 13| 13 ✔ 117|117 ✔ 85| 85 ✔ 48| 48 ✔ 49| 49 ✔ 69| 69 ✔ \n", - "Symbol error rate e=0.03125\n", - "maximum bitrate r=326.953125 b/h\n" - ] } ], "source": [ - "fig, ax = plt.subplots(figsize=(12,5))\n", - "run_ser_test(ax=ax)" + "fig, ax = plt.subplots(figsize=(12, 9))\n", + "\n", + "params = dict(\n", + " nbits=8,\n", + " signal_amplitude=0.00015,\n", + " decimation=10,\n", + " threshold_factor=6.0,\n", + " power_avg_width=2.5,\n", + " max_lookahead=6.5)\n", + "\n", + "#seed = 0xcbb3b8cf\n", + "#for seed in range(10):\n", + "# ser, br = run_ser_test(**params, sample_duration=32, print=print, seed=seed) #, debug_range=(16100, 16700))\n", + "# print(f'seed={seed:08x} > ser={ser:.5f}')\n", + "\n", + "#ax.set_xlim([40000, 43000])" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "#fig, ax = plt.subplots(figsize=(12,5))\n", + "#run_ser_test(ax=ax)" ] }, { "cell_type": "code", - "execution_count": 113, + "execution_count": 19, "metadata": {}, "outputs": [ { - "name": "stderr", - "output_type": "stream", - "text": [ - "<ipython-input-113-07a693bbe903>:13: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n", - " fig, ax = plt.subplots(figsize=(12, 9))\n" - ] + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "3e5e478d8d8b4d7f9e08ec7e81def86b", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" + ] + }, + "metadata": {}, + "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "eeab6538cf584e56bea904cf5f0e0a5c", + "model_id": "84b5e696d97346c5addebb851e4e5c51", "version_major": 2, "version_minor": 0 }, "text/plain": [ - "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" + "HBox(children=(FloatProgress(value=1.0, bar_style='info', max=1.0), HTML(value='')))" ] }, "metadata": {}, @@ -435,69 +450,102 @@ "name": "stdout", "output_type": "stream", "text": [ + "nbits=5\n", "nbits=6\n", - "signal_amplitude=0.00043: ser=0.98958 ±0.03898, br=3.51562\n", - "signal_amplitude=0.00026: ser=1.02083 ±0.00974, br=-7.03125\n", - "signal_amplitude=0.00033: ser=0.99740 ±0.00368, br=0.87891\n", - "signal_amplitude=0.00072: ser=0.66927 ±0.09404, br=111.62109\n", - "signal_amplitude=0.00020: ser=1.00781 ±0.01688, br=-2.63672\n", - "signal_amplitude=0.00056: ser=0.99479 ±0.01328, br=1.75781\n", - "signal_amplitude=0.00093: ser=0.27083 ±0.03147, br=246.09375\n", - "signal_amplitude=0.00120: ser=0.12760 ±0.02578, br=294.43359\n", - "signal_amplitude=0.00155: ser=0.08073 ±0.01605, br=310.25391\n", - "signal_amplitude=0.00200: ser=0.07031 ±0.01688, br=313.76953\n" + "signal_amplitude=0.00046: ser=0.97396 ±0.00737, br=14.64844\n", + "signal_amplitude=0.00022: ser=0.96875 ±0.01276, br=17.57812\n", + "signal_amplitude=0.00032: ser=0.97396 ±0.00737, br=14.64844\n", + "signal_amplitude=0.00015: ser=0.98958 ±0.00737, br=5.85938\n", + "signal_amplitude=0.00010: ser=0.97396 ±0.00737, br=14.64844\n", + "signal_amplitude=0.00068: ser=0.94792 ±0.01949, br=29.29688\n", + "signal_amplitude=0.00100: ser=0.78125 ±0.02552, br=123.04688\n", + "signal_amplitude=0.00147: ser=0.28646 ±0.03683, br=401.36719\n", + "signal_amplitude=0.00316: ser=0.00521 ±0.00737, br=559.57031\n", + "signal_amplitude=0.00215: ser=0.06250 ±0.03375, br=527.34375\n", + "signal_amplitude=0.00015: ser=0.97917 ±0.01473, br=7.03125\n", + "signal_amplitude=0.00010: ser=0.98958 ±0.00737, br=3.51562\n", + "signal_amplitude=0.00022: ser=0.98438 ±0.00000, br=5.27344\n", + "signal_amplitude=0.00032: ser=0.98438 ±0.00000, br=5.27344\n", + "signal_amplitude=0.00068: ser=0.68229 ±0.09051, br=107.22656\n", + "signal_amplitude=0.00046: ser=0.97917 ±0.01949, br=7.03125\n", + "signal_amplitude=0.00100: ser=0.15104 ±0.05156, br=286.52344\n", + "signal_amplitude=0.00147: ser=0.01562 ±0.00000, br=332.22656\n", + "signal_amplitude=0.00215: ser=0.01562 ±0.00000, br=332.22656\n", + "signal_amplitude=0.00316: ser=0.00000 ±0.00000, br=337.50000\n", + "scheduled 20 tasks. waiting...\n", + "done\n", + "\n" ] }, { "data": { "text/plain": [ - "<matplotlib.legend.Legend at 0x7fe307376d60>" + "<matplotlib.legend.Legend at 0x7fe66e0d1be0>" ] }, - "execution_count": 113, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "sample_duration=128\n", - "sample_reps = 3\n", - "sweep_points = 10\n", - "\n", "default_params = dict(\n", - " nbits=6,\n", - " signal_amplitude=2.0e-3,\n", " decimation=10,\n", - " threshold_factor=4.0,\n", " power_avg_width=2.5,\n", " max_lookahead=6.5)\n", "\n", "fig, ax = plt.subplots(figsize=(12, 9))\n", "\n", - "for nbits in [6]: # FIXME make sim stable for higher bit counts\n", - " print(f'nbits={nbits}')\n", - " \n", - " def calculate_ser(v):\n", - " params = dict(default_params)\n", - " params['signal_amplitude'] = v\n", - " params['nbits'] = nbits\n", - " sers, brs = [], []\n", - " for i in range(sample_reps):\n", - " seed = np.random.randint(0xffffffff)\n", - " ser, br = run_ser_test(**params, sample_duration=sample_duration, print=noprint, seed=seed)\n", + "def calculate_ser(v, seed, nbits, thf, reps, duration):\n", + " st = np.random.RandomState(seed)\n", + " params = dict(default_params)\n", + " params['signal_amplitude'] = v\n", + " params['nbits'] = nbits\n", + " params['threshold_factor'] = thf\n", + " sers, brs = [], []\n", + " for i in range(reps):\n", + " seed = st.randint(0xffffffff)\n", + " try:\n", + " ser, br = run_ser_test(**params, sample_duration=duration, print=noprint, seed=seed)\n", " sers.append(ser)\n", " brs.append(br)\n", - " #print(f'nbits={nbits} ampl={v:>.5f} seed={seed:08x} > ser={ser:.5f}')\n", - " sers, brs = np.array(sers), np.array(brs)\n", - " ser, std = np.mean(sers), np.std(sers)\n", - " print(f'signal_amplitude={v:<.5f}: ser={ser:<.5f} ±{std:<.5f}, br={np.mean(brs):<.5f}')\n", - " return ser, std\n", - " \n", - " vs = 0.2e-3 * 10 ** np.linspace(0, 1.0, sweep_points)\n", - " with Pool(6) as p:\n", - " data = np.array(p.map(calculate_ser, vs))\n", - " sers, stds = data[:,0], data[:,1]\n", + " except Exception as e:\n", + " print('got', e, 'seed', seed, 'params', params)\n", + " #sers.append(1.0)\n", + " #brs.append(0.0)\n", + " #print(f'nbits={nbits} ampl={v:>.5f} seed={seed:08x} > ser={ser:.5f}')\n", + " sers, brs = np.array(sers), np.array(brs)\n", + " ser, std = np.mean(sers), np.std(sers)\n", + " print(f'signal_amplitude={v:<.5f}: ser={ser:<.5f} ±{std:<.5f}, br={np.mean(brs):<.5f}')\n", + " return ser, std\n", + "\n", + "results = {}\n", + "with tqdm(total = 0) as tq:\n", + " with multiprocessing.Pool(multiprocessing.cpu_count()//2) as pool:\n", + " for nbits, thf, reps, points, duration in [(5, 4.0, 3, 10, 64), (6, 4.0, 3, 10, 64)]: #[(5, 4.0, 50, 25, 128), (6, 4.0, 25, 25, 64), (7, 5.0, 10, 10, 64), (8, 6.0, 5, 10, 32)]:\n", + " print(f'nbits={nbits}')\n", + "\n", + " st = np.random.RandomState(0)\n", + "\n", + " vs = 0.1e-3 * 10 ** np.linspace(0, 1.5, points)\n", + " results[nbits] = [ pool.apply_async(calculate_ser, (v, st.randint(0xffffffff), nbits, thf, reps, duration), callback=lambda _res: tq.update(1)) for v in vs ]\n", + " tq.total += len(vs)\n", + " tq.refresh()\n", + " \n", + " pool.close()\n", + " pool.join()\n", + "\n", + " print(f'scheduled {tq.total} tasks. waiting...')\n", + " results = { nbits: [ res.get() for res in series ] for nbits, series in results.items() }\n", + " print('done')\n", + "\n", + "with open(f'dsss_experiments_res-{datetime.datetime.now():%Y-%m-%d %H:%M:%S}.json', 'w') as f:\n", + " json.dump(results, f)\n", " \n", + "for nbits, res in results.items():\n", + " data = np.array(res)\n", + " sers, stds = data[:,0], data[:,1]\n", + "\n", " l, = ax.plot(vs, np.clip(sers, 0, 1), label=f'{nbits} bit')\n", " ax.fill_between(vs, np.clip(sers + stds, 0, 1), np.clip(sers - stds, 0, 1), facecolor=l.get_color(), alpha=0.3)\n", "ax.grid()\n", @@ -508,21 +556,13 @@ }, { "cell_type": "code", - "execution_count": 242, + "execution_count": 7, "metadata": {}, "outputs": [ { - "name": "stderr", - "output_type": "stream", - "text": [ - "<ipython-input-242-a37ab2570b23>:1: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n", - " fig, ax = plt.subplots(figsize=(12, 9))\n" - ] - }, - { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "106ed55d52db4befbcfb5de045094e96", + "model_id": "3bcd7f07ef26458da90f748fd74addfb", "version_major": 2, "version_minor": 0 }, @@ -534,685 +574,266 @@ "output_type": "display_data" }, { - "name": "stdout", + "data": { + "text/plain": [ + "<matplotlib.legend.Legend at 0x7f23d0aa37f0>" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(12, 9))\n", + "\n", + "# sers, brs = np.array(sers), np.array(brs)\n", + "# ser, std = np.mean(sers), np.std(sers)\n", + "# results = { nbits: [ res.get() for res in series ] for nbits, series in results.items() }\n", + "\n", + "with open(f'/mnt/c/Users/jaseg/shared/dsss_experiments_res-2020-02-19-19-30-05.json', 'r') as f:\n", + " results = json.load(f)\n", + "\n", + "for nbits, series in results.items():\n", + " series = [ [ mean for mean, _std, _msg in reps if mean is not None ] for reps in series ]\n", + " sers = np.array([ np.mean(values) for values in series ])\n", + " stds = np.array([ np.std(values) for values in series ])\n", + "\n", + " # FIXME HACK HACK HACK\n", + " vs = 0.1e-3 * 10 ** np.linspace(0, 1.5, 25)\n", + " \n", + " l, = ax.plot(vs, np.clip(sers, 0, 1), label=f'{nbits} bit')\n", + " ax.fill_between(vs, np.clip(sers + stds, 0, 1), np.clip(sers - stds, 0, 1), facecolor=l.get_color(), alpha=0.3)\n", + "ax.grid()\n", + "ax.set_xlabel('Amplitude in mHz')\n", + "ax.set_ylabel('Symbol error rate')\n", + "ax.legend()" + ] + }, + { + "cell_type": "code", + "execution_count": 103, + "metadata": {}, + "outputs": [ + { + "name": "stderr", "output_type": "stream", "text": [ - "cyan@16180.0\n", - "peak at 16180.0 = -1.5010228747320182 idx 19: continuing previous group: (16048.0, 16048.0, 1.2641787037695653, 16048.0, 60),larger, terminating, previous group: (16048.0, 16180.0, -1.5010228747320182, 16180.0, 19),new group: (16180.0, 16180.0, -1.5010228747320182, 16180.0, 19) \n", - "[(16180, (array([0.34823844, 0.36476663, 0.27681574, 0.32574777, 0.3349575 , 0.30307281, 0.30903161, 0.37915056, 0.33673233, 0.37559038, 0.29169229, 0.39675567, 0.38261326, 0.34449057, 0.38349721, 0.36460978, 0.40636667, 0.34252531, 0.35631272,\n", - " 0.37036556, 0.29759162, 0.36273133, 0.32089546, 0.32750917, 0.33857642, 0.31329004, 0.37419762, 0.31357197, 0.32220213, 0.37102593, 0.30663125, 0.40395278, 0.36069148, 0.32660383, 0.35866493, 0.3639796 , 0.3384585 , 0.34831936,\n", - " 0.32419607, 0.33960366, 0.34924619, 0.40286957, 0.35546465, 0.40466285, 0.30931077, 0.3994276 , 0.39020851, 0.25059026, 0.39382553, 0.48398511, 0.34463652, 0.42629824, 0.38534635, 0.34300563, 0.37630951, 0.37912242, 0.32882266,\n", - " 0.3363515 , 0.41539655, 0.36074325, 0.32839409, 0.33019324, 0.38881957, 0.44861971, 0.27132174]), array([ 3.00976207e-02, -4.16674525e-01, -1.24389568e-02, 1.56102515e-01, 3.90551164e-01, 7.86284841e-05, -2.32494880e-01, -8.43545388e-02, 4.71639477e-02, -5.54932350e-01, 3.79895164e-01, 3.37206894e-01, 1.76404551e-01,\n", - " 4.80332907e-01, -2.27110911e-01, 1.14810157e-01, -9.34217625e-02, 2.35489069e-01, 2.35740559e-01, -1.50102287e+00, -2.85440903e-02, 6.88939413e-02, -2.47784624e-01, -3.66571174e-01, 4.10390984e-01, -2.32971643e-01,\n", - " -5.04720695e-01, 6.59280562e-01, -1.70751429e-01, -3.19769551e-01, -7.99603360e-02, 1.88074230e-01, -5.84408897e-01, 1.71317122e-01, 6.84330811e-01, -4.76313903e-01, 2.19368770e-01, 4.96854558e-01, -1.30086882e-01,\n", - " -2.02929658e-01, -5.97640486e-02, -9.99327888e-01, 7.56000479e-01, -1.75285204e-01, 4.62661133e-01, 1.81282035e-01, -1.74189777e-01, 3.77842298e-01, 2.29148759e-01, -9.29362338e-01, 3.32959028e-01, -1.03293757e-01,\n", - " -2.37141058e-02, 8.81255547e-01, -1.68449514e-01, 1.11138696e-01, -4.79786472e-01, 1.88096526e-02, 5.68881454e-01, 3.89229167e-01, -2.64278676e-01, 1.32090146e-01, -4.53429914e-01, -2.23907498e-01, 1.81695798e-01])))]\n", - "cyan@16238.5\n", - "peak at 16238.5 = -1.304767298329783 idx 27: continuing previous group: (16180.0, 16180.0, -1.5010228747320182, 16180.0, 19),smaller, terminating, previous group: (16180.0, 16238.5, -1.5010228747320182, 16180.0, 19),new group: (16238.5, 16238.5, -1.304767298329783, 16238.5, 27) \n", - "[(16237, (array([0.34546514, 0.36810634, 0.27828362, 0.32419405, 0.32412644, 0.30425404, 0.31267977, 0.39648584, 0.34526379, 0.36615832, 0.28934763, 0.376643 , 0.37486064, 0.34897572, 0.39076999, 0.3705567 , 0.4041897 , 0.33586366, 0.35121213,\n", - " 0.36085295, 0.2967134 , 0.37419252, 0.31073859, 0.32724283, 0.33806455, 0.31762862, 0.37442618, 0.31239651, 0.31976991, 0.36918751, 0.30659645, 0.41235193, 0.36186028, 0.32233619, 0.36165301, 0.37163397, 0.33257958, 0.34558563,\n", - " 0.33021801, 0.3489988 , 0.34991194, 0.38979263, 0.37100191, 0.40012458, 0.31037436, 0.39913024, 0.39436146, 0.25670278, 0.38096448, 0.48277597, 0.3611524 , 0.43501483, 0.39776777, 0.35232079, 0.38077468, 0.37895472, 0.3152441 ,\n", - " 0.34249394, 0.43673164, 0.35316168, 0.34087985, 0.32516516, 0.396412 , 0.44537215, 0.26587281]), array([-1.27850283e-01, 2.55804479e-01, 1.84319200e-01, 5.10528371e-02, -2.38407831e-01, 4.83748497e-01, 4.65157118e-02, 6.60907821e-04, 4.82914867e-01, -3.69817765e-01, -1.24190811e-02, 1.47350612e-01, -6.03807787e-02,\n", - " -8.52116776e-02, 4.80147549e-01, 6.79107512e-02, 4.06704926e-01, -3.00993483e-03, -3.01944611e-01, 1.13301695e-01, 4.75796368e-02, 6.34609208e-01, -2.63079188e-01, -3.81749469e-01, -7.26813144e-01, 3.01369818e-02,\n", - " 5.59297615e-01, -1.25929111e+00, 6.51744771e-01, 2.15335031e-01, -3.21821118e-01, -5.09018539e-01, 1.99099938e-01, 1.01768805e+00, 1.10061066e-01, 1.26148709e+00, 4.18997961e-01, 1.08310468e-01, 1.21965777e-01,\n", - " -3.37471578e-01, 2.34748345e-01, -2.35968260e-01, -4.51558440e-01, -4.68079520e-01, -1.32005071e-01, -5.26398036e-01, -2.70377204e-01, 9.61465260e-02, -4.97392646e-01, -4.64450050e-02, 1.64065547e-01, 5.75807071e-01,\n", - " 1.15455241e-01, 8.78220322e-02, -7.72315638e-02, -6.19060010e-01, -3.84136087e-01, -2.93304631e-02, -7.80018248e-01, 3.72246894e-01, 3.39100779e-01, -8.98305776e-02, -1.55975521e-01, -4.80957213e-01, 4.16716387e-01]))), (16238, (array([0.3455091 , 0.3683554 , 0.27840419, 0.32446422, 0.32368191, 0.30430099, 0.31258843, 0.39675599, 0.34490626, 0.36574231, 0.28922406, 0.37618664, 0.37467802, 0.34894908, 0.39085063, 0.37071833, 0.40395386, 0.33555318, 0.35076472,\n", - " 0.3611013 , 0.29662045, 0.37475517, 0.31032138, 0.32738962, 0.33791327, 0.31755881, 0.37426548, 0.3122676 , 0.31980292, 0.36875461, 0.3065106 , 0.41226952, 0.36180642, 0.32248432, 0.36165154, 0.37167718, 0.33249366, 0.34562819,\n", - " 0.33031138, 0.34893265, 0.34972023, 0.38974083, 0.37117519, 0.3998807 , 0.31025797, 0.39880241, 0.39446214, 0.25685634, 0.38068075, 0.48287633, 0.36162282, 0.43503208, 0.39774739, 0.35265297, 0.38090399, 0.37935778, 0.31520488,\n", - " 0.34232963, 0.43796611, 0.35295851, 0.34144741, 0.32497553, 0.39612528, 0.44559588, 0.26577561]), array([-0.04237288, 0.28206264, 0.14215358, 0.045963 , -0.22467181, 0.55376086, 0.18069893, 0.09823218, 0.49330696, -0.40175849, -0.04642479, 0.07838528, -0.02913253, -0.2872121 , 0.41075349, 0.10266313, 0.48372914,\n", - " 0.1205849 , -0.37149781, 0.13530397, 0.03097124, 0.75229794, -0.31626432, -0.27377202, -0.71269406, 0.01798187, 0.59113598, -1.30430502, 0.66353897, 0.21094569, -0.39503752, -0.42027474, 0.10224156, 1.04585263,\n", - " 0.11434415, 1.27799441, 0.45615124, 0.14248247, 0.055201 , -0.26831034, 0.13785457, -0.2084216 , -0.46982617, -0.52740841, -0.25916374, -0.44489554, -0.30130742, 0.03215575, -0.51202979, -0.05797941, 0.17367477,\n", - " 0.44765534, 0.19020687, 0.16382998, -0.02560114, -0.66139736, -0.31222003, -0.04880997, -0.7733291 , 0.26528426, 0.32522094, -0.06499566, -0.24274937, -0.38711528, 0.34842138]))), (16239, (array([0.34558351, 0.36858083, 0.27853865, 0.3247921 , 0.32329215, 0.30435227, 0.31253753, 0.39697205, 0.34457334, 0.36541084, 0.28909947, 0.37577349, 0.37438636, 0.348937 , 0.39086626, 0.3707912 , 0.40369798, 0.33523753, 0.35032433,\n", - " 0.36139181, 0.29656416, 0.37511649, 0.30984653, 0.32747007, 0.33780708, 0.31749372, 0.37403296, 0.31218024, 0.31984203, 0.36838164, 0.30641122, 0.41218304, 0.36177915, 0.32264896, 0.36171734, 0.37156337, 0.33248867, 0.34572375,\n", - " 0.33035545, 0.34881824, 0.34949451, 0.38964163, 0.37129387, 0.39965193, 0.3101259 , 0.39849699, 0.39457921, 0.25692805, 0.3804163 , 0.4827711 , 0.36195175, 0.43515581, 0.3976717 , 0.35297566, 0.3810195 , 0.37963829, 0.31510867,\n", - " 0.3421482 , 0.43946253, 0.352753 , 0.34192658, 0.32488257, 0.39595981, 0.44581943, 0.26579642]), array([ 0.00866402, 0.31155544, 0.10768805, 0.05394356, -0.21141644, 0.58859128, 0.29791679, 0.18890179, 0.48852309, -0.44101189, -0.08499422, 0.00639559, -0.01304492, -0.47465643, 0.32523356, 0.13572656, 0.53679054,\n", - " 0.23603093, -0.41622887, 0.16388138, 0.0104414 , 0.85506398, -0.33452377, -0.15255328, -0.68488006, -0.00424471, 0.62370621, -1.3047673 , 0.65576969, 0.19947393, -0.47195352, -0.29801284, 0.01577923, 1.04535276,\n", - " 0.11216695, 1.22569581, 0.48419247, 0.16746927, -0.00691934, -0.19550433, 0.04910202, -0.16444821, -0.47367641, -0.56694696, -0.37742276, -0.34936872, -0.33003015, -0.02676426, -0.52175259, -0.07758395, 0.17506992,\n", - " 0.30605437, 0.26262868, 0.2271542 , 0.03040812, -0.67323949, -0.2367205 , -0.06290391, -0.73310292, 0.16150785, 0.30259064, -0.04972738, -0.31646732, -0.27038786, 0.27734062]))), (16240, (array([0.34564583, 0.36877985, 0.27869957, 0.32516504, 0.32295886, 0.30441083, 0.31252882, 0.39712078, 0.34428266, 0.36517759, 0.28898044, 0.37541469, 0.37404208, 0.3489263 , 0.39080835, 0.37077579, 0.40342186, 0.3349264 , 0.34990998,\n", - " 0.36172332, 0.29654923, 0.37526825, 0.30932152, 0.32747803, 0.33774992, 0.31744567, 0.37372281, 0.31214794, 0.3198832 , 0.3680776 , 0.30629097, 0.41208706, 0.36178615, 0.32277821, 0.36181587, 0.37139833, 0.33245011, 0.34587872,\n", - " 0.3303579 , 0.34867041, 0.34922183, 0.38948859, 0.37135896, 0.3994502 , 0.30999126, 0.39822272, 0.39471551, 0.25691475, 0.38018146, 0.4825186 , 0.36213171, 0.43539624, 0.3975399 , 0.35328018, 0.38112747, 0.37979246, 0.31495888,\n", - " 0.3419559 , 0.44117023, 0.35255335, 0.3423152 , 0.32488744, 0.39591883, 0.44603498, 0.26592475]), array([ 0.02345158, 0.34333122, 0.08313307, 0.07581772, -0.20194637, 0.58682026, 0.39393642, 0.26964744, 0.46909192, -0.48564065, -0.12821182, -0.06599809, -0.01033433, -0.64296423, 0.22391772, 0.16513084, 0.56446445,\n", - " 0.33968132, -0.43437448, 0.19703428, -0.01375214, 0.93871436, -0.31662867, -0.02162594, -0.6434425 , -0.03604867, 0.6560865 , -1.26188868, 0.63045145, 0.18005241, -0.54818544, -0.14436383, -0.0575727 , 1.01476249,\n", - " 0.1046391 , 1.10415628, 0.50224157, 0.1828228 , -0.0605297 , -0.12197397, -0.02793335, -0.10395117, -0.46494696, -0.58552121, -0.48157742, -0.24241121, -0.35582813, -0.07834697, -0.52664914, -0.10398903, 0.16733 ,\n", - " 0.15531409, 0.33002992, 0.27580175, 0.08830964, -0.65409956, -0.16120526, -0.07196014, -0.65971128, 0.0647125 , 0.27298276, -0.04512047, -0.37247991, -0.13493428, 0.20561306])))]\n", - "peak at 16258.0 = -1.3412093668323553 idx 33: continuing previous group: (16238.5, 16238.5, -1.304767298329783, 16238.5, 27),larger, \n", - "[(16257, (array([0.34184286, 0.37046098, 0.28181083, 0.32788488, 0.32279476, 0.30508863, 0.31282898, 0.39959975, 0.34348655, 0.36117004, 0.29341164, 0.37240045, 0.37696218, 0.34601401, 0.39010307, 0.36724421, 0.40192043, 0.3329456 , 0.34872196,\n", - " 0.36682597, 0.29554588, 0.38023176, 0.30471645, 0.32553479, 0.3371647 , 0.31782897, 0.36971309, 0.31421059, 0.32097581, 0.36258352, 0.30451244, 0.4104333 , 0.35910372, 0.32369485, 0.36190312, 0.37063599, 0.32901639, 0.34599632,\n", - " 0.33405401, 0.35013887, 0.35029585, 0.38816689, 0.37076336, 0.39833556, 0.31114045, 0.39441332, 0.39498485, 0.25863955, 0.37497729, 0.4817075 , 0.36550744, 0.43015113, 0.40153152, 0.35634971, 0.37820744, 0.38817871, 0.31266089,\n", - " 0.33612731, 0.45800711, 0.35132244, 0.34307143, 0.32430955, 0.40084507, 0.44685447, 0.26243941]), array([ 6.28067765e-01, -5.02735288e-01, -2.25158331e-01, 6.06843046e-01, -6.18066264e-01, -3.07849306e-01, 4.75830332e-01, 5.18221617e-02, 1.02957593e-01, 1.25496898e-01, 1.06646910e-01, -2.26257070e-01, -7.68451896e-02,\n", - " 5.92603989e-02, -4.09554088e-01, 9.57838391e-02, -1.13513216e-01, -3.62537145e-01, 3.24528386e-02, -3.05115872e-01, -1.68966098e-01, -9.07516067e-01, -3.91400569e-01, 2.40010263e-01, 9.09176163e-01, 4.87120003e-01,\n", - " -7.23463302e-01, 2.45130660e-01, -1.02863423e-01, 5.06951722e-02, 5.91826939e-01, 1.38894515e-01, -4.27358540e-01, -1.32560665e+00, 2.14205016e-01, -4.67859418e-01, 5.13579880e-01, 9.28755085e-02, 5.49992459e-01,\n", - " 2.34098436e-02, -4.97500151e-01, 2.20497345e-01, -1.10402922e-02, 2.64199432e-01, 1.01776126e+00, 5.04517333e-01, 7.64695154e-02, 5.01142506e-01, -5.30271928e-03, 2.31323649e-01, 5.68156916e-02, -7.21903413e-02,\n", - " -8.42291410e-01, 5.10571832e-01, -7.56173031e-02, 5.94108841e-02, -5.31918022e-01, 7.06825405e-02, 2.79827889e-01, 2.06890279e-01, -3.29621925e-01, -2.20204404e-01, 3.53019104e-02, -9.83563048e-05, -6.31774800e-01]))), (16258, (array([0.34174686, 0.37056078, 0.28208401, 0.32801497, 0.3226934 , 0.30529139, 0.31287747, 0.39994157, 0.3435142 , 0.36103646, 0.29368104, 0.37222702, 0.37684142, 0.345352 , 0.38985493, 0.36731073, 0.40154511, 0.3329432 , 0.34841075,\n", - " 0.367338 , 0.29554882, 0.38046848, 0.30456071, 0.32539493, 0.33741628, 0.31796162, 0.36957865, 0.31420655, 0.32121295, 0.36208114, 0.30402271, 0.41005297, 0.35949328, 0.32407676, 0.36164639, 0.37053205, 0.32900315, 0.34611861,\n", - " 0.33417065, 0.35020298, 0.35022839, 0.38788964, 0.37056221, 0.39823035, 0.31118674, 0.39401978, 0.39520216, 0.25880581, 0.37453936, 0.48132026, 0.36535763, 0.4302776 , 0.40150796, 0.35676355, 0.37804656, 0.38870504, 0.31257536,\n", - " 0.33556498, 0.45925285, 0.35162777, 0.34314554, 0.32417857, 0.40100797, 0.44696254, 0.26230683]), array([ 0.74029815, -0.5890375 , -0.23233006, 0.5530361 , -0.52674068, -0.23555301, 0.48479994, -0.01365043, 0.04928656, 0.22554676, 0.19354665, -0.15045707, -0.1080749 , 0.20500568, -0.29062741, 0.09228965, -0.08938184,\n", - " -0.42800612, 0.01473653, -0.42150979, -0.12354272, -0.93862534, -0.4179714 , 0.14957131, 0.9088076 , 0.49676676, -0.85226146, 0.19290207, -0.10408713, 0.06419779, 0.6223883 , -0.04753372, -0.36367937, -1.34120937,\n", - " 0.23867367, -0.30431333, 0.42834711, 0.04032585, 0.55242438, 0.02265421, -0.51935447, 0.12742647, -0.00747696, 0.2017922 , 1.09659434, 0.39489992, 0.12379443, 0.51601841, 0.02822517, 0.22982437, 0.08444715,\n", - " 0.0531841 , -0.91495525, 0.5569429 , -0.12615517, 0.02404173, -0.53390877, 0.15072972, 0.19215596, 0.2612455 , -0.32595194, -0.2029637 , 0.01865681, -0.09804273, -0.61722011]))), (16259, (array([0.34171116, 0.37064032, 0.2824267 , 0.32804416, 0.32258206, 0.30553863, 0.31290264, 0.40027538, 0.3437267 , 0.36097041, 0.29383412, 0.37221885, 0.37676212, 0.34465031, 0.38952109, 0.36735406, 0.40112064, 0.3329279 , 0.3481047 ,\n", - " 0.36788546, 0.29558346, 0.38054895, 0.30434347, 0.32521611, 0.33773218, 0.3180747 , 0.36948499, 0.31423096, 0.32144237, 0.36167665, 0.30354029, 0.40977306, 0.35999514, 0.32448277, 0.36134256, 0.37044105, 0.32900253, 0.3463405 ,\n", - " 0.33422546, 0.35029791, 0.34998189, 0.3875131 , 0.37031212, 0.3981041 , 0.31117625, 0.39363862, 0.39543278, 0.25891995, 0.3741581 , 0.48098448, 0.3651462 , 0.43029802, 0.40131753, 0.35718764, 0.37791269, 0.38914244, 0.31249909,\n", - " 0.33508681, 0.46045916, 0.35199851, 0.34325752, 0.32407116, 0.40122155, 0.44709155, 0.26227063]), array([ 8.20491715e-01, -6.59612273e-01, -2.19895470e-01, 4.90861326e-01, -4.10352945e-01, -1.61219442e-01, 4.86774025e-01, -8.14315202e-02, -2.51466991e-02, 3.19036368e-01, 2.77234708e-01, -6.03552194e-02, -1.49251282e-01,\n", - " 3.37869180e-01, -1.74104658e-01, 8.97103388e-02, -6.22609941e-02, -4.72631704e-01, 4.81378016e-03, -5.37188597e-01, -8.08713114e-02, -9.25796084e-01, -4.05141869e-01, 7.52959967e-02, 8.86858591e-01, 4.71201064e-01,\n", - " -9.58329238e-01, 1.32148374e-01, -9.77110398e-02, 6.63361665e-02, 6.22084191e-01, -2.17867636e-01, -2.71594988e-01, -1.31994764e+00, 2.55321353e-01, -1.57821003e-01, 3.15753233e-01, -2.98109132e-02, 5.34943741e-01,\n", - " 2.87566712e-02, -5.33931023e-01, 3.64282235e-02, -1.05553437e-02, 1.18496659e-01, 1.13645848e+00, 2.76253463e-01, 1.63608823e-01, 5.11876052e-01, 6.61042537e-02, 2.03046938e-01, 1.05320952e-01, 1.67604499e-01,\n", - " -9.54602226e-01, 5.96679419e-01, -1.65432068e-01, 1.08225577e-04, -5.10740294e-01, 2.42600011e-01, 1.10451366e-01, 3.06582581e-01, -3.08343081e-01, -1.94469270e-01, -1.95229336e-03, -1.74465015e-01, -5.83889897e-01])))]\n", - "cyan@16300.5\n", - "peak at 16300.5 = 1.6221049729288088 idx 55: continuing previous group: (16238.5, 16258.0, -1.3412093668323553, 16258.0, 33),larger, terminating, previous group: (16238.5, 16300.5, 1.6221049729288088, 16300.5, 55),new group: (16300.5, 16300.5, 1.6221049729288088, 16300.5, 55) \n", - "[(16300, (array([0.33756532, 0.37239477, 0.28864197, 0.3287236 , 0.32552997, 0.31674324, 0.31333934, 0.40581857, 0.34366625, 0.35652541, 0.30585911, 0.37646417, 0.38399341, 0.33199707, 0.38822377, 0.36523627, 0.39520215, 0.32455981, 0.35566316,\n", - " 0.38353472, 0.29344501, 0.39808131, 0.30184156, 0.31585841, 0.33986562, 0.3158325 , 0.36938894, 0.31324545, 0.31529178, 0.35965366, 0.30267762, 0.40898959, 0.37042527, 0.33265293, 0.35683774, 0.36660389, 0.32495239, 0.34074649,\n", - " 0.3294964 , 0.34711475, 0.34556332, 0.39705512, 0.35872525, 0.39175969, 0.31987666, 0.39084336, 0.39563317, 0.26087653, 0.37192182, 0.47416381, 0.35929001, 0.42217238, 0.39576794, 0.36671069, 0.37646478, 0.39522415, 0.3175647 ,\n", - " 0.32903798, 0.47812699, 0.34780491, 0.35094753, 0.32505669, 0.39609394, 0.44361535, 0.26144441]), array([ 0.12874282, 0.25492929, -0.00950782, -0.11577667, 0.30419035, 0.0508273 , 0.20494708, -0.55538408, -0.03191373, 0.06907583, 0.28938385, -0.15234344, -0.54574697, 0.27283644, 0.03143915, 0.16979586, 0.053528 ,\n", - " 0.51461198, -0.29603523, -0.81891947, -0.21666734, -0.60903959, 0.39971946, 0.15064631, -0.02980957, 0.88746845, -0.29048675, 0.41124214, 0.50855764, 0.16747546, 0.51461375, 0.49649741, 0.43825886, -0.60314449,\n", - " -0.39131132, 0.28535704, -0.19301996, 0.27388563, -0.40635282, -0.94308614, -1.10265663, -0.02844447, -0.24772313, 0.31615507, 0.71590108, -0.61711893, 0.02125766, 0.00722321, -0.32290477, -0.24909482, -0.02015682,\n", - " 0.06373838, 0.08564475, -0.65118032, 0.23694454, 1.61374444, 0.036005 , 0.64605875, -0.28655659, 0.40141448, -0.40908094, 0.7781125 , -0.72797104, -0.40291308, -0.27095372]))), (16301, (array([0.33720502, 0.37246322, 0.28865522, 0.32898235, 0.32570932, 0.31666275, 0.31328215, 0.40621502, 0.34386985, 0.35659504, 0.30631044, 0.37640317, 0.38401525, 0.33186794, 0.38815524, 0.36533205, 0.39541333, 0.32448548, 0.35583089,\n", - " 0.3835012 , 0.29337261, 0.39843927, 0.3020535 , 0.31579604, 0.33994836, 0.31554169, 0.36950524, 0.31321752, 0.31521877, 0.35977004, 0.30267949, 0.40868271, 0.3708007 , 0.33290972, 0.35653938, 0.36639773, 0.3247944 , 0.34064831,\n", - " 0.32966448, 0.34684599, 0.34571836, 0.39689463, 0.35867168, 0.39132176, 0.32044682, 0.3906825 , 0.39513146, 0.26083715, 0.37209558, 0.47376149, 0.35871483, 0.42216565, 0.39592744, 0.36710857, 0.37632519, 0.39513981, 0.31759851,\n", - " 0.32902184, 0.47801417, 0.34808254, 0.3512765 , 0.32537984, 0.39622542, 0.44351449, 0.26145974]), array([ 1.64693381e-01, 2.50176316e-01, -2.97295126e-02, -1.36134235e-01, 3.47943837e-01, 3.93349863e-02, 1.60583945e-01, -5.57990868e-01, 7.37172571e-05, 8.32020639e-02, 1.47290427e-01, -8.18814622e-02, -5.71804999e-01,\n", - " 3.05164039e-01, 1.34304461e-01, 1.74160627e-01, 7.83727749e-02, 5.15841986e-01, -3.17409553e-01, -9.36295346e-01, -1.58253078e-01, -6.89933011e-01, 4.12367864e-01, 5.86826193e-02, -4.74794640e-02, 9.30319079e-01,\n", - " -1.86797399e-01, 4.29585875e-01, 5.61559190e-01, 2.88868206e-01, 4.93810889e-01, 3.73833825e-01, 4.42998820e-01, -6.13288469e-01, -3.41373476e-01, 2.90355157e-01, -1.41203901e-01, 1.53397293e-01, -4.01064541e-01,\n", - " -9.32266755e-01, -1.04720848e+00, -8.73744680e-02, -3.25702586e-01, 2.63908717e-01, 5.27106161e-01, -5.02624321e-01, 1.38829476e-02, 1.92549818e-02, -1.52241375e-01, -2.97761344e-01, -1.93241395e-01, 1.57390353e-01,\n", - " 2.14956768e-01, -6.71715189e-01, 2.32795393e-01, 1.62210497e+00, 2.48439650e-02, 6.56622484e-01, -4.55719508e-01, 4.87651640e-01, -3.26735069e-01, 6.36012016e-01, -6.50206936e-01, -3.67377808e-01, -2.22460917e-01])))]\n", - "peak at 16318.0 = -1.624075956097414 idx 55: continuing previous group: (16300.5, 16300.5, 1.6221049729288088, 16300.5, 55),larger, \n", - "[(16316, (array([0.33444893, 0.37038916, 0.28648193, 0.32894014, 0.32496285, 0.31805819, 0.30918768, 0.41033981, 0.34490452, 0.35766049, 0.30763417, 0.37355136, 0.38345131, 0.33308254, 0.38640938, 0.3619347 , 0.39627798, 0.32504251, 0.35636014,\n", - " 0.38696621, 0.29286242, 0.40037107, 0.30291061, 0.31717095, 0.33992773, 0.31243516, 0.36830748, 0.31013697, 0.31743733, 0.36008008, 0.30331453, 0.40673558, 0.3770388 , 0.33132688, 0.35539936, 0.36547436, 0.32713937, 0.34055097,\n", - " 0.32696044, 0.34318177, 0.34685389, 0.4031362 , 0.35426196, 0.38801391, 0.32226346, 0.38814797, 0.40013476, 0.26018699, 0.37545974, 0.46874347, 0.35490711, 0.42061677, 0.39786427, 0.37166334, 0.38165472, 0.3947085 , 0.31661569,\n", - " 0.32712131, 0.47156172, 0.34678319, 0.35281382, 0.33040525, 0.39516284, 0.44183562, 0.26204461]), array([ 0.08301477, -0.28237296, -0.19375292, -0.41804777, 0.13285935, 0.00572725, -0.49160308, 0.58880147, -0.37594224, -0.48423619, -0.28490792, -0.0489436 , 0.06304899, 0.09926264, 0.10145771, 0.60157063, -0.71866493,\n", - " -0.68625367, 0.11719769, 0.19931086, 0.16059096, 0.70760466, -0.08922973, 0.57967625, -0.41063621, 0.07402923, 0.19325023, -0.02940137, -0.47157402, 0.16377676, -0.53303203, -0.74906161, 0.20995158, 0.0964804 ,\n", - " 0.54247239, 0.0880533 , 0.39898674, -0.38769684, 0.47250861, 0.32510861, 1.41462875, 0.44714624, -0.30359579, -0.22345633, -0.24883376, -0.07908106, -0.51274332, 0.31779134, 0.66941255, -0.48793927, 0.05768467,\n", - " -0.23669756, 0.54430241, -0.23207014, 0.11639666, -1.41668761, 0.34434068, -0.39697523, -0.60917803, 0.24089338, 0.44549899, -0.10756252, 0.53468886, 0.29800887, -0.20772975]))), (16317, (array([0.33407371, 0.37073856, 0.28648644, 0.3285582 , 0.32469845, 0.31802031, 0.30917074, 0.41045954, 0.34494378, 0.35756171, 0.30765472, 0.37329384, 0.38358217, 0.33358217, 0.38639786, 0.3619097 , 0.39672175, 0.3253597 , 0.35651251,\n", - " 0.38709882, 0.29275761, 0.40049065, 0.30299576, 0.31710899, 0.33986888, 0.31232258, 0.36837195, 0.30998917, 0.31757702, 0.3600327 , 0.30330257, 0.40639602, 0.37746215, 0.3310597 , 0.3551474 , 0.36554342, 0.3271255 , 0.34044667,\n", - " 0.32672076, 0.34329293, 0.34696949, 0.40359799, 0.3543126 , 0.3876304 , 0.32261254, 0.38809008, 0.40020146, 0.26029881, 0.37547436, 0.46804792, 0.35475213, 0.42079456, 0.3980681 , 0.37205041, 0.38181186, 0.39461318, 0.31666376,\n", - " 0.32715485, 0.47104417, 0.34656322, 0.35294983, 0.33072834, 0.39518687, 0.44161582, 0.26211306]), array([ 0.02826574, -0.30233727, -0.1920614 , -0.39369142, 0.07730011, -0.01082529, -0.50385957, 0.5864173 , -0.35426842, -0.54271229, -0.17379792, -0.07355783, 0.14764745, 0.04337753, 0.11644627, 0.58937089, -0.76461318,\n", - " -0.7272225 , 0.05811023, 0.32466444, 0.12907345, 0.80956829, -0.10346587, 0.77560947, -0.34864036, 0.02697492, 0.0692193 , -0.09776508, -0.57975893, 0.08177518, -0.54203325, -0.63819432, 0.1605107 , 0.1400309 ,\n", - " 0.5287825 , 0.10632865, 0.35603302, -0.26148851, 0.43027264, 0.25957209, 1.45895243, 0.50519203, -0.24247013, -0.21881966, -0.15706478, -0.17694853, -0.58622782, 0.38098286, 0.57685764, -0.42421634, 0.26664418,\n", - " -0.33719208, 0.48626897, -0.16261526, 0.12608076, -1.52515244, 0.29961011, -0.4844921 , -0.42450632, 0.12521445, 0.37612853, 0.06360678, 0.47929715, 0.29100751, -0.23353289]))), (16318, (array([0.33369947, 0.37110603, 0.28649493, 0.32819682, 0.32449019, 0.31793098, 0.30924583, 0.41061498, 0.34494586, 0.35744596, 0.30769721, 0.37310097, 0.38371027, 0.33405266, 0.38645064, 0.36198236, 0.39732261, 0.32567354, 0.35674908,\n", - " 0.38715849, 0.29264166, 0.4006187 , 0.30315684, 0.3170638 , 0.33980592, 0.31231417, 0.36840504, 0.30988622, 0.31763671, 0.36000899, 0.30348385, 0.40601115, 0.37778302, 0.33079739, 0.3548011 , 0.36549939, 0.3271976 , 0.34036975,\n", - " 0.32653309, 0.34332339, 0.34712151, 0.40393718, 0.35431665, 0.38723865, 0.32303209, 0.38796602, 0.4001201 , 0.26045981, 0.37545081, 0.46733097, 0.35450147, 0.42086659, 0.39824136, 0.37256564, 0.38182364, 0.39455419, 0.3166257 ,\n", - " 0.32712664, 0.47065667, 0.34638102, 0.35312464, 0.33096002, 0.39526776, 0.44141657, 0.26215257]), array([-0.02944326, -0.29442603, -0.19271418, -0.35404939, 0.01553615, -0.0431704 , -0.50667132, 0.55723006, -0.31521469, -0.57677486, -0.07166969, -0.08347468, 0.23028267, -0.01440605, 0.12759003, 0.55757335, -0.78063831,\n", - " -0.74151539, 0.00226721, 0.43559233, 0.10699249, 0.86922177, -0.11200747, 0.94323752, -0.27531615, -0.01471164, -0.04862481, -0.1793958 , -0.65768404, 0.01541198, -0.52997755, -0.51223552, 0.10318753, 0.19105571,\n", - " 0.51759479, 0.11591997, 0.30126797, -0.12351306, 0.37054361, 0.17881655, 1.46084304, 0.54669385, -0.18687543, -0.21008033, -0.08208874, -0.25817376, -0.64455186, 0.42920871, 0.49199797, -0.35391707, 0.45529347,\n", - " -0.42147434, 0.42915613, -0.06589071, 0.13402966, -1.59469838, 0.24459604, -0.56060813, -0.23375233, 0.00925716, 0.27801458, 0.22883399, 0.41032724, 0.26320475, -0.24545891]))), (16319, (array([0.33333173, 0.3714107 , 0.28650199, 0.3278628 , 0.32434922, 0.31783698, 0.30941908, 0.41079646, 0.34491582, 0.35731688, 0.30775715, 0.37299126, 0.38383492, 0.33448011, 0.38656458, 0.36214889, 0.39802419, 0.32596833, 0.3570511 ,\n", - " 0.38715514, 0.29261503, 0.40074887, 0.30338902, 0.31703017, 0.33974328, 0.31240975, 0.36840679, 0.30982429, 0.31760575, 0.3600117 , 0.3038573 , 0.40558974, 0.37800176, 0.33058036, 0.35437591, 0.3654367 , 0.32734475, 0.34031069,\n", - " 0.32639742, 0.34328462, 0.3473026 , 0.40414707, 0.354272 , 0.38684948, 0.32351017, 0.38778398, 0.3999072 , 0.26066773, 0.37539504, 0.46662338, 0.35416602, 0.42084069, 0.39838605, 0.37313219, 0.38177519, 0.39453793, 0.3165007 ,\n", - " 0.32708766, 0.47041416, 0.34624498, 0.35334524, 0.33109397, 0.39539676, 0.44124828, 0.26215408]), array([-0.08983503, -0.25608354, -0.19653494, -0.29802483, -0.04974388, -0.09239767, -0.50002736, 0.50267325, -0.25952264, -0.5836219 , 0.01684462, -0.07640768, 0.30937181, -0.07334626, 0.13292326, 0.50503657, -0.76317802,\n", - " -0.7283098 , -0.04572621, 0.53100991, 0.09664719, 0.88265574, -0.11526927, 1.07459326, -0.19264807, -0.05135419, -0.1553307 , -0.27321242, -0.70088661, -0.0334417 , -0.49593963, -0.37595004, 0.03850773, 0.25016519,\n", - " 0.50876602, 0.11382239, 0.23590709, 0.02186126, 0.29636309, 0.08744248, 1.42018013, 0.56941771, -0.13817324, -0.19794904, -0.02701328, -0.31731821, -0.68471573, 0.45865459, 0.41775225, -0.27925409, 0.61516236,\n", - " -0.48615507, 0.3755243 , 0.05831372, 0.13899025, -1.62407596, 0.18141282, -0.62273107, -0.04355937, -0.10304541, 0.15191495, 0.38023079, 0.33036299, 0.21473634, -0.24254473]))), (16320, (array([0.33297759, 0.37164931, 0.28649989, 0.32756164, 0.32428112, 0.31776284, 0.30954188, 0.41099234, 0.34485987, 0.35717951, 0.3078313 , 0.37297086, 0.38395259, 0.33485015, 0.38664681, 0.36225973, 0.39865816, 0.32622955, 0.35739495,\n", - " 0.38709899, 0.29268153, 0.40087366, 0.30368532, 0.31700235, 0.33968644, 0.31260395, 0.3683773 , 0.30979428, 0.31760856, 0.36004346, 0.30441198, 0.40514321, 0.37812148, 0.33044371, 0.35389061, 0.36541941, 0.32754986, 0.34025851,\n", - " 0.32631256, 0.34318744, 0.34750532, 0.40422244, 0.35417485, 0.38647279, 0.32403372, 0.38755304, 0.399786 , 0.26091772, 0.37531508, 0.4659549 , 0.35376066, 0.42072743, 0.39850627, 0.37372422, 0.38181259, 0.39456909, 0.31629187,\n", - " 0.32704283, 0.47032337, 0.34616123, 0.35361575, 0.33112737, 0.3955667 , 0.44112109, 0.26211062]), array([-1.52240491e-01, -1.87203014e-01, -2.04009359e-01, -2.25333429e-01, -1.14975632e-01, -1.57954429e-01, -4.84013448e-01, 4.25534785e-01, -1.89076385e-01, -5.62744175e-01, 8.87979082e-02, -5.13767961e-02, 3.83129599e-01,\n", - " -1.32766002e-01, 1.31296207e-01, 4.32034345e-01, -7.10561136e-01, -6.88463850e-01, -8.21920380e-02, 6.10605540e-01, 9.90589471e-02, 8.48797967e-01, -1.14075132e-01, 1.16436323e+00, -1.02644281e-01, -8.32365866e-02,\n", - " -2.47354496e-01, -3.76300493e-01, -7.07008411e-01, -6.48497422e-02, -4.40272336e-01, -2.34109396e-01, -3.23608350e-02, 3.16417106e-01, 5.00714896e-01, 9.79136876e-02, 1.61431173e-01, 1.69970799e-01, 2.11470520e-01,\n", - " -9.98810276e-03, 1.33904147e+00, 5.72143411e-01, -9.69601762e-02, -1.83265271e-01, 7.29074199e-03, -3.51234056e-01, -7.04903500e-01, 4.66856610e-01, 3.55272494e-01, -2.02793482e-01, 7.40230021e-01, -5.29257962e-01,\n", - " 3.27563024e-01, 2.07406496e-01, 1.40034249e-01, -1.61311467e+00, 1.12675267e-01, -6.68677020e-01, 1.39623682e-01, -2.07973397e-01, 8.24655408e-04, 5.11496019e-01, 2.41990303e-01, 1.47229978e-01, -2.25128615e-01])))]\n", - "peak at 16341.5 = 1.4072000038932075 idx 27: continuing previous group: (16300.5, 16318.0, -1.624075956097414, 16318.0, 55),smaller, \n", - "[(16339, (array([0.33144644, 0.37254821, 0.28484899, 0.32578179, 0.32310362, 0.31691863, 0.30308862, 0.41015751, 0.34689022, 0.3566744 , 0.30676361, 0.37323153, 0.3802143 , 0.34091675, 0.38360926, 0.35852058, 0.40062388, 0.32675921, 0.36375268,\n", - 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" 0.39031363, 0.29213798, 0.40157006, 0.30576748, 0.31495864, 0.34248455, 0.31110279, 0.36870622, 0.31445075, 0.32163182, 0.36519885, 0.30967391, 0.39910606, 0.38359076, 0.3280184 , 0.34920013, 0.36674286, 0.32999858, 0.33504779,\n", - " 0.32620962, 0.34778325, 0.3486983 , 0.41209833, 0.3554712 , 0.38089554, 0.32850189, 0.39063918, 0.40151529, 0.26074347, 0.37563803, 0.45993305, 0.34543011, 0.42062173, 0.39893564, 0.37695468, 0.3844706 , 0.39789102, 0.31580055,\n", - " 0.32829309, 0.46364767, 0.34255746, 0.36005821, 0.33535404, 0.39276604, 0.43587257, 0.26232764]), array([ 0.16237821, -0.6263841 , 0.3911941 , 0.06678115, -0.13538699, 0.79088065, 0.66139935, -0.01155106, -0.71886129, -0.15734472, -0.1558727 , 0.20165342, -0.13696241, 0.40719584, 0.33502548, 0.5724597 , 0.21977609,\n", - " 0.09685394, 0.40148607, -1.29483705, -0.34475847, -0.27197106, -0.10286805, -0.73577965, 0.10825614, 0.33903822, -0.11038418, 1.35281223, -0.14978761, 0.25175331, -0.11703075, 0.15630146, 0.80375289, -0.1428388 ,\n", - " -0.87399833, 0.14370885, 0.03856497, -0.56297768, 0.25583948, 0.31471225, -0.42649685, -0.19515978, 0.40103377, 0.1621735 , 0.30558309, 0.2177435 , -0.00615277, -0.27503104, -0.58046368, 0.27536778, -0.13888336,\n", - " 0.48450178, -0.05666659, -0.81339828, -0.34793909, 0.30888812, -0.00978936, -0.11040954, -0.76269988, -0.20440452, 0.62190003, -0.80653505, -0.0290535 , 0.17729632, -0.24001756]))), (16344, (array([0.33036323, 0.37350331, 0.28489111, 0.32555567, 0.32209038, 0.31721957, 0.30374968, 0.40779631, 0.34700359, 0.35733828, 0.3054457 , 0.37407715, 0.3799893 , 0.34019427, 0.38259262, 0.35678826, 0.39978181, 0.32511993, 0.36366498,\n", - " 0.39047459, 0.29212644, 0.40169413, 0.30602224, 0.31443962, 0.34272279, 0.3109462 , 0.36866765, 0.31471863, 0.3218699 , 0.36560053, 0.3100891 , 0.39917078, 0.38370164, 0.32827277, 0.3492809 , 0.3670217 , 0.32970422, 0.33434413,\n", - " 0.32639006, 0.34755926, 0.34865337, 0.41245477, 0.35537835, 0.38077049, 0.32857891, 0.39098193, 0.40175879, 0.26089285, 0.37583937, 0.46011376, 0.34518402, 0.42091146, 0.3988437 , 0.37726748, 0.38427862, 0.39822751, 0.3159906 ,\n", - " 0.32847467, 0.4632692 , 0.34274664, 0.36028931, 0.33529463, 0.3928468 , 0.43605065, 0.26248981]), array([ 0.15036312, -0.68580432, 0.42171951, -0.06025983, -0.2651989 , 0.74347525, 0.51144063, 0.1121057 , -0.8009321 , 0.01391784, -0.26747405, 0.15018246, -0.16046994, 0.48764182, 0.35719717, 0.61756966, 0.14081578,\n", - " 0.11732754, 0.32072437, -1.30207114, -0.34072902, -0.15106745, -0.03018723, -0.60031122, -0.01061673, 0.38014083, -0.18295867, 1.26466576, -0.28671542, 0.46906005, -0.11810371, 0.10450195, 0.77145643, 0.0698528 ,\n", - " -0.75515876, 0.20878651, 0.11365641, -0.66310666, 0.25558262, 0.30281772, -0.49033438, -0.13181541, 0.37129752, 0.22762488, 0.25556912, 0.2081139 , -0.1568307 , -0.18431243, -0.4643084 , 0.39650014, -0.135412 ,\n", - " 0.49392275, -0.05620693, -0.85858219, -0.38567356, 0.20676626, -0.00976015, -0.15415694, -0.80994476, -0.21646115, 0.59318397, -0.86046035, 0.06288045, 0.21120366, -0.20244441])))]\n", - "peak at 16354.0 = 1.5041662275960932 idx 9: continuing previous group: (16300.5, 16341.5, -1.624075956097414, 16318.0, 55),smaller, \n", - "[(16353, (array([0.32927794, 0.37255528, 0.28436014, 0.32602151, 0.32093367, 0.31970384, 0.30522306, 0.40274291, 0.35194296, 0.35704775, 0.30522797, 0.37597568, 0.37767544, 0.34216785, 0.38198603, 0.35479906, 0.39983495, 0.32540763, 0.36552344,\n", - " 0.39072247, 0.29286351, 0.40336782, 0.30485457, 0.31481276, 0.34361101, 0.30949223, 0.36802246, 0.31896514, 0.32248297, 0.36701388, 0.31112208, 0.40001171, 0.38466386, 0.32874444, 0.35231809, 0.36839136, 0.3288077 , 0.32940049,\n", - " 0.32687899, 0.34752367, 0.348478 , 0.41305399, 0.35870974, 0.38071894, 0.32837256, 0.39197368, 0.40141472, 0.25918648, 0.37573311, 0.45988383, 0.34502296, 0.42137887, 0.40047783, 0.37629942, 0.38154765, 0.40031927, 0.31530335,\n", - " 0.33152317, 0.45740001, 0.34083059, 0.36070066, 0.33973683, 0.38902126, 0.43515125, 0.26420008]), array([ 2.90366503e-01, -2.51255052e-01, 2.17822934e-01, -5.98225035e-01, -8.76330923e-01, -1.90364684e-01, -9.84976130e-01, 4.05311486e-01, -4.60681192e-01, 1.47569632e+00, -6.64667298e-01, -2.60004513e-01, 9.50128342e-02,\n", - " -1.13741743e-01, 1.76809895e-02, 6.78497793e-01, -1.75681353e-01, 1.71994733e-01, -8.07656050e-01, 2.92734395e-01, 2.54692182e-01, 5.76045975e-01, 4.15758316e-01, 1.79011423e-01, -2.19542088e-01, 6.88617338e-02,\n", - " -2.06764377e-01, -2.41068397e-01, -9.14510400e-01, 5.02703831e-01, -1.78211759e-01, -4.15345932e-01, 3.80660841e-04, 7.60663661e-01, 4.33056072e-01, 4.92278121e-01, 1.09281634e-01, -6.40278618e-01, -1.93119431e-01,\n", - " 4.19672219e-02, -1.66612516e-01, 8.16395430e-01, -1.88190139e-01, 1.65553718e-02, -1.35144329e-01, -1.11187990e-01, -8.66471978e-01, 1.97757626e-01, 1.52077010e-01, 4.13644579e-01, -1.51472346e-01, 2.93538176e-01,\n", - " 8.61216096e-02, -2.81268087e-01, -3.24681650e-01, -2.38071477e-01, 2.44586982e-01, 1.32139096e-02, -2.20704109e-01, 8.18456035e-02, 3.31226410e-01, -4.49763864e-01, 6.90774731e-01, 1.59498765e-01, 2.97683387e-01]))), (16354, (array([0.32907388, 0.3726864 , 0.2842142 , 0.32618218, 0.3206725 , 0.31986504, 0.30523797, 0.40287148, 0.35234197, 0.35710509, 0.30497225, 0.37597371, 0.37711525, 0.34258833, 0.38195086, 0.3547443 , 0.40019996, 0.32540734, 0.36582418,\n", - " 0.39062903, 0.29297923, 0.40300555, 0.30451211, 0.31528976, 0.34376904, 0.3093631 , 0.36780926, 0.31933242, 0.3225032 , 0.36725991, 0.31122113, 0.39985119, 0.38460866, 0.32886338, 0.35261728, 0.36845912, 0.32889485, 0.32923795,\n", - " 0.32687302, 0.34789439, 0.34836474, 0.41293248, 0.35904378, 0.38076761, 0.32829804, 0.39189857, 0.40096438, 0.2587564 , 0.37579585, 0.45984278, 0.34479747, 0.42145219, 0.40069571, 0.37629315, 0.38160631, 0.40008576, 0.31544254,\n", - " 0.33183296, 0.45701653, 0.34034408, 0.36068667, 0.3405443 , 0.3885236 , 0.43515243, 0.26422469]), array([ 0.33038671, -0.112637 , 0.14245996, -0.56700915, -0.82818808, -0.30044175, -1.08450499, 0.32678702, -0.30961861, 1.50416623, -0.59799829, -0.27612818, 0.15849366, -0.25921402, -0.05774177, 0.6192655 , -0.17091471,\n", - " 0.15608801, -0.91536226, 0.5347322 , 0.339822 , 0.58603206, 0.41243143, 0.16721214, -0.14928018, -0.05357692, -0.09361732, -0.36180624, -0.90443712, 0.26855213, -0.18014064, -0.44670091, -0.08834936, 0.6152443 ,\n", - " 0.51546595, 0.49384694, 0.06467551, -0.54746918, -0.25513948, 0.03557633, -0.03883293, 0.92657528, -0.25327677, -0.08469769, -0.12819523, -0.13724973, -0.82883934, 0.16168309, 0.14259338, 0.27024975, -0.1413585 ,\n", - " 0.25023324, 0.08657296, -0.17672087, -0.28316991, -0.21754198, 0.30345122, 0.07159131, -0.09531738, 0.15565089, 0.32842728, -0.30545251, 0.69250618, 0.13639182, 0.34112754]))), (16355, (array([0.32878987, 0.37292108, 0.28411182, 0.32636569, 0.32043526, 0.31995605, 0.30527532, 0.4029246 , 0.35261458, 0.35717598, 0.30472852, 0.37597291, 0.37653711, 0.34291807, 0.38185293, 0.35460234, 0.40058788, 0.32534297, 0.36611406,\n", - " 0.39051212, 0.29302293, 0.40249433, 0.30421053, 0.31562048, 0.34388148, 0.30923219, 0.36754345, 0.31962344, 0.32252699, 0.36757167, 0.31136205, 0.39976067, 0.38454205, 0.32897277, 0.35286333, 0.36859833, 0.32889994, 0.32917036,\n", - " 0.32684801, 0.3483448 , 0.34823827, 0.41293161, 0.35931286, 0.38083161, 0.32823345, 0.39185015, 0.40058563, 0.25834059, 0.37585721, 0.45988766, 0.34453082, 0.42163051, 0.40084685, 0.37642102, 0.38179931, 0.39989677, 0.31561029,\n", - " 0.3320164 , 0.45676055, 0.33990363, 0.36066484, 0.34131352, 0.38805849, 0.43518822, 0.26426106]), array([ 0.36752982, 0.03317737, 0.05704191, -0.52016601, -0.75612924, -0.4048792 , -1.15810239, 0.23639411, -0.15197342, 1.48807155, -0.51640368, -0.27954613, 0.2161069 , -0.39042045, -0.12874698, 0.53672562, -0.16210056,\n", - " 0.13978047, -1.00191861, 0.75406911, 0.41499523, 0.58495259, 0.39601427, 0.14161163, -0.07456669, -0.18334485, 0.03329139, -0.45395976, -0.8819454 , 0.02281677, -0.17336131, -0.46267741, -0.17661221, 0.44412077,\n", - " 0.57949287, 0.48955528, 0.02343155, -0.44893271, -0.30790599, 0.03634322, 0.08316479, 1.02205212, -0.31043942, -0.18270392, -0.11189269, -0.1551535 , -0.77307556, 0.11515666, 0.12559158, 0.11616087, -0.11630315,\n", - " 0.20435994, 0.08131128, -0.07544032, -0.2378201 , -0.18594977, 0.36451461, 0.12318263, 0.02664279, 0.22567939, 0.31814348, -0.15279471, 0.67325549, 0.11695552, 0.37674993])))]\n", - "cyan@16401.5\n", - "peak at 16401.5 = -2.8449139986445684 idx 42: continuing previous group: (16300.5, 16354.0, -1.624075956097414, 16318.0, 55),larger, terminating, previous group: (16300.5, 16401.5, -2.8449139986445684, 16401.5, 42),new group: (16401.5, 16401.5, -2.8449139986445684, 16401.5, 42) \n", - "[(16394, (array([0.32439097, 0.38922549, 0.28198558, 0.32772911, 0.32184217, 0.32261793, 0.30829572, 0.39025957, 0.36048386, 0.36037332, 0.30949989, 0.37480999, 0.36960645, 0.34400033, 0.37301894, 0.35046845, 0.40326707, 0.32496254, 0.36136629,\n", - " 0.39652357, 0.29840762, 0.39485599, 0.30766962, 0.31420661, 0.3441471 , 0.31192997, 0.3644634 , 0.33251756, 0.32479831, 0.37364468, 0.31095574, 0.40014313, 0.38082657, 0.33406336, 0.35014735, 0.37411378, 0.3312935 , 0.3302503 ,\n", - " 0.32569971, 0.34553626, 0.35013988, 0.41730374, 0.35499082, 0.37873592, 0.32752738, 0.38268059, 0.41224319, 0.251643 , 0.38264661, 0.46465767, 0.34796812, 0.42971234, 0.39990556, 0.38337205, 0.37612056, 0.39893552, 0.31983414,\n", - " 0.34334036, 0.44056844, 0.33640728, 0.36088506, 0.34537855, 0.38300767, 0.44151349, 0.27049256]), array([-0.45777443, 0.09702767, -0.5813454 , -0.00486335, -0.42265294, -0.24812051, 0.03433459, -0.16469513, 0.10392647, 0.46872706, -0.44612917, 0.35450893, -0.28903687, 0.18190593, 0.30673066, 0.11007756, 0.47464753,\n", - " 0.24117217, -0.18035009, -0.04084013, 0.66626988, 0.74514354, 0.57463705, -0.15351736, -0.14241691, 0.02129583, 0.05542251, -0.03228518, 0.260914 , -0.01601953, -0.46864367, -0.65869852, -0.66541186, -0.1241023 ,\n", - " 0.32900541, 0.186094 , 0.16682406, 0.61340017, 0.36950511, 0.22868655, 0.05328633, 1.03889861, -1.76676247, 0.34721622, -0.44666873, 0.0071683 , -0.571115 , 0.31564816, -0.73471832, -0.1436853 , 0.14432404,\n", - " -0.35198004, -0.36513093, -0.58458622, -0.22420926, -0.57879914, -0.29635931, 0.30491899, 0.4140132 , 0.293082 , 0.177111 , 0.39295917, -0.0363095 , 0.86487008, 0.35050245]))), (16395, (array([0.32443048, 0.38967625, 0.28225615, 0.3275428 , 0.3223058 , 0.3228589 , 0.30829467, 0.38971205, 0.36065972, 0.36059244, 0.30961743, 0.37480892, 0.36960442, 0.34408608, 0.37293621, 0.35045802, 0.40298638, 0.32500598, 0.36080803,\n", - " 0.39668507, 0.29874884, 0.39453286, 0.30781839, 0.31411022, 0.34385204, 0.31199447, 0.36457515, 0.33279427, 0.32511241, 0.37331481, 0.31073937, 0.39958122, 0.38106171, 0.33422672, 0.34981973, 0.37415838, 0.33128071, 0.33034979,\n", - " 0.32566519, 0.34574392, 0.35008688, 0.41736641, 0.35498008, 0.3788247 , 0.32739243, 0.38240289, 0.41252245, 0.25159393, 0.38276231, 0.46486008, 0.34847194, 0.42973325, 0.39969363, 0.38358966, 0.37603405, 0.39895694, 0.32004962,\n", - " 0.34352485, 0.44012416, 0.33622682, 0.36082735, 0.3453886 , 0.38348311, 0.44177538, 0.27038626]), array([-0.33642511, 0.16237947, -0.45175984, 0.03605675, -0.44054709, -0.27593382, -0.00694585, -0.07752262, 0.18376733, 0.36786938, -0.33207828, 0.38936831, -0.27090459, 0.17129052, 0.32136219, 0.03763704, 0.40729802,\n", - " 0.28392512, -0.1158353 , -0.03322744, 0.61372823, 0.59427352, 0.46564271, -0.15314062, -0.09633198, -0.07070314, 0.03868581, -0.07463301, 0.28966028, -0.04313874, -0.4598618 , -0.64225299, -0.78007258, -0.16357919,\n", - " 0.25693421, 0.23403317, 0.14130978, 0.49959129, 0.33497974, 0.33355987, 0.12858386, 1.04201901, -2.1355741 , 0.37223599, -0.32896399, 0.05061019, -0.52334477, 0.31466938, -0.72215798, -0.16035658, 0.17016654,\n", - 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" 0.32347691, 0.34480282, 0.35214875, 0.41492501, 0.35551096, 0.38022049, 0.330429 , 0.37872737, 0.4127614 , 0.25217608, 0.38542199, 0.4672551 , 0.35290783, 0.43011904, 0.39799011, 0.3845858 , 0.37477573, 0.39843844, 0.32169971,\n", - " 0.34534235, 0.4345538 , 0.33589155, 0.36003478, 0.34575612, 0.38459844, 0.44355024, 0.27182766]), array([ 2.49132623e-01, 3.03308090e-01, 3.45232896e-01, 1.15774064e-01, 5.72826797e-01, -3.62818436e-01, -2.80071185e-01, 7.26474771e-01, 7.03903688e-01, -1.12610459e+00, 4.77132925e-01, 3.23440335e-01, -7.52593992e-02,\n", - " -8.38763890e-01, -3.01854288e-01, 3.43396354e-01, -4.44084817e-01, -5.59724750e-02, -1.72910980e-01, -5.59294225e-01, -4.89394075e-01, -6.32797428e-01, -2.12811156e-01, 3.83471050e-02, 6.92613779e-01, -1.74691346e-01,\n", - " -5.00723284e-01, -3.12973505e-01, -2.21783002e-01, -7.58543389e-01, 2.91886940e-01, 4.37277735e-01, 5.34300144e-02, -6.32102862e-02, -1.97527018e-01, 1.84355509e-01, 2.53166963e-04, -3.98433596e-01, 9.57125408e-02,\n", - " 1.47500929e+00, -2.03319951e-01, -8.84212954e-01, -2.78947811e-01, -9.77478958e-03, 3.06003420e-01, -1.40822123e-01, 2.66975100e-01, 2.22042550e-01, 1.05068648e+00, 8.09945375e-02, 2.46167778e-02, -4.80235835e-01,\n", - " 3.77842223e-01, 9.94188606e-01, 2.10785396e-01, 7.23908323e-01, 6.35465245e-01, -4.69449290e-01, -7.24699334e-01, -2.55634873e-01, -3.56970883e-01, 5.29593734e-01, -2.78594352e-01, 1.02484987e-02, -2.96866862e-01]))), (16408, (array([0.32344763, 0.39156941, 0.28223317, 0.32890052, 0.32114304, 0.32479063, 0.30589455, 0.38763293, 0.36501382, 0.3640514 , 0.31040631, 0.37374489, 0.36810321, 0.34124545, 0.37710702, 0.3514047 , 0.40375632, 0.32800017, 0.35699174,\n", - " 0.39309307, 0.30298879, 0.39107874, 0.3080558 , 0.31584242, 0.34513134, 0.31380003, 0.36490358, 0.33614987, 0.33084106, 0.3714667 , 0.30882676, 0.39472762, 0.38001698, 0.33099847, 0.34687154, 0.37276091, 0.33072406, 0.33124708,\n", - " 0.32341189, 0.34485291, 0.35241162, 0.41506607, 0.35554753, 0.38028233, 0.33067814, 0.37844331, 0.41288264, 0.25207989, 0.38552377, 0.46734579, 0.35332274, 0.43010465, 0.39740177, 0.38463685, 0.37440642, 0.39834248, 0.32164719,\n", - " 0.34574438, 0.43454903, 0.33566878, 0.36003821, 0.34575119, 0.38505209, 0.44404703, 0.27190303]), array([ 0.18364963, 0.30404581, 0.31628183, 0.07377223, 0.61553476, -0.31745887, -0.25969757, 0.68951863, 0.60501256, -1.14008668, 0.41519304, 0.29062094, -0.02685882, -0.85483983, -0.3315317 , 0.36345333, -0.4844531 ,\n", - " -0.16929779, -0.22526621, -0.62030026, -0.54939447, -0.63838653, -0.13786682, 0.09415573, 0.70031963, -0.12587065, -0.49539074, -0.29304197, -0.27264513, -0.76107217, 0.36531219, 0.52600276, 0.1871258 , -0.03776729,\n", - " -0.1803025 , 0.06210222, 0.03824967, -0.38670936, 0.10131433, 1.45579419, -0.2142924 , -0.98745664, 0.12790434, -0.05954065, 0.2523296 , -0.1930805 , 0.33442099, 0.19329276, 1.18246313, 0.1196452 , 0.04320196,\n", - " -0.37140125, 0.41353653, 0.98705781, 0.09426465, 0.74550952, 0.61191949, -0.35932648, -0.75948876, -0.21795971, -0.37945472, 0.41234685, -0.28126522, -0.09665275, -0.37314872]))), (16409, (array([0.32351075, 0.39192602, 0.28224848, 0.32910359, 0.32088041, 0.32531439, 0.30594344, 0.38745951, 0.36537436, 0.36368965, 0.31027258, 0.3738919 , 0.36813422, 0.3412975 , 0.37719328, 0.35180409, 0.40384928, 0.32795742, 0.35654157,\n", - " 0.39326208, 0.30255138, 0.39066541, 0.30804587, 0.31619802, 0.34543024, 0.31406635, 0.36505579, 0.33644026, 0.3304548 , 0.37141497, 0.30860199, 0.39411148, 0.38016598, 0.33081906, 0.34704279, 0.37268709, 0.33098188, 0.33137555,\n", - " 0.32338541, 0.34489803, 0.35264729, 0.41526865, 0.35558123, 0.3803846 , 0.33087589, 0.37822853, 0.41301085, 0.25199555, 0.38553159, 0.46749266, 0.35388486, 0.42998279, 0.39677111, 0.38466466, 0.37402227, 0.3982514 , 0.32157545,\n", - " 0.34618268, 0.43448481, 0.33547889, 0.36002454, 0.34565006, 0.38555201, 0.4445218 , 0.27197108]), array([ 0.1081775 , 0.30464404, 0.28367764, 0.02558166, 0.62785638, -0.25274276, -0.2319816 , 0.62896044, 0.47591484, -1.11850992, 0.33360923, 0.24765209, 0.03607961, -0.84039841, -0.34605738, 0.36127446, -0.51630133,\n", - " -0.28916244, -0.26779025, -0.67366068, -0.59933135, -0.63549858, -0.05577807, 0.15586616, 0.68851837, -0.07793213, -0.47599749, -0.26927521, -0.30996 , -0.7339583 , 0.43531344, 0.5961418 , 0.30568487, -0.01464968,\n", - " -0.16105264, -0.07790752, 0.08676973, -0.36828833, 0.10326413, 1.40661357, -0.19524711, -1.0443457 , 0.49105541, -0.1029052 , 0.19253507, -0.24014396, 0.4022975 , 0.15771821, 1.27972762, 0.15436187, 0.07358317,\n", - " -0.24799841, 0.45239835, 0.95119076, -0.03704186, 0.75274607, 0.56197485, -0.23680428, -0.74326671, -0.17677757, -0.39468104, 0.28104204, -0.28285488, -0.21095243, -0.42833364])))]\n", - "peak at 16415.0 = 1.4307911927800128 idx 42: continuing previous group: (16401.5, 16401.5, -2.8449139986445684, 16401.5, 42),smaller, \n", - "[(16415, (array([0.32319443, 0.394192 , 0.28336694, 0.32926073, 0.32051343, 0.3277413 , 0.3062502 , 0.38675626, 0.36414367, 0.36402917, 0.30931877, 0.37397988, 0.36853036, 0.34151068, 0.37783566, 0.35421155, 0.40300152, 0.32958237, 0.35427346,\n", - " 0.39367879, 0.30175912, 0.3896414 , 0.30790819, 0.31732659, 0.34623014, 0.31529647, 0.36516783, 0.33689208, 0.33082769, 0.37029539, 0.30821733, 0.39184233, 0.37950228, 0.33050211, 0.34760663, 0.37244417, 0.33218276, 0.33147498,\n", - " 0.32333104, 0.34480948, 0.35376742, 0.41480499, 0.35585483, 0.38119175, 0.33138525, 0.37802002, 0.41359099, 0.25178324, 0.3851969 , 0.46931941, 0.3590817 , 0.42730887, 0.39343455, 0.38437877, 0.37214143, 0.39811579, 0.32187013,\n", - " 0.34835985, 0.43244623, 0.33521043, 0.35949884, 0.34628648, 0.38904889, 0.4462346 , 0.27208484]), array([-0.3164666 , 0.13991283, 0.04533103, -0.26144469, 0.27977823, 0.44740563, 0.02464553, -0.03997602, -0.60638228, -0.36176019, -0.35576633, -0.21286157, 0.62066884, -0.23743306, -0.1273754 , -0.06978652, -0.41578245,\n", - " -0.94893592, -0.23340876, -0.71476246, -0.6749296 , -0.5427265 , 0.29710733, 0.46176569, 0.28738859, 0.13982305, -0.14096496, -0.05590848, -0.26082571, -0.01635462, 0.64427403, 0.52773831, 0.54298865, 0.07822698,\n", - " 0.01642514, -0.94847938, 0.42781047, -0.18817226, -0.02099343, 0.60680854, 0.43709321, -0.45059296, 1.43079119, -0.24687198, -0.11406258, -0.36406679, 0.67997796, -0.15571498, 1.07755945, 0.27859342, 0.38361558,\n", - " 0.50680797, 0.59966873, 0.31975132, -0.84120558, 0.43857343, -0.18163764, 0.53471754, 0.16154594, 0.03495392, -0.21128022, -0.5564231 , -0.26825561, -0.90262714, -0.28759995])))]\n", - "peak at 16444.5 = 1.5524747863376078 idx 1: continuing previous group: (16401.5, 16415.0, -2.8449139986445684, 16401.5, 42),smaller, \n", - "[(16443, (array([0.32582142, 0.39930298, 0.28094257, 0.33317496, 0.31834085, 0.3315282 , 0.30909878, 0.39026655, 0.35374063, 0.37183585, 0.31086948, 0.38094624, 0.36895958, 0.34246821, 0.37943577, 0.36256361, 0.40142203, 0.33130854, 0.35503404,\n", - " 0.38961227, 0.30376642, 0.38423065, 0.30747818, 0.31764382, 0.3476915 , 0.31690223, 0.3654528 , 0.33490198, 0.33548192, 0.37513991, 0.3059246 , 0.3897663 , 0.37630154, 0.33469164, 0.3436252 , 0.37403723, 0.3336561 , 0.33265154,\n", - " 0.32118527, 0.34674433, 0.35298322, 0.40772993, 0.35845276, 0.38304165, 0.33722715, 0.37858322, 0.41151184, 0.24838015, 0.39369653, 0.47439842, 0.36470465, 0.42178943, 0.38294685, 0.38423939, 0.36744737, 0.39913168, 0.32114003,\n", - " 0.35209212, 0.42834349, 0.33402589, 0.35668742, 0.34790289, 0.39295916, 0.45454389, 0.27950262]), array([-0.3935111 , 1.55247479, 0.40226676, -0.16123358, -1.27824633, -0.63366082, -0.29637743, 0.2322706 , -0.01272575, -0.11231216, 0.1562926 , 0.5829915 , -0.31679108, -0.10455303, -0.96296487, 0.33655237, -0.47580856,\n", - " 0.62442296, -0.33085835, -0.39807993, 0.05895123, 0.30368091, -0.31552565, -0.25540241, -0.53530846, 0.59191731, 0.03523869, -0.31159571, 0.58549183, -0.76136686, 0.48912529, 0.17673593, -0.20342275, -0.71187583,\n", - " -0.75337324, 0.75054476, -0.06619398, 0.23490763, -0.40551088, 0.92495485, -0.14269037, -0.52418464, 0.05723462, 0.78573553, 0.41361328, 0.53616865, 0.26677905, 0.16437328, 0.31946664, -0.30231569, -0.06372121,\n", - " 0.60783939, 0.48263666, 0.18342651, 0.21721621, 0.97083509, 0.55574394, -1.30382497, 0.06751082, 0.26380329, -0.34266201, 0.30301247, -0.393845 , 0.45960637, -0.2714044 ]))), (16444, (array([0.32583562, 0.39939542, 0.28112758, 0.33354421, 0.31836153, 0.3315672 , 0.30948399, 0.39068746, 0.35367155, 0.37152136, 0.31085938, 0.38158913, 0.36926645, 0.34251809, 0.37934023, 0.36271856, 0.40102392, 0.33128615, 0.35512385,\n", - " 0.38941864, 0.30365006, 0.38373744, 0.30747814, 0.31791595, 0.34789083, 0.31704343, 0.36538651, 0.33480237, 0.33526569, 0.37523079, 0.30583603, 0.3897059 , 0.37625033, 0.33500812, 0.34348268, 0.37423258, 0.33346344, 0.33254627,\n", - " 0.32105673, 0.34688475, 0.35313838, 0.40754231, 0.35835274, 0.38356277, 0.33691927, 0.37824378, 0.41106852, 0.24816326, 0.3942153 , 0.47424491, 0.36452879, 0.42177058, 0.38266653, 0.38420449, 0.3671779 , 0.39907198, 0.32116442,\n", - " 0.35180959, 0.42859421, 0.3339663 , 0.35664624, 0.34782036, 0.39292367, 0.45530381, 0.27993938]), array([-0.32721327, 1.48752965, 0.42217978, -0.2252606 , -1.32971222, -0.49970888, -0.27663027, 0.31219273, -0.01833388, -0.12025344, 0.13026972, 0.56067495, -0.27112163, -0.11178 , -0.94526769, 0.35145057, -0.44703118,\n", - " 0.557675 , -0.33647792, -0.52929935, -0.05151113, 0.36827604, -0.33950832, -0.29129878, -0.32874625, 0.78281671, 0.1181523 , -0.29791388, 0.60069351, -0.81598398, 0.46700258, 0.07970453, -0.27367309, -0.84235224,\n", - " -0.61334919, 0.70980495, 0.05855563, 0.19364614, -0.43705661, 0.90581345, -0.17984093, -0.61681593, 0.09799586, 0.64134991, 0.38145999, 0.43341811, 0.27442777, 0.23506685, 0.6085245 , -0.25533008, -0.02504629,\n", - " 0.74697695, 0.47121835, 0.15142971, 0.18470036, 1.00078451, 0.55959385, -1.23245906, 0.13170642, 0.14682515, -0.29132261, 0.28379163, -0.45462966, 0.13524999, -0.31850012]))), (16445, (array([0.32578414, 0.39946501, 0.28132449, 0.33394529, 0.3184016 , 0.33164054, 0.3098308 , 0.39113771, 0.35371998, 0.37119249, 0.31083497, 0.38225254, 0.36954455, 0.34246457, 0.379244 , 0.36292327, 0.40069441, 0.33121633, 0.35530584,\n", - " 0.38918953, 0.30355608, 0.38320941, 0.3074952 , 0.31818663, 0.348185 , 0.31712045, 0.36525775, 0.33471289, 0.33508097, 0.37518102, 0.30574995, 0.38962166, 0.37620823, 0.33524127, 0.3433754 , 0.37443943, 0.3331934 , 0.33242992,\n", - " 0.32097631, 0.3471094 , 0.35335689, 0.40748453, 0.35825515, 0.38408603, 0.33653564, 0.37804033, 0.41057491, 0.2479472 , 0.39464436, 0.47413771, 0.36435814, 0.42178438, 0.38234047, 0.38421013, 0.36683653, 0.39887131, 0.32123211,\n", - " 0.35162459, 0.42878109, 0.33395925, 0.35671221, 0.34772065, 0.39283151, 0.4560719 , 0.28033234]), array([-0.24793576, 1.38722496, 0.43308278, -0.28522438, -1.34718033, -0.3466468 , -0.26170267, 0.38503768, -0.02332734, -0.12859799, 0.11416683, 0.52596098, -0.22722239, -0.11573986, -0.90791547, 0.35187446, -0.40060449,\n", - " 0.47914923, -0.32070271, -0.64058787, -0.15786354, 0.43056448, -0.34941282, -0.32609473, -0.1214735 , 0.95518653, 0.1962367 , -0.2650915 , 0.60418141, -0.85216925, 0.41873344, -0.02032836, -0.33912638, -0.95483119,\n", - " -0.45248894, 0.64932391, 0.17749918, 0.14038295, -0.46205344, 0.86492377, -0.22546601, -0.69042266, 0.13636993, 0.47984558, 0.33713549, 0.31505892, 0.2577695 , 0.29455073, 0.88380821, -0.19955519, 0.01204363,\n", - " 0.86882074, 0.44702232, 0.11621848, 0.15430467, 1.0009075 , 0.56079682, -1.12724208, 0.18817018, 0.02842461, -0.22572169, 0.26189387, -0.50212919, -0.1880284 , -0.35655856]))), (16446, (array([0.32567705, 0.39950903, 0.28148011, 0.3343718 , 0.3184602 , 0.33174389, 0.31012813, 0.39160325, 0.35388121, 0.37087261, 0.31088059, 0.38292152, 0.36979129, 0.34236394, 0.37915504, 0.36317124, 0.40044434, 0.33109579, 0.35544669,\n", - " 0.38893318, 0.30348457, 0.38266189, 0.30752879, 0.31845522, 0.34856925, 0.31713385, 0.36510293, 0.33465022, 0.33494027, 0.37518454, 0.30566442, 0.38961086, 0.3761789 , 0.3353848 , 0.34340178, 0.37464576, 0.33286046, 0.33230991,\n", - " 0.32099465, 0.34738409, 0.35362331, 0.40755858, 0.358171 , 0.38460696, 0.33618338, 0.37801665, 0.41004784, 0.2477299 , 0.3949755 , 0.47407679, 0.3641892 , 0.42181865, 0.38197554, 0.38426545, 0.36643881, 0.39854264, 0.32128051,\n", - " 0.35154359, 0.42887324, 0.33401952, 0.3568887 , 0.34761635, 0.39268343, 0.4568117 , 0.28065838]), array([-0.16303532, 1.26161075, 0.43344366, -0.33929041, -1.32871128, -0.18323375, -0.25463048, 0.44739495, -0.03288131, -0.13884253, 0.10773175, 0.47996382, -0.19018821, -0.11736287, -0.85278505, 0.33462154, -0.33832295,\n", - " 0.39002891, -0.28157318, -0.72678534, -0.25698694, 0.48631513, -0.34204513, -0.35701918, 0.07661302, 1.10029241, 0.2654449 , -0.21586492, 0.59422881, -0.86740895, 0.34706401, -0.11621871, -0.39414067, -1.04292311,\n", - " -0.28022066, 0.56441634, 0.29003443, 0.07309707, -0.47863266, 0.80740952, -0.27715253, -0.74181114, 0.1719582 , 0.3078793 , 0.28456732, 0.18604361, 0.21817862, 0.33833957, 1.13383288, -0.13714164, 0.04559517,\n", - " 0.96999133, 0.41715859, 0.0791596 , 0.1267103 , 0.97193421, 0.55949544, -0.98942764, 0.23702724, -0.08023865, -0.15035861, 0.24111432, -0.53111993, -0.49622301, -0.38450921])))]\n", - "peak at 16450.0 = 1.7014272559651888 idx 48: continuing previous group: (16401.5, 16444.5, -2.8449139986445684, 16401.5, 42),smaller, \n", - "[(16448, (array([0.32582853, 0.39952653, 0.28168855, 0.33528613, 0.31862645, 0.33202774, 0.31053977, 0.39251801, 0.35450155, 0.37027692, 0.31106026, 0.38416151, 0.37019227, 0.34238302, 0.37902651, 0.36376714, 0.40021011, 0.33089294, 0.35542135,\n", - " 0.38839329, 0.30340645, 0.38157447, 0.30764682, 0.31898201, 0.349445 , 0.31699323, 0.3647505 , 0.33467262, 0.33483346, 0.37565632, 0.30549091, 0.38982794, 0.3761763 , 0.33539441, 0.34375424, 0.37500806, 0.33207277, 0.3320854 ,\n", - " 0.3209255 , 0.34800172, 0.35424092, 0.40751338, 0.35808951, 0.38552809, 0.33576838, 0.37856351, 0.40896422, 0.24739166, 0.39533219, 0.47409512, 0.36385626, 0.42176864, 0.38128877, 0.38454774, 0.3655462 , 0.39759999, 0.32132768,\n", - " 0.3517074 , 0.42876758, 0.33434123, 0.35756169, 0.34744995, 0.39266732, 0.45807481, 0.28102182]), array([-3.69556775e-03, 9.72848035e-01, 3.96359136e-01, -4.22780240e-01, -1.18067738e+00, 1.39966396e-01, -2.72164085e-01, 5.30365557e-01, -8.26435250e-02, -1.67980441e-01, 1.18340399e-01, 3.58749806e-01, -1.53654700e-01,\n", - " -1.16334986e-01, -6.97044268e-01, 2.38281454e-01, -1.75984836e-01, 1.85216107e-01, -1.32760753e-01, -8.07665017e-01, -4.20007963e-01, 5.62433269e-01, -2.67314498e-01, -3.94309982e-01, 4.12388006e-01, 1.28034561e+00,\n", - " 3.63672335e-01, -8.37933065e-02, 5.28604270e-01, -8.29490857e-01, 1.49040595e-01, -2.70146025e-01, -4.54133439e-01, -1.12526793e+00, 6.09329506e-02, 3.09580451e-01, 4.93625298e-01, -1.07006021e-01, -4.81626670e-01,\n", - " 6.61598495e-01, -3.87917047e-01, -7.69595081e-01, 2.33083519e-01, -3.94507496e-02, 1.70674107e-01, -8.35529148e-02, 7.88457119e-02, 3.65563169e-01, 1.51734920e+00, 3.29159619e-04, 9.44447321e-02, 1.10011551e+00,\n", - " 3.67374162e-01, 3.35841252e-03, 8.42231280e-02, 8.34748732e-01, 5.48136022e-01, -6.27441199e-01, 3.12992483e-01, -2.30740178e-01, 1.15451258e-02, 2.16532415e-01, -5.16913431e-01, -1.01934327e+00, -4.07379344e-01]))), (16449, (array([0.32607371, 0.39950932, 0.28175147, 0.33576032, 0.31872929, 0.33219422, 0.31064217, 0.39293434, 0.35483691, 0.37001489, 0.31120305, 0.38465595, 0.37026701, 0.34250187, 0.37899598, 0.36409877, 0.40023068, 0.33100385, 0.35527727,\n", - " 0.38812794, 0.30339697, 0.38106778, 0.30773254, 0.31916084, 0.34987567, 0.31685886, 0.36457326, 0.33478676, 0.33488287, 0.37610128, 0.30540232, 0.39005215, 0.37621319, 0.33526523, 0.34395598, 0.37514076, 0.33165144, 0.33199116,\n", - " 0.32083064, 0.34832116, 0.35452179, 0.40736271, 0.35811219, 0.3858043 , 0.33571659, 0.37913776, 0.40844141, 0.24733275, 0.39536236, 0.47417426, 0.36369933, 0.42174162, 0.38102239, 0.38477789, 0.36509047, 0.39714823, 0.32135633,\n", - " 0.35195113, 0.4285795 , 0.33451228, 0.35797063, 0.34741509, 0.39277774, 0.4585446 , 0.28106412]), array([ 0.05991463, 0.82575375, 0.35655382, -0.44925893, -1.0525459 , 0.28477904, -0.29816832, 0.54776896, -0.12784641, -0.18675091, 0.13112312, 0.28589383, -0.1595664 , -0.11437412, -0.60020934, 0.15808203, -0.08215333,\n", - " 0.07253448, -0.02707996, -0.79753891, -0.47731193, 0.57645494, -0.1988805 , -0.39392928, 0.53853457, 1.30591456, 0.38810282, -0.01018111, 0.47150829, -0.77629555, 0.03244074, -0.31867106, -0.45307644, -1.11281593,\n", - " 0.21306121, 0.13918082, 0.58334571, -0.2186149 , -0.46713804, 0.58113462, -0.44161857, -0.74448459, 0.25759793, -0.20126197, 0.11641714, -0.21414689, -0.01516361, 0.34563338, 1.63504851, 0.07233936, 0.10649986,\n", - " 1.12578942, 0.3582229 , -0.03446017, 0.072053 , 0.73240986, 0.53649069, -0.41232632, 0.34051767, -0.25973792, 0.08951043, 0.21772359, -0.46870541, -1.21642137, -0.40184783]))), (16450, (array([0.32641911, 0.39948299, 0.28179292, 0.33616984, 0.31884104, 0.33227131, 0.31067113, 0.39330123, 0.35514402, 0.36978851, 0.31138354, 0.38505029, 0.37020019, 0.34268518, 0.37898953, 0.36444181, 0.40033953, 0.33124521, 0.35506586,\n", - " 0.38787514, 0.30340415, 0.38060679, 0.30774622, 0.31922992, 0.35028954, 0.3166981 , 0.36441269, 0.33496559, 0.3350063 , 0.37666144, 0.30531254, 0.3903425 , 0.37628257, 0.33519618, 0.34415722, 0.37522736, 0.3312313 , 0.33191331,\n", - " 0.32070189, 0.34862872, 0.35471915, 0.40712982, 0.35809561, 0.38593242, 0.33576831, 0.37979916, 0.40795079, 0.24733537, 0.39538237, 0.47429826, 0.36355755, 0.42173461, 0.38081189, 0.38506404, 0.36465547, 0.39676728, 0.32140737,\n", - " 0.35221383, 0.42831568, 0.33465627, 0.35827123, 0.34742779, 0.3929461 , 0.45888136, 0.28102525]), array([ 0.10831074, 0.68452234, 0.30199622, -0.46412383, -0.89188345, 0.41112436, -0.33461828, 0.5482147 , -0.18688023, -0.20726053, 0.14568172, 0.206538 , -0.18250944, -0.11140163, -0.49302363, 0.05858084, 0.01515071,\n", - " -0.04460347, 0.09386845, -0.75327745, -0.51479263, 0.5716856 , -0.1113479 , -0.37675909, 0.63285841, 1.28616375, 0.39496057, 0.06206102, 0.39844203, -0.70219901, -0.0882417 , -0.34478032, -0.43013075, -1.0631711 ,\n", - " 0.34417234, -0.05569642, 0.66392078, -0.341603 , -0.44244317, 0.49935917, -0.49090728, -0.69427402, 0.27726423, -0.34714012, 0.06749292, -0.33564092, -0.12063961, 0.30364561, 1.69689088, 0.14469592, 0.10882081,\n", - " 1.12427272, 0.36397035, -0.07230392, 0.06781066, 0.61217692, 0.51916637, -0.1826202 , 0.36105174, -0.25439451, 0.16029318, 0.2294919 , -0.39256279, -1.36357914, -0.38532405]))), (16451, (array([0.32685317, 0.39945336, 0.28181691, 0.33649389, 0.31895789, 0.33226598, 0.31062545, 0.39360309, 0.35541664, 0.36960752, 0.31160061, 0.38533582, 0.37007744, 0.34292083, 0.37900459, 0.36478853, 0.40052897, 0.33159514, 0.35480471,\n", - " 0.38763967, 0.30342494, 0.38020569, 0.30768705, 0.31918494, 0.35067486, 0.31652393, 0.36428345, 0.33504562, 0.3352036 , 0.37731442, 0.30522156, 0.39068518, 0.37638923, 0.33517928, 0.34434524, 0.37525942, 0.33082339, 0.33185319,\n", - " 0.32054494, 0.34890841, 0.35483521, 0.40682098, 0.35797919, 0.38590439, 0.33591682, 0.38045232, 0.40750384, 0.24739078, 0.39552041, 0.47446355, 0.36343958, 0.42175272, 0.38065926, 0.38540011, 0.36426116, 0.39647565, 0.32149253,\n", - " 0.35238629, 0.42799189, 0.33475976, 0.35844627, 0.34749606, 0.39315339, 0.45907494, 0.28100984]), array([ 0.14042054, 0.55239584, 0.23330268, -0.46676093, -0.70355157, 0.51604892, -0.37927483, 0.53178645, -0.25746879, -0.22813244, 0.1598159 , 0.1220927 , -0.22091376, -0.10702515, -0.37700813, -0.05642971, 0.11171798,\n", - " -0.16404967, 0.22390355, -0.67685012, -0.53066608, 0.54728893, -0.00774293, -0.34050158, 0.69506004, 1.22248047, 0.3850803 , 0.12844339, 0.31060985, -0.61003753, -0.20661512, -0.34828589, -0.38669823, -0.97776968,\n", - " 0.45012279, -0.26829293, 0.73440479, -0.4720875 , -0.40855655, 0.41793087, -0.53364743, -0.62103367, 0.29141891, -0.47227354, 0.02540619, -0.44369082, -0.23326669, 0.24179238, 1.70142726, 0.21596601, 0.10094775,\n", - " 1.09579535, 0.38543689, -0.11067866, 0.07264434, 0.47761932, 0.49445905, 0.05422211, 0.37424859, -0.21616962, 0.22046716, 0.25152121, -0.29041778, -1.45950193, -0.35848338]))), (16452, (array([0.32736323, 0.39942483, 0.28182711, 0.3367151 , 0.31907573, 0.33219031, 0.3105053 , 0.3938262 , 0.35564707, 0.3694814 , 0.31185088, 0.3855063 , 0.36996706, 0.34319276, 0.3790357 , 0.36513212, 0.40078753, 0.33196923, 0.35451186,\n", - " 0.38742453, 0.30345585, 0.37987703, 0.30756644, 0.31902579, 0.35101825, 0.31634884, 0.36420043, 0.33502498, 0.33547094, 0.37803655, 0.30512911, 0.39106305, 0.37653699, 0.33519823, 0.34450525, 0.37523046, 0.33043516, 0.33181075,\n", - " 0.32036601, 0.34914369, 0.3548719 , 0.40644582, 0.3578067 , 0.38572139, 0.33608711, 0.38107089, 0.40710929, 0.24749096, 0.39572463, 0.47466438, 0.36335457, 0.42179881, 0.38056568, 0.38577787, 0.36392636, 0.39628892, 0.32156742,\n", - " 0.35246535, 0.42762663, 0.33481175, 0.35848194, 0.34759394, 0.39337973, 0.45912218, 0.28103548]), array([ 0.1569518 , 0.43077104, 0.15205534, -0.45692067, -0.49419047, 0.59863704, -0.42890664, 0.49898989, -0.335482 , -0.2476946 , 0.17183339, 0.03418328, -0.27146824, -0.1006317 , -0.25354591, -0.18151379, 0.2031328 ,\n", - " -0.28336197, 0.35562012, -0.57199433, -0.52422571, 0.50338255, 0.10755178, -0.28385525, 0.7266556 , 1.11867237, 0.36064833, 0.18511305, 0.21008349, -0.5035849 , -0.31599089, -0.33083847, -0.32587831, -0.86006043,\n", - " 0.52889061, -0.48914067, 0.7938189 , -0.60503135, -0.36685646, 0.33776069, -0.5679943 , -0.52782169, 0.29942526, -0.57309573, -0.00934364, -0.53432938, -0.34812173, 0.16369711, 1.64993588, 0.28451968, 0.08299668,\n", - " 1.04129189, 0.42142607, -0.15032006, 0.08724693, 0.33213566, 0.46042427, 0.2900168 , 0.37946444, -0.14960386, 0.26699847, 0.28231218, -0.16603635, -1.50574075, -0.32229207])))]\n", - "cyan@16490.0\n", - "peak at 16490.0 = -1.5211085325182403 idx 54: continuing previous group: (16401.5, 16450.0, -2.8449139986445684, 16401.5, 42),smaller, terminating, previous group: (16401.5, 16490.0, -2.8449139986445684, 16401.5, 42),new group: (16490.0, 16490.0, -1.5211085325182403, 16490.0, 54) \n", - "[(16489, (array([0.33708972, 0.39923841, 0.28451456, 0.34006852, 0.31889996, 0.32971857, 0.31790926, 0.39783119, 0.35606319, 0.37367812, 0.31834414, 0.38902055, 0.37061541, 0.34220012, 0.38398929, 0.3686301 , 0.40689876, 0.33790212, 0.3572035 ,\n", - " 0.37585072, 0.29836837, 0.37314372, 0.30714374, 0.32101742, 0.35985893, 0.31326636, 0.3664678 , 0.32953076, 0.33515933, 0.38368166, 0.30235824, 0.40043164, 0.37647474, 0.33045872, 0.34822674, 0.37984259, 0.33513336, 0.33321173,\n", - " 0.31844082, 0.34936801, 0.34420007, 0.40442404, 0.35640655, 0.3890432 , 0.33484776, 0.39269029, 0.40092852, 0.25056678, 0.3972084 , 0.47661284, 0.36994924, 0.42907071, 0.38111098, 0.38768273, 0.36907922, 0.39891512, 0.32320385,\n", - " 0.34863438, 0.4303072 , 0.33087171, 0.35925065, 0.3413741 , 0.39651833, 0.46583304, 0.28290669]), array([-6.79857467e-02, 2.62352651e-01, -1.57752545e-01, -9.68619682e-02, -8.27199154e-01, 4.85265208e-01, 5.00691507e-01, 1.66346534e-01, 2.18591277e-01, -7.00321482e-04, 3.94217183e-01, -1.03281680e-01, -4.21050133e-03,\n", - " -5.13442133e-02, 3.46163607e-01, -3.95871397e-02, 3.41208528e-01, 7.31559214e-01, -2.77998794e-01, -1.46096657e-01, -6.11803175e-01, -3.05727550e-01, 1.89766394e-01, -1.34006632e-01, 4.33801397e-01, 4.29950702e-01,\n", - " -3.22980009e-01, 2.85281744e-01, -1.19052321e-01, -2.69194067e-01, -8.06364862e-01, -6.18315534e-01, 2.45518117e-01, -3.63867790e-01, -3.28586265e-01, -7.41264815e-01, 1.10144064e+00, -3.15882458e-01, -4.70479740e-01,\n", - " -1.09350259e-01, -2.52065392e-01, -8.88993294e-01, -7.44092506e-02, 7.36311631e-01, 5.66159506e-01, 2.09871542e-01, -1.05745434e+00, -4.75504368e-01, 1.36015101e+00, 4.66114880e-01, 5.52295726e-01, 4.54075842e-01,\n", - " 9.45358910e-02, -5.90179510e-01, -1.51452337e+00, 6.57164207e-01, 7.51021553e-01, -2.70784314e-01, 3.55172703e-01, 4.65889430e-01, 6.24302086e-01, 4.92060524e-01, -6.71927178e-01, -8.71737779e-02, -4.82019594e-01]))), (16490, (array([0.33702505, 0.39924331, 0.28502808, 0.34042564, 0.31889641, 0.32952702, 0.31781142, 0.39815592, 0.35588602, 0.37357876, 0.31843612, 0.38877252, 0.3706294 , 0.34216473, 0.38420141, 0.3685821 , 0.40674508, 0.33780792, 0.35750472,\n", - " 0.37524438, 0.29838707, 0.37346045, 0.30730023, 0.32120889, 0.35978234, 0.31317984, 0.36674069, 0.32960933, 0.3349124 , 0.38367629, 0.30244598, 0.40081063, 0.37673655, 0.33024285, 0.34804636, 0.37987783, 0.33483808, 0.33346047,\n", - " 0.3185221 , 0.34912238, 0.34396689, 0.40433852, 0.35652684, 0.38880403, 0.33490615, 0.39287231, 0.40083743, 0.25068267, 0.39743525, 0.47669773, 0.37030723, 0.42932848, 0.38110576, 0.38783387, 0.36971633, 0.3987106 , 0.32334137,\n", - " 0.348671 , 0.43061901, 0.33096496, 0.35920323, 0.34139713, 0.39653822, 0.46591482, 0.28322128]), array([ 0.00554388, 0.25248231, -0.10948105, -0.03971779, -0.79370175, 0.51496018, 0.45002589, 0.06998883, 0.16087088, 0.11771172, 0.40797641, -0.22571357, -0.03498111, -0.03873458, 0.48348793, -0.12189326, 0.37117564,\n", - " 0.68070645, -0.29211259, -0.03938889, -0.56700056, -0.45099732, 0.27657809, -0.01158447, 0.52218118, 0.42562018, -0.08417875, 0.2723587 , -0.15962447, -0.27098462, -0.76790173, -0.69558976, 0.27743109, -0.31442532,\n", - " -0.31067765, -0.81026948, 1.1122507 , -0.42585362, -0.50376013, -0.00495237, -0.39717084, -0.78796308, -0.10366124, 0.83930128, 0.49147195, 0.14849326, -1.07978067, -0.43717602, 1.44213373, 0.53593847, 0.46170577,\n", - " 0.4001831 , 0.08896842, -0.6106104 , -1.52110853, 0.43924199, 0.64775112, -0.20247412, 0.21852141, 0.4979159 , 0.57248459, 0.46883064, -0.5803282 , -0.21745926, -0.39055217]))), (16491, (array([0.33698776, 0.39915417, 0.28553597, 0.34070623, 0.31896465, 0.32928337, 0.31764158, 0.39841713, 0.35563273, 0.37350443, 0.31862199, 0.38865649, 0.37064316, 0.34208986, 0.38444477, 0.36845274, 0.40645599, 0.33780258, 0.35776071,\n", - " 0.37461101, 0.29839738, 0.37381721, 0.3074839 , 0.32142724, 0.35962731, 0.3131443 , 0.36713067, 0.32962919, 0.33475824, 0.38369438, 0.30268626, 0.40115583, 0.37693754, 0.3301229 , 0.34787568, 0.37990587, 0.33457091, 0.3336316 ,\n", - " 0.31866686, 0.34887753, 0.34378674, 0.40431433, 0.35662253, 0.38867945, 0.33499363, 0.3929239 , 0.4007669 , 0.25075776, 0.39774786, 0.47684333, 0.37081308, 0.42964816, 0.38117788, 0.38788606, 0.37036713, 0.39863406, 0.32343601,\n", - " 0.34876251, 0.43081286, 0.33108216, 0.35917346, 0.34140043, 0.39652115, 0.46595496, 0.28355571]), array([ 0.07227792, 0.23722457, -0.03888736, 0.01754288, -0.73306469, 0.52140992, 0.3830171 , -0.02472233, 0.088248 , 0.24106916, 0.38983128, -0.34497016, -0.06795998, -0.02737633, 0.60565957, -0.19517921, 0.39172284,\n", - " 0.60936249, -0.28040172, 0.06584357, -0.49969932, -0.57525911, 0.35611948, 0.09720117, 0.60723923, 0.41253062, 0.17012999, 0.23860588, -0.17750552, -0.26673397, -0.71838944, -0.74965465, 0.29120222, -0.24185409,\n", - " -0.29115148, -0.87012697, 1.05998645, -0.53346202, -0.52173269, 0.12022807, -0.54288733, -0.66869862, -0.12873755, 0.9176907 , 0.41471885, 0.05843405, -1.06414731, -0.38796712, 1.4952215 , 0.5863104 , 0.35717895,\n", - " 0.33060648, 0.07164267, -0.60360628, -1.48274225, 0.2037522 , 0.53198847, -0.12474316, 0.08477914, 0.51565623, 0.51334368, 0.41700895, -0.46117731, -0.32174026, -0.29298183])))]\n", - "peak at 16499.5 = 1.6459542835895549 idx 26: continuing previous group: (16490.0, 16490.0, -1.5211085325182403, 16490.0, 54),larger, \n", - "[(16497, (array([0.33759791, 0.39647743, 0.28755674, 0.34098654, 0.31914398, 0.32821412, 0.31721632, 0.39860472, 0.35322244, 0.37337921, 0.32058777, 0.38907225, 0.37022142, 0.3418276 , 0.38542348, 0.3697432 , 0.40486663, 0.33961997, 0.35830285,\n", - " 0.37105333, 0.29795167, 0.37509075, 0.3090843 , 0.32315311, 0.35954843, 0.31279686, 0.36858064, 0.32870056, 0.33449257, 0.38286429, 0.30242925, 0.40172825, 0.37638817, 0.33006639, 0.34694821, 0.38028269, 0.33318515, 0.33263255,\n", - " 0.31963656, 0.34763459, 0.34364324, 0.40579006, 0.35640758, 0.38983477, 0.33509917, 0.39091643, 0.40075025, 0.25034499, 0.39930036, 0.47897484, 0.37366764, 0.43172016, 0.3829059 , 0.38692747, 0.37344876, 0.40040151, 0.32294742,\n", - " 0.34996772, 0.4303824 , 0.33175942, 0.35919552, 0.3408143 , 0.39739095, 0.46578814, 0.28511145]), array([ 0.33287298, 0.10849555, 0.55491667, 0.23145705, -0.02083418, 0.20176863, -0.22046643, -0.35814324, -0.44111255, 0.71539995, -0.10505531, -0.78219369, -0.08601122, 0.0563539 , 0.92784795, -0.45912748, 0.25376722,\n", - " -0.15599504, -0.07421573, 0.50334453, 0.09319651, -0.78045554, 0.65604294, 0.40726009, 0.82592822, 0.17281947, 1.500465 , -0.10576334, 0.02612193, -0.15757037, -0.21182786, -0.59248435, 0.11350013, 0.26533334,\n", - " -0.22424893, -0.8779647 , -0.07474306, -0.91928694, -0.25554886, 0.92486221, -1.12514569, 0.2177718 , -0.20691515, 0.82264958, 0.03858056, -0.81329335, -0.36211773, 0.07893244, 0.97719906, 0.48208895, -0.31931966,\n", - " -0.20698821, -0.13535787, -0.1533588 , -0.60124389, -1.12593642, -0.1444569 , 0.39234178, -0.48424353, 0.43622728, 0.14778714, -0.08709151, 0.51381204, -0.43747581, 0.23534396]))), (16498, (array([0.33781056, 0.39571083, 0.2875755 , 0.34114296, 0.31914124, 0.32816589, 0.31729986, 0.39847818, 0.35312567, 0.37340958, 0.3209007 , 0.38906466, 0.37004184, 0.34188543, 0.3853596 , 0.37024778, 0.40507228, 0.34012067, 0.35841045,\n", - " 0.37074434, 0.29777248, 0.37500049, 0.30944975, 0.32347572, 0.35971799, 0.31275837, 0.36843949, 0.32866653, 0.33415881, 0.38270362, 0.302257 , 0.40150868, 0.37628963, 0.32980711, 0.34680826, 0.38043556, 0.3329861 , 0.33216569,\n", - " 0.31959127, 0.34757185, 0.34365445, 0.40614356, 0.3563216 , 0.39022699, 0.33521799, 0.39054711, 0.40067453, 0.25028809, 0.39952349, 0.47936946, 0.37370136, 0.43185279, 0.38322701, 0.38690402, 0.3736554 , 0.40092104, 0.32274163,\n", - " 0.35013514, 0.43046361, 0.3317714 , 0.35913585, 0.34079942, 0.39762246, 0.46592455, 0.28507596]), array([ 0.359957 , 0.08959276, 0.61385376, 0.22914636, 0.10564427, 0.12630964, -0.3207971 , -0.34104612, -0.49716729, 0.69709251, -0.18182576, -0.78720755, -0.01778492, 0.08241863, 0.89861071, -0.48717928, 0.18721664,\n", - 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" 0.31960906, 0.34757394, 0.34367576, 0.40651586, 0.35631101, 0.39064221, 0.3353887 , 0.3902817 , 0.40058708, 0.25023733, 0.39973767, 0.47971907, 0.37360331, 0.43188282, 0.38353865, 0.38697518, 0.37373565, 0.40145461, 0.32252646,\n", - " 0.3502205 , 0.43063218, 0.33177052, 0.35901885, 0.34090514, 0.39784304, 0.46612563, 0.28492694]), array([ 0.38443857, 0.07239569, 0.64399624, 0.21354615, 0.22107678, 0.05604532, -0.41128887, -0.29652552, -0.53280216, 0.64328551, -0.23831091, -0.77106825, 0.07696675, 0.11331991, 0.84261794, -0.51493115, 0.11133342,\n", - " -0.44433866, -0.16756595, 0.53034082, 0.22346429, -0.65720333, 0.69125745, 0.40185558, 0.72684951, 0.0412223 , 1.64595428, -0.1303557 , 0.09878646, -0.09956625, 0.0435592 , -0.41248587, 0.07114704, 0.29602053,\n", - " -0.23325625, -0.68475359, -0.46964501, -0.87472571, -0.04532416, 1.01704349, -1.10220076, 0.45765107, -0.2366873 , 0.59689438, -0.04004742, -1.04716333, -0.03704441, 0.26068467, 0.45720947, 0.3400479 , -0.46615427,\n", - " -0.33607714, -0.15902624, 0.0450621 , -0.22632404, -1.34981566, -0.26144425, 0.49746476, -0.53658816, 0.3823861 , 0.0534665 , -0.14533569, 0.75611579, -0.35231102, 0.33925674]))), (16500, (array([0.33821618, 0.39407328, 0.28753722, 0.34145964, 0.31915977, 0.32816942, 0.31730229, 0.39829004, 0.35342854, 0.37348742, 0.32150893, 0.38902689, 0.36964601, 0.34208991, 0.38523959, 0.37122196, 0.4060209 , 0.34110458, 0.35876093,\n", - " 0.3704997 , 0.29734395, 0.37457913, 0.31025862, 0.3241009 , 0.36012941, 0.31278912, 0.36772375, 0.32890647, 0.33325099, 0.38258033, 0.3019875 , 0.40092433, 0.3765025 , 0.32912952, 0.34655947, 0.38083716, 0.33276798, 0.33110186,\n", - " 0.31969354, 0.34763401, 0.34370912, 0.40690277, 0.35637649, 0.39106966, 0.33555568, 0.39013254, 0.40049308, 0.25018448, 0.3999375 , 0.48001599, 0.3733881 , 0.4318172 , 0.38383982, 0.38713236, 0.37367922, 0.40191655, 0.32231003,\n", - " 0.35023276, 0.43088314, 0.33180339, 0.35883155, 0.34112699, 0.39803979, 0.46638449, 0.28474426]), array([ 0.40654064, 0.0568528 , 0.6422847 , 0.18482707, 0.32240143, -0.00591333, -0.48901533, -0.22465128, -0.54649953, 0.55546833, -0.27071637, -0.73437771, 0.19603627, 0.14834964, 0.76016255, -0.54305293, 0.02826511,\n", - 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" -0.3546288 , 0.22722566, 0.51488609, 0.72404806, -0.43927498, 0.07176752, 0.16834838, 0.07887113, -0.10098686, -0.37148144, 0.23733411, 0.47744407, -0.05178552, 0.42867455]))), (16509, (array([0.3381845 , 0.39126866, 0.28828231, 0.34100111, 0.31964914, 0.32821663, 0.31570818, 0.39887856, 0.35446466, 0.37381764, 0.3224075 , 0.38902341, 0.36958737, 0.34321262, 0.38763231, 0.37254008, 0.40667739, 0.3432228 , 0.36124946,\n", - " 0.36928572, 0.2953841 , 0.3737986 , 0.31111495, 0.32526518, 0.36110507, 0.31130252, 0.36609827, 0.32837952, 0.32946054, 0.38144355, 0.3021786 , 0.40233842, 0.38012405, 0.32824957, 0.34572278, 0.38120995, 0.33401492, 0.33032831,\n", - " 0.32143224, 0.3472726 , 0.34355473, 0.40999697, 0.35842917, 0.39238921, 0.3356981 , 0.39217129, 0.40055726, 0.2486999 , 0.40115456, 0.48082725, 0.37257055, 0.43079979, 0.38491531, 0.38920562, 0.37587111, 0.4018635 , 0.32374379,\n", - " 0.35033665, 0.43406194, 0.33402356, 0.35559858, 0.34284485, 0.3983265 , 0.46939071, 0.28368058]), array([ 3.60314132e-01, -2.92652407e-02, -3.65041262e-01, -4.21519337e-01, 6.11059238e-01, -1.91833748e-01, -3.48986434e-01, 8.91827095e-01, -4.15930867e-02, -6.92075921e-01, 2.01447750e-01, 3.19143864e-01, 1.00697896e+00,\n", - " 2.32293563e-01, -5.71367187e-01, -6.08147872e-01, -5.89269908e-01, -6.79629145e-01, -1.38761380e+00, -1.77026972e-01, 1.80948535e-03, 1.75924510e-01, 3.00667388e-01, 7.92201215e-02, -5.22452867e-01, -4.58174158e-01,\n", - " 1.87598102e-01, 3.03473660e-01, -4.18717447e-02, 6.49429222e-01, 8.54559044e-01, 2.86160909e-01, 1.63027897e-01, -2.25102493e-01, -7.72342718e-03, 1.00772689e+00, -6.89922314e-01, 2.15417455e-01, 4.70415813e-01,\n", - " -8.26930549e-02, 1.63445389e-01, 2.82897200e-01, -2.55186509e-01, -8.00542998e-01, -2.73453610e-01, -2.52243365e-01, 7.92363470e-01, 5.81102020e-01, -1.89400763e+00, -1.23741346e-01, -1.73411698e-01, -3.32558825e-01,\n", - " 2.46512384e-01, 5.22286465e-01, 7.34334565e-01, -2.24579147e-01, 1.44814989e-01, 8.89890959e-02, 2.02825791e-01, -2.00630302e-01, -4.19241825e-01, 2.21642188e-01, 3.83771163e-01, -5.21068984e-02, 4.20269066e-01]))), (16510, (array([0.33820718, 0.39142301, 0.28814946, 0.34078257, 0.31947445, 0.32825953, 0.31570784, 0.39899198, 0.35435746, 0.37407519, 0.32247169, 0.38902939, 0.36983696, 0.34320983, 0.38787891, 0.37270286, 0.40619198, 0.34338818, 0.36152234,\n", - " 0.36900242, 0.29525044, 0.37385006, 0.31130414, 0.32536335, 0.36118477, 0.31125303, 0.36623441, 0.32782647, 0.32935231, 0.38117442, 0.30221532, 0.40251923, 0.3802435 , 0.32835823, 0.34543229, 0.38128389, 0.33417783, 0.33027449,\n", - " 0.32157121, 0.34718218, 0.34357515, 0.41015639, 0.35857039, 0.39242153, 0.33593865, 0.39228424, 0.40056921, 0.24874281, 0.40172963, 0.4809035 , 0.3728482 , 0.43072769, 0.38509876, 0.38921494, 0.37621473, 0.40221392, 0.32406556,\n", - " 0.35033892, 0.43405428, 0.33444007, 0.35559291, 0.342741 , 0.39830172, 0.46956425, 0.28361397]), array([ 0.30599113, -0.03925028, -0.48362321, -0.48916295, 0.60704891, -0.20467585, -0.23882851, 0.94331757, 0.02027364, -0.74294396, 0.24937289, 0.47670633, 0.90474916, 0.16040731, -0.68541471, -0.56038827, -0.59570251,\n", - " -0.58297603, -1.35815455, -0.27515723, -0.00484255, 0.16993529, 0.21564692, 0.03693572, -0.64085604, -0.42661393, 0.04512932, 0.28013055, -0.06014138, 0.74422069, 0.74998523, 0.30713481, 0.08780256, -0.20533354,\n", - " 0.06699217, 1.09123227, -0.62378984, 0.30518613, 0.40219145, -0.17929199, 0.28255332, 0.1895839 , -0.16870598, -0.85308272, -0.28864264, -0.03381174, 0.80026142, 0.52976421, -1.83676117, -0.12850456, -0.09861178,\n", - " -0.30993434, 0.24584947, 0.52203502, 0.72721525, -0.00766895, 0.21364403, 0.0112553 , 0.32963278, -0.30696522, -0.4605784 , 0.17946115, 0.29739611, -0.05775227, 0.4098748 ]))), (16511, (array([0.33822932, 0.39142078, 0.28794909, 0.34055499, 0.31924896, 0.32828777, 0.31575896, 0.39915155, 0.35426529, 0.3743881 , 0.32260516, 0.38904209, 0.37011 , 0.34322728, 0.38806251, 0.37286596, 0.40566359, 0.34362518, 0.36178508,\n", - " 0.36877847, 0.29515522, 0.37391741, 0.31159193, 0.32551365, 0.36127918, 0.31124813, 0.36643878, 0.32721977, 0.32930129, 0.38092029, 0.30231168, 0.40261071, 0.38022753, 0.32842906, 0.3450865 , 0.38134414, 0.33431806, 0.33012101,\n", - " 0.32168874, 0.34712416, 0.34365704, 0.41025183, 0.35866867, 0.3923957 , 0.33627584, 0.39234093, 0.40049847, 0.24888048, 0.40239615, 0.4807979 , 0.37306623, 0.43071394, 0.38534338, 0.38917029, 0.376507 , 0.40267645, 0.32439314,\n", - " 0.35031968, 0.43393154, 0.33485067, 0.35570403, 0.34255949, 0.39822683, 0.46967648, 0.28356479]), array([ 0.24006742, -0.05281662, -0.58415116, -0.54897412, 0.60212759, -0.22059238, -0.11796661, 0.96082809, 0.07441684, -0.76076973, 0.28230124, 0.62753154, 0.75347103, 0.06654881, -0.77656777, -0.49888304, -0.58435918,\n", - " -0.47536214, -1.2802148 , -0.36584155, 0.00443158, 0.13897351, 0.12735928, -0.00291897, -0.74755556, -0.37420476, -0.06898425, 0.23707491, -0.07529832, 0.82608156, 0.60441282, 0.32059994, -0.00920865, -0.16344204,\n", - " 0.14667111, 1.13607062, -0.55621168, 0.37799432, 0.31538855, -0.2547976 , 0.38843719, 0.09761355, -0.0585446 , -0.87628469, -0.30104507, 0.18913677, 0.7985417 , 0.4664863 , -1.70967177, -0.12988085, -0.02845479,\n", - " -0.28650075, 0.22382154, 0.51394718, 0.70418828, 0.20622859, 0.27598535, -0.06252827, 0.45609949, -0.41630189, -0.49249571, 0.11265947, 0.22160297, -0.06661023, 0.39752379])))]\n", - "peak at 16527.5 = 1.536004463790703 idx 18: continuing previous group: (16490.0, 16508.5, -1.894007626813529, 16508.5, 48),smaller, \n", - "[(16526, (array([0.33952134, 0.38720996, 0.29003559, 0.3424966 , 0.31875057, 0.3295909 , 0.3171419 , 0.40227185, 0.35608118, 0.37755167, 0.3245133 , 0.38899302, 0.37205322, 0.34700003, 0.38699918, 0.37350014, 0.40564858, 0.34419862, 0.36309145,\n", - " 0.36975932, 0.29403249, 0.37559381, 0.31433386, 0.32583809, 0.36117504, 0.31153556, 0.36673712, 0.32137025, 0.3289309 , 0.37969836, 0.30629261, 0.39984853, 0.3798031 , 0.32798668, 0.33901963, 0.38240474, 0.33391354, 0.32553976,\n", - " 0.32197265, 0.34713058, 0.34648461, 0.4147759 , 0.36243656, 0.38975986, 0.3379544 , 0.39543628, 0.39459934, 0.24785993, 0.40865747, 0.47798838, 0.37424919, 0.43055629, 0.38778872, 0.38845013, 0.37832297, 0.4089342 , 0.32973421,\n", - " 0.34960483, 0.43796419, 0.33910021, 0.35363862, 0.34549578, 0.39382486, 0.46940973, 0.2830862 ]), array([-0.66906006, -1.0817742 , 0.11915817, 0.44733397, -0.22570823, 0.45161608, -0.1525754 , -0.61063885, 0.08601481, 0.32136437, 0.6495631 , -0.62444357, -0.35394715, -0.86975571, -0.16247726, 0.36734585, 0.39632776,\n", - " 0.36136317, 1.50916032, -0.01212092, 0.15207022, -0.11748192, -1.12744055, 0.28487454, -0.31886752, 0.32432949, -0.30966015, 0.07342611, -0.45961197, -0.30554471, -0.12471196, -0.62212442, -0.00518269, -0.200641 ,\n", - " 0.01369087, -1.09492581, 0.81493491, 0.27890352, -0.58287908, -0.63143395, 0.60532143, -0.5964266 , 0.77966286, 0.80970615, 0.28715578, 0.09598723, -0.55090471, -0.08110487, 0.85561009, -0.21679667, 0.25184585,\n", - " 0.48177685, -0.90593289, -0.6566701 , -0.23844111, 0.69149047, 0.09824601, 0.04964485, 0.14584964, 0.01258819, 0.56747209, -0.19193691, -0.09541198, 0.56154149, 0.16948248]))), (16527, (array([0.3398298 , 0.38700952, 0.29009497, 0.34244274, 0.31884495, 0.32959948, 0.31734814, 0.40244336, 0.35616294, 0.37766524, 0.32481939, 0.38872708, 0.37213503, 0.34738672, 0.3866532 , 0.37352284, 0.40563664, 0.34391132, 0.36332305,\n", - " 0.36975536, 0.29368178, 0.37573474, 0.31396075, 0.32552851, 0.36101424, 0.3114735 , 0.36709396, 0.32080994, 0.32902677, 0.37972779, 0.30629009, 0.39996991, 0.37975209, 0.32781052, 0.33889118, 0.38217471, 0.33418755, 0.32564327,\n", - 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" 0.54022191, -0.88950816, -0.70839843, -0.28237787, 0.51111536, 0.01760415, 0.11690133, -0.02654939, 0.13711047, 0.59254173, -0.09229041, -0.10434317, 0.59454985, 0.1504557 ]))), (16528, (array([0.34012696, 0.38677896, 0.29014967, 0.34231837, 0.31900545, 0.32954708, 0.31749773, 0.40269284, 0.35619267, 0.37782304, 0.32517506, 0.38845743, 0.37214776, 0.34778872, 0.38631916, 0.37355958, 0.40562368, 0.34365395, 0.36355032,\n", - " 0.36978713, 0.2933564 , 0.37583535, 0.31357509, 0.32526522, 0.36086976, 0.31141043, 0.36754617, 0.32025852, 0.32914045, 0.37973557, 0.30635148, 0.4000889 , 0.37963156, 0.3276281 , 0.33879661, 0.38189651, 0.33452339, 0.32574909,\n", - " 0.32189198, 0.34705667, 0.34652803, 0.41521351, 0.36265763, 0.39038529, 0.33862362, 0.39581711, 0.39434235, 0.24737773, 0.40885809, 0.47796179, 0.37377974, 0.43064028, 0.38789585, 0.38833803, 0.37846298, 0.41026357, 0.33068114,\n", - " 0.34941737, 0.43786249, 0.34006339, 0.3529967 , 0.34511472, 0.3938092 , 0.46951866, 0.28297162]), array([-0.58235779, -1.06535326, 0.33752252, 0.6857844 , -0.43045787, 0.54354211, -0.34076302, -0.63044081, -0.05489978, 0.38148121, 0.67250747, -1.00934047, -0.06113432, -0.49816005, 0.09742248, 0.29317854, 0.47514506,\n", - " 0.29703557, 1.52346498, 0.09148112, 0.20155004, 0.0658947 , -1.05903949, 0.27712453, -0.15050019, 0.18273379, -0.27207402, 0.07294432, -0.42542285, -0.52111353, 0.18989327, -0.72855891, 0.19195468, -0.35500676,\n", - " -0.12373089, -1.21148923, 0.90771386, 0.32092316, -0.41609118, -0.65737583, 0.33848956, -0.57490769, 0.5150809 , 1.01116156, 0.32460117, -0.31710733, -0.71907375, -0.02401112, 0.69615356, -0.18668422, 0.2755987 ,\n", - " 0.59075441, -0.85110231, -0.73326042, -0.32032724, 0.32173928, -0.07091179, 0.17925498, -0.19548477, 0.2466983 , 0.58247798, 0.0016906 , -0.10917242, 0.60893273, 0.1280685 ]))), (16529, (array([0.34040228, 0.38654083, 0.29020461, 0.34224381, 0.31918452, 0.32943664, 0.31757737, 0.40299521, 0.35617605, 0.37801942, 0.32556989, 0.38819074, 0.37208281, 0.34818568, 0.38601232, 0.37361026, 0.40561201, 0.34345375, 0.36370056,\n", - " 0.36985744, 0.29308307, 0.37589185, 0.31320442, 0.32507377, 0.36075055, 0.3113541 , 0.36806037, 0.31972911, 0.329264 , 0.37971138, 0.30643759, 0.4002125 , 0.37946137, 0.32743868, 0.33872768, 0.38158428, 0.33491056, 0.32584475,\n", - " 0.32182905, 0.34712967, 0.34657272, 0.41533139, 0.362607 , 0.39057443, 0.33916012, 0.39589194, 0.39433986, 0.24723894, 0.40913854, 0.47794706, 0.37358571, 0.43078552, 0.3879399 , 0.38833206, 0.37844993, 0.41108999, 0.3310233 ,\n", - " 0.34932787, 0.43783064, 0.34032238, 0.35270029, 0.34482519, 0.39372048, 0.46959147, 0.28293577]), array([-0.5138054 , -1.00342326, 0.4405587 , 0.76830224, -0.51766859, 0.5531047 , -0.40309575, -0.60293312, -0.13895422, 0.39906226, 0.650117 , -1.15131072, 0.05925607, -0.27600722, 0.23809537, 0.24194275, 0.50525528,\n", - " 0.26247048, 1.47205368, 0.12077312, 0.26415392, 0.15232213, -0.96683109, 0.24717821, -0.0825253 , 0.10410634, -0.22877565, 0.03570319, -0.38364625, -0.6197195 , 0.31350519, -0.7376449 , 0.26452055, -0.40530281,\n", - " -0.17278894, -1.20521048, 0.91557541, 0.35185255, -0.31049727, -0.66245243, 0.1745186 , -0.54909748, 0.37234258, 1.08414541, 0.31182044, -0.49596489, -0.76890282, 0.00375766, 0.60330225, -0.155856 , 0.28099742,\n", - " 0.63083919, -0.7909164 , -0.72951735, -0.35139769, 0.12956768, -0.16638945, 0.23397189, -0.35543703, 0.33808043, 0.53633655, 0.08580263, -0.10939052, 0.60425253, 0.10239485])))]\n", - "peak at 16542.0 = 1.2541523471593097 idx 22: continuing previous group: (16490.0, 16527.5, -1.894007626813529, 16508.5, 48),smaller, \n", - "[(16542, (array([0.34432007, 0.38596201, 0.29151491, 0.34142097, 0.31809418, 0.3307281 , 0.31721986, 0.40918047, 0.35573561, 0.37869974, 0.32829838, 0.3866189 , 0.36785985, 0.34926832, 0.3852022 , 0.37406161, 0.40713541, 0.34148518, 0.36078904,\n", - " 0.37359851, 0.28923191, 0.37546316, 0.3127946 , 0.32476495, 0.36100497, 0.31403847, 0.36974844, 0.31754123, 0.3285135 , 0.3753423 , 0.30694811, 0.40061378, 0.37887059, 0.32652765, 0.33835355, 0.38240961, 0.33731323, 0.32647231,\n", - " 0.32308077, 0.34867662, 0.34731393, 0.41880583, 0.36457134, 0.38563447, 0.34282893, 0.39772717, 0.39349855, 0.24855264, 0.41639024, 0.47788612, 0.37456367, 0.43170053, 0.38616464, 0.3840571 , 0.37802751, 0.41844124, 0.33283096,\n", - " 0.34908935, 0.43746073, 0.33757632, 0.3518094 , 0.34600029, 0.39248873, 0.47022634, 0.28277143]), array([ 0.46388 , 0.79942072, 0.90803497, 0.02103059, 0.03621116, -0.43916995, -0.08035918, 0.76692604, -0.84648553, -0.0264408 , -0.14998707, -0.14587963, 0.03350581, 0.93648874, 0.73179989, -0.22053038, 0.04016973,\n", - " 0.25961893, -0.69682475, -0.05688406, 0.48091758, 0.35370536, 1.25415235, -0.89414211, 0.25306923, -0.10437773, 0.37653237, -0.71869654, 0.75661897, -0.71746715, -0.31008621, 0.36757409, -0.02609792, -0.0928029 ,\n", - " -0.24335799, 0.99419028, -0.06432273, 0.17126831, 0.5418029 , -0.0139987 , -1.06136453, 0.48079759, -0.80694095, -0.37640962, -0.48006294, -0.21464563, 0.15301031, 0.11464421, -0.50225504, 0.07069395, -0.5222596 ,\n", - " -0.67804368, 1.13714433, 0.43075529, 0.2964901 , -0.66555741, -0.75908102, -0.05821072, -0.35499054, 0.40056283, -0.25372732, 0.32318092, -0.20986414, -0.25066801, -0.11278433])))]\n", - "peak at 16561.5 = -1.440648834132984 idx 35: continuing previous group: (16490.0, 16542.0, -1.894007626813529, 16508.5, 48),smaller, \n", - "[(16561, (array([0.35248604, 0.38160344, 0.29314706, 0.34491351, 0.32194638, 0.33235662, 0.31626106, 0.41313723, 0.35514066, 0.36454961, 0.33026381, 0.38526467, 0.36757527, 0.35408984, 0.3871906 , 0.37462617, 0.41054008, 0.33985794, 0.3575551 ,\n", - " 0.37896181, 0.29156018, 0.3735926 , 0.31805359, 0.3245634 , 0.36339484, 0.31889354, 0.36982261, 0.31680998, 0.32899789, 0.37341796, 0.30997711, 0.39988565, 0.37989 , 0.32447463, 0.33375289, 0.38473223, 0.33947498, 0.32907208,\n", - " 0.3248243 , 0.35203176, 0.34606233, 0.42096563, 0.362059 , 0.38343688, 0.3473463 , 0.40016997, 0.3941709 , 0.24895965, 0.42236642, 0.47727498, 0.37218969, 0.43436406, 0.38758708, 0.38184522, 0.38092045, 0.42455476, 0.33410142,\n", - " 0.34832493, 0.43821926, 0.33927793, 0.35192464, 0.34181964, 0.39391909, 0.46953075, 0.28274284]), array([ 0.05476324, -0.66163977, -0.63283631, -0.34848581, -0.67265898, 0.69403219, 0.34452145, -0.91792829, 0.94588946, 0.34969046, -0.14737705, 0.21858534, -0.52824598, -0.43040763, -0.48029213, -0.19366308, -0.4646935 ,\n", - " -0.48056739, 0.56212157, -0.46249341, 0.49594695, -0.34122416, -0.74507395, 1.32533253, 0.52909067, -0.57725561, -0.61969157, 0.3281819 , -0.78283396, 0.43375918, 0.18404792, -0.25988334, -0.04152136, 0.49269595,\n", - " 0.75425057, -1.37326056, 0.08790595, 0.09901734, 0.06722812, 0.16287646, 0.65300428, -0.25248034, 0.54974466, -0.38084668, 0.46310035, 0.03786452, 0.6482832 , 0.15720783, 0.80528872, 0.65924977, 0.40355494,\n", - " 0.39369058, -1.03396009, -0.48021913, -0.07565294, 0.18848556, 0.70364044, -0.33442058, 0.22211704, -0.16481198, -0.30932629, -0.42367427, 0.1535939 , -0.11978921, -0.09318747]))), (16562, (array([0.35306451, 0.38156672, 0.29340714, 0.34501965, 0.32240355, 0.33254746, 0.31607332, 0.41333912, 0.35513753, 0.36386559, 0.3303819 , 0.38521907, 0.3676117 , 0.35436464, 0.38735203, 0.3749011 , 0.41095465, 0.33996897, 0.35757368,\n", - " 0.37899329, 0.29170057, 0.37336242, 0.31817683, 0.32439689, 0.36334364, 0.31932185, 0.36964511, 0.31695503, 0.32894559, 0.37336013, 0.30999412, 0.39994601, 0.37987386, 0.32445684, 0.33382355, 0.38515359, 0.33903811, 0.3291761 ,\n", - " 0.32466889, 0.35196832, 0.34612627, 0.42112208, 0.36178061, 0.38333081, 0.34768611, 0.40016671, 0.39435613, 0.24912003, 0.42267227, 0.47740866, 0.3721802 , 0.43453011, 0.38772313, 0.3817766 , 0.38122699, 0.42448734, 0.33416543,\n", - " 0.34833657, 0.43819141, 0.33922642, 0.35186454, 0.34164299, 0.39424811, 0.46938999, 0.28269607]), array([ 0.09076527, -0.72368517, -0.62395178, -0.22377548, -0.66070461, 0.71037924, 0.33392704, -0.91373601, 0.80802002, 0.52127322, -0.12173646, 0.05555858, -0.54586419, -0.24727177, -0.40126563, -0.1916184 , -0.2650546 ,\n", - " -0.49260192, 0.56661398, -0.34493044, 0.52158377, -0.38467028, -0.78592444, 1.31783824, 0.52762623, -0.62263948, -0.59762556, 0.20648425, -0.80585053, 0.2655705 , 0.15996106, -0.29094881, 0.14136976, 0.45668165,\n", - " 0.75441769, -1.44064883, 0.01159915, 0.16798817, -0.03976142, 0.05955824, 0.71052406, -0.32305447, 0.41861253, -0.28492839, 0.53100733, -0.16580472, 0.73480393, 0.17576169, 0.74715775, 0.56962136, 0.49426781,\n", - " 0.59938242, -1.05314517, -0.50374851, -0.11857415, 0.16859979, 0.58839859, -0.28538163, 0.14319117, -0.27310416, -0.28992474, -0.34252213, 0.18937702, -0.06469759, -0.04245521])))]\n", - "cyan@16598.0\n", - "peak at 16598.0 = 1.3237498856277725 idx 34: continuing previous group: (16490.0, 16561.5, -1.894007626813529, 16508.5, 48),smaller, terminating, previous group: (16490.0, 16598.0, -1.894007626813529, 16508.5, 48),new group: (16598.0, 16598.0, 1.3237498856277725, 16598.0, 34) \n", - "[(16598, (array([0.35408748, 0.37246745, 0.29420661, 0.33695267, 0.33468178, 0.33599211, 0.32392893, 0.41928689, 0.3538145 , 0.36197659, 0.32870128, 0.38659701, 0.37282554, 0.36215322, 0.39313061, 0.3813849 , 0.41815086, 0.34270946, 0.35625406,\n", - " 0.388606 , 0.2924427 , 0.37453353, 0.32618157, 0.32479359, 0.35721103, 0.32348043, 0.36528475, 0.32303124, 0.32894963, 0.36975574, 0.31020863, 0.40438034, 0.37665091, 0.32779286, 0.33029853, 0.39485828, 0.33233759, 0.33082223,\n", - " 0.32872262, 0.3506571 , 0.34473162, 0.42686827, 0.35852663, 0.38164981, 0.3501468 , 0.40381789, 0.39336494, 0.25067314, 0.42385692, 0.47562241, 0.3687671 , 0.43926766, 0.39205625, 0.38226458, 0.37750663, 0.4329304 , 0.3380543 ,\n", - " 0.3414534 , 0.4373688 , 0.33630787, 0.34617423, 0.33639908, 0.3972395 , 0.46240262, 0.28078726]), array([-0.27506982, -0.16784812, -0.18139294, 0.14838483, -0.38129866, -0.39249172, 0.75569601, -0.8277661 , 0.39534179, 0.64494311, 0.24865793, -0.22619871, -0.85617134, -1.01958282, -0.54706225, -0.24064855, -0.52136093,\n", - " -0.26252626, -0.03506684, -0.16377024, 0.66296091, -0.24052773, -0.43934722, 0.7968366 , -0.09753402, 0.36380053, 0.17180423, 0.44601831, -0.94049193, -0.00290189, 0.30345502, 0.00987929, 0.47758213, -0.3733593 ,\n", - " 1.32374989, -0.49206872, 0.22767701, -0.65696719, 0.13938428, 0.15637018, -0.43943587, 0.17261424, 0.13093491, -0.22598304, 0.28284461, -1.22888585, -0.31116737, 0.73985494, 0.19363217, 1.07443476, 0.23831648,\n", - " 0.20315306, -0.46586605, 0.54764127, -0.06820073, 0.19811999, 0.34376356, 0.17617424, 0.63561362, 0.06028337, 0.26902067, 0.3468124 , -0.56010197, -0.27788882, -0.13462146])))]\n", - "peak at 16619.5 = 1.7072482924970072 idx 45: continuing previous group: (16598.0, 16598.0, 1.3237498856277725, 16598.0, 34),larger, \n", - "[(16618, (array([0.35219291, 0.37153376, 0.29493636, 0.33883827, 0.33838968, 0.33340972, 0.32777577, 0.42179118, 0.35598247, 0.36046505, 0.33137764, 0.38921952, 0.37247685, 0.3640138 , 0.4004867 , 0.37983613, 0.42476039, 0.34465149, 0.35712111,\n", - " 0.39063858, 0.29019438, 0.37398705, 0.33045511, 0.32579078, 0.35508113, 0.32445962, 0.36284702, 0.32641083, 0.32756173, 0.36534448, 0.31355313, 0.40779145, 0.37256082, 0.33619363, 0.33097032, 0.39388255, 0.331738 , 0.33306555,\n", - " 0.32750815, 0.34620302, 0.34618271, 0.43174499, 0.35383398, 0.38111026, 0.34978744, 0.40062275, 0.39660783, 0.25362948, 0.41962919, 0.47804749, 0.36813432, 0.44309602, 0.39445222, 0.38137379, 0.37928203, 0.43888473, 0.33780544,\n", - " 0.34201976, 0.43653573, 0.33534251, 0.34604575, 0.33869201, 0.39627582, 0.45674204, 0.2820411 ]), array([ 7.74362195e-01, -3.42206631e-01, 4.16837054e-01, 5.85346419e-02, 6.87487841e-01, 1.30671247e-01, -2.55481319e-01, 7.53435424e-01, -3.41590630e-01, -8.14734150e-01, 4.45659648e-02, 1.04865684e-01, 7.63771611e-01,\n", - " 5.47786351e-01, -4.89318174e-01, 3.21492892e-01, 1.48006853e-02, -2.09893942e-01, -2.31508644e-01, -2.89908674e-01, -6.03805547e-01, 7.19029754e-01, -9.57730361e-02, -4.04455888e-01, -1.06740608e-01, -2.01355195e-01,\n", - " 7.56592152e-02, -2.91608953e-01, 2.96200109e-02, 1.57489068e-01, -9.02127176e-01, -8.20561384e-02, 1.88574326e-01, 7.18455821e-01, -6.70529297e-01, 5.60226971e-01, -1.01712239e-03, 4.30566119e-01, 3.98965744e-01,\n", - " -2.34955559e-01, 1.81607905e-01, -5.77729965e-02, 6.43466840e-01, -8.38895092e-02, -4.29480242e-01, 1.61889203e+00, -4.31243179e-01, -2.95634479e-01, 4.69882325e-01, -9.00646236e-01, -4.88997614e-01, 6.40340692e-02,\n", - " -3.11048213e-01, -7.72238708e-02, 6.20338259e-01, -3.10907565e-01, -1.18007213e+00, -4.96493051e-01, -4.40015630e-01, -2.54974857e-01, -2.12128362e-01, -8.09979065e-02, 2.01332658e-02, 4.65238077e-01, 2.97594505e-01]))), (16619, (array([0.35219737, 0.37164228, 0.29497566, 0.33893646, 0.33846642, 0.33344743, 0.32802652, 0.42173399, 0.35585607, 0.3604999 , 0.33159598, 0.3894204 , 0.37221925, 0.36428132, 0.40055973, 0.37994567, 0.4250418 , 0.34464258, 0.35725686,\n", - " 0.39064692, 0.29006304, 0.37402837, 0.33036747, 0.32572856, 0.35472474, 0.32451655, 0.36252875, 0.32648676, 0.3273261 , 0.36536444, 0.31346636, 0.40794619, 0.37227901, 0.3366486 , 0.33108509, 0.39353446, 0.33170209, 0.33304484,\n", - " 0.32770461, 0.34583486, 0.34656301, 0.43223014, 0.35355458, 0.38114972, 0.34987595, 0.40050774, 0.39669225, 0.25398664, 0.41942254, 0.47794967, 0.36795754, 0.4434284 , 0.3945698 , 0.38135732, 0.37923401, 0.43912105, 0.3379713 ,\n", - " 0.34208324, 0.43654344, 0.33541999, 0.34607382, 0.33880941, 0.39606787, 0.45658285, 0.28208593]), array([ 7.08211000e-01, -3.45790154e-01, 4.12170597e-01, 7.25541676e-02, 5.54661047e-01, 1.52254508e-01, -2.37176928e-01, 8.10134854e-01, -3.78576152e-01, -7.77676568e-01, -3.69466716e-02, 1.46456472e-01, 7.37495659e-01,\n", - " 4.65012404e-01, -5.90045625e-01, 3.23671440e-01, -1.77148263e-01, -1.11837974e-01, -1.62431813e-01, -2.56610235e-01, -6.64303529e-01, 7.81324593e-01, -7.05010165e-02, -3.54036062e-01, -4.17329466e-02, -6.09527247e-02,\n", - " -3.66310686e-02, -3.34220477e-01, -8.23674280e-02, 1.16301233e-01, -9.39742581e-01, -1.72797447e-02, 2.16013299e-01, 7.85851634e-01, -6.21516610e-01, 5.64342843e-01, -3.49316293e-02, 4.33308893e-01, 4.52577393e-01,\n", - " -1.92215854e-01, 2.38324429e-01, -7.62179487e-02, 7.45609671e-01, -8.55402911e-04, -5.35494549e-01, 1.68960679e+00, -5.73912902e-01, -3.13548459e-01, 4.24770203e-01, -8.42674430e-01, -4.97493881e-01, -3.03561500e-02,\n", - " -4.55492030e-01, -1.95648372e-02, 5.62316807e-01, -3.11331428e-01, -1.10445056e+00, -5.46164492e-01, -2.78353404e-01, -1.19088183e-01, -1.04336835e-01, -7.19219036e-03, -2.92002242e-02, 3.39887295e-01, 2.91752572e-01]))), (16620, (array([0.35232111, 0.37175614, 0.29497765, 0.33907503, 0.33848901, 0.33341856, 0.32834357, 0.42167897, 0.35575009, 0.36054733, 0.33179765, 0.38955367, 0.37192935, 0.36455656, 0.40059115, 0.37996615, 0.42526143, 0.34466009, 0.35737336,\n", - " 0.39066383, 0.28997696, 0.37412313, 0.330408 , 0.32571525, 0.35437019, 0.32455618, 0.36229766, 0.32645249, 0.32708625, 0.36537922, 0.31334955, 0.40820107, 0.37209554, 0.33701533, 0.33128525, 0.39322525, 0.33169095, 0.33299081,\n", - " 0.32787846, 0.34552243, 0.34699439, 0.43279106, 0.35335216, 0.38115673, 0.35001022, 0.40031454, 0.39671138, 0.2541941 , 0.41927965, 0.47792951, 0.3677741 , 0.44375939, 0.39462419, 0.38134773, 0.3790907 , 0.43940189, 0.33814532,\n", - " 0.34216813, 0.43655146, 0.33552268, 0.34606956, 0.33886688, 0.39585396, 0.45631276, 0.28206262]), array([ 0.61795089, -0.34171834, 0.39710055, 0.10613765, 0.40424258, 0.16928131, -0.22328965, 0.82824858, -0.41246047, -0.71086783, -0.11983125, 0.18848097, 0.68554081, 0.38104253, -0.66920883, 0.33324963, -0.36428868,\n", - " -0.01280207, -0.09096899, -0.21131936, -0.7123093 , 0.8242392 , -0.03952841, -0.2875528 , 0.01835833, 0.07720755, -0.15801755, -0.3869586 , -0.17074416, 0.06977542, -0.9508083 , 0.04226271, 0.20990256, 0.8200717 ,\n", - " -0.57053546, 0.52971845, -0.06377191, 0.42077341, 0.50225692, -0.15503867, 0.30542001, -0.09847761, 0.82489286, 0.0865034 , -0.62403336, 1.70724829, -0.69523968, -0.32105797, 0.34465624, -0.76391482, -0.48221332,\n", - " -0.11713266, -0.57293926, 0.04084713, 0.48563789, -0.29324917, -0.99211534, -0.57454391, -0.10104096, 0.02871308, 0.00671852, 0.06230751, -0.06187608, 0.19857195, 0.29077781]))), (16621, (array([0.35257528, 0.37186215, 0.29494334, 0.33924265, 0.33846507, 0.33332402, 0.3286186 , 0.42162735, 0.35567968, 0.36051557, 0.33197192, 0.38961642, 0.37161102, 0.36482749, 0.40058632, 0.37988887, 0.42541604, 0.34470112, 0.35746643,\n", - " 0.3906877 , 0.28993441, 0.37426229, 0.33057946, 0.32574744, 0.35402321, 0.32457116, 0.36216417, 0.32649229, 0.326845 , 0.3653854 , 0.3132968 , 0.40854376, 0.37201469, 0.33728422, 0.33156276, 0.39301223, 0.33171089, 0.33290635,\n", - " 0.32796771, 0.3452776 , 0.34746226, 0.43341153, 0.35324188, 0.38113438, 0.35018365, 0.40011295, 0.39666606, 0.25425204, 0.41919859, 0.47797908, 0.36759742, 0.44408764, 0.39461961, 0.38134408, 0.37885293, 0.43971233, 0.33826898,\n", - " 0.34227652, 0.43656546, 0.33565142, 0.34602497, 0.33885638, 0.3956425 , 0.45593842, 0.28199755]), array([ 0.50703395, -0.32989756, 0.37124289, 0.15756477, 0.2415598 , 0.1812603 , -0.21306293, 0.80723116, -0.44023684, -0.61609049, -0.20250105, 0.23053476, 0.610557 , 0.29864599, -0.7235793 , 0.34910156, -0.54135312,\n", - " 0.08629538, -0.01833536, -0.15638226, -0.74550793, 0.84637683, -0.00335144, -0.20729121, 0.07358314, 0.21144109, -0.2831284 , -0.44778309, -0.2326538 , 0.01637299, -0.93650404, 0.0950405 , 0.1694387 , 0.81993767,\n", - " -0.51961826, 0.46029698, -0.08627422, 0.39460159, 0.5462316 , -0.12361348, 0.38028978, -0.12408329, 0.87897451, 0.17477229, -0.6926421 , 1.67163819, -0.79188194, -0.31860586, 0.23224461, -0.66680976, -0.44408266,\n", - " -0.19445534, -0.66233367, 0.1018454 , 0.39228601, -0.257675 , -0.84723077, -0.58203269, 0.08540917, 0.18412799, 0.11723278, 0.12482422, -0.07746105, 0.04481129, 0.29375644])))]\n", - "cyan@16686.5\n", - "peak at 16686.5 = -1.392285269501678 idx 61: continuing previous group: (16598.0, 16619.5, 1.7072482924970072, 16619.5, 45),smaller, terminating, previous group: (16598.0, 16686.5, 1.7072482924970072, 16619.5, 45),new group: (16686.5, 16686.5, -1.392285269501678, 16686.5, 61) \n", - "[(16686, (array([0.35900104, 0.36677065, 0.29704394, 0.33555776, 0.33194564, 0.33091368, 0.33681253, 0.42153054, 0.35719077, 0.36200179, 0.33178943, 0.40608082, 0.36402382, 0.36104107, 0.39771824, 0.36961812, 0.42955281, 0.34526997, 0.36772057,\n", - " 0.38987923, 0.29428799, 0.36888838, 0.34639722, 0.33606646, 0.34071367, 0.31941836, 0.35540995, 0.33001911, 0.33150585, 0.36337755, 0.31312082, 0.41536011, 0.38550518, 0.33976138, 0.33414876, 0.38984898, 0.31734839, 0.33008571,\n", - " 0.32516282, 0.3500089 , 0.36691792, 0.44353272, 0.35540851, 0.37776282, 0.36002912, 0.39841862, 0.38886314, 0.25955067, 0.40761676, 0.47673985, 0.36091313, 0.44759602, 0.38831399, 0.38251555, 0.37456175, 0.4391462 , 0.3373157 ,\n", - " 0.34900722, 0.43402117, 0.34356148, 0.34721088, 0.34259882, 0.40361735, 0.45075845, 0.282236 ]), array([-0.24868547, -0.32195055, 0.08890123, -0.35483113, -1.11154073, -0.36610004, 0.13440224, 0.04622054, -0.36389102, -0.05434965, -0.25920102, -0.94311524, 0.31206232, 0.32779807, -0.62759222, 0.31676227, 0.85157084,\n", - " -0.52921443, -0.46463713, 0.02496786, 0.34608527, 0.03543881, 0.116663 , 0.08290916, -0.4157308 , 0.27475787, 0.19048858, 0.45887228, 0.31272423, -0.18168135, -0.43264983, 0.50181639, 0.8241121 , 0.04401873,\n", - " -0.32107575, 0.37252989, 0.6881874 , 0.37426344, 0.47441519, -0.18194439, -0.97368409, 0.33046855, 0.15931347, 0.28184436, -0.06011211, -0.27314595, 0.47398168, 0.22711832, 0.1158787 , -0.08248794, -0.15317978,\n", - " -0.73241622, 1.05147509, 0.94632564, 0.37213441, -0.51347549, -0.08856083, 0.43429588, -0.04007868, -0.86124153, -0.18253028, -1.39228527, 1.04615554, 0.04055353, -0.47007448]))), (16687, (array([0.35926978, 0.36625753, 0.29698371, 0.33531582, 0.33166915, 0.33104315, 0.3369936 , 0.421645 , 0.35719461, 0.36200562, 0.33160732, 0.40636734, 0.36395209, 0.36094787, 0.39785487, 0.36972777, 0.42973106, 0.34492646, 0.36762586,\n", - " 0.38998396, 0.29420207, 0.36886121, 0.34644093, 0.3362497 , 0.34088962, 0.31948568, 0.35465277, 0.33003655, 0.33152792, 0.36346289, 0.31320064, 0.41499571, 0.38566978, 0.33959242, 0.33441762, 0.38974311, 0.31727945, 0.33015038,\n", - " 0.32514249, 0.34991745, 0.36689767, 0.44339432, 0.35564136, 0.37764334, 0.35994417, 0.3984062 , 0.38895485, 0.25975896, 0.40764871, 0.47685128, 0.36072222, 0.44811264, 0.38814395, 0.38271107, 0.37442612, 0.43896223, 0.33753913,\n", - " 0.34924795, 0.43376995, 0.34333148, 0.34722717, 0.34268847, 0.40351171, 0.45087517, 0.28215609]), array([-0.17325346, -0.35001416, 0.08328301, -0.36131628, -1.09479896, -0.43904557, 0.13007028, 0.12624036, -0.4039053 , 0.09782167, -0.16441697, -0.7747473 , 0.25327156, 0.36099057, -0.76769832, 0.3706047 , 0.93583901,\n", - " -0.73852273, -0.53015976, -0.00265167, 0.37992953, 0.13285813, 0.29643231, 0.04998022, -0.40026525, 0.27442347, 0.01228691, 0.45289873, 0.32732026, -0.10884528, -0.5155126 , 0.55374181, 0.71733532, -0.03326119,\n", - " -0.30078821, 0.35361001, 0.68695634, 0.36843912, 0.5152803 , -0.21633471, -0.9935115 , 0.46766061, 0.19917278, 0.19246344, -0.0853721 , -0.2383325 , 0.48175597, 0.16010369, 0.15657921, -0.28796226, -0.10490034,\n", - " -0.85014837, 0.95890804, 0.88036683, 0.2988791 , -0.44474773, -0.1228994 , 0.38649194, 0.13012665, -0.82946899, -0.16410148, -1.37933555, 1.09878564, -0.01440851, -0.35019525])))]\n", - "avg_peak 1.751046387356242\n", - "skipped 2 symbols at 3800.0\n", - "skipped 2 symbols at 42229.0\n", - "skipped 2 symbols at 82534.0\n", - "decoding [ref|dec]:\n", - "=== shift = -3 ===\n", - "102| 10 ✘ 2| 69 ✘ 3|124 ✘ 78| -1 29| 2 ✘ 122| 3 ✘ 73| 78 ✘ 98| 29 ✘ \n", - " 34|122 ✘ 0| 73 ✘ 97| 98 ✘ 7| 34 ✘ 97| 0 86| 97 ✘ 120| 7 ✘ 95| 97 ✘ \n", - " 90| 86 ✘ 49|120 ✘ 89| 95 ✘ 83| 90 ✘ 19| 49 ✘ 84| 89 ✘ 117| 83 ✘ 92| 19 ✘ \n", - "119| 84 ✘ 16|117 ✘ 45| 92 ✘ 23|119 ✘ 16| 16 ✔ 111| 45 ✘ 9| 23 ✘ 89| 16 ✘ \n", - " 18|111 ✘ 36| 9 ✘ 2| 89 ✘ 115| 18 ✘ 40| 36 ✘ 100| 2 ✘ 105|115 ✘ 93| 40 ✘ \n", - " 85|100 ✘ 107|105 ✘ 90| 93 ✘ 62| 85 ✘ 116|107 ✘ 42| 90 ✘ 123| 62 ✘ 40|116 ✘ \n", - " 0| 42 ✘ 77|123 ✘ 40| 40 ✔ 57| 0 110| 77 ✘ 29| 40 ✘ 94| 57 ✘ 1|110 ✘ \n", - " 29| 29 ✔ 71| 94 ✘ 119| 1 ✘ 15| 29 ✘ 115| 71 ✘ 120|119 ✘ 70| 15 ✘ 50|115 ✘ \n", - " 71| -1 50| 70 ✘ 61| 50 ✘ 38| 71 ✘ 4| 50 ✘ 3| 61 ✘ 124| 38 ✘ 95| 4 ✘ \n", - " 27| 3 ✘ 48|124 ✘ 116| 95 ✘ 3| 27 ✘ 63| 48 ✘ 19|116 ✘ 79| 3 ✘ 2| 63 ✘ \n", - " 43| 19 ✘ 92| 79 ✘ 8| 2 ✘ 65| 43 ✘ 35| 92 ✘ 30| 8 ✘ 73| 65 ✘ 73| 35 ✘ \n", - " 38| 30 ✘ 58| 73 ✘ 49| 73 ✘ 45| 38 ✘ 58| 58 ✔ 46| 49 ✘ 116| 45 ✘ 101| 58 ✘ \n", - " 5| 46 ✘ 78|116 ✘ 126|101 ✘ 105| 5 ✘ 108| 78 ✘ 59|126 ✘ 46|105 ✘ 27|108 ✘ \n", - " 14| 59 ✘ 57| 46 ✘ 81| 27 ✘ 3| 14 ✘ 9| 57 ✘ 126| 81 ✘ 18| 3 ✘ 76| 9 ✘ \n", - "101|126 ✘ 124| 18 ✘ 4| 76 ✘ 3|101 ✘ 102|124 ✘ 79| 4 ✘ 121| 3 ✘ 103|102 ✘ \n", - " 92| 79 ✘ 30|121 ✘ 4|103 ✘ 103| 92 ✘ 59| 30 ✘ \n", - "=== shift = -2 ===\n", - "124| 10 ✘ 102| 69 ✘ 2|124 ✘ 3| -1 78| 2 ✘ 29| 3 ✘ 122| 78 ✘ 73| 29 ✘ \n", - " 98|122 ✘ 34| 73 ✘ 0| 98 ✘ 97| 34 ✘ 7| 0 97| 97 ✔ 86| 7 ✘ 120| 97 ✘ \n", - " 95| 86 ✘ 90|120 ✘ 49| 95 ✘ 89| 90 ✘ 83| 49 ✘ 19| 89 ✘ 84| 83 ✘ 117| 19 ✘ \n", - " 92| 84 ✘ 119|117 ✘ 16| 92 ✘ 45|119 ✘ 23| 16 ✘ 16| 45 ✘ 111| 23 ✘ 9| 16 ✘ \n", - " 89|111 ✘ 18| 9 ✘ 36| 89 ✘ 2| 18 ✘ 115| 36 ✘ 40| 2 ✘ 100|115 ✘ 105| 40 ✘ \n", - " 93|100 ✘ 85|105 ✘ 107| 93 ✘ 90| 85 ✘ 62|107 ✘ 116| 90 ✘ 42| 62 ✘ 123|116 ✘ \n", - " 40| 42 ✘ 0|123 ✘ 77| 40 ✘ 40| 0 57| 77 ✘ 110| 40 ✘ 29| 57 ✘ 94|110 ✘ \n", - " 1| 29 ✘ 29| 94 ✘ 71| 1 ✘ 119| 29 ✘ 15| 71 ✘ 115|119 ✘ 120| 15 ✘ 70|115 ✘ \n", - " 50| -1 71| 70 ✘ 50| 50 ✔ 61| 71 ✘ 38| 50 ✘ 4| 61 ✘ 3| 38 ✘ 124| 4 ✘ \n", - " 95| 3 ✘ 27|124 ✘ 48| 95 ✘ 116| 27 ✘ 3| 48 ✘ 63|116 ✘ 19| 3 ✘ 79| 63 ✘ \n", - " 2| 19 ✘ 43| 79 ✘ 92| 2 ✘ 8| 43 ✘ 65| 92 ✘ 35| 8 ✘ 30| 65 ✘ 73| 35 ✘ \n", - " 73| 30 ✘ 38| 73 ✘ 58| 73 ✘ 49| 38 ✘ 45| 58 ✘ 58| 49 ✘ 46| 45 ✘ 116| 58 ✘ \n", - "101| 46 ✘ 5|116 ✘ 78|101 ✘ 126| 5 ✘ 105| 78 ✘ 108|126 ✘ 59|105 ✘ 46|108 ✘ \n", - " 27| 59 ✘ 14| 46 ✘ 57| 27 ✘ 81| 14 ✘ 3| 57 ✘ 9| 81 ✘ 126| 3 ✘ 18| 9 ✘ \n", - " 76|126 ✘ 101| 18 ✘ 124| 76 ✘ 4|101 ✘ 3|124 ✘ 102| 4 ✘ 79| 3 ✘ 121|102 ✘ \n", - "103| 79 ✘ 92|121 ✘ 30|103 ✘ 4| 92 ✘ 103| 30 ✘ 59| 4 ✘ \n", - "=== shift = -1 ===\n", - " 69| 10 ✘ 124| 69 ✘ 102|124 ✘ 2| -1 3| 2 ✘ 78| 3 ✘ 29| 78 ✘ 122| 29 ✘ \n", - " 73|122 ✘ 98| 73 ✘ 34| 98 ✘ 0| 34 ✘ 97| 0 7| 97 ✘ 97| 7 ✘ 86| 97 ✘ \n", - "120| 86 ✘ 95|120 ✘ 90| 95 ✘ 49| 90 ✘ 89| 49 ✘ 83| 89 ✘ 19| 83 ✘ 84| 19 ✘ \n", - "117| 84 ✘ 92|117 ✘ 119| 92 ✘ 16|119 ✘ 45| 16 ✘ 23| 45 ✘ 16| 23 ✘ 111| 16 ✘ \n", - " 9|111 ✘ 89| 9 ✘ 18| 89 ✘ 36| 18 ✘ 2| 36 ✘ 115| 2 ✘ 40|115 ✘ 100| 40 ✘ \n", - "105|100 ✘ 93|105 ✘ 85| 93 ✘ 107| 85 ✘ 90|107 ✘ 62| 90 ✘ 116| 62 ✘ 42|116 ✘ \n", - "123| 42 ✘ 40|123 ✘ 0| 40 ✘ 77| 0 40| 77 ✘ 57| 40 ✘ 110| 57 ✘ 29|110 ✘ \n", - " 94| 29 ✘ 1| 94 ✘ 29| 1 ✘ 71| 29 ✘ 119| 71 ✘ 15|119 ✘ 115| 15 ✘ 120|115 ✘ \n", - " 70| -1 50| 70 ✘ 71| 50 ✘ 50| 71 ✘ 61| 50 ✘ 38| 61 ✘ 4| 38 ✘ 3| 4 ✘ \n", - "124| 3 ✘ 95|124 ✘ 27| 95 ✘ 48| 27 ✘ 116| 48 ✘ 3|116 ✘ 63| 3 ✘ 19| 63 ✘ \n", - " 79| 19 ✘ 2| 79 ✘ 43| 2 ✘ 92| 43 ✘ 8| 92 ✘ 65| 8 ✘ 35| 65 ✘ 30| 35 ✘ \n", - " 73| 30 ✘ 73| 73 ✔ 38| 73 ✘ 58| 38 ✘ 49| 58 ✘ 45| 49 ✘ 58| 45 ✘ 46| 58 ✘ \n", - "116| 46 ✘ 101|116 ✘ 5|101 ✘ 78| 5 ✘ 126| 78 ✘ 105|126 ✘ 108|105 ✘ 59|108 ✘ \n", - " 46| 59 ✘ 27| 46 ✘ 14| 27 ✘ 57| 14 ✘ 81| 57 ✘ 3| 81 ✘ 9| 3 ✘ 126| 9 ✘ \n", - " 18|126 ✘ 76| 18 ✘ 101| 76 ✘ 124|101 ✘ 4|124 ✘ 3| 4 ✘ 102| 3 ✘ 79|102 ✘ \n", - "121| 79 ✘ 103|121 ✘ 92|103 ✘ 30| 92 ✘ 4| 30 ✘ 103| 4 ✘ 59|103 ✘ \n", - "=== shift = 0 ===\n", - " 10| 10 ✔ 69| 69 ✔ 124|124 ✔ 102| -1 2| 2 ✔ 3| 3 ✔ 78| 78 ✔ 29| 29 ✔ \n", - "122|122 ✔ 73| 73 ✔ 98| 98 ✔ 34| 34 ✔ 0| 0 ✔ 97| 97 ✔ 7| 7 ✔ 97| 97 ✔ \n", - " 86| 86 ✔ 120|120 ✔ 95| 95 ✔ 90| 90 ✔ 49| 49 ✔ 89| 89 ✔ 83| 83 ✔ 19| 19 ✔ \n", - " 84| 84 ✔ 117|117 ✔ 92| 92 ✔ 119|119 ✔ 16| 16 ✔ 45| 45 ✔ 23| 23 ✔ 16| 16 ✔ \n", - "111|111 ✔ 9| 9 ✔ 89| 89 ✔ 18| 18 ✔ 36| 36 ✔ 2| 2 ✔ 115|115 ✔ 40| 40 ✔ \n", - "100|100 ✔ 105|105 ✔ 93| 93 ✔ 85| 85 ✔ 107|107 ✔ 90| 90 ✔ 62| 62 ✔ 116|116 ✔ \n", - " 42| 42 ✔ 123|123 ✔ 40| 40 ✔ 0| 0 ✔ 77| 77 ✔ 40| 40 ✔ 57| 57 ✔ 110|110 ✔ \n", - " 29| 29 ✔ 94| 94 ✔ 1| 1 ✔ 29| 29 ✔ 71| 71 ✔ 119|119 ✔ 15| 15 ✔ 115|115 ✔ \n", - "120| -1 70| 70 ✔ 50| 50 ✔ 71| 71 ✔ 50| 50 ✔ 61| 61 ✔ 38| 38 ✔ 4| 4 ✔ \n", - " 3| 3 ✔ 124|124 ✔ 95| 95 ✔ 27| 27 ✔ 48| 48 ✔ 116|116 ✔ 3| 3 ✔ 63| 63 ✔ \n", - " 19| 19 ✔ 79| 79 ✔ 2| 2 ✔ 43| 43 ✔ 92| 92 ✔ 8| 8 ✔ 65| 65 ✔ 35| 35 ✔ \n", - " 30| 30 ✔ 73| 73 ✔ 73| 73 ✔ 38| 38 ✔ 58| 58 ✔ 49| 49 ✔ 45| 45 ✔ 58| 58 ✔ \n", - " 46| 46 ✔ 116|116 ✔ 101|101 ✔ 5| 5 ✔ 78| 78 ✔ 126|126 ✔ 105|105 ✔ 108|108 ✔ \n", - " 59| 59 ✔ 46| 46 ✔ 27| 27 ✔ 14| 14 ✔ 57| 57 ✔ 81| 81 ✔ 3| 3 ✔ 9| 9 ✔ \n", - "126|126 ✔ 18| 18 ✔ 76| 76 ✔ 101|101 ✔ 124|124 ✔ 4| 4 ✔ 3| 3 ✔ 102|102 ✔ \n", - " 79| 79 ✔ 121|121 ✔ 103|103 ✔ 92| 92 ✔ 30| 30 ✔ 4| 4 ✔ 103|103 ✔ 59| 59 ✔ \n", - "\n", - "=== shift = 1 ===\n", - " 10| 69 ✘ 69|124 ✘ 124| -1 102| 2 ✘ 2| 3 ✘ 3| 78 ✘ 78| 29 ✘ 29|122 ✘ \n", - "122| 73 ✘ 73| 98 ✘ 98| 34 ✘ 34| 0 0| 97 ✘ 97| 7 ✘ 7| 97 ✘ 97| 86 ✘ \n", - " 86|120 ✘ 120| 95 ✘ 95| 90 ✘ 90| 49 ✘ 49| 89 ✘ 89| 83 ✘ 83| 19 ✘ 19| 84 ✘ \n", - " 84|117 ✘ 117| 92 ✘ 92|119 ✘ 119| 16 ✘ 16| 45 ✘ 45| 23 ✘ 23| 16 ✘ 16|111 ✘ \n", - "111| 9 ✘ 9| 89 ✘ 89| 18 ✘ 18| 36 ✘ 36| 2 ✘ 2|115 ✘ 115| 40 ✘ 40|100 ✘ \n", - "100|105 ✘ 105| 93 ✘ 93| 85 ✘ 85|107 ✘ 107| 90 ✘ 90| 62 ✘ 62|116 ✘ 116| 42 ✘ \n", - " 42|123 ✘ 123| 40 ✘ 40| 0 0| 77 ✘ 77| 40 ✘ 40| 57 ✘ 57|110 ✘ 110| 29 ✘ \n", - " 29| 94 ✘ 94| 1 ✘ 1| 29 ✘ 29| 71 ✘ 71|119 ✘ 119| 15 ✘ 15|115 ✘ 115| -1 \n", - "120| 70 ✘ 70| 50 ✘ 50| 71 ✘ 71| 50 ✘ 50| 61 ✘ 61| 38 ✘ 38| 4 ✘ 4| 3 ✘ \n", - " 3|124 ✘ 124| 95 ✘ 95| 27 ✘ 27| 48 ✘ 48|116 ✘ 116| 3 ✘ 3| 63 ✘ 63| 19 ✘ \n", - " 19| 79 ✘ 79| 2 ✘ 2| 43 ✘ 43| 92 ✘ 92| 8 ✘ 8| 65 ✘ 65| 35 ✘ 35| 30 ✘ \n", - " 30| 73 ✘ 73| 73 ✔ 73| 38 ✘ 38| 58 ✘ 58| 49 ✘ 49| 45 ✘ 45| 58 ✘ 58| 46 ✘ \n", - " 46|116 ✘ 116|101 ✘ 101| 5 ✘ 5| 78 ✘ 78|126 ✘ 126|105 ✘ 105|108 ✘ 108| 59 ✘ \n", - " 59| 46 ✘ 46| 27 ✘ 27| 14 ✘ 14| 57 ✘ 57| 81 ✘ 81| 3 ✘ 3| 9 ✘ 9|126 ✘ \n", - "126| 18 ✘ 18| 76 ✘ 76|101 ✘ 101|124 ✘ 124| 4 ✘ 4| 3 ✘ 3|102 ✘ 102| 79 ✘ \n", - " 79|121 ✘ 121|103 ✘ 103| 92 ✘ 92| 30 ✘ 30| 4 ✘ 4|103 ✘ 103| 59 ✘ 59| -1 \n", - "\n", - "=== shift = 2 ===\n", - " 10|124 ✘ 69| -1 124| 2 ✘ 102| 3 ✘ 2| 78 ✘ 3| 29 ✘ 78|122 ✘ 29| 73 ✘ \n", - "122| 98 ✘ 73| 34 ✘ 98| 0 34| 97 ✘ 0| 7 ✘ 97| 97 ✔ 7| 86 ✘ 97|120 ✘ \n", - " 86| 95 ✘ 120| 90 ✘ 95| 49 ✘ 90| 89 ✘ 49| 83 ✘ 89| 19 ✘ 83| 84 ✘ 19|117 ✘ \n", - " 84| 92 ✘ 117|119 ✘ 92| 16 ✘ 119| 45 ✘ 16| 23 ✘ 45| 16 ✘ 23|111 ✘ 16| 9 ✘ \n", - "111| 89 ✘ 9| 18 ✘ 89| 36 ✘ 18| 2 ✘ 36|115 ✘ 2| 40 ✘ 115|100 ✘ 40|105 ✘ \n", - "100| 93 ✘ 105| 85 ✘ 93|107 ✘ 85| 90 ✘ 107| 62 ✘ 90|116 ✘ 62| 42 ✘ 116|123 ✘ \n", - " 42| 40 ✘ 123| 0 40| 77 ✘ 0| 40 ✘ 77| 57 ✘ 40|110 ✘ 57| 29 ✘ 110| 94 ✘ \n", - " 29| 1 ✘ 94| 29 ✘ 1| 71 ✘ 29|119 ✘ 71| 15 ✘ 119|115 ✘ 15| -1 115| 70 ✘ \n", - "120| 50 ✘ 70| 71 ✘ 50| 50 ✔ 71| 61 ✘ 50| 38 ✘ 61| 4 ✘ 38| 3 ✘ 4|124 ✘ \n", - " 3| 95 ✘ 124| 27 ✘ 95| 48 ✘ 27|116 ✘ 48| 3 ✘ 116| 63 ✘ 3| 19 ✘ 63| 79 ✘ \n", - " 19| 2 ✘ 79| 43 ✘ 2| 92 ✘ 43| 8 ✘ 92| 65 ✘ 8| 35 ✘ 65| 30 ✘ 35| 73 ✘ \n", - " 30| 73 ✘ 73| 38 ✘ 73| 58 ✘ 38| 49 ✘ 58| 45 ✘ 49| 58 ✘ 45| 46 ✘ 58|116 ✘ \n", - " 46|101 ✘ 116| 5 ✘ 101| 78 ✘ 5|126 ✘ 78|105 ✘ 126|108 ✘ 105| 59 ✘ 108| 46 ✘ \n", - " 59| 27 ✘ 46| 14 ✘ 27| 57 ✘ 14| 81 ✘ 57| 3 ✘ 81| 9 ✘ 3|126 ✘ 9| 18 ✘ \n", - "126| 76 ✘ 18|101 ✘ 76|124 ✘ 101| 4 ✘ 124| 3 ✘ 4|102 ✘ 3| 79 ✘ 102|121 ✘ \n", - " 79|103 ✘ 121| 92 ✘ 103| 30 ✘ 92| 4 ✘ 30|103 ✘ 4| 59 ✘ 103| -1 59| 70 ✘ \n", - "\n", - "Symbol error rate e=0.015625\n", - "maximum bitrate r=332.2265625 b/h\n", - "nbits=6 ampl=0.00387 seed=cbb3b8cf > ser=0.01562\n" + "<ipython-input-103-3e101b35c97a>:1: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n", + " fig, ((ax, cbar_ax), (intercept_ax, empty)) = plt.subplots(2, 2, figsize=(12, 9), gridspec_kw={'width_ratios': [1, 0.05]})\n" ] }, { "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "84e1acbb31914f5f8b3a031654fd7733", + "version_major": 2, + "version_minor": 0 + }, "text/plain": [ - "(16100, 16700)" + "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" ] }, - "execution_count": 242, "metadata": {}, - "output_type": "execute_result" + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/user/safety-reset/lab-windows/env/lib/python3.8/site-packages/numpy/core/fromnumeric.py:3334: RuntimeWarning: Mean of empty slice.\n", + " return _methods._mean(a, axis=axis, dtype=dtype,\n", + "/home/user/safety-reset/lab-windows/env/lib/python3.8/site-packages/numpy/core/_methods.py:161: RuntimeWarning: invalid value encountered in double_scalars\n", + " ret = ret.dtype.type(ret / rcount)\n", + "/home/user/safety-reset/lab-windows/env/lib/python3.8/site-packages/numpy/core/_methods.py:216: RuntimeWarning: Degrees of freedom <= 0 for slice\n", + " ret = _var(a, axis=axis, dtype=dtype, out=out, ddof=ddof,\n", + "/home/user/safety-reset/lab-windows/env/lib/python3.8/site-packages/numpy/core/_methods.py:185: RuntimeWarning: invalid value encountered in true_divide\n", + " arrmean = um.true_divide(\n", + "/home/user/safety-reset/lab-windows/env/lib/python3.8/site-packages/numpy/core/_methods.py:209: RuntimeWarning: invalid value encountered in double_scalars\n", + " ret = ret.dtype.type(ret / rcount)\n", + "/home/user/safety-reset/lab-windows/env/lib/python3.8/site-packages/numpy/core/fromnumeric.py:3334: RuntimeWarning: Mean of empty slice.\n", + " return _methods._mean(a, axis=axis, dtype=dtype,\n", + "/home/user/safety-reset/lab-windows/env/lib/python3.8/site-packages/numpy/core/_methods.py:161: RuntimeWarning: invalid value encountered in double_scalars\n", + " ret = ret.dtype.type(ret / rcount)\n", + "/home/user/safety-reset/lab-windows/env/lib/python3.8/site-packages/numpy/core/_methods.py:216: RuntimeWarning: Degrees of freedom <= 0 for slice\n", + " ret = _var(a, axis=axis, dtype=dtype, out=out, ddof=ddof,\n", + "/home/user/safety-reset/lab-windows/env/lib/python3.8/site-packages/numpy/core/_methods.py:185: RuntimeWarning: invalid value encountered in true_divide\n", + " arrmean = um.true_divide(\n", + "/home/user/safety-reset/lab-windows/env/lib/python3.8/site-packages/numpy/core/_methods.py:209: RuntimeWarning: invalid value encountered in double_scalars\n", + " ret = ret.dtype.type(ret / rcount)\n", + "/home/user/safety-reset/lab-windows/env/lib/python3.8/site-packages/numpy/core/fromnumeric.py:3334: RuntimeWarning: Mean of empty slice.\n", + " return _methods._mean(a, axis=axis, dtype=dtype,\n", + "/home/user/safety-reset/lab-windows/env/lib/python3.8/site-packages/numpy/core/_methods.py:161: RuntimeWarning: invalid value encountered in double_scalars\n", + " ret = ret.dtype.type(ret / rcount)\n", + "/home/user/safety-reset/lab-windows/env/lib/python3.8/site-packages/numpy/core/_methods.py:216: RuntimeWarning: Degrees of freedom <= 0 for slice\n", + " ret = _var(a, axis=axis, dtype=dtype, out=out, ddof=ddof,\n", + "/home/user/safety-reset/lab-windows/env/lib/python3.8/site-packages/numpy/core/_methods.py:185: RuntimeWarning: invalid value encountered in true_divide\n", + " arrmean = um.true_divide(\n", + "/home/user/safety-reset/lab-windows/env/lib/python3.8/site-packages/numpy/core/_methods.py:209: RuntimeWarning: invalid value encountered in double_scalars\n", + " ret = ret.dtype.type(ret / rcount)\n", + "/home/user/safety-reset/lab-windows/env/lib/python3.8/site-packages/numpy/core/fromnumeric.py:3334: RuntimeWarning: Mean of empty slice.\n", + " return _methods._mean(a, axis=axis, dtype=dtype,\n", + "/home/user/safety-reset/lab-windows/env/lib/python3.8/site-packages/numpy/core/_methods.py:161: RuntimeWarning: invalid value encountered in double_scalars\n", + " ret = ret.dtype.type(ret / rcount)\n", + "/home/user/safety-reset/lab-windows/env/lib/python3.8/site-packages/numpy/core/_methods.py:216: RuntimeWarning: Degrees of freedom <= 0 for slice\n", + " ret = _var(a, axis=axis, dtype=dtype, out=out, ddof=ddof,\n", + "/home/user/safety-reset/lab-windows/env/lib/python3.8/site-packages/numpy/core/_methods.py:185: RuntimeWarning: invalid value encountered in true_divide\n", + " arrmean = um.true_divide(\n", + "/home/user/safety-reset/lab-windows/env/lib/python3.8/site-packages/numpy/core/_methods.py:209: RuntimeWarning: invalid value encountered in double_scalars\n", + " ret = ret.dtype.type(ret / rcount)\n", + "/home/user/safety-reset/lab-windows/env/lib/python3.8/site-packages/numpy/core/fromnumeric.py:3334: RuntimeWarning: Mean of empty slice.\n", + " return _methods._mean(a, axis=axis, dtype=dtype,\n", + "/home/user/safety-reset/lab-windows/env/lib/python3.8/site-packages/numpy/core/_methods.py:161: RuntimeWarning: invalid value encountered in double_scalars\n", + " ret = ret.dtype.type(ret / rcount)\n", + "/home/user/safety-reset/lab-windows/env/lib/python3.8/site-packages/numpy/core/_methods.py:216: RuntimeWarning: Degrees of freedom <= 0 for slice\n", + " ret = _var(a, axis=axis, dtype=dtype, out=out, ddof=ddof,\n", + "/home/user/safety-reset/lab-windows/env/lib/python3.8/site-packages/numpy/core/_methods.py:185: RuntimeWarning: invalid value encountered in true_divide\n", + " arrmean = um.true_divide(\n", + "/home/user/safety-reset/lab-windows/env/lib/python3.8/site-packages/numpy/core/_methods.py:209: RuntimeWarning: invalid value encountered in double_scalars\n", + " ret = ret.dtype.type(ret / rcount)\n", + "/home/user/safety-reset/lab-windows/env/lib/python3.8/site-packages/numpy/core/fromnumeric.py:3334: RuntimeWarning: Mean of empty slice.\n", + " return _methods._mean(a, axis=axis, dtype=dtype,\n", + "/home/user/safety-reset/lab-windows/env/lib/python3.8/site-packages/numpy/core/_methods.py:161: RuntimeWarning: invalid value encountered in double_scalars\n", + " ret = ret.dtype.type(ret / rcount)\n", + "/home/user/safety-reset/lab-windows/env/lib/python3.8/site-packages/numpy/core/_methods.py:216: RuntimeWarning: Degrees of freedom <= 0 for slice\n", + " ret = _var(a, axis=axis, dtype=dtype, out=out, ddof=ddof,\n", + "/home/user/safety-reset/lab-windows/env/lib/python3.8/site-packages/numpy/core/_methods.py:185: RuntimeWarning: invalid value encountered in true_divide\n", + " arrmean = um.true_divide(\n", + "/home/user/safety-reset/lab-windows/env/lib/python3.8/site-packages/numpy/core/_methods.py:209: RuntimeWarning: invalid value encountered in double_scalars\n", + " ret = ret.dtype.type(ret / rcount)\n", + "/home/user/safety-reset/lab-windows/env/lib/python3.8/site-packages/numpy/core/fromnumeric.py:3334: RuntimeWarning: Mean of empty slice.\n", + " return _methods._mean(a, axis=axis, dtype=dtype,\n", + "/home/user/safety-reset/lab-windows/env/lib/python3.8/site-packages/numpy/core/_methods.py:161: RuntimeWarning: invalid value encountered in double_scalars\n", + " ret = ret.dtype.type(ret / rcount)\n", + "/home/user/safety-reset/lab-windows/env/lib/python3.8/site-packages/numpy/core/_methods.py:216: RuntimeWarning: Degrees of freedom <= 0 for slice\n", + " ret = _var(a, axis=axis, dtype=dtype, out=out, ddof=ddof,\n", + "/home/user/safety-reset/lab-windows/env/lib/python3.8/site-packages/numpy/core/_methods.py:185: RuntimeWarning: invalid value encountered in true_divide\n", + " arrmean = um.true_divide(\n", + "/home/user/safety-reset/lab-windows/env/lib/python3.8/site-packages/numpy/core/_methods.py:209: RuntimeWarning: invalid value encountered in double_scalars\n", + " ret = ret.dtype.type(ret / rcount)\n", + "/home/user/safety-reset/lab-windows/env/lib/python3.8/site-packages/numpy/core/fromnumeric.py:3334: RuntimeWarning: Mean of empty slice.\n", + " return _methods._mean(a, axis=axis, dtype=dtype,\n", + "/home/user/safety-reset/lab-windows/env/lib/python3.8/site-packages/numpy/core/_methods.py:161: RuntimeWarning: invalid value encountered in double_scalars\n", + " ret = ret.dtype.type(ret / rcount)\n", + "/home/user/safety-reset/lab-windows/env/lib/python3.8/site-packages/numpy/core/_methods.py:216: RuntimeWarning: Degrees of freedom <= 0 for slice\n", + " ret = _var(a, axis=axis, dtype=dtype, out=out, ddof=ddof,\n", + "/home/user/safety-reset/lab-windows/env/lib/python3.8/site-packages/numpy/core/_methods.py:185: RuntimeWarning: invalid value encountered in true_divide\n", + " arrmean = um.true_divide(\n", + "/home/user/safety-reset/lab-windows/env/lib/python3.8/site-packages/numpy/core/_methods.py:209: RuntimeWarning: invalid value encountered in double_scalars\n", + " ret = ret.dtype.type(ret / rcount)\n", + "/home/user/safety-reset/lab-windows/env/lib/python3.8/site-packages/numpy/core/fromnumeric.py:3334: RuntimeWarning: Mean of empty slice.\n", + " return _methods._mean(a, axis=axis, dtype=dtype,\n", + "/home/user/safety-reset/lab-windows/env/lib/python3.8/site-packages/numpy/core/_methods.py:161: RuntimeWarning: invalid value encountered in double_scalars\n", + " ret = ret.dtype.type(ret / rcount)\n", + "/home/user/safety-reset/lab-windows/env/lib/python3.8/site-packages/numpy/core/_methods.py:216: RuntimeWarning: Degrees of freedom <= 0 for slice\n", + " ret = _var(a, axis=axis, dtype=dtype, out=out, ddof=ddof,\n", + "/home/user/safety-reset/lab-windows/env/lib/python3.8/site-packages/numpy/core/_methods.py:185: RuntimeWarning: invalid value encountered in true_divide\n", + " arrmean = um.true_divide(\n", + "/home/user/safety-reset/lab-windows/env/lib/python3.8/site-packages/numpy/core/_methods.py:209: RuntimeWarning: invalid value encountered in double_scalars\n", + " ret = ret.dtype.type(ret / rcount)\n" + ] } ], "source": [ - "fig, ax = plt.subplots(figsize=(12, 9))\n", + "fig, ((ax, cbar_ax), (intercept_ax, empty)) = plt.subplots(2, 2, figsize=(12, 9), gridspec_kw={'width_ratios': [1, 0.05]})\n", + "empty.axis('off')\n", + "#fig.tight_layout()\n", + "\n", + "results = []\n", + "for fn in [\n", + " '/mnt/c/Users/jaseg/shared/dsss_experiments_res-2020-02-20-12-18-35.json',\n", + " '/mnt/c/Users/jaseg/shared/dsss_experiments_res-2020-02-20-12-26-07.json',\n", + " '/mnt/c/Users/jaseg/shared/dsss_experiments_res-2020-02-20-12-29-02.json'\n", + "]:\n", + " with open(fn, 'r') as f:\n", + " results += json.load(f)\n", + "\n", + "thfs = [thf for (_nbits, thf, _reps, _points, _duration), series in results]\n", + "cmap = matplotlib.cm.viridis\n", + "cm_func = lambda x: cmap((x - min(thfs)) / (max(thfs) - min(thfs)))\n", "\n", - "params = dict(default_params)\n", - "params['signal_amplitude'] = 2.0e-3\n", - "params['nbits'] = 6\n", - "seed = 0xcbb3b8cf\n", - "ser, br = run_ser_test(**params, sample_duration=sample_duration, print=print, seed=seed, ax=ax, debug_range=(16100, 16700))\n", - "print(f'nbits={nbits} ampl={v:>.5f} seed={seed:08x} > ser={ser:.5f}')\n", + "thf_sers = {}\n", + "for (nbits, thf, reps, points, duration), series in results:\n", + " data = [ [ mean for mean, _std, _msg in reps if mean is not None ] for _amp, reps in series ]\n", + " amps = [ amp for amp, _reps in series ]\n", + " sers = np.array([ np.mean(values) for values in data ])\n", + " stds = np.array([ np.std(values) for values in data ])\n", + " thf_sers[thf] = list(zip(amps, sers, stds))\n", + " \n", + " l, = ax.plot(amps, np.clip(sers, 0, 1), label=f'thf={thf}', color=cm_func(thf))\n", + " ax.fill_between(amps, np.clip(sers + stds, 0, 1), np.clip(sers - stds, 0, 1), facecolor=l.get_color(), alpha=0.2)\n", + " ax.axhline(0.5, color='gray', ls=(0, (3, 4)), lw=0.8)\n", + "ax.grid()\n", + "ax.set_xlabel('Amplitude in mHz')\n", + "ax.set_ylabel('Symbol error rate')\n", "\n", - "ax.set_xlim([16100, 16700])" + "def plot_base_amp(ax):\n", + " base_sers = {}\n", + " for thf, sers in thf_sers.items():\n", + " base = np.mean([ser for amp, ser, std in sorted(sers)[-2:]])\n", + " base_std = np.sqrt(np.mean([std**2 for amp, ser, std in sorted(sers)[-2:]]))\n", + " base_sers[thf] = (base, base_std)\n", + "\n", + " x = sorted(base_sers.keys())\n", + " y = np.array([ base_sers[thf][0] for thf in x ])\n", + " std = np.array([ base_sers[thf][1] for thf in x ])\n", + " l = ax.plot(x, y, label='Base amplitude')\n", + " ax.fill_between(x, y-std, y+std, color=l[0].get_color(), alpha=0.3)\n", + " return l\n", + "\n", + "def plot_intercepts(ax, SER_TH = 0.5):\n", + " intercepts = {}\n", + " for thf, sers in thf_sers.items():\n", + " last_ser, last_amp, last_std = 0, 0, 0\n", + " for amp, ser, std in sorted(sers):\n", + " if last_ser > SER_TH and ser < SER_TH:\n", + " icp = last_amp + (SER_TH - last_ser) / (ser - last_ser) * (amp - last_amp)\n", + " ic_std = abs(last_amp - amp) / 2# np.sqrt(np.mean(last_std**2 + std**2))\n", + " intercepts[thf] = (icp, ic_std)\n", + " break\n", + " last_amp, last_ser = amp, ser\n", + " else:\n", + " intercepts[thf] = None, None\n", + " \n", + " ser_valid = [thf for thf, (ser, _std) in intercepts.items() if ser is not None]\n", + " #ax.axvline(min(ser_valid), color='red')\n", + " #ax.axvline(max(ser_valid), color='red')\n", + " \n", + " x = sorted(intercepts.keys())\n", + " data = np.array([ intercepts[thf] for thf in x ])\n", + " y = data[:,0]\n", + " std = data[:,1]\n", + " \n", + " ax.set_xlim([min(x), max(x)])\n", + " l = ax.plot(x, y, label='SER @ a=0.5', color='orange')\n", + " \n", + " x, y, std = zip(*[ (le_x, le_y, le_std) for le_x, le_y, le_std in zip(x, y, std) if le_y is not None ])\n", + " y, std = np.array(y), np.array(std)\n", + " ax.fill_between(x, y-std, y+std, color=l[0].get_color(), alpha=0.3)\n", + " \n", + " trans = matplotlib.transforms.blended_transform_factory(ax.transData, ax.transAxes)\n", + " ax.fill_between([-1, min(ser_valid)], 0, 1, facecolor='red', alpha=0.2, transform=trans, zorder=1)\n", + " ax.fill_between([max(ser_valid), max(ser_valid)*10], 0, 1, facecolor='red', alpha=0.2, transform=trans)\n", + " ax.set_ylim([min(y)*0.9, max(y)*1.1])\n", + " return l\n", + "\n", + "l1 = plot_intercepts(intercept_ax)\n", + "l2 = plot_base_amp(intercept_ax.twinx())\n", + "intercept_ax.legend(l1 + l2, [l.get_label() for l in l1+l2], loc=4)\n", + "\n", + "norm = matplotlib.colors.Normalize(vmin=min(thfs), vmax=max(thfs))\n", + "cb1 = matplotlib.colorbar.ColorbarBase(cbar_ax, cmap=cmap, norm=norm, orientation='vertical', label=\"Threshold factor\")\n", + "#fig.colorbar(ticks=thfs, label='Threshold factor', ax=ax)\n", + "#ax.legend()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": 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